.. _l-onnx-bench-onnxruntime1: Availability of scikit-learn model for runtime onnxruntime1 =========================================================== The following metrics measure the ratio between the prediction time for the runtime compare to :epkg:`scikit-learn`. It gives an order of magnitude. They are done by setting ``assume_finite=True`` (see `config_context `_). The computed ratio is: .. math:: \frac{\textit{execution when predicting with a custom ONNX runtime}} {\textit{execution when predicting with scikit-learn (assume\_finite=True)}} Due to float32 conversion, it may happen than the highest difference is quite high. The proposition :math:`a < b \Rightarrow [a] < [b]` is usually true and but not true all the time. It is the same after number where rounded to float32, that's why the result considers the fourth highest difference and not the first three. Some figures are missing when the number of observations is high. That means the prediction is slow for one of the runtime (ONNX, scikit-learn) and it would take too long to go further. The list of problems can be found in the documentation of function :func:`find_suitable_problem `. Default values are usually used to create models but other scenarios are defined by :func:`build_custom_scenarios ` and :func:`build_custom_scenarios (2) `. The benchmark can be generated with a command line: :: python -m mlprodict validate_runtime --verbose=1 --out_raw=data.csv --out_summary=summary.xlsx --benchmark=1 --dump_folder=. --runtime=onnxruntime1 The option ``-se 1`` may be used if the process crashes. The command line can also be extended to test only one model or to skip another one. The whole batch takes between 5 and 15 minutes depending on the machine. Full data: :download:`bench_sum_onnxruntime1.xlsx <../bench_sum_onnxruntime1.xlsx>` .. contents:: :local: .. _lpy-DDDNB: ...NB +++++ +--------------------------------------------------------------+---------------------------+----------+-------+---------------------+------------+ | name | problem | scenario | optim | opset15 | onx_nnodes | +==============================================================+===========================+==========+=======+=====================+============+ | :ref:`BernoulliNB ` | b-cl | default | | OK 13/1 | 22 | +--------------------------------------------------------------+---------------------------+----------+-------+---------------------+------------+ | :ref:`BernoulliNB ` | m-cl | default | | OK 13/1 | 22 | +--------------------------------------------------------------+---------------------------+----------+-------+---------------------+------------+ | :ref:`BernoulliRBM ` | num-tr | default | | | | +--------------------------------------------------------------+---------------------------+----------+-------+---------------------+------------+ | :ref:`CategoricalNB ` | b-cl | default | | ERR: 3prediction | | +--------------------------------------------------------------+---------------------------+----------+-------+---------------------+------------+ | :ref:`CategoricalNB ` | m-cl | default | | ERR: 3prediction | | +--------------------------------------------------------------+---------------------------+----------+-------+---------------------+------------+ | :ref:`CategoricalNB ` | ~b-cl-64 | default | | ERR: 3prediction | | +--------------------------------------------------------------+---------------------------+----------+-------+---------------------+------------+ | :ref:`CategoricalNB ` | ~m-label | default | | ERR: 1training_time | | +--------------------------------------------------------------+---------------------------+----------+-------+---------------------+------------+ | :ref:`ComplementNB ` | b-cl | default | | ERR: 1training_time | | +--------------------------------------------------------------+---------------------------+----------+-------+---------------------+------------+ | :ref:`ComplementNB ` | m-cl | default | | ERR: 1training_time | | +--------------------------------------------------------------+---------------------------+----------+-------+---------------------+------------+ | :ref:`GaussianNB ` | b-cl | default | | OK 13/1 | 19 | +--------------------------------------------------------------+---------------------------+----------+-------+---------------------+------------+ | :ref:`GaussianNB ` | m-cl | default | | OK 13/1 | 19 | +--------------------------------------------------------------+---------------------------+----------+-------+---------------------+------------+ | :ref:`MultinomialNB ` | b-cl | default | | ERR: 1training_time | | +--------------------------------------------------------------+---------------------------+----------+-------+---------------------+------------+ | :ref:`MultinomialNB ` | m-cl | default | | ERR: 1training_time | | +--------------------------------------------------------------+---------------------------+----------+-------+---------------------+------------+ +--------------------------------------------------------------+---------------------------+----------+-------+---------------------+-----------------------------------------------------------------+ | name | problem | scenario | optim | opset15 | ERROR-msg | +==============================================================+===========================+==========+=======+=====================+=================================================================+ | :ref:`BernoulliRBM ` | num-tr | default | | | NO CONVERTER | +--------------------------------------------------------------+---------------------------+----------+-------+---------------------+-----------------------------------------------------------------+ | :ref:`CategoricalNB ` | b-cl | default | | ERR: 3prediction | index 7 is out of bounds for axis 1 with size 7 | +--------------------------------------------------------------+---------------------------+----------+-------+---------------------+-----------------------------------------------------------------+ | :ref:`CategoricalNB ` | m-cl | default | | ERR: 3prediction | index 7 is out of bounds for axis 1 with size 7 | +--------------------------------------------------------------+---------------------------+----------+-------+---------------------+-----------------------------------------------------------------+ | :ref:`CategoricalNB ` | ~b-cl-64 | default | | ERR: 3prediction | index 7 is out of bounds for axis 1 with size 7 | +--------------------------------------------------------------+---------------------------+----------+-------+---------------------+-----------------------------------------------------------------+ | :ref:`CategoricalNB ` | ~m-label | default | | ERR: 1training_time | y should be a 1d array, got an array of shape (112, 3) instead. | +--------------------------------------------------------------+---------------------------+----------+-------+---------------------+-----------------------------------------------------------------+ | :ref:`ComplementNB ` | b-cl | default | | ERR: 1training_time | Negative values in data passed to ComplementNB (input X) | +--------------------------------------------------------------+---------------------------+----------+-------+---------------------+-----------------------------------------------------------------+ | :ref:`ComplementNB ` | m-cl | default | | ERR: 1training_time | Negative values in data passed to ComplementNB (input X) | +--------------------------------------------------------------+---------------------------+----------+-------+---------------------+-----------------------------------------------------------------+ | :ref:`MultinomialNB ` | b-cl | default | | ERR: 1training_time | Negative values in data passed to MultinomialNB (input X) | +--------------------------------------------------------------+---------------------------+----------+-------+---------------------+-----------------------------------------------------------------+ | :ref:`MultinomialNB ` | m-cl | default | | ERR: 1training_time | Negative values in data passed to MultinomialNB (input X) | +--------------------------------------------------------------+---------------------------+----------+-------+---------------------+-----------------------------------------------------------------+ +--------------------------------------------------------------+---------------------------+----------+-------+---------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | name | problem | scenario | optim | opset15 | skl_version | skl_nop | skl_ncoef | skl_nlin | onx_size | onx_nnodes | onx_ninits | onx_producer_name | onx_producer_version | onx_ai.onnx.ml | onx_size_optim | onx_nnodes_optim | onx_ninits_optim | onx_op_Reshape | skl_nnodes | skl_ntrees | skl_max_depth | onx_op_Cast | onx_mlprodict | onx_op_ZipMap | onx_com.microsoft | onx_op_Identity | onx_op_Identity_optim | onx_subgraphs | onx_subgraphs_optim | +==============================================================+===========================+==========+=======+=====================+=============+=========+===========+==========+==========+============+============+===================+======================+================+================+==================+==================+================+============+============+===============+=============+===============+===============+===================+=================+=======================+===============+=====================+ | :ref:`BernoulliNB ` | b-cl | default | | OK 13/1 | 1.0.2 | 1 | 1 | 1 | 1.8e+03 | 22 | 9 | skl2onnx | 1.1 | 1 | 1.8e+03 | 22 | 9 | 2 | | | | 4 | | 1 | | | | | | +--------------------------------------------------------------+---------------------------+----------+-------+---------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`BernoulliNB ` | m-cl | default | | OK 13/1 | 1.0.2 | 1 | 3 | 1 | 1.9e+03 | 22 | 9 | skl2onnx | 1.1 | 1 | 1.9e+03 | 22 | 9 | 2 | | | | 4 | | 1 | | | | | | +--------------------------------------------------------------+---------------------------+----------+-------+---------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`BernoulliRBM ` | num-tr | default | | | 1.0.2 | 1 | | | | | | | | | | | | | | | | | | | | | | | | +--------------------------------------------------------------+---------------------------+----------+-------+---------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`CategoricalNB ` | b-cl | default | | ERR: 3prediction | 1.0.2 | 1 | 3 | 1 | | | | | | | | | | | | | | | | | | | | | | +--------------------------------------------------------------+---------------------------+----------+-------+---------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`CategoricalNB ` | m-cl | default | | ERR: 3prediction | 1.0.2 | 1 | 4 | 1 | | | | | | | | | | | | | | | | | | | | | | +--------------------------------------------------------------+---------------------------+----------+-------+---------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`CategoricalNB ` | ~b-cl-64 | default | | ERR: 3prediction | 1.0.2 | 1 | 3 | 1 | | | | | | | | | | | | | | | | | | | | | | +--------------------------------------------------------------+---------------------------+----------+-------+---------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`CategoricalNB ` | ~m-label | default | | ERR: 1training_time | 1.0.2 | -1 | -1 | -1 | | | | | | | | | | | | | | | | | | | | | | +--------------------------------------------------------------+---------------------------+----------+-------+---------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`ComplementNB ` | b-cl | default | | ERR: 1training_time | 1.0.2 | | | | | | | | | | | | | | | | | | | | | | | | | +--------------------------------------------------------------+---------------------------+----------+-------+---------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`ComplementNB ` | m-cl | default | | ERR: 1training_time | 1.0.2 | | | | | | | | | | | | | | | | | | | | | | | | | +--------------------------------------------------------------+---------------------------+----------+-------+---------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`GaussianNB ` | b-cl | default | | OK 13/1 | 1.0.2 | 1 | | | 1.8e+03 | 19 | 11 | skl2onnx | 1.1 | 1 | 1.8e+03 | 19 | 11 | 3 | | | | 3 | | 1 | | | | | | +--------------------------------------------------------------+---------------------------+----------+-------+---------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`GaussianNB ` | m-cl | default | | OK 13/1 | 1.0.2 | 1 | | | 1.8e+03 | 19 | 11 | skl2onnx | 1.1 | 1 | 1.8e+03 | 19 | 11 | 3 | | | | 3 | | 1 | | | | | | +--------------------------------------------------------------+---------------------------+----------+-------+---------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`MultinomialNB ` | b-cl | default | | ERR: 1training_time | 1.0.2 | | | | | | | | | | | | | | | | | | | | | | | | | +--------------------------------------------------------------+---------------------------+----------+-------+---------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`MultinomialNB ` | m-cl | default | | ERR: 1training_time | 1.0.2 | | | | | | | | | | | | | | | | | | | | | | | | | +--------------------------------------------------------------+---------------------------+----------+-------+---------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ +------------------------------------------------------+---------------------------+----------+-------+---------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | name | problem | scenario | optim | opset15 | RT/SKL-N=1 | N=10 | N=100 | N=1000 | N=10000 | RT/SKL-N=1-min | RT/SKL-N=1-max | N=10-min | N=10-max | N=100-min | N=100-max | N=1000-min | N=1000-max | N=10000-min | N=10000-max | +======================================================+===========================+==========+=======+=========+============+======+=======+========+=========+================+================+==========+==========+===========+===========+============+============+=============+=============+ | :ref:`BernoulliNB ` | b-cl | default | | OK 13/1 | 1.4 | 1.5 | 1.5 | 2.2 | 3.1 | 1.3 | 1.7 | 1.4 | 2.3 | 1.4 | 1.6 | 2.1 | 2.2 | 3 | 3.1 | +------------------------------------------------------+---------------------------+----------+-------+---------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`BernoulliNB ` | m-cl | default | | OK 13/1 | 1.4 | 1.4 | 1.6 | 2.3 | 3.2 | 1.3 | 1.7 | 1.3 | 2.3 | 1.5 | 1.6 | 2.3 | 2.4 | 3.1 | 3.2 | +------------------------------------------------------+---------------------------+----------+-------+---------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`GaussianNB ` | b-cl | default | | OK 13/1 | 1.3 | 1.2 | 1.3 | 1.9 | 2.7 | 1.1 | 2.1 | 1.2 | 1.3 | 1.2 | 1.4 | 1.8 | 1.9 | 2.7 | 2.8 | +------------------------------------------------------+---------------------------+----------+-------+---------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`GaussianNB ` | m-cl | default | | OK 13/1 | 1 | 1 | 1.1 | 1.7 | 2.1 | 0.93 | 1.3 | 0.93 | 1 | 1 | 1.1 | 1.6 | 1.7 | 2.1 | 2.1 | +------------------------------------------------------+---------------------------+----------+-------+---------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ .. _lpy-AdaBoost: AdaBoost ++++++++ +------------------------------------------------------------------------------------+---------------------------+----------+-------------------+----------------+------------+ | name | problem | scenario | optim | opset15 | onx_nnodes | +====================================================================================+===========================+==========+===================+================+============+ | :ref:`AdaBoostClassifier ` | b-cl | default | {'zipmap': False} | OK 15/1 | 23 | +------------------------------------------------------------------------------------+---------------------------+----------+-------------------+----------------+------------+ | :ref:`AdaBoostClassifier ` | m-cl | default | {'zipmap': False} | OK 15/1 | 95 | +------------------------------------------------------------------------------------+---------------------------+----------+-------------------+----------------+------------+ | :ref:`AdaBoostClassifier ` | m-cl | default | {'zipmap': False} | OK 15/1 | 95 | +------------------------------------------------------------------------------------+---------------------------+----------+-------------------+----------------+------------+ | :ref:`AdaBoostClassifier ` | ~b-cl-64 | default | {'zipmap': False} | ERR: 5ort_load | 23 | +------------------------------------------------------------------------------------+---------------------------+----------+-------------------+----------------+------------+ | :ref:`AdaBoostRegressor ` | b-reg | default | | OK 15/1 | 23 | +------------------------------------------------------------------------------------+---------------------------+----------+-------------------+----------------+------------+ | :ref:`AdaBoostRegressor ` | ~b-reg-64 | default | | ERR: 5ort_load | 23 | +------------------------------------------------------------------------------------+---------------------------+----------+-------------------+----------------+------------+ +------------------------------------------------------------------------------------+---------------------------+----------+-------------------+----------------+--------------------------------------------------------------------------------+ | name | problem | scenario | optim | opset15 | ERROR-msg | +====================================================================================+===========================+==========+===================+================+================================================================================+ | :ref:`AdaBoostClassifier ` | ~b-cl-64 | default | {'zipmap': False} | ERR: 5ort_load | Unable to create InferenceSession due to '[ONNXRuntimeError] : 1 : FAIL : F... | +------------------------------------------------------------------------------------+---------------------------+----------+-------------------+----------------+--------------------------------------------------------------------------------+ | :ref:`AdaBoostRegressor ` | ~b-reg-64 | default | | ERR: 5ort_load | Unable to create InferenceSession due to '[ONNXRuntimeError] : 1 : FAIL : F... | +------------------------------------------------------------------------------------+---------------------------+----------+-------------------+----------------+--------------------------------------------------------------------------------+ +------------------------------------------------------------------------------------+---------------------------+----------+-------------------+----------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | name | problem | scenario | optim | opset15 | skl_version | skl_nop | skl_ncoef | skl_nlin | onx_size | onx_nnodes | onx_ninits | onx_producer_name | onx_producer_version | onx_ai.onnx.ml | onx_size_optim | onx_nnodes_optim | onx_ninits_optim | onx_op_Reshape | skl_nnodes | skl_ntrees | skl_max_depth | onx_op_Cast | onx_mlprodict | onx_op_ZipMap | onx_com.microsoft | onx_op_Identity | onx_op_Identity_optim | onx_subgraphs | onx_subgraphs_optim | +====================================================================================+===========================+==========+===================+================+=============+=========+===========+==========+==========+============+============+===================+======================+================+================+==================+==================+================+============+============+===============+=============+===============+===============+===================+=================+=======================+===============+=====================+ | :ref:`AdaBoostClassifier ` | b-cl | default | {'zipmap': False} | OK 15/1 | 1.0.2 | 2 | | | 2.3e+03 | 23 | 8 | skl2onnx | 1.1 | 1 | 2.3e+03 | 23 | 8 | 3 | 3 | 1 | 1 | 3 | -1 | | | | | | | +------------------------------------------------------------------------------------+---------------------------+----------+-------------------+----------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`AdaBoostClassifier ` | m-cl | default | {'zipmap': False} | OK 15/1 | 1.0.2 | 11 | | | 1.2e+04 | 95 | 10 | skl2onnx | 1.1 | 1 | 8.6e+03 | 71 | 10 | 12 | 30 | 10 | 1 | 3 | -1 | | | | | | | +------------------------------------------------------------------------------------+---------------------------+----------+-------------------+----------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`AdaBoostClassifier ` | m-cl | default | {'zipmap': False} | OK 15/1 | 1.0.2 | 11 | | | 1.2e+04 | 95 | 10 | skl2onnx | 1.1 | 1 | 8.6e+03 | 71 | 10 | 12 | 30 | 10 | 1 | 3 | -1 | | | | | | | +------------------------------------------------------------------------------------+---------------------------+----------+-------------------+----------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`AdaBoostClassifier ` | ~b-cl-64 | default | {'zipmap': False} | ERR: 5ort_load | 1.0.2 | 2 | | | 2.4e+03 | 23 | 8 | skl2onnx | 1.1 | 1 | 2.4e+03 | 23 | 8 | 3 | 3 | 1 | 1 | 3 | 1 | | | | | | | +------------------------------------------------------------------------------------+---------------------------+----------+-------------------+----------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`AdaBoostRegressor ` | b-reg | default | | OK 15/1 | 1.0.2 | 11 | | | 1.1e+04 | 23 | 7 | skl2onnx | 1.1 | 1 | 1.1e+04 | 23 | 7 | 1 | 1.5e+02 | 10 | 3 | 1 | -1 | | | | | | | +------------------------------------------------------------------------------------+---------------------------+----------+-------------------+----------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`AdaBoostRegressor ` | ~b-reg-64 | default | | ERR: 5ort_load | 1.0.2 | 11 | | | 1.3e+04 | 23 | 7 | skl2onnx | 1.1 | 1 | 1.3e+04 | 23 | 7 | 1 | 1.5e+02 | 10 | 3 | 1 | 1 | | | | | | | +------------------------------------------------------------------------------------+---------------------------+----------+-------------------+----------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ +--------------------------------------------------------------------------------+---------------------------+----------+-------------------+---------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | name | problem | scenario | optim | opset15 | RT/SKL-N=1 | N=10 | N=100 | N=1000 | N=10000 | RT/SKL-N=1-min | RT/SKL-N=1-max | N=10-min | N=10-max | N=100-min | N=100-max | N=1000-min | N=1000-max | N=10000-min | N=10000-max | +================================================================================+===========================+==========+===================+=========+============+======+=======+========+=========+================+================+==========+==========+===========+===========+============+============+=============+=============+ | :ref:`AdaBoostClassifier ` | b-cl | default | {'zipmap': False} | OK 15/1 | 1.4 | 1.4 | 1.3 | 1.1 | 0.79 | 1.2 | 1.8 | 1.3 | 2.3 | 1.2 | 1.4 | 1.1 | 1.1 | 0.78 | 0.8 | +--------------------------------------------------------------------------------+---------------------------+----------+-------------------+---------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`AdaBoostClassifier ` | m-cl | default | {'zipmap': False} | OK 15/1 | 1.1 | 1.1 | 0.97 | 0.75 | 0.49 | 0.93 | 1.3 | 1 | 1.7 | 0.96 | 0.98 | 0.74 | 0.76 | 0.49 | 0.5 | +--------------------------------------------------------------------------------+---------------------------+----------+-------------------+---------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`AdaBoostClassifier ` | m-cl | default | {'zipmap': False} | OK 15/1 | 1 | 1 | 0.91 | 0.73 | 0.49 | 0.93 | 1.2 | 0.94 | 1.6 | 0.89 | 0.92 | 0.71 | 0.74 | 0.49 | 0.5 | +--------------------------------------------------------------------------------+---------------------------+----------+-------------------+---------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`AdaBoostRegressor ` | b-reg | default | | OK 15/1 | 0.55 | 0.58 | 0.62 | 0.87 | 0.83 | 0.5 | 0.71 | 0.54 | 0.96 | 0.59 | 0.66 | 0.86 | 0.88 | 0.82 | 0.83 | +--------------------------------------------------------------------------------+---------------------------+----------+-------------------+---------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ .. _lpy-AdditiveChi2Sampler: AdditiveChi2Sampler +++++++++++++++++++ +------------------------------------------------------------------------+---------------------------+----------+-------+---------------------+------------+ | name | problem | scenario | optim | opset15 | onx_nnodes | +========================================================================+===========================+==========+=======+=====================+============+ | :ref:`AdditiveChi2Sampler ` | num-tr | default | | ERR: 1training_time | | +------------------------------------------------------------------------+---------------------------+----------+-------+---------------------+------------+ +------------------------------------------------------------------------+---------------------------+----------+-------+---------------------+----------------------------------------------------------------+ | name | problem | scenario | optim | opset15 | ERROR-msg | +========================================================================+===========================+==========+=======+=====================+================================================================+ | :ref:`AdditiveChi2Sampler ` | num-tr | default | | ERR: 1training_time | Negative values in data passed to X in AdditiveChi2Sampler.fit | +------------------------------------------------------------------------+---------------------------+----------+-------+---------------------+----------------------------------------------------------------+ +------------------------------------------------------------------------+---------------------------+----------+-------+---------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | name | problem | scenario | optim | opset15 | skl_version | skl_nop | skl_ncoef | skl_nlin | onx_size | onx_nnodes | onx_ninits | onx_producer_name | onx_producer_version | onx_ai.onnx.ml | onx_size_optim | onx_nnodes_optim | onx_ninits_optim | onx_op_Reshape | skl_nnodes | skl_ntrees | skl_max_depth | onx_op_Cast | onx_mlprodict | onx_op_ZipMap | onx_com.microsoft | onx_op_Identity | onx_op_Identity_optim | onx_subgraphs | onx_subgraphs_optim | +========================================================================+===========================+==========+=======+=====================+=============+=========+===========+==========+==========+============+============+===================+======================+================+================+==================+==================+================+============+============+===============+=============+===============+===============+===================+=================+=======================+===============+=====================+ | :ref:`AdditiveChi2Sampler ` | num-tr | default | | ERR: 1training_time | 1.0.2 | | | | | | | | | | | | | | | | | | | | | | | | | +------------------------------------------------------------------------+---------------------------+----------+-------+---------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ .. _lpy-AffinityPropagation: AffinityPropagation +++++++++++++++++++ +---------------------------------------------------------------------------+---------------------------+----------+-------+---------------+------------+ | name | problem | scenario | optim | opset15 | onx_nnodes | +===========================================================================+===========================+==========+=======+===============+============+ | :ref:`AffinityPropagation ` | cluster | default | | | | +---------------------------------------------------------------------------+---------------------------+----------+-------+---------------+------------+ | :ref:`AffinityPropagation ` | ~b-clu-64 | default | | | | +---------------------------------------------------------------------------+---------------------------+----------+-------+---------------+------------+ +---------------------------------------------------------------------------+---------------------------+----------+-------+---------------+--------------+ | name | problem | scenario | optim | opset15 | ERROR-msg | +===========================================================================+===========================+==========+=======+===============+==============+ | :ref:`AffinityPropagation ` | cluster | default | | | NO CONVERTER | +---------------------------------------------------------------------------+---------------------------+----------+-------+---------------+--------------+ | :ref:`AffinityPropagation ` | ~b-clu-64 | default | | | NO CONVERTER | +---------------------------------------------------------------------------+---------------------------+----------+-------+---------------+--------------+ +---------------------------------------------------------------------------+---------------------------+----------+-------+---------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | name | problem | scenario | optim | opset15 | skl_version | skl_nop | skl_ncoef | skl_nlin | onx_size | onx_nnodes | onx_ninits | onx_producer_name | onx_producer_version | onx_ai.onnx.ml | onx_size_optim | onx_nnodes_optim | onx_ninits_optim | onx_op_Reshape | skl_nnodes | skl_ntrees | skl_max_depth | onx_op_Cast | onx_mlprodict | onx_op_ZipMap | onx_com.microsoft | onx_op_Identity | onx_op_Identity_optim | onx_subgraphs | onx_subgraphs_optim | +===========================================================================+===========================+==========+=======+===============+=============+=========+===========+==========+==========+============+============+===================+======================+================+================+==================+==================+================+============+============+===============+=============+===============+===============+===================+=================+=======================+===============+=====================+ | :ref:`AffinityPropagation ` | cluster | default | | | 1.0.2 | 1 | | | | | | | | | | | | | | | | | | | | | | | | +---------------------------------------------------------------------------+---------------------------+----------+-------+---------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`AffinityPropagation ` | ~b-clu-64 | default | | | 1.0.2 | 1 | | | | | | | | | | | | | | | | | | | | | | | | +---------------------------------------------------------------------------+---------------------------+----------+-------+---------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ .. _lpy-Bagging: Bagging +++++++ +---------------------------------------------------------------------+---------------------------+----------+-------+----------------+------------+ | name | problem | scenario | optim | opset15 | onx_nnodes | +=====================================================================+===========================+==========+=======+================+============+ | :ref:`BaggingClassifier ` | b-cl | default | | OK 15/1 | 29 | +---------------------------------------------------------------------+---------------------------+----------+-------+----------------+------------+ | :ref:`BaggingClassifier ` | m-cl | default | | OK 15/1 | 29 | +---------------------------------------------------------------------+---------------------------+----------+-------+----------------+------------+ | :ref:`BaggingRegressor ` | b-reg | default | | OK 15/1 | 22 | +---------------------------------------------------------------------+---------------------------+----------+-------+----------------+------------+ | :ref:`BaggingRegressor ` | m-reg | default | | OK 15/1 | 22 | +---------------------------------------------------------------------+---------------------------+----------+-------+----------------+------------+ | :ref:`BaggingRegressor ` | ~b-reg-64 | default | | ERR: 5ort_load | 22 | +---------------------------------------------------------------------+---------------------------+----------+-------+----------------+------------+ | :ref:`BaggingRegressor ` | ~m-reg-64 | default | | ERR: 5ort_load | 22 | +---------------------------------------------------------------------+---------------------------+----------+-------+----------------+------------+ +---------------------------------------------------------------------+---------------------------+----------+-------+----------------+--------------------------------------------------------------------------------+ | name | problem | scenario | optim | opset15 | ERROR-msg | +=====================================================================+===========================+==========+=======+================+================================================================================+ | :ref:`BaggingRegressor ` | ~b-reg-64 | default | | ERR: 5ort_load | Unable to create InferenceSession due to '[ONNXRuntimeError] : 1 : FAIL : F... | +---------------------------------------------------------------------+---------------------------+----------+-------+----------------+--------------------------------------------------------------------------------+ | :ref:`BaggingRegressor ` | ~m-reg-64 | default | | ERR: 5ort_load | Unable to create InferenceSession due to '[ONNXRuntimeError] : 1 : FAIL : F... | +---------------------------------------------------------------------+---------------------------+----------+-------+----------------+--------------------------------------------------------------------------------+ +---------------------------------------------------------------------+---------------------------+----------+-------+----------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | name | problem | scenario | optim | opset15 | skl_version | skl_nop | skl_ncoef | skl_nlin | onx_size | onx_nnodes | onx_ninits | onx_producer_name | onx_producer_version | onx_ai.onnx.ml | onx_size_optim | onx_nnodes_optim | onx_ninits_optim | onx_op_Reshape | skl_nnodes | skl_ntrees | skl_max_depth | onx_op_Cast | onx_mlprodict | onx_op_ZipMap | onx_com.microsoft | onx_op_Identity | onx_op_Identity_optim | onx_subgraphs | onx_subgraphs_optim | +=====================================================================+===========================+==========+=======+================+=============+=========+===========+==========+==========+============+============+===================+======================+================+================+==================+==================+================+============+============+===============+=============+===============+===============+===================+=================+=======================+===============+=====================+ | :ref:`BaggingClassifier ` | b-cl | default | | OK 15/1 | 1.0.2 | 11 | | | 7.1e+03 | 29 | 3 | skl2onnx | 1.1 | 1 | 5.9e+03 | 25 | 3 | 11 | 30 | 10 | 1 | 3 | | 1 | | | | | | +---------------------------------------------------------------------+---------------------------+----------+-------+----------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`BaggingClassifier ` | m-cl | default | | OK 15/1 | 1.0.2 | 11 | | | 1.4e+04 | 29 | 3 | skl2onnx | 1.1 | 1 | 1.4e+04 | 29 | 3 | 11 | 1.6e+02 | 10 | 6 | 3 | | 1 | | | | | | +---------------------------------------------------------------------+---------------------------+----------+-------+----------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`BaggingRegressor ` | b-reg | default | | OK 15/1 | 1.0.2 | 11 | | | 5.6e+04 | 22 | 1 | skl2onnx | 1.1 | 1 | 5.6e+04 | 22 | 1 | 10 | 1.4e+03 | 10 | 14 | | -1 | | | | | | | +---------------------------------------------------------------------+---------------------------+----------+-------+----------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`BaggingRegressor ` | m-reg | default | | OK 15/1 | 1.0.2 | 11 | | | 6.4e+04 | 22 | 1 | skl2onnx | 1.1 | 1 | 6.4e+04 | 22 | 1 | 10 | 1.4e+03 | 10 | 14 | | -1 | | | | | | | +---------------------------------------------------------------------+---------------------------+----------+-------+----------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`BaggingRegressor ` | ~b-reg-64 | default | | ERR: 5ort_load | 1.0.2 | 11 | | | 6.8e+04 | 22 | 1 | skl2onnx | 1.1 | -1 | 6.8e+04 | 22 | 1 | 10 | 1.4e+03 | 10 | 14 | | 1 | | | | | | | +---------------------------------------------------------------------+---------------------------+----------+-------+----------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`BaggingRegressor ` | ~m-reg-64 | default | | ERR: 5ort_load | 1.0.2 | 11 | | | 7.8e+04 | 22 | 1 | skl2onnx | 1.1 | -1 | 7.8e+04 | 22 | 1 | 10 | 1.4e+03 | 10 | 14 | | 1 | | | | | | | +---------------------------------------------------------------------+---------------------------+----------+-------+----------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ +------------------------------------------------------------------+---------------------------+----------+-------+---------+------------+-------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | name | problem | scenario | optim | opset15 | RT/SKL-N=1 | N=10 | N=100 | N=1000 | N=10000 | RT/SKL-N=1-min | RT/SKL-N=1-max | N=10-min | N=10-max | N=100-min | N=100-max | N=1000-min | N=1000-max | N=10000-min | N=10000-max | +==================================================================+===========================+==========+=======+=========+============+=======+=======+========+=========+================+================+==========+==========+===========+===========+============+============+=============+=============+ | :ref:`BaggingClassifier ` | b-cl | default | | OK 15/1 | 0.034 | 0.035 | 0.038 | 0.064 | 0.35 | 0.032 | 0.042 | 0.033 | 0.053 | 0.037 | 0.039 | 0.064 | 0.065 | 0.32 | 0.37 | +------------------------------------------------------------------+---------------------------+----------+-------+---------+------------+-------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`BaggingClassifier ` | m-cl | default | | OK 15/1 | 0.033 | 0.034 | 0.039 | 0.076 | 0.44 | 0.03 | 0.04 | 0.03 | 0.053 | 0.038 | 0.041 | 0.075 | 0.079 | 0.42 | 0.46 | +------------------------------------------------------------------+---------------------------+----------+-------+---------+------------+-------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`BaggingRegressor ` | b-reg | default | | OK 15/1 | 0.03 | 0.031 | 0.032 | 0.037 | 0.071 | 0.027 | 0.038 | 0.029 | 0.05 | 0.031 | 0.033 | 0.036 | 0.037 | 0.069 | 0.072 | +------------------------------------------------------------------+---------------------------+----------+-------+---------+------------+-------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`BaggingRegressor ` | m-reg | default | | OK 15/1 | 0.029 | 0.031 | 0.031 | 0.037 | 0.094 | 0.026 | 0.038 | 0.028 | 0.051 | 0.03 | 0.032 | 0.037 | 0.038 | 0.091 | 0.098 | +------------------------------------------------------------------+---------------------------+----------+-------+---------+------------+-------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ .. _lpy-BayesianDDD: Bayesian... +++++++++++ +---------------------------------------------------------------------------------+---------------------------+----------+-------+---------------+------------+ | name | problem | scenario | optim | opset15 | onx_nnodes | +=================================================================================+===========================+==========+=======+===============+============+ | :ref:`BayesianGaussianMixture ` | mix | default | | OK 14/ | 12 | +---------------------------------------------------------------------------------+---------------------------+----------+-------+---------------+------------+ | :ref:`BayesianGaussianMixture ` | ~mix-64 | default | | | -1 | +---------------------------------------------------------------------------------+---------------------------+----------+-------+---------------+------------+ | :ref:`BayesianGaussianMixture ` | ~mix-64 | default | | OK 14/ | 12 | +---------------------------------------------------------------------------------+---------------------------+----------+-------+---------------+------------+ +---------------------------------------------------------------------------------+---------------------------+----------+-------+---------------+---------------------------------------------------------+ | name | problem | scenario | optim | opset15 | ERROR-msg | +=================================================================================+===========================+==========+=======+===============+=========================================================+ | :ref:`BayesianGaussianMixture ` | ~mix-64 | default | | | '<' not supported between instances of 'dict' and 'int' | +---------------------------------------------------------------------------------+---------------------------+----------+-------+---------------+---------------------------------------------------------+ +---------------------------------------------------------------------------------+---------------------------+----------+-------+---------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | name | problem | scenario | optim | opset15 | skl_version | skl_nop | skl_ncoef | skl_nlin | onx_size | onx_nnodes | onx_ninits | onx_producer_name | onx_producer_version | onx_ai.onnx.ml | onx_size_optim | onx_nnodes_optim | onx_ninits_optim | onx_op_Reshape | skl_nnodes | skl_ntrees | skl_max_depth | onx_op_Cast | onx_mlprodict | onx_op_ZipMap | onx_com.microsoft | onx_op_Identity | onx_op_Identity_optim | onx_subgraphs | onx_subgraphs_optim | +=================================================================================+===========================+==========+=======+===============+=============+=========+===========+==========+==========+============+============+===================+======================+================+================+==================+==================+================+============+============+===============+=============+===============+===============+===================+=================+=======================+===============+=====================+ | :ref:`BayesianGaussianMixture ` | mix | default | | OK 14/ | 1.0.2 | 1 | | | 1.1e+03 | 12 | 7 | skl2onnx | 1.1 | | 1.1e+03 | 12 | 7 | | | | | | | | | | | | | +---------------------------------------------------------------------------------+---------------------------+----------+-------+---------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`BayesianGaussianMixture ` | ~mix-64 | default | | | 1.0.2 | 1 | | | -1 | -1 | -1 | | | | -1 | -1 | -1 | | | | | | | | | | | | | +---------------------------------------------------------------------------------+---------------------------+----------+-------+---------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`BayesianGaussianMixture ` | ~mix-64 | default | | OK 14/ | 1.0.2 | 1 | | | 1.2e+03 | 12 | 7 | skl2onnx | 1.1 | | 1.2e+03 | 12 | 7 | | | | | | | | | | | | | +---------------------------------------------------------------------------------+---------------------------+----------+-------+---------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ +---------------------------------------------------------------------------------+---------------------------+----------+-------+---------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | name | problem | scenario | optim | opset15 | RT/SKL-N=1 | N=10 | N=100 | N=1000 | N=10000 | RT/SKL-N=1-min | RT/SKL-N=1-max | N=10-min | N=10-max | N=100-min | N=100-max | N=1000-min | N=1000-max | N=10000-min | N=10000-max | +=================================================================================+===========================+==========+=======+=========+============+======+=======+========+=========+================+================+==========+==========+===========+===========+============+============+=============+=============+ | :ref:`BayesianGaussianMixture ` | mix | default | | OK 14/ | 0.71 | 0.75 | 0.75 | 0.95 | 1.5 | 0.64 | 0.85 | 0.7 | 1.3 | 0.7 | 0.77 | 0.93 | 0.97 | 1.4 | 1.5 | +---------------------------------------------------------------------------------+---------------------------+----------+-------+---------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`BayesianGaussianMixture ` | ~mix-64 | default | | OK 14/ | 0.75 | 0.74 | 0.74 | 1 | 1.6 | 0.65 | 1.5 | 0.66 | 1.2 | 0.68 | 0.8 | 0.97 | 1 | 1.6 | 1.6 | +---------------------------------------------------------------------------------+---------------------------+----------+-------+---------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ .. _lpy-Binarizer: Binarizer +++++++++ +----------------------------------------------------+---------------------------+----------+-------+---------+------------+ | name | problem | scenario | optim | opset15 | onx_nnodes | +====================================================+===========================+==========+=======+=========+============+ | :ref:`Binarizer ` | num-tr | default | | OK 15/1 | 1 | +----------------------------------------------------+---------------------------+----------+-------+---------+------------+ +----------------------------------------------------+---------------------------+----------+-------+---------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | name | problem | scenario | optim | opset15 | skl_version | skl_nop | skl_ncoef | skl_nlin | onx_size | onx_nnodes | onx_ninits | onx_producer_name | onx_producer_version | onx_ai.onnx.ml | onx_size_optim | onx_nnodes_optim | onx_ninits_optim | onx_op_Reshape | skl_nnodes | skl_ntrees | skl_max_depth | onx_op_Cast | onx_mlprodict | onx_op_ZipMap | onx_com.microsoft | onx_op_Identity | onx_op_Identity_optim | onx_subgraphs | onx_subgraphs_optim | +====================================================+===========================+==========+=======+=========+=============+=========+===========+==========+==========+============+============+===================+======================+================+================+==================+==================+================+============+============+===============+=============+===============+===============+===================+=================+=======================+===============+=====================+ | :ref:`Binarizer ` | num-tr | default | | OK 15/1 | 1.0.2 | 1 | | | 2e+02 | 1 | 0 | skl2onnx | 1.1 | 1 | 2e+02 | 1 | 0 | | | | | | | | | | | | | +----------------------------------------------------+---------------------------+----------+-------+---------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ +----------------------------------------------------+---------------------------+----------+-------+---------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | name | problem | scenario | optim | opset15 | RT/SKL-N=1 | N=10 | N=100 | N=1000 | N=10000 | RT/SKL-N=1-min | RT/SKL-N=1-max | N=10-min | N=10-max | N=100-min | N=100-max | N=1000-min | N=1000-max | N=10000-min | N=10000-max | +====================================================+===========================+==========+=======+=========+============+======+=======+========+=========+================+================+==========+==========+===========+===========+============+============+=============+=============+ | :ref:`Binarizer ` | num-tr | default | | OK 15/1 | 0.5 | 0.52 | 0.51 | 0.52 | 0.6 | 0.46 | 0.58 | 0.48 | 0.75 | 0.47 | 0.56 | 0.48 | 0.56 | 0.54 | 0.67 | +----------------------------------------------------+---------------------------+----------+-------+---------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ .. _lpy-Birch: Birch +++++ +----------------------------------------------------+---------------------------+----------+-------+---------------+------------+ | name | problem | scenario | optim | opset15 | onx_nnodes | +====================================================+===========================+==========+=======+===============+============+ | :ref:`Birch ` | cluster | default | | | | +----------------------------------------------------+---------------------------+----------+-------+---------------+------------+ | :ref:`Birch ` | ~b-clu-64 | default | | | | +----------------------------------------------------+---------------------------+----------+-------+---------------+------------+ | :ref:`Birch ` | ~num-tr-clu | default | | | | +----------------------------------------------------+---------------------------+----------+-------+---------------+------------+ | :ref:`Birch ` | ~num-tr-clu-64 | default | | | | +----------------------------------------------------+---------------------------+----------+-------+---------------+------------+ +----------------------------------------------------+---------------------------+----------+-------+---------------+--------------+ | name | problem | scenario | optim | opset15 | ERROR-msg | +====================================================+===========================+==========+=======+===============+==============+ | :ref:`Birch ` | cluster | default | | | NO CONVERTER | +----------------------------------------------------+---------------------------+----------+-------+---------------+--------------+ | :ref:`Birch ` | ~b-clu-64 | default | | | NO CONVERTER | +----------------------------------------------------+---------------------------+----------+-------+---------------+--------------+ | :ref:`Birch ` | ~num-tr-clu | default | | | NO CONVERTER | +----------------------------------------------------+---------------------------+----------+-------+---------------+--------------+ | :ref:`Birch ` | ~num-tr-clu-64 | default | | | NO CONVERTER | +----------------------------------------------------+---------------------------+----------+-------+---------------+--------------+ +----------------------------------------------------+---------------------------+----------+-------+---------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | name | problem | scenario | optim | opset15 | skl_version | skl_nop | skl_ncoef | skl_nlin | onx_size | onx_nnodes | onx_ninits | onx_producer_name | onx_producer_version | onx_ai.onnx.ml | onx_size_optim | onx_nnodes_optim | onx_ninits_optim | onx_op_Reshape | skl_nnodes | skl_ntrees | skl_max_depth | onx_op_Cast | onx_mlprodict | onx_op_ZipMap | onx_com.microsoft | onx_op_Identity | onx_op_Identity_optim | onx_subgraphs | onx_subgraphs_optim | +====================================================+===========================+==========+=======+===============+=============+=========+===========+==========+==========+============+============+===================+======================+================+================+==================+==================+================+============+============+===============+=============+===============+===============+===================+=================+=======================+===============+=====================+ | :ref:`Birch ` | cluster | default | | | 1.0.2 | 1 | | | | | | | | | | | | | | | | | | | | | | | | +----------------------------------------------------+---------------------------+----------+-------+---------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`Birch ` | ~b-clu-64 | default | | | 1.0.2 | 1 | | | | | | | | | | | | | | | | | | | | | | | | +----------------------------------------------------+---------------------------+----------+-------+---------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`Birch ` | ~num-tr-clu | default | | | 1.0.2 | 1 | | | | | | | | | | | | | | | | | | | | | | | | +----------------------------------------------------+---------------------------+----------+-------+---------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`Birch ` | ~num-tr-clu-64 | default | | | 1.0.2 | 1 | | | | | | | | | | | | | | | | | | | | | | | | +----------------------------------------------------+---------------------------+----------+-------+---------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ .. _lpy-Booster: Booster +++++++ +-----------------------------------------+---------------------------+----------+-------+---------------+------------+ | name | problem | scenario | optim | opset15 | onx_nnodes | +=========================================+===========================+==========+=======+===============+============+ | :ref:`Booster ` | | | | ERR: 0problem | | +-----------------------------------------+---------------------------+----------+-------+---------------+------------+ +-----------------------------------------+---------------------------+----------+-------+---------------+------------+ | name | problem | scenario | optim | opset15 | ERROR-msg | +=========================================+===========================+==========+=======+===============+============+ | :ref:`Booster ` | | | | ERR: 0problem | NO PROBLEM | +-----------------------------------------+---------------------------+----------+-------+---------------+------------+ +-----------------------------------------+---------------------------+----------+-------+---------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | name | problem | scenario | optim | opset15 | skl_version | skl_nop | skl_ncoef | skl_nlin | onx_size | onx_nnodes | onx_ninits | onx_producer_name | onx_producer_version | onx_ai.onnx.ml | onx_size_optim | onx_nnodes_optim | onx_ninits_optim | onx_op_Reshape | skl_nnodes | skl_ntrees | skl_max_depth | onx_op_Cast | onx_mlprodict | onx_op_ZipMap | onx_com.microsoft | onx_op_Identity | onx_op_Identity_optim | onx_subgraphs | onx_subgraphs_optim | +=========================================+===========================+==========+=======+===============+=============+=========+===========+==========+==========+============+============+===================+======================+================+================+==================+==================+================+============+============+===============+=============+===============+===============+===================+=================+=======================+===============+=====================+ | :ref:`Booster ` | | | | ERR: 0problem | 1.0.2 | | | | | | | | | | | | | | | | | | | | | | | | | +-----------------------------------------+---------------------------+----------+-------+---------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ .. _lpy-CCA: CCA +++ +-------------------------------------------+---------------------------+----------+-------+---------------+------------+ | name | problem | scenario | optim | opset15 | onx_nnodes | +===========================================+===========================+==========+=======+===============+============+ | :ref:`CCA ` | b-reg | default | | | | +-------------------------------------------+---------------------------+----------+-------+---------------+------------+ | :ref:`CCA ` | m-reg | default | | | | +-------------------------------------------+---------------------------+----------+-------+---------------+------------+ | :ref:`CCA ` | num+y-tr | default | | | | +-------------------------------------------+---------------------------+----------+-------+---------------+------------+ | :ref:`CCA ` | ~b-reg-64 | default | | | | +-------------------------------------------+---------------------------+----------+-------+---------------+------------+ | :ref:`CCA ` | ~m-reg-64 | default | | | | +-------------------------------------------+---------------------------+----------+-------+---------------+------------+ +-------------------------------------------+---------------------------+----------+-------+---------------+--------------+ | name | problem | scenario | optim | opset15 | ERROR-msg | +===========================================+===========================+==========+=======+===============+==============+ | :ref:`CCA ` | b-reg | default | | | NO CONVERTER | +-------------------------------------------+---------------------------+----------+-------+---------------+--------------+ | :ref:`CCA ` | m-reg | default | | | NO CONVERTER | +-------------------------------------------+---------------------------+----------+-------+---------------+--------------+ | :ref:`CCA ` | num+y-tr | default | | | NO CONVERTER | +-------------------------------------------+---------------------------+----------+-------+---------------+--------------+ | :ref:`CCA ` | ~b-reg-64 | default | | | NO CONVERTER | +-------------------------------------------+---------------------------+----------+-------+---------------+--------------+ | :ref:`CCA ` | ~m-reg-64 | default | | | NO CONVERTER | +-------------------------------------------+---------------------------+----------+-------+---------------+--------------+ +-------------------------------------------+---------------------------+----------+-------+---------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | name | problem | scenario | optim | opset15 | skl_version | skl_nop | skl_ncoef | skl_nlin | onx_size | onx_nnodes | onx_ninits | onx_producer_name | onx_producer_version | onx_ai.onnx.ml | onx_size_optim | onx_nnodes_optim | onx_ninits_optim | onx_op_Reshape | skl_nnodes | skl_ntrees | skl_max_depth | onx_op_Cast | onx_mlprodict | onx_op_ZipMap | onx_com.microsoft | onx_op_Identity | onx_op_Identity_optim | onx_subgraphs | onx_subgraphs_optim | +===========================================+===========================+==========+=======+===============+=============+=========+===========+==========+==========+============+============+===================+======================+================+================+==================+==================+================+============+============+===============+=============+===============+===============+===================+=================+=======================+===============+=====================+ | :ref:`CCA ` | b-reg | default | | | 1.0.2 | 1 | 4 | 1 | | | | | | | | | | | | | | | | | | | | | | +-------------------------------------------+---------------------------+----------+-------+---------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`CCA ` | m-reg | default | | | 1.0.2 | 1 | 4 | 1 | | | | | | | | | | | | | | | | | | | | | | +-------------------------------------------+---------------------------+----------+-------+---------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`CCA ` | num+y-tr | default | | | 1.0.2 | 1 | 4 | 1 | | | | | | | | | | | | | | | | | | | | | | +-------------------------------------------+---------------------------+----------+-------+---------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`CCA ` | ~b-reg-64 | default | | | 1.0.2 | 1 | 4 | 1 | | | | | | | | | | | | | | | | | | | | | | +-------------------------------------------+---------------------------+----------+-------+---------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`CCA ` | ~m-reg-64 | default | | | 1.0.2 | 1 | 4 | 1 | | | | | | | | | | | | | | | | | | | | | | +-------------------------------------------+---------------------------+----------+-------+---------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ .. _lpy-Calibrated: Calibrated ++++++++++ +----------------------------------------------------------------------------+---------------------------+----------+-------+---------+------------+ | name | problem | scenario | optim | opset15 | onx_nnodes | +============================================================================+===========================+==========+=======+=========+============+ | :ref:`CalibratedClassifierCV ` | b-cl | default | | OK 15/1 | 53 | +----------------------------------------------------------------------------+---------------------------+----------+-------+---------+------------+ | :ref:`CalibratedClassifierCV ` | b-cl | sgd | | OK 15/1 | 88 | +----------------------------------------------------------------------------+---------------------------+----------+-------+---------+------------+ | :ref:`CalibratedClassifierCV ` | m-cl | default | | OK 15/1 | 1.5e+02 | +----------------------------------------------------------------------------+---------------------------+----------+-------+---------+------------+ | :ref:`CalibratedClassifierCV ` | m-cl | sgd | | OK 15/1 | 1.7e+02 | +----------------------------------------------------------------------------+---------------------------+----------+-------+---------+------------+ +----------------------------------------------------------------------------+---------------------------+----------+-------+---------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | name | problem | scenario | optim | opset15 | skl_version | skl_nop | skl_ncoef | skl_nlin | onx_size | onx_nnodes | onx_ninits | onx_producer_name | onx_producer_version | onx_ai.onnx.ml | onx_size_optim | onx_nnodes_optim | onx_ninits_optim | onx_op_Reshape | skl_nnodes | skl_ntrees | skl_max_depth | onx_op_Cast | onx_mlprodict | onx_op_ZipMap | onx_com.microsoft | onx_op_Identity | onx_op_Identity_optim | onx_subgraphs | onx_subgraphs_optim | +============================================================================+===========================+==========+=======+=========+=============+=========+===========+==========+==========+============+============+===================+======================+================+================+==================+==================+================+============+============+===============+=============+===============+===============+===================+=================+=======================+===============+=====================+ | :ref:`CalibratedClassifierCV ` | b-cl | default | | OK 15/1 | 1.0.2 | 1 | | | 4.6e+03 | 53 | 15 | skl2onnx | 1.1 | 1 | 4.6e+03 | 53 | 15 | 1 | | | | 2 | | 1 | | | | | | +----------------------------------------------------------------------------+---------------------------+----------+-------+---------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`CalibratedClassifierCV ` | b-cl | sgd | | OK 15/1 | 1.0.2 | 1 | | | 6.4e+03 | 88 | 26 | skl2onnx | 1.1 | 1 | 4.8e+03 | 68 | 26 | 6 | | | | 7 | | 1 | | | | | | +----------------------------------------------------------------------------+---------------------------+----------+-------+---------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`CalibratedClassifierCV ` | m-cl | default | | OK 15/1 | 1.0.2 | 1 | | | 1.1e+04 | 1.5e+02 | 39 | skl2onnx | 1.1 | 1 | 1.1e+04 | 1.5e+02 | 39 | 1 | | | | 12 | | 1 | | | | | | +----------------------------------------------------------------------------+---------------------------+----------+-------+---------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`CalibratedClassifierCV ` | m-cl | sgd | | OK 15/1 | 1.0.2 | 1 | | | 1.2e+04 | 1.7e+02 | 49 | skl2onnx | 1.1 | 1 | 1e+04 | 1.5e+02 | 49 | 6 | | | | 17 | | 1 | | | | | | +----------------------------------------------------------------------------+---------------------------+----------+-------+---------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ +----------------------------------------------------------------------------+---------------------------+----------+-------+---------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | name | problem | scenario | optim | opset15 | RT/SKL-N=1 | N=10 | N=100 | N=1000 | N=10000 | RT/SKL-N=1-min | RT/SKL-N=1-max | N=10-min | N=10-max | N=100-min | N=100-max | N=1000-min | N=1000-max | N=10000-min | N=10000-max | +============================================================================+===========================+==========+=======+=========+============+======+=======+========+=========+================+================+==========+==========+===========+===========+============+============+=============+=============+ | :ref:`CalibratedClassifierCV ` | b-cl | default | | OK 15/1 | 0.71 | 0.73 | 0.79 | 1.3 | 3.1 | 0.65 | 0.84 | 0.66 | 1.2 | 0.76 | 0.8 | 1.3 | 1.3 | 3 | 3.1 | +----------------------------------------------------------------------------+---------------------------+----------+-------+---------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`CalibratedClassifierCV ` | b-cl | sgd | | OK 15/1 | 1.1 | 1.1 | 1.4 | 1.7 | 3.8 | 1.1 | 1.4 | 1.1 | 1.1 | 1.2 | 3.2 | 1.6 | 1.7 | 3.7 | 3.8 | +----------------------------------------------------------------------------+---------------------------+----------+-------+---------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`CalibratedClassifierCV ` | m-cl | default | | OK 15/1 | 1.5 | 1.4 | 1.5 | 1.8 | 2.7 | 1.3 | 2 | 1.4 | 1.5 | 1.5 | 1.5 | 1.8 | 1.8 | 2.7 | 2.7 | +----------------------------------------------------------------------------+---------------------------+----------+-------+---------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`CalibratedClassifierCV ` | m-cl | sgd | | OK 15/1 | 1.7 | 1.6 | 2 | 1.9 | 2.7 | 1.5 | 2.1 | 1.5 | 1.7 | 1.6 | 5.4 | 1.9 | 1.9 | 2.7 | 2.7 | +----------------------------------------------------------------------------+---------------------------+----------+-------+---------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ .. _lpy-ClassifierChain: ClassifierChain +++++++++++++++ +-----------------------------------------------------------------+---------------------------+----------+-------+---------------------+------------+ | name | problem | scenario | optim | opset15 | onx_nnodes | +=================================================================+===========================+==========+=======+=====================+============+ | :ref:`ClassifierChain ` | b-cl | logreg | | ERR: 1training_time | | +-----------------------------------------------------------------+---------------------------+----------+-------+---------------------+------------+ | :ref:`ClassifierChain ` | m-cl | logreg | | ERR: 1training_time | | +-----------------------------------------------------------------+---------------------------+----------+-------+---------------------+------------+ | :ref:`ClassifierChain ` | ~b-cl-64 | logreg | | ERR: 1training_time | | +-----------------------------------------------------------------+---------------------------+----------+-------+---------------------+------------+ | :ref:`ClassifierChain ` | ~m-label | logreg | | | | +-----------------------------------------------------------------+---------------------------+----------+-------+---------------------+------------+ +-----------------------------------------------------------------+---------------------------+----------+-------+---------------------+--------------------------+ | name | problem | scenario | optim | opset15 | ERROR-msg | +=================================================================+===========================+==========+=======+=====================+==========================+ | :ref:`ClassifierChain ` | b-cl | logreg | | ERR: 1training_time | tuple index out of range | +-----------------------------------------------------------------+---------------------------+----------+-------+---------------------+--------------------------+ | :ref:`ClassifierChain ` | m-cl | logreg | | ERR: 1training_time | tuple index out of range | +-----------------------------------------------------------------+---------------------------+----------+-------+---------------------+--------------------------+ | :ref:`ClassifierChain ` | ~b-cl-64 | logreg | | ERR: 1training_time | tuple index out of range | +-----------------------------------------------------------------+---------------------------+----------+-------+---------------------+--------------------------+ | :ref:`ClassifierChain ` | ~m-label | logreg | | | NO CONVERTER | +-----------------------------------------------------------------+---------------------------+----------+-------+---------------------+--------------------------+ +-----------------------------------------------------------------+---------------------------+----------+-------+---------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | name | problem | scenario | optim | opset15 | skl_version | skl_nop | skl_ncoef | skl_nlin | onx_size | onx_nnodes | onx_ninits | onx_producer_name | onx_producer_version | onx_ai.onnx.ml | onx_size_optim | onx_nnodes_optim | onx_ninits_optim | onx_op_Reshape | skl_nnodes | skl_ntrees | skl_max_depth | onx_op_Cast | onx_mlprodict | onx_op_ZipMap | onx_com.microsoft | onx_op_Identity | onx_op_Identity_optim | onx_subgraphs | onx_subgraphs_optim | +=================================================================+===========================+==========+=======+=====================+=============+=========+===========+==========+==========+============+============+===================+======================+================+================+==================+==================+================+============+============+===============+=============+===============+===============+===================+=================+=======================+===============+=====================+ | :ref:`ClassifierChain ` | b-cl | logreg | | ERR: 1training_time | 1.0.2 | -1 | -1 | -1 | | | | | | | | | | | | | | | | | | | | | | +-----------------------------------------------------------------+---------------------------+----------+-------+---------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`ClassifierChain ` | m-cl | logreg | | ERR: 1training_time | 1.0.2 | -1 | -1 | -1 | | | | | | | | | | | | | | | | | | | | | | +-----------------------------------------------------------------+---------------------------+----------+-------+---------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`ClassifierChain ` | ~b-cl-64 | logreg | | ERR: 1training_time | 1.0.2 | -1 | -1 | -1 | | | | | | | | | | | | | | | | | | | | | | +-----------------------------------------------------------------+---------------------------+----------+-------+---------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`ClassifierChain ` | ~m-label | logreg | | | 1.0.2 | 4 | 3 | 3 | | | | | | | | | | | | | | | | | | | | | | +-----------------------------------------------------------------+---------------------------+----------+-------+---------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ .. _lpy-CountVectorizer: CountVectorizer +++++++++++++++ +------------------------------------------------------------------+---------------------------+----------+-------+---------+------------+ | name | problem | scenario | optim | opset15 | onx_nnodes | +==================================================================+===========================+==========+=======+=========+============+ | :ref:`CountVectorizer ` | text-col | default | | OK 14/ | 6 | +------------------------------------------------------------------+---------------------------+----------+-------+---------+------------+ +------------------------------------------------------------------+---------------------------+----------+-------+---------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | name | problem | scenario | optim | opset15 | skl_version | skl_nop | skl_ncoef | skl_nlin | onx_size | onx_nnodes | onx_ninits | onx_producer_name | onx_producer_version | onx_ai.onnx.ml | onx_size_optim | onx_nnodes_optim | onx_ninits_optim | onx_op_Reshape | skl_nnodes | skl_ntrees | skl_max_depth | onx_op_Cast | onx_mlprodict | onx_op_ZipMap | onx_com.microsoft | onx_op_Identity | onx_op_Identity_optim | onx_subgraphs | onx_subgraphs_optim | +==================================================================+===========================+==========+=======+=========+=============+=========+===========+==========+==========+============+============+===================+======================+================+================+==================+==================+================+============+============+===============+=============+===============+===============+===================+=================+=======================+===============+=====================+ | :ref:`CountVectorizer ` | text-col | default | | OK 14/ | 1.0.2 | 1 | | | 1e+03 | 6 | 1 | skl2onnx | 1.1 | | 1e+03 | 5 | 1 | 1 | | | | | | | 1 | 1 | | | | +------------------------------------------------------------------+---------------------------+----------+-------+---------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ +------------------------------------------------------------------+---------------------------+----------+-------+---------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | name | problem | scenario | optim | opset15 | RT/SKL-N=1 | N=10 | N=100 | N=1000 | N=10000 | RT/SKL-N=1-min | RT/SKL-N=1-max | N=10-min | N=10-max | N=100-min | N=100-max | N=1000-min | N=1000-max | N=10000-min | N=10000-max | +==================================================================+===========================+==========+=======+=========+============+======+=======+========+=========+================+================+==========+==========+===========+===========+============+============+=============+=============+ | :ref:`CountVectorizer ` | text-col | default | | OK 14/ | 1 | 0.73 | 0.29 | 0.19 | 0.18 | 0.96 | 1.3 | 0.68 | 1.1 | 0.29 | 0.3 | 0.19 | 0.19 | 0.18 | 0.18 | +------------------------------------------------------------------+---------------------------+----------+-------+---------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ .. _lpy-DictVectorizer: DictVectorizer ++++++++++++++ +-------------------------------------------------------------------+---------------------------+----------+-------+---------------+------------+ | name | problem | scenario | optim | opset15 | onx_nnodes | +===================================================================+===========================+==========+=======+===============+============+ | :ref:`DictVectorizer ` | key-int-col | default | | | | +-------------------------------------------------------------------+---------------------------+----------+-------+---------------+------------+ +-------------------------------------------------------------------+---------------------------+----------+-------+---------------+--------------------------------------------------------------------------------+ | name | problem | scenario | optim | opset15 | ERROR-msg | +===================================================================+===========================+==========+=======+===============+================================================================================+ | :ref:`DictVectorizer ` | key-int-col | default | | | Unsupported data_type 'DictionaryType(key_type=StringTensorType(shape=[1]),... | +-------------------------------------------------------------------+---------------------------+----------+-------+---------------+--------------------------------------------------------------------------------+ +-------------------------------------------------------------------+---------------------------+----------+-------+---------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | name | problem | scenario | optim | opset15 | skl_version | skl_nop | skl_ncoef | skl_nlin | onx_size | onx_nnodes | onx_ninits | onx_producer_name | onx_producer_version | onx_ai.onnx.ml | onx_size_optim | onx_nnodes_optim | onx_ninits_optim | onx_op_Reshape | skl_nnodes | skl_ntrees | skl_max_depth | onx_op_Cast | onx_mlprodict | onx_op_ZipMap | onx_com.microsoft | onx_op_Identity | onx_op_Identity_optim | onx_subgraphs | onx_subgraphs_optim | +===================================================================+===========================+==========+=======+===============+=============+=========+===========+==========+==========+============+============+===================+======================+================+================+==================+==================+================+============+============+===============+=============+===============+===============+===================+=================+=======================+===============+=====================+ | :ref:`DictVectorizer ` | key-int-col | default | | | 1.0.2 | 1 | | | | | | | | | | | | | | | | | | | | | | | | +-------------------------------------------------------------------+---------------------------+----------+-------+---------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ .. _lpy-DictionaryLearning: DictionaryLearning ++++++++++++++++++ +----------------------------------------------------------------------+---------------------------+----------+-------+---------------+------------+ | name | problem | scenario | optim | opset15 | onx_nnodes | +======================================================================+===========================+==========+=======+===============+============+ | :ref:`DictionaryLearning ` | num-tr | default | | | | +----------------------------------------------------------------------+---------------------------+----------+-------+---------------+------------+ +----------------------------------------------------------------------+---------------------------+----------+-------+---------------+--------------+ | name | problem | scenario | optim | opset15 | ERROR-msg | +======================================================================+===========================+==========+=======+===============+==============+ | :ref:`DictionaryLearning ` | num-tr | default | | | NO CONVERTER | +----------------------------------------------------------------------+---------------------------+----------+-------+---------------+--------------+ +----------------------------------------------------------------------+---------------------------+----------+-------+---------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | name | problem | scenario | optim | opset15 | skl_version | skl_nop | skl_ncoef | skl_nlin | onx_size | onx_nnodes | onx_ninits | onx_producer_name | onx_producer_version | onx_ai.onnx.ml | onx_size_optim | onx_nnodes_optim | onx_ninits_optim | onx_op_Reshape | skl_nnodes | skl_ntrees | skl_max_depth | onx_op_Cast | onx_mlprodict | onx_op_ZipMap | onx_com.microsoft | onx_op_Identity | onx_op_Identity_optim | onx_subgraphs | onx_subgraphs_optim | +======================================================================+===========================+==========+=======+===============+=============+=========+===========+==========+==========+============+============+===================+======================+================+================+==================+==================+================+============+============+===============+=============+===============+===============+===================+=================+=======================+===============+=====================+ | :ref:`DictionaryLearning ` | num-tr | default | | | 1.0.2 | 1 | | | | | | | | | | | | | | | | | | | | | | | | +----------------------------------------------------------------------+---------------------------+----------+-------+---------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ .. _lpy-EllipticEnvelope: EllipticEnvelope ++++++++++++++++ +-------------------------------------------------------------------+---------------------------+----------+-------+---------------+------------+ | name | problem | scenario | optim | opset15 | onx_nnodes | +===================================================================+===========================+==========+=======+===============+============+ | :ref:`EllipticEnvelope ` | outlier | default | | | | +-------------------------------------------------------------------+---------------------------+----------+-------+---------------+------------+ +-------------------------------------------------------------------+---------------------------+----------+-------+---------------+--------------+ | name | problem | scenario | optim | opset15 | ERROR-msg | +===================================================================+===========================+==========+=======+===============+==============+ | :ref:`EllipticEnvelope ` | outlier | default | | | NO CONVERTER | +-------------------------------------------------------------------+---------------------------+----------+-------+---------------+--------------+ +-------------------------------------------------------------------+---------------------------+----------+-------+---------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | name | problem | scenario | optim | opset15 | skl_version | skl_nop | skl_ncoef | skl_nlin | onx_size | onx_nnodes | onx_ninits | onx_producer_name | onx_producer_version | onx_ai.onnx.ml | onx_size_optim | onx_nnodes_optim | onx_ninits_optim | onx_op_Reshape | skl_nnodes | skl_ntrees | skl_max_depth | onx_op_Cast | onx_mlprodict | onx_op_ZipMap | onx_com.microsoft | onx_op_Identity | onx_op_Identity_optim | onx_subgraphs | onx_subgraphs_optim | +===================================================================+===========================+==========+=======+===============+=============+=========+===========+==========+==========+============+============+===================+======================+================+================+==================+==================+================+============+============+===============+=============+===============+===============+===================+=================+=======================+===============+=====================+ | :ref:`EllipticEnvelope ` | outlier | default | | | 1.0.2 | 1 | | | | | | | | | | | | | | | | | | | | | | | | +-------------------------------------------------------------------+---------------------------+----------+-------+---------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ .. _lpy-FactorAnalysis: FactorAnalysis ++++++++++++++ +--------------------------------------------------------------+---------------------------+----------+-------+---------------+------------+ | name | problem | scenario | optim | opset15 | onx_nnodes | +==============================================================+===========================+==========+=======+===============+============+ | :ref:`FactorAnalysis ` | num-tr | default | | | | +--------------------------------------------------------------+---------------------------+----------+-------+---------------+------------+ +--------------------------------------------------------------+---------------------------+----------+-------+---------------+--------------+ | name | problem | scenario | optim | opset15 | ERROR-msg | +==============================================================+===========================+==========+=======+===============+==============+ | :ref:`FactorAnalysis ` | num-tr | default | | | NO CONVERTER | +--------------------------------------------------------------+---------------------------+----------+-------+---------------+--------------+ +--------------------------------------------------------------+---------------------------+----------+-------+---------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | name | problem | scenario | optim | opset15 | skl_version | skl_nop | skl_ncoef | skl_nlin | onx_size | onx_nnodes | onx_ninits | onx_producer_name | onx_producer_version | onx_ai.onnx.ml | onx_size_optim | onx_nnodes_optim | onx_ninits_optim | onx_op_Reshape | skl_nnodes | skl_ntrees | skl_max_depth | onx_op_Cast | onx_mlprodict | onx_op_ZipMap | onx_com.microsoft | onx_op_Identity | onx_op_Identity_optim | onx_subgraphs | onx_subgraphs_optim | +==============================================================+===========================+==========+=======+===============+=============+=========+===========+==========+==========+============+============+===================+======================+================+================+==================+==================+================+============+============+===============+=============+===============+===============+===================+=================+=======================+===============+=====================+ | :ref:`FactorAnalysis ` | num-tr | default | | | 1.0.2 | 1 | | | | | | | | | | | | | | | | | | | | | | | | +--------------------------------------------------------------+---------------------------+----------+-------+---------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ .. _lpy-FastICA: FastICA +++++++ +------------------------------------------------+---------------------------+----------+-------+---------------+------------+ | name | problem | scenario | optim | opset15 | onx_nnodes | +================================================+===========================+==========+=======+===============+============+ | :ref:`FastICA ` | num-tr | default | | | | +------------------------------------------------+---------------------------+----------+-------+---------------+------------+ +------------------------------------------------+---------------------------+----------+-------+---------------+--------------+ | name | problem | scenario | optim | opset15 | ERROR-msg | +================================================+===========================+==========+=======+===============+==============+ | :ref:`FastICA ` | num-tr | default | | | NO CONVERTER | +------------------------------------------------+---------------------------+----------+-------+---------------+--------------+ +------------------------------------------------+---------------------------+----------+-------+---------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | name | problem | scenario | optim | opset15 | skl_version | skl_nop | skl_ncoef | skl_nlin | onx_size | onx_nnodes | onx_ninits | onx_producer_name | onx_producer_version | onx_ai.onnx.ml | onx_size_optim | onx_nnodes_optim | onx_ninits_optim | onx_op_Reshape | skl_nnodes | skl_ntrees | skl_max_depth | onx_op_Cast | onx_mlprodict | onx_op_ZipMap | onx_com.microsoft | onx_op_Identity | onx_op_Identity_optim | onx_subgraphs | onx_subgraphs_optim | +================================================+===========================+==========+=======+===============+=============+=========+===========+==========+==========+============+============+===================+======================+================+================+==================+==================+================+============+============+===============+=============+===============+===============+===================+=================+=======================+===============+=====================+ | :ref:`FastICA ` | num-tr | default | | | 1.0.2 | 1 | | | | | | | | | | | | | | | | | | | | | | | | +------------------------------------------------+---------------------------+----------+-------+---------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ .. _lpy-FeatureDDD: Feature... ++++++++++ +-----------------------------------------------------------------+---------------------------+----------+-------+---------------+------------+ | name | problem | scenario | optim | opset15 | onx_nnodes | +=================================================================+===========================+==========+=======+===============+============+ | :ref:`FeatureHasher ` | key-str-col | default | | | | +-----------------------------------------------------------------+---------------------------+----------+-------+---------------+------------+ +-----------------------------------------------------------------+---------------------------+----------+-------+---------------+--------------------------------------------------------------------------------+ | name | problem | scenario | optim | opset15 | ERROR-msg | +=================================================================+===========================+==========+=======+===============+================================================================================+ | :ref:`FeatureHasher ` | key-str-col | default | | | Unsupported data_type 'DictionaryType(key_type=StringTensorType(shape=[1]),... | +-----------------------------------------------------------------+---------------------------+----------+-------+---------------+--------------------------------------------------------------------------------+ +-----------------------------------------------------------------+---------------------------+----------+-------+---------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | name | problem | scenario | optim | opset15 | skl_version | skl_nop | skl_ncoef | skl_nlin | onx_size | onx_nnodes | onx_ninits | onx_producer_name | onx_producer_version | onx_ai.onnx.ml | onx_size_optim | onx_nnodes_optim | onx_ninits_optim | onx_op_Reshape | skl_nnodes | skl_ntrees | skl_max_depth | onx_op_Cast | onx_mlprodict | onx_op_ZipMap | onx_com.microsoft | onx_op_Identity | onx_op_Identity_optim | onx_subgraphs | onx_subgraphs_optim | +=================================================================+===========================+==========+=======+===============+=============+=========+===========+==========+==========+============+============+===================+======================+================+================+==================+==================+================+============+============+===============+=============+===============+===============+===================+=================+=======================+===============+=====================+ | :ref:`FeatureHasher ` | key-str-col | default | | | 1.0.2 | 1 | | | | | | | | | | | | | | | | | | | | | | | | +-----------------------------------------------------------------+---------------------------+----------+-------+---------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ .. _lpy-FunctionTransformer: FunctionTransformer +++++++++++++++++++ +------------------------------------------------------------------------+---------------------------+----------+-------+---------+------------+ | name | problem | scenario | optim | opset15 | onx_nnodes | +========================================================================+===========================+==========+=======+=========+============+ | :ref:`FunctionTransformer ` | num-tr | default | | OK 14/ | 1 | +------------------------------------------------------------------------+---------------------------+----------+-------+---------+------------+ +------------------------------------------------------------------------+---------------------------+----------+-------+---------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | name | problem | scenario | optim | opset15 | skl_version | skl_nop | skl_ncoef | skl_nlin | onx_size | onx_nnodes | onx_ninits | onx_producer_name | onx_producer_version | onx_ai.onnx.ml | onx_size_optim | onx_nnodes_optim | onx_ninits_optim | onx_op_Reshape | skl_nnodes | skl_ntrees | skl_max_depth | onx_op_Cast | onx_mlprodict | onx_op_ZipMap | onx_com.microsoft | onx_op_Identity | onx_op_Identity_optim | onx_subgraphs | onx_subgraphs_optim | +========================================================================+===========================+==========+=======+=========+=============+=========+===========+==========+==========+============+============+===================+======================+================+================+==================+==================+================+============+============+===============+=============+===============+===============+===================+=================+=======================+===============+=====================+ | :ref:`FunctionTransformer ` | num-tr | default | | OK 14/ | 1.0.2 | 1 | | | 1.6e+02 | 1 | 0 | skl2onnx | 1.1 | | 1.6e+02 | 1 | 0 | | | | | | | | | 1 | 1 | | | +------------------------------------------------------------------------+---------------------------+----------+-------+---------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ +------------------------------------------------------------------------+---------------------------+----------+-------+---------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | name | problem | scenario | optim | opset15 | RT/SKL-N=1 | N=10 | N=100 | N=1000 | N=10000 | RT/SKL-N=1-min | RT/SKL-N=1-max | N=10-min | N=10-max | N=100-min | N=100-max | N=1000-min | N=1000-max | N=10000-min | N=10000-max | +========================================================================+===========================+==========+=======+=========+============+======+=======+========+=========+================+================+==========+==========+===========+===========+============+============+=============+=============+ | :ref:`FunctionTransformer ` | num-tr | default | | OK 14/ | 25 | 26 | 23 | 24 | 34 | 14 | 31 | 20 | 40 | 20 | 26 | 21 | 27 | 28 | 40 | +------------------------------------------------------------------------+---------------------------+----------+-------+---------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ .. _lpy-Gamma: Gamma +++++ +-----------------------------------------------------------------+---------------------------+----------+-------+---------------------+------------+ | name | problem | scenario | optim | opset15 | onx_nnodes | +=================================================================+===========================+==========+=======+=====================+============+ | :ref:`GammaRegressor ` | b-reg | default | | ERR: 1training_time | | +-----------------------------------------------------------------+---------------------------+----------+-------+---------------------+------------+ | :ref:`GammaRegressor ` | m-reg | default | | ERR: 1training_time | | +-----------------------------------------------------------------+---------------------------+----------+-------+---------------------+------------+ | :ref:`GammaRegressor ` | ~b-reg-64 | default | | ERR: 1training_time | | +-----------------------------------------------------------------+---------------------------+----------+-------+---------------------+------------+ | :ref:`GammaRegressor ` | ~m-reg-64 | default | | ERR: 1training_time | | +-----------------------------------------------------------------+---------------------------+----------+-------+---------------------+------------+ +-----------------------------------------------------------------+---------------------------+----------+-------+---------------------+----------------------------------------------------------------------------+ | name | problem | scenario | optim | opset15 | ERROR-msg | +=================================================================+===========================+==========+=======+=====================+============================================================================+ | :ref:`GammaRegressor ` | b-reg | default | | ERR: 1training_time | Some value(s) of y are out of the valid range for family GammaDistribution | +-----------------------------------------------------------------+---------------------------+----------+-------+---------------------+----------------------------------------------------------------------------+ | :ref:`GammaRegressor ` | m-reg | default | | ERR: 1training_time | y should be a 1d array, got an array of shape (112, 2) instead. | +-----------------------------------------------------------------+---------------------------+----------+-------+---------------------+----------------------------------------------------------------------------+ | :ref:`GammaRegressor ` | ~b-reg-64 | default | | ERR: 1training_time | Some value(s) of y are out of the valid range for family GammaDistribution | +-----------------------------------------------------------------+---------------------------+----------+-------+---------------------+----------------------------------------------------------------------------+ | :ref:`GammaRegressor ` | ~m-reg-64 | default | | ERR: 1training_time | y should be a 1d array, got an array of shape (112, 2) instead. | +-----------------------------------------------------------------+---------------------------+----------+-------+---------------------+----------------------------------------------------------------------------+ +-----------------------------------------------------------------+---------------------------+----------+-------+---------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | name | problem | scenario | optim | opset15 | skl_version | skl_nop | skl_ncoef | skl_nlin | onx_size | onx_nnodes | onx_ninits | onx_producer_name | onx_producer_version | onx_ai.onnx.ml | onx_size_optim | onx_nnodes_optim | onx_ninits_optim | onx_op_Reshape | skl_nnodes | skl_ntrees | skl_max_depth | onx_op_Cast | onx_mlprodict | onx_op_ZipMap | onx_com.microsoft | onx_op_Identity | onx_op_Identity_optim | onx_subgraphs | onx_subgraphs_optim | +=================================================================+===========================+==========+=======+=====================+=============+=========+===========+==========+==========+============+============+===================+======================+================+================+==================+==================+================+============+============+===============+=============+===============+===============+===================+=================+=======================+===============+=====================+ | :ref:`GammaRegressor ` | b-reg | default | | ERR: 1training_time | 1.0.2 | | | | | | | | | | | | | | | | | | | | | | | | | +-----------------------------------------------------------------+---------------------------+----------+-------+---------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`GammaRegressor ` | m-reg | default | | ERR: 1training_time | 1.0.2 | | | | | | | | | | | | | | | | | | | | | | | | | +-----------------------------------------------------------------+---------------------------+----------+-------+---------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`GammaRegressor ` | ~b-reg-64 | default | | ERR: 1training_time | 1.0.2 | | | | | | | | | | | | | | | | | | | | | | | | | +-----------------------------------------------------------------+---------------------------+----------+-------+---------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`GammaRegressor ` | ~m-reg-64 | default | | ERR: 1training_time | 1.0.2 | | | | | | | | | | | | | | | | | | | | | | | | | +-----------------------------------------------------------------+---------------------------+----------+-------+---------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ .. _lpy-GaussianMixture: GaussianMixture +++++++++++++++ +-----------------------------------------------------------------+---------------------------+----------+-------+---------------+------------+ | name | problem | scenario | optim | opset15 | onx_nnodes | +=================================================================+===========================+==========+=======+===============+============+ | :ref:`GaussianMixture ` | mix | default | | OK 14/ | 11 | +-----------------------------------------------------------------+---------------------------+----------+-------+---------------+------------+ | :ref:`GaussianMixture ` | ~mix-64 | default | | | -1 | +-----------------------------------------------------------------+---------------------------+----------+-------+---------------+------------+ | :ref:`GaussianMixture ` | ~mix-64 | default | | OK 14/ | 11 | +-----------------------------------------------------------------+---------------------------+----------+-------+---------------+------------+ +-----------------------------------------------------------------+---------------------------+----------+-------+---------------+---------------------------------------------------------+ | name | problem | scenario | optim | opset15 | ERROR-msg | +=================================================================+===========================+==========+=======+===============+=========================================================+ | :ref:`GaussianMixture ` | ~mix-64 | default | | | '<' not supported between instances of 'dict' and 'int' | +-----------------------------------------------------------------+---------------------------+----------+-------+---------------+---------------------------------------------------------+ +-----------------------------------------------------------------+---------------------------+----------+-------+---------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | name | problem | scenario | optim | opset15 | skl_version | skl_nop | skl_ncoef | skl_nlin | onx_size | onx_nnodes | onx_ninits | onx_producer_name | onx_producer_version | onx_ai.onnx.ml | onx_size_optim | onx_nnodes_optim | onx_ninits_optim | onx_op_Reshape | skl_nnodes | skl_ntrees | skl_max_depth | onx_op_Cast | onx_mlprodict | onx_op_ZipMap | onx_com.microsoft | onx_op_Identity | onx_op_Identity_optim | onx_subgraphs | onx_subgraphs_optim | +=================================================================+===========================+==========+=======+===============+=============+=========+===========+==========+==========+============+============+===================+======================+================+================+==================+==================+================+============+============+===============+=============+===============+===============+===================+=================+=======================+===============+=====================+ | :ref:`GaussianMixture ` | mix | default | | OK 14/ | 1.0.2 | 1 | | | 9.9e+02 | 11 | 6 | skl2onnx | 1.1 | | 9.9e+02 | 11 | 6 | | | | | | | | | | | | | +-----------------------------------------------------------------+---------------------------+----------+-------+---------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`GaussianMixture ` | ~mix-64 | default | | | 1.0.2 | 1 | | | -1 | -1 | -1 | | | | -1 | -1 | -1 | | | | | | | | | | | | | +-----------------------------------------------------------------+---------------------------+----------+-------+---------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`GaussianMixture ` | ~mix-64 | default | | OK 14/ | 1.0.2 | 1 | | | 1.1e+03 | 11 | 6 | skl2onnx | 1.1 | | 1.1e+03 | 11 | 6 | | | | | | | | | | | | | +-----------------------------------------------------------------+---------------------------+----------+-------+---------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ +-----------------------------------------------------------------+---------------------------+----------+-------+---------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | name | problem | scenario | optim | opset15 | RT/SKL-N=1 | N=10 | N=100 | N=1000 | N=10000 | RT/SKL-N=1-min | RT/SKL-N=1-max | N=10-min | N=10-max | N=100-min | N=100-max | N=1000-min | N=1000-max | N=10000-min | N=10000-max | +=================================================================+===========================+==========+=======+=========+============+======+=======+========+=========+================+================+==========+==========+===========+===========+============+============+=============+=============+ | :ref:`GaussianMixture ` | mix | default | | OK 14/ | 0.99 | 1 | 1.2 | 1.1 | 1.2 | 0.89 | 1.3 | 0.96 | 1 | 0.94 | 3 | 1.1 | 1.1 | 1.2 | 1.2 | +-----------------------------------------------------------------+---------------------------+----------+-------+---------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`GaussianMixture ` | ~mix-64 | default | | OK 14/ | 1 | 0.99 | 1.1 | 1.1 | 1.3 | 0.88 | 1.8 | 0.93 | 1 | 0.9 | 2.6 | 1.1 | 1.2 | 1.3 | 1.3 | +-----------------------------------------------------------------+---------------------------+----------+-------+---------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ .. _lpy-GaussianProcess: GaussianProcess +++++++++++++++ +-----------------------------------------------------------------------------------------------------+---------------------------+------------+-------+---------------------+------------+ | name | problem | scenario | optim | opset15 | onx_nnodes | +=====================================================================================================+===========================+============+=======+=====================+============+ | :ref:`GaussianProcessClassifier ` | b-cl | dotproduct | cdist | ERR: 5ort_load | 43 | +-----------------------------------------------------------------------------------------------------+---------------------------+------------+-------+---------------------+------------+ | :ref:`GaussianProcessClassifier ` | b-cl | dotproduct | cdist | ERR: 5ort_load | 43 | +-----------------------------------------------------------------------------------------------------+---------------------------+------------+-------+---------------------+------------+ | :ref:`GaussianProcessClassifier ` | b-cl | expsine | | ERR: 1training_time | -1 | +-----------------------------------------------------------------------------------------------------+---------------------------+------------+-------+---------------------+------------+ | :ref:`GaussianProcessClassifier ` | b-cl | rational | cdist | ERR: 5ort_load | 46 | +-----------------------------------------------------------------------------------------------------+---------------------------+------------+-------+---------------------+------------+ | :ref:`GaussianProcessClassifier ` | b-cl | rbf | cdist | ERR: 5ort_load | 57 | +-----------------------------------------------------------------------------------------------------+---------------------------+------------+-------+---------------------+------------+ | :ref:`GaussianProcessClassifier ` | b-cl | rbf | cdist | ERR: 5ort_load | 57 | +-----------------------------------------------------------------------------------------------------+---------------------------+------------+-------+---------------------+------------+ | :ref:`GaussianProcessClassifier ` | m-cl | dotproduct | | | -1 | +-----------------------------------------------------------------------------------------------------+---------------------------+------------+-------+---------------------+------------+ | :ref:`GaussianProcessClassifier ` | m-cl | expsine | | ERR: 1training_time | -1 | +-----------------------------------------------------------------------------------------------------+---------------------------+------------+-------+---------------------+------------+ | :ref:`GaussianProcessClassifier ` | m-cl | rational | | | -1 | +-----------------------------------------------------------------------------------------------------+---------------------------+------------+-------+---------------------+------------+ | :ref:`GaussianProcessClassifier ` | m-cl | rbf | | | -1 | +-----------------------------------------------------------------------------------------------------+---------------------------+------------+-------+---------------------+------------+ | :ref:`GaussianProcessClassifier ` | ~b-cl-64 | dotproduct | cdist | ERR: 5ort_load | 43 | +-----------------------------------------------------------------------------------------------------+---------------------------+------------+-------+---------------------+------------+ | :ref:`GaussianProcessClassifier ` | ~b-cl-64 | dotproduct | cdist | ERR: 5ort_load | 43 | +-----------------------------------------------------------------------------------------------------+---------------------------+------------+-------+---------------------+------------+ | :ref:`GaussianProcessClassifier ` | ~b-cl-64 | expsine | | ERR: 1training_time | -1 | +-----------------------------------------------------------------------------------------------------+---------------------------+------------+-------+---------------------+------------+ | :ref:`GaussianProcessClassifier ` | ~b-cl-64 | rational | cdist | ERR: 5ort_load | 46 | +-----------------------------------------------------------------------------------------------------+---------------------------+------------+-------+---------------------+------------+ | :ref:`GaussianProcessClassifier ` | ~b-cl-64 | rational | cdist | ERR: 5ort_load | 46 | +-----------------------------------------------------------------------------------------------------+---------------------------+------------+-------+---------------------+------------+ | :ref:`GaussianProcessClassifier ` | ~b-cl-64 | rbf | cdist | ERR: 5ort_load | 57 | +-----------------------------------------------------------------------------------------------------+---------------------------+------------+-------+---------------------+------------+ | :ref:`GaussianProcessClassifier ` | ~b-cl-64 | rbf | cdist | ERR: 5ort_load | 57 | +-----------------------------------------------------------------------------------------------------+---------------------------+------------+-------+---------------------+------------+ | :ref:`GaussianProcessRegressor ` | b-reg | dotproduct | | OK 15/ | 5 | +-----------------------------------------------------------------------------------------------------+---------------------------+------------+-------+---------------------+------------+ | :ref:`GaussianProcessRegressor ` | b-reg | dotproduct | cdist | OK 15/ | 5 | +-----------------------------------------------------------------------------------------------------+---------------------------+------------+-------+---------------------+------------+ | :ref:`GaussianProcessRegressor ` | b-reg | expsine | cdist | OK 15/ | 11 | +-----------------------------------------------------------------------------------------------------+---------------------------+------------+-------+---------------------+------------+ | :ref:`GaussianProcessRegressor ` | b-reg | rational | cdist | OK 15/ | 7 | +-----------------------------------------------------------------------------------------------------+---------------------------+------------+-------+---------------------+------------+ | :ref:`GaussianProcessRegressor ` | b-reg | rbf | cdist | OK 15/ | 18 | +-----------------------------------------------------------------------------------------------------+---------------------------+------------+-------+---------------------+------------+ | :ref:`GaussianProcessRegressor ` | ~b-reg-64 | dotproduct | | OK 15/ | 5 | +-----------------------------------------------------------------------------------------------------+---------------------------+------------+-------+---------------------+------------+ | :ref:`GaussianProcessRegressor ` | ~b-reg-64 | dotproduct | cdist | OK 15/ | 5 | +-----------------------------------------------------------------------------------------------------+---------------------------+------------+-------+---------------------+------------+ | :ref:`GaussianProcessRegressor ` | ~b-reg-64 | expsine | cdist | OK 15/ | 11 | +-----------------------------------------------------------------------------------------------------+---------------------------+------------+-------+---------------------+------------+ | :ref:`GaussianProcessRegressor ` | ~b-reg-64 | rational | cdist | OK 15/ | 7 | +-----------------------------------------------------------------------------------------------------+---------------------------+------------+-------+---------------------+------------+ | :ref:`GaussianProcessRegressor ` | ~b-reg-64 | rbf | cdist | OK 15/ | 18 | +-----------------------------------------------------------------------------------------------------+---------------------------+------------+-------+---------------------+------------+ | :ref:`GaussianProcessRegressor ` | ~b-reg-NF-64 | dotproduct | | OK 15/ | 3 | +-----------------------------------------------------------------------------------------------------+---------------------------+------------+-------+---------------------+------------+ | :ref:`GaussianProcessRegressor ` | ~b-reg-NF-64 | dotproduct | cdist | OK 15/ | 3 | +-----------------------------------------------------------------------------------------------------+---------------------------+------------+-------+---------------------+------------+ | :ref:`GaussianProcessRegressor ` | ~b-reg-NF-64 | expsine | cdist | OK 15/ | 3 | +-----------------------------------------------------------------------------------------------------+---------------------------+------------+-------+---------------------+------------+ | :ref:`GaussianProcessRegressor ` | ~b-reg-NF-64 | rational | cdist | OK 15/ | 3 | +-----------------------------------------------------------------------------------------------------+---------------------------+------------+-------+---------------------+------------+ | :ref:`GaussianProcessRegressor ` | ~b-reg-NF-64 | rbf | cdist | OK 15/ | 3 | +-----------------------------------------------------------------------------------------------------+---------------------------+------------+-------+---------------------+------------+ | :ref:`GaussianProcessRegressor ` | ~b-reg-NF-cov-64 | dotproduct | | ERR: 5ort_load | 7 | +-----------------------------------------------------------------------------------------------------+---------------------------+------------+-------+---------------------+------------+ | :ref:`GaussianProcessRegressor ` | ~b-reg-NF-cov-64 | dotproduct | cdist | ERR: 5ort_load | 7 | +-----------------------------------------------------------------------------------------------------+---------------------------+------------+-------+---------------------+------------+ | :ref:`GaussianProcessRegressor ` | ~b-reg-NF-cov-64 | expsine | cdist | OK 15/ | 18 | +-----------------------------------------------------------------------------------------------------+---------------------------+------------+-------+---------------------+------------+ | :ref:`GaussianProcessRegressor ` | ~b-reg-NF-cov-64 | rational | cdist | OK 15/ | 13 | +-----------------------------------------------------------------------------------------------------+---------------------------+------------+-------+---------------------+------------+ | :ref:`GaussianProcessRegressor ` | ~b-reg-NF-cov-64 | rbf | cdist | OK 15/ | 20 | +-----------------------------------------------------------------------------------------------------+---------------------------+------------+-------+---------------------+------------+ | :ref:`GaussianProcessRegressor ` | ~b-reg-NF-cov-64 | rbf | cdist | OK 15/ | 20 | +-----------------------------------------------------------------------------------------------------+---------------------------+------------+-------+---------------------+------------+ | :ref:`GaussianProcessRegressor ` | ~b-reg-NF-std-64 | dotproduct | | OK 15/ | 7 | +-----------------------------------------------------------------------------------------------------+---------------------------+------------+-------+---------------------+------------+ | :ref:`GaussianProcessRegressor ` | ~b-reg-NF-std-64 | dotproduct | cdist | OK 15/ | 7 | +-----------------------------------------------------------------------------------------------------+---------------------------+------------+-------+---------------------+------------+ | :ref:`GaussianProcessRegressor ` | ~b-reg-NF-std-64 | expsine | cdist | OK 15/ | 8 | +-----------------------------------------------------------------------------------------------------+---------------------------+------------+-------+---------------------+------------+ | :ref:`GaussianProcessRegressor ` | ~b-reg-NF-std-64 | rational | cdist | OK 15/ | 8 | +-----------------------------------------------------------------------------------------------------+---------------------------+------------+-------+---------------------+------------+ | :ref:`GaussianProcessRegressor ` | ~b-reg-NF-std-64 | rational | cdist | OK 15/ | 8 | +-----------------------------------------------------------------------------------------------------+---------------------------+------------+-------+---------------------+------------+ | :ref:`GaussianProcessRegressor ` | ~b-reg-NF-std-64 | rbf | cdist | OK 15/ | 8 | +-----------------------------------------------------------------------------------------------------+---------------------------+------------+-------+---------------------+------------+ | :ref:`GaussianProcessRegressor ` | ~b-reg-NF-std-64 | rbf | cdist | OK 15/ | 8 | +-----------------------------------------------------------------------------------------------------+---------------------------+------------+-------+---------------------+------------+ | :ref:`GaussianProcessRegressor ` | ~b-reg-NSV-64 | dotproduct | | OK 15/ | 5 | +-----------------------------------------------------------------------------------------------------+---------------------------+------------+-------+---------------------+------------+ | :ref:`GaussianProcessRegressor ` | ~b-reg-NSV-64 | dotproduct | cdist | OK 15/ | 5 | +-----------------------------------------------------------------------------------------------------+---------------------------+------------+-------+---------------------+------------+ | :ref:`GaussianProcessRegressor ` | ~b-reg-NSV-64 | expsine | cdist | OK 15/ | 11 | +-----------------------------------------------------------------------------------------------------+---------------------------+------------+-------+---------------------+------------+ | :ref:`GaussianProcessRegressor ` | ~b-reg-NSV-64 | rational | cdist | OK 15/ | 7 | +-----------------------------------------------------------------------------------------------------+---------------------------+------------+-------+---------------------+------------+ | :ref:`GaussianProcessRegressor ` | ~b-reg-NSV-64 | rbf | cdist | OK 15/ | 18 | +-----------------------------------------------------------------------------------------------------+---------------------------+------------+-------+---------------------+------------+ | :ref:`GaussianProcessRegressor ` | ~b-reg-NSV-64 | rbf | cdist | OK 15/ | 18 | +-----------------------------------------------------------------------------------------------------+---------------------------+------------+-------+---------------------+------------+ | :ref:`GaussianProcessRegressor ` | ~b-reg-cov-64 | dotproduct | | | -1 | +-----------------------------------------------------------------------------------------------------+---------------------------+------------+-------+---------------------+------------+ | :ref:`GaussianProcessRegressor ` | ~b-reg-cov-64 | dotproduct | | | -1 | +-----------------------------------------------------------------------------------------------------+---------------------------+------------+-------+---------------------+------------+ | :ref:`GaussianProcessRegressor ` | ~b-reg-cov-64 | expsine | | | -1 | +-----------------------------------------------------------------------------------------------------+---------------------------+------------+-------+---------------------+------------+ | :ref:`GaussianProcessRegressor ` | ~b-reg-cov-64 | rational | | | -1 | +-----------------------------------------------------------------------------------------------------+---------------------------+------------+-------+---------------------+------------+ | :ref:`GaussianProcessRegressor ` | ~b-reg-cov-64 | rbf | | | -1 | +-----------------------------------------------------------------------------------------------------+---------------------------+------------+-------+---------------------+------------+ | :ref:`GaussianProcessRegressor ` | ~b-reg-std-NSV-64 | dotproduct | | OK 15/ | 14 | +-----------------------------------------------------------------------------------------------------+---------------------------+------------+-------+---------------------+------------+ | :ref:`GaussianProcessRegressor ` | ~b-reg-std-NSV-64 | dotproduct | cdist | OK 15/ | 14 | +-----------------------------------------------------------------------------------------------------+---------------------------+------------+-------+---------------------+------------+ | :ref:`GaussianProcessRegressor ` | ~b-reg-std-NSV-64 | expsine | cdist | OK 15/ | 21 | +-----------------------------------------------------------------------------------------------------+---------------------------+------------+-------+---------------------+------------+ | :ref:`GaussianProcessRegressor ` | ~b-reg-std-NSV-64 | rational | cdist | OK 15/ | 17 | +-----------------------------------------------------------------------------------------------------+---------------------------+------------+-------+---------------------+------------+ | :ref:`GaussianProcessRegressor ` | ~b-reg-std-NSV-64 | rbf | cdist | OK 15/ | 28 | +-----------------------------------------------------------------------------------------------------+---------------------------+------------+-------+---------------------+------------+ | :ref:`GaussianProcessRegressor ` | ~b-reg-std-NSV-64 | rbf | cdist | OK 15/ | 28 | +-----------------------------------------------------------------------------------------------------+---------------------------+------------+-------+---------------------+------------+ +----------------------------------------------------------------------------------------------------+---------------------------+------------+-------+---------------------+--------------------------------------------------------------------------------+ | name | problem | scenario | optim | opset15 | ERROR-msg | +====================================================================================================+===========================+============+=======+=====================+================================================================================+ | :ref:`GaussianProcessClassifier ` | b-cl | dotproduct | cdist | ERR: 5ort_load | Unable to create InferenceSession due to '[ONNXRuntimeError] : 1 : FAIL : F... | +----------------------------------------------------------------------------------------------------+---------------------------+------------+-------+---------------------+--------------------------------------------------------------------------------+ | :ref:`GaussianProcessClassifier ` | b-cl | dotproduct | cdist | ERR: 5ort_load | Unable to create InferenceSession due to '[ONNXRuntimeError] : 1 : FAIL : F... | +----------------------------------------------------------------------------------------------------+---------------------------+------------+-------+---------------------+--------------------------------------------------------------------------------+ | :ref:`GaussianProcessClassifier ` | b-cl | expsine | | ERR: 1training_time | 35-th leading minor of the array is not positive definite | +----------------------------------------------------------------------------------------------------+---------------------------+------------+-------+---------------------+--------------------------------------------------------------------------------+ | :ref:`GaussianProcessClassifier ` | b-cl | rational | cdist | ERR: 5ort_load | Unable to create InferenceSession due to '[ONNXRuntimeError] : 1 : FAIL : F... | +----------------------------------------------------------------------------------------------------+---------------------------+------------+-------+---------------------+--------------------------------------------------------------------------------+ | :ref:`GaussianProcessClassifier ` | b-cl | rbf | cdist | ERR: 5ort_load | Unable to create InferenceSession due to '[ONNXRuntimeError] : 1 : FAIL : F... | +----------------------------------------------------------------------------------------------------+---------------------------+------------+-------+---------------------+--------------------------------------------------------------------------------+ | :ref:`GaussianProcessClassifier ` | b-cl | rbf | cdist | ERR: 5ort_load | Unable to create InferenceSession due to '[ONNXRuntimeError] : 1 : FAIL : F... | +----------------------------------------------------------------------------------------------------+---------------------------+------------+-------+---------------------+--------------------------------------------------------------------------------+ | :ref:`GaussianProcessClassifier ` | m-cl | dotproduct | | | Only binary classification is iplemented. | +----------------------------------------------------------------------------------------------------+---------------------------+------------+-------+---------------------+--------------------------------------------------------------------------------+ | :ref:`GaussianProcessClassifier ` | m-cl | expsine | | ERR: 1training_time | 35-th leading minor of the array is not positive definite | +----------------------------------------------------------------------------------------------------+---------------------------+------------+-------+---------------------+--------------------------------------------------------------------------------+ | :ref:`GaussianProcessClassifier ` | m-cl | rational | | | Only binary classification is iplemented. | +----------------------------------------------------------------------------------------------------+---------------------------+------------+-------+---------------------+--------------------------------------------------------------------------------+ | :ref:`GaussianProcessClassifier ` | m-cl | rbf | | | Only binary classification is iplemented. | +----------------------------------------------------------------------------------------------------+---------------------------+------------+-------+---------------------+--------------------------------------------------------------------------------+ | :ref:`GaussianProcessClassifier ` | ~b-cl-64 | dotproduct | cdist | ERR: 5ort_load | Unable to create InferenceSession due to '[ONNXRuntimeError] : 1 : FAIL : F... | +----------------------------------------------------------------------------------------------------+---------------------------+------------+-------+---------------------+--------------------------------------------------------------------------------+ | :ref:`GaussianProcessClassifier ` | ~b-cl-64 | dotproduct | cdist | ERR: 5ort_load | Unable to create InferenceSession due to '[ONNXRuntimeError] : 1 : FAIL : F... | +----------------------------------------------------------------------------------------------------+---------------------------+------------+-------+---------------------+--------------------------------------------------------------------------------+ | :ref:`GaussianProcessClassifier ` | ~b-cl-64 | expsine | | ERR: 1training_time | 35-th leading minor of the array is not positive definite | +----------------------------------------------------------------------------------------------------+---------------------------+------------+-------+---------------------+--------------------------------------------------------------------------------+ | :ref:`GaussianProcessClassifier ` | ~b-cl-64 | rational | cdist | ERR: 5ort_load | Unable to create InferenceSession due to '[ONNXRuntimeError] : 1 : FAIL : F... | +----------------------------------------------------------------------------------------------------+---------------------------+------------+-------+---------------------+--------------------------------------------------------------------------------+ | :ref:`GaussianProcessClassifier ` | ~b-cl-64 | rational | cdist | ERR: 5ort_load | Unable to create InferenceSession due to '[ONNXRuntimeError] : 1 : FAIL : F... | +----------------------------------------------------------------------------------------------------+---------------------------+------------+-------+---------------------+--------------------------------------------------------------------------------+ | :ref:`GaussianProcessClassifier ` | ~b-cl-64 | rbf | cdist | ERR: 5ort_load | Unable to create InferenceSession due to '[ONNXRuntimeError] : 1 : FAIL : F... | +----------------------------------------------------------------------------------------------------+---------------------------+------------+-------+---------------------+--------------------------------------------------------------------------------+ | :ref:`GaussianProcessClassifier ` | ~b-cl-64 | rbf | cdist | ERR: 5ort_load | Unable to create InferenceSession due to '[ONNXRuntimeError] : 1 : FAIL : F... | +----------------------------------------------------------------------------------------------------+---------------------------+------------+-------+---------------------+--------------------------------------------------------------------------------+ | :ref:`GaussianProcessRegressor ` | ~b-reg-NF-cov-64 | dotproduct | | ERR: 5ort_load | Unable to create InferenceSession due to '[ONNXRuntimeError] : 9 : NOT_IMPL... | +----------------------------------------------------------------------------------------------------+---------------------------+------------+-------+---------------------+--------------------------------------------------------------------------------+ | :ref:`GaussianProcessRegressor ` | ~b-reg-NF-cov-64 | dotproduct | cdist | ERR: 5ort_load | Unable to create InferenceSession due to '[ONNXRuntimeError] : 9 : NOT_IMPL... | +----------------------------------------------------------------------------------------------------+---------------------------+------------+-------+---------------------+--------------------------------------------------------------------------------+ +-----------------------------------------------------------------------------------------------------+---------------------------+------------+-------+---------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | name | problem | scenario | optim | opset15 | skl_version | skl_nop | skl_ncoef | skl_nlin | onx_size | onx_nnodes | onx_ninits | onx_producer_name | onx_producer_version | onx_ai.onnx.ml | onx_size_optim | onx_nnodes_optim | onx_ninits_optim | onx_op_Reshape | skl_nnodes | skl_ntrees | skl_max_depth | onx_op_Cast | onx_mlprodict | onx_op_ZipMap | onx_com.microsoft | onx_op_Identity | onx_op_Identity_optim | onx_subgraphs | onx_subgraphs_optim | +=====================================================================================================+===========================+============+=======+=====================+=============+=========+===========+==========+==========+============+============+===================+======================+================+================+==================+==================+================+============+============+===============+=============+===============+===============+===================+=================+=======================+===============+=====================+ | :ref:`GaussianProcessClassifier ` | b-cl | dotproduct | cdist | ERR: 5ort_load | 1.0.2 | 1 | | | 5.6e+04 | 43 | 17 | skl2onnx | 1.1 | 1 | 5.6e+04 | 42 | 17 | 2 | | | | 2 | | 1 | 1 | | | | | +-----------------------------------------------------------------------------------------------------+---------------------------+------------+-------+---------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`GaussianProcessClassifier ` | b-cl | dotproduct | cdist | ERR: 5ort_load | 1.0.2 | 1 | | | 5.6e+04 | 43 | 17 | skl2onnx | 1.1 | 1 | 5.6e+04 | 42 | 17 | 2 | | | | 2 | | 1 | 1 | | | | | +-----------------------------------------------------------------------------------------------------+---------------------------+------------+-------+---------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`GaussianProcessClassifier ` | b-cl | expsine | | ERR: 1training_time | 1.0.2 | -1 | | | -1 | -1 | -1 | | | -1 | -1 | -1 | -1 | -1 | | | | -1 | | -1 | -1 | | | | | +-----------------------------------------------------------------------------------------------------+---------------------------+------------+-------+---------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`GaussianProcessClassifier ` | b-cl | rational | cdist | ERR: 5ort_load | 1.0.2 | 1 | | | 5.7e+04 | 46 | 18 | skl2onnx | 1.1 | 1 | 5.7e+04 | 45 | 18 | 2 | | | | 2 | | 1 | 1 | | | | | +-----------------------------------------------------------------------------------------------------+---------------------------+------------+-------+---------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`GaussianProcessClassifier ` | b-cl | rbf | cdist | ERR: 5ort_load | 1.0.2 | 1 | | | 5.7e+04 | 57 | 16 | skl2onnx | 1.1 | 1 | 5.7e+04 | 52 | 16 | 2 | | | | 2 | | 1 | 1 | | | | | +-----------------------------------------------------------------------------------------------------+---------------------------+------------+-------+---------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`GaussianProcessClassifier ` | b-cl | rbf | cdist | ERR: 5ort_load | 1.0.2 | 1 | | | 5.7e+04 | 57 | 16 | skl2onnx | 1.1 | 1 | 5.7e+04 | 52 | 16 | 2 | | | | 2 | | 1 | 1 | | | | | +-----------------------------------------------------------------------------------------------------+---------------------------+------------+-------+---------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`GaussianProcessClassifier ` | m-cl | dotproduct | | | 1.0.2 | 1 | | | -1 | -1 | -1 | | | -1 | -1 | -1 | -1 | -1 | | | | -1 | | -1 | -1 | | | | | +-----------------------------------------------------------------------------------------------------+---------------------------+------------+-------+---------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`GaussianProcessClassifier ` | m-cl | expsine | | ERR: 1training_time | 1.0.2 | -1 | | | -1 | -1 | -1 | | | -1 | -1 | -1 | -1 | -1 | | | | -1 | | -1 | -1 | | | | | +-----------------------------------------------------------------------------------------------------+---------------------------+------------+-------+---------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`GaussianProcessClassifier ` | m-cl | rational | | | 1.0.2 | 1 | | | -1 | -1 | -1 | | | -1 | -1 | -1 | -1 | -1 | | | | -1 | | -1 | -1 | | | | | +-----------------------------------------------------------------------------------------------------+---------------------------+------------+-------+---------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`GaussianProcessClassifier ` | m-cl | rbf | | | 1.0.2 | 1 | | | -1 | -1 | -1 | | | -1 | -1 | -1 | -1 | -1 | | | | -1 | | -1 | -1 | | | | | +-----------------------------------------------------------------------------------------------------+---------------------------+------------+-------+---------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`GaussianProcessClassifier ` | ~b-cl-64 | dotproduct | cdist | ERR: 5ort_load | 1.0.2 | 1 | | | 1.1e+05 | 43 | 17 | skl2onnx | 1.1 | 1 | 1.1e+05 | 42 | 17 | 2 | | | | 2 | | 1 | 1 | | | | | +-----------------------------------------------------------------------------------------------------+---------------------------+------------+-------+---------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`GaussianProcessClassifier ` | ~b-cl-64 | dotproduct | cdist | ERR: 5ort_load | 1.0.2 | 1 | | | 1.1e+05 | 43 | 17 | skl2onnx | 1.1 | 1 | 1.1e+05 | 42 | 17 | 2 | | | | 2 | | 1 | 1 | | | | | +-----------------------------------------------------------------------------------------------------+---------------------------+------------+-------+---------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`GaussianProcessClassifier ` | ~b-cl-64 | expsine | | ERR: 1training_time | 1.0.2 | -1 | | | -1 | -1 | -1 | | | -1 | -1 | -1 | -1 | -1 | | | | -1 | | -1 | -1 | | | | | +-----------------------------------------------------------------------------------------------------+---------------------------+------------+-------+---------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`GaussianProcessClassifier ` | ~b-cl-64 | rational | cdist | ERR: 5ort_load | 1.0.2 | 1 | | | 1.1e+05 | 46 | 18 | skl2onnx | 1.1 | 1 | 1.1e+05 | 45 | 18 | 2 | | | | 2 | | 1 | 1 | | | | | +-----------------------------------------------------------------------------------------------------+---------------------------+------------+-------+---------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`GaussianProcessClassifier ` | ~b-cl-64 | rational | cdist | ERR: 5ort_load | 1.0.2 | 1 | | | 1.1e+05 | 46 | 18 | skl2onnx | 1.1 | 1 | 1.1e+05 | 45 | 18 | 2 | | | | 2 | | 1 | 1 | | | | | +-----------------------------------------------------------------------------------------------------+---------------------------+------------+-------+---------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`GaussianProcessClassifier ` | ~b-cl-64 | rbf | cdist | ERR: 5ort_load | 1.0.2 | 1 | | | 1.1e+05 | 57 | 16 | skl2onnx | 1.1 | 1 | 1.1e+05 | 52 | 16 | 2 | | | | 2 | | 1 | 1 | | | | | +-----------------------------------------------------------------------------------------------------+---------------------------+------------+-------+---------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`GaussianProcessClassifier ` | ~b-cl-64 | rbf | cdist | ERR: 5ort_load | 1.0.2 | 1 | | | 1.1e+05 | 57 | 16 | skl2onnx | 1.1 | 1 | 1.1e+05 | 52 | 16 | 2 | | | | 2 | | 1 | 1 | | | | | +-----------------------------------------------------------------------------------------------------+---------------------------+------------+-------+---------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`GaussianProcessRegressor ` | b-reg | dotproduct | | OK 15/ | 1.0.2 | 1 | | | 2.8e+03 | 5 | 5 | skl2onnx | 1.1 | | 2.8e+03 | 5 | 5 | 1 | | | | | | | -1 | -1 | -1 | -1 | -1 | +-----------------------------------------------------------------------------------------------------+---------------------------+------------+-------+---------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`GaussianProcessRegressor ` | b-reg | dotproduct | cdist | OK 15/ | 1.0.2 | 1 | | | 2.8e+03 | 5 | 5 | skl2onnx | 1.1 | | 2.8e+03 | 5 | 5 | 1 | | | | | | | -1 | -1 | -1 | -1 | -1 | +-----------------------------------------------------------------------------------------------------+---------------------------+------------+-------+---------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`GaussianProcessRegressor ` | b-reg | expsine | cdist | OK 15/ | 1.0.2 | 1 | | | 3.2e+03 | 11 | 9 | skl2onnx | 1.1 | | 3.2e+03 | 11 | 9 | 1 | | | | | | | 1 | -1 | -1 | -1 | -1 | +-----------------------------------------------------------------------------------------------------+---------------------------+------------+-------+---------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`GaussianProcessRegressor ` | b-reg | rational | cdist | OK 15/ | 1.0.2 | 1 | | | 3e+03 | 7 | 7 | skl2onnx | 1.1 | | 3e+03 | 7 | 7 | 1 | | | | | | | 1 | -1 | -1 | -1 | -1 | +-----------------------------------------------------------------------------------------------------+---------------------------+------------+-------+---------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`GaussianProcessRegressor ` | b-reg | rbf | cdist | OK 15/ | 1.0.2 | 1 | | | 3.7e+03 | 18 | 6 | skl2onnx | 1.1 | | 3.6e+03 | 16 | 6 | 1 | | | | | | | 1 | -1 | -1 | -1 | -1 | +-----------------------------------------------------------------------------------------------------+---------------------------+------------+-------+---------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`GaussianProcessRegressor ` | ~b-reg-64 | dotproduct | | OK 15/ | 1.0.2 | 1 | | | 5e+03 | 5 | 5 | skl2onnx | 1.1 | | 5e+03 | 5 | 5 | 1 | | | | | | | -1 | -1 | -1 | -1 | -1 | +-----------------------------------------------------------------------------------------------------+---------------------------+------------+-------+---------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`GaussianProcessRegressor ` | ~b-reg-64 | dotproduct | cdist | OK 15/ | 1.0.2 | 1 | | | 5e+03 | 5 | 5 | skl2onnx | 1.1 | | 5e+03 | 5 | 5 | 1 | | | | | | | -1 | -1 | -1 | -1 | -1 | +-----------------------------------------------------------------------------------------------------+---------------------------+------------+-------+---------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`GaussianProcessRegressor ` | ~b-reg-64 | expsine | cdist | OK 15/ | 1.0.2 | 1 | | | 5.5e+03 | 11 | 9 | skl2onnx | 1.1 | | 5.5e+03 | 11 | 9 | 1 | | | | | | | 1 | -1 | -1 | -1 | -1 | +-----------------------------------------------------------------------------------------------------+---------------------------+------------+-------+---------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`GaussianProcessRegressor ` | ~b-reg-64 | rational | cdist | OK 15/ | 1.0.2 | 1 | | | 5.2e+03 | 7 | 7 | skl2onnx | 1.1 | | 5.2e+03 | 7 | 7 | 1 | | | | | | | 1 | -1 | -1 | -1 | -1 | +-----------------------------------------------------------------------------------------------------+---------------------------+------------+-------+---------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`GaussianProcessRegressor ` | ~b-reg-64 | rbf | cdist | OK 15/ | 1.0.2 | 1 | | | 6.1e+03 | 18 | 6 | skl2onnx | 1.1 | | 5.9e+03 | 16 | 6 | 1 | | | | | | | 1 | -1 | -1 | -1 | -1 | +-----------------------------------------------------------------------------------------------------+---------------------------+------------+-------+---------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`GaussianProcessRegressor ` | ~b-reg-NF-64 | dotproduct | | OK 15/ | 1.0.2 | -1 | | | 3.6e+02 | 3 | 1 | skl2onnx | 1.1 | | 3.6e+02 | 3 | 1 | -1 | | | | | | | -1 | -1 | -1 | -1 | -1 | +-----------------------------------------------------------------------------------------------------+---------------------------+------------+-------+---------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`GaussianProcessRegressor ` | ~b-reg-NF-64 | dotproduct | cdist | OK 15/ | 1.0.2 | -1 | | | 3.6e+02 | 3 | 1 | skl2onnx | 1.1 | | 3.6e+02 | 3 | 1 | -1 | | | | | | | -1 | -1 | -1 | -1 | -1 | +-----------------------------------------------------------------------------------------------------+---------------------------+------------+-------+---------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`GaussianProcessRegressor ` | ~b-reg-NF-64 | expsine | cdist | OK 15/ | 1.0.2 | -1 | | | 3.6e+02 | 3 | 1 | skl2onnx | 1.1 | | 3.6e+02 | 3 | 1 | -1 | | | | | | | -1 | -1 | -1 | -1 | -1 | +-----------------------------------------------------------------------------------------------------+---------------------------+------------+-------+---------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`GaussianProcessRegressor ` | ~b-reg-NF-64 | rational | cdist | OK 15/ | 1.0.2 | -1 | | | 3.6e+02 | 3 | 1 | skl2onnx | 1.1 | | 3.6e+02 | 3 | 1 | -1 | | | | | | | -1 | -1 | -1 | -1 | -1 | +-----------------------------------------------------------------------------------------------------+---------------------------+------------+-------+---------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`GaussianProcessRegressor ` | ~b-reg-NF-64 | rbf | cdist | OK 15/ | 1.0.2 | -1 | | | 3.6e+02 | 3 | 1 | skl2onnx | 1.1 | | 3.6e+02 | 3 | 1 | -1 | | | | | | | -1 | -1 | -1 | -1 | -1 | +-----------------------------------------------------------------------------------------------------+---------------------------+------------+-------+---------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`GaussianProcessRegressor ` | ~b-reg-NF-cov-64 | dotproduct | | ERR: 5ort_load | 1.0.2 | -1 | | | 6e+02 | 7 | 2 | skl2onnx | 1.1 | | 5.6e+02 | 6 | 2 | -1 | | | | | | | -1 | 1 | -1 | -1 | -1 | +-----------------------------------------------------------------------------------------------------+---------------------------+------------+-------+---------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`GaussianProcessRegressor ` | ~b-reg-NF-cov-64 | dotproduct | cdist | ERR: 5ort_load | 1.0.2 | -1 | | | 6e+02 | 7 | 2 | skl2onnx | 1.1 | | 5.6e+02 | 6 | 2 | -1 | | | | | | | -1 | 1 | -1 | -1 | -1 | +-----------------------------------------------------------------------------------------------------+---------------------------+------------+-------+---------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`GaussianProcessRegressor ` | ~b-reg-NF-cov-64 | expsine | cdist | OK 15/ | 1.0.2 | -1 | | | 1.4e+03 | 18 | 5 | skl2onnx | 1.1 | | 1.3e+03 | 16 | 5 | -1 | | | | | | | -1 | 3 | 1 | 1 | 1 | +-----------------------------------------------------------------------------------------------------+---------------------------+------------+-------+---------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`GaussianProcessRegressor ` | ~b-reg-NF-cov-64 | rational | cdist | OK 15/ | 1.0.2 | -1 | | | 1.2e+03 | 13 | 4 | skl2onnx | 1.1 | | 1.1e+03 | 11 | 4 | -1 | | | | | | | -1 | 3 | 1 | 1 | 1 | +-----------------------------------------------------------------------------------------------------+---------------------------+------------+-------+---------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`GaussianProcessRegressor ` | ~b-reg-NF-cov-64 | rbf | cdist | OK 15/ | 1.0.2 | -1 | | | 1.7e+03 | 20 | 2 | skl2onnx | 1.1 | | 1.3e+03 | 15 | 2 | -1 | | | | | | | -1 | 1 | 1 | 1 | 1 | +-----------------------------------------------------------------------------------------------------+---------------------------+------------+-------+---------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`GaussianProcessRegressor ` | ~b-reg-NF-cov-64 | rbf | cdist | OK 15/ | 1.0.2 | -1 | | | 1.7e+03 | 20 | 2 | skl2onnx | 1.1 | | 1.3e+03 | 15 | 2 | -1 | | | | | | | -1 | 1 | 1 | 1 | 1 | +-----------------------------------------------------------------------------------------------------+---------------------------+------------+-------+---------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`GaussianProcessRegressor ` | ~b-reg-NF-std-64 | dotproduct | | OK 15/ | 1.0.2 | -1 | | | 6.3e+02 | 7 | 2 | skl2onnx | 1.1 | | 6.3e+02 | 7 | 2 | -1 | | | | | | | -1 | -1 | -1 | -1 | -1 | +-----------------------------------------------------------------------------------------------------+---------------------------+------------+-------+---------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`GaussianProcessRegressor ` | ~b-reg-NF-std-64 | dotproduct | cdist | OK 15/ | 1.0.2 | -1 | | | 6.3e+02 | 7 | 2 | skl2onnx | 1.1 | | 6.3e+02 | 7 | 2 | -1 | | | | | | | -1 | -1 | -1 | -1 | -1 | +-----------------------------------------------------------------------------------------------------+---------------------------+------------+-------+---------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`GaussianProcessRegressor ` | ~b-reg-NF-std-64 | expsine | cdist | OK 15/ | 1.0.2 | -1 | | | 7.1e+02 | 8 | 2 | skl2onnx | 1.1 | | 5.9e+02 | 6 | 2 | -1 | | | | | | | -1 | -1 | -1 | -1 | -1 | +-----------------------------------------------------------------------------------------------------+---------------------------+------------+-------+---------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`GaussianProcessRegressor ` | ~b-reg-NF-std-64 | rational | cdist | OK 15/ | 1.0.2 | -1 | | | 7.1e+02 | 8 | 2 | skl2onnx | 1.1 | | 5.8e+02 | 6 | 2 | -1 | | | | | | | -1 | -1 | -1 | -1 | -1 | +-----------------------------------------------------------------------------------------------------+---------------------------+------------+-------+---------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`GaussianProcessRegressor ` | ~b-reg-NF-std-64 | rational | cdist | OK 15/ | 1.0.2 | -1 | | | 7.1e+02 | 8 | 2 | skl2onnx | 1.1 | | 5.8e+02 | 6 | 2 | -1 | | | | | | | -1 | -1 | -1 | -1 | -1 | +-----------------------------------------------------------------------------------------------------+---------------------------+------------+-------+---------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`GaussianProcessRegressor ` | ~b-reg-NF-std-64 | rbf | cdist | OK 15/ | 1.0.2 | -1 | | | 7.1e+02 | 8 | 2 | skl2onnx | 1.1 | | 5.8e+02 | 6 | 2 | -1 | | | | | | | -1 | -1 | -1 | -1 | -1 | +-----------------------------------------------------------------------------------------------------+---------------------------+------------+-------+---------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`GaussianProcessRegressor ` | ~b-reg-NF-std-64 | rbf | cdist | OK 15/ | 1.0.2 | -1 | | | 7.1e+02 | 8 | 2 | skl2onnx | 1.1 | | 5.9e+02 | 6 | 2 | -1 | | | | | | | -1 | -1 | -1 | -1 | -1 | +-----------------------------------------------------------------------------------------------------+---------------------------+------------+-------+---------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`GaussianProcessRegressor ` | ~b-reg-NSV-64 | dotproduct | | OK 15/ | 1.0.2 | 1 | | | 5e+03 | 5 | 5 | skl2onnx | 1.1 | | 5e+03 | 5 | 5 | 1 | | | | | | | -1 | -1 | -1 | -1 | -1 | +-----------------------------------------------------------------------------------------------------+---------------------------+------------+-------+---------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`GaussianProcessRegressor ` | ~b-reg-NSV-64 | dotproduct | cdist | OK 15/ | 1.0.2 | 1 | | | 5e+03 | 5 | 5 | skl2onnx | 1.1 | | 5e+03 | 5 | 5 | 1 | | | | | | | -1 | -1 | -1 | -1 | -1 | +-----------------------------------------------------------------------------------------------------+---------------------------+------------+-------+---------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`GaussianProcessRegressor ` | ~b-reg-NSV-64 | expsine | cdist | OK 15/ | 1.0.2 | 1 | | | 5.5e+03 | 11 | 9 | skl2onnx | 1.1 | | 5.5e+03 | 11 | 9 | 1 | | | | | | | 1 | -1 | -1 | -1 | -1 | +-----------------------------------------------------------------------------------------------------+---------------------------+------------+-------+---------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`GaussianProcessRegressor ` | ~b-reg-NSV-64 | rational | cdist | OK 15/ | 1.0.2 | 1 | | | 5.2e+03 | 7 | 7 | skl2onnx | 1.1 | | 5.2e+03 | 7 | 7 | 1 | | | | | | | 1 | -1 | -1 | -1 | -1 | +-----------------------------------------------------------------------------------------------------+---------------------------+------------+-------+---------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`GaussianProcessRegressor ` | ~b-reg-NSV-64 | rbf | cdist | OK 15/ | 1.0.2 | 1 | | | 6.1e+03 | 18 | 6 | skl2onnx | 1.1 | | 5.9e+03 | 16 | 6 | 1 | | | | | | | 1 | -1 | -1 | -1 | -1 | +-----------------------------------------------------------------------------------------------------+---------------------------+------------+-------+---------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`GaussianProcessRegressor ` | ~b-reg-NSV-64 | rbf | cdist | OK 15/ | 1.0.2 | 1 | | | 6.1e+03 | 18 | 6 | skl2onnx | 1.1 | | 5.9e+03 | 16 | 6 | 1 | | | | | | | 1 | -1 | -1 | -1 | -1 | +-----------------------------------------------------------------------------------------------------+---------------------------+------------+-------+---------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`GaussianProcessRegressor ` | ~b-reg-cov-64 | dotproduct | | | 1.0.2 | 1 | | | -1 | -1 | -1 | | | | -1 | -1 | -1 | -1 | | | | | | | -1 | -1 | -1 | -1 | -1 | +-----------------------------------------------------------------------------------------------------+---------------------------+------------+-------+---------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`GaussianProcessRegressor ` | ~b-reg-cov-64 | dotproduct | | | 1.0.2 | 1 | | | -1 | -1 | -1 | | | | -1 | -1 | -1 | -1 | | | | | | | -1 | -1 | -1 | -1 | -1 | +-----------------------------------------------------------------------------------------------------+---------------------------+------------+-------+---------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`GaussianProcessRegressor ` | ~b-reg-cov-64 | expsine | | | 1.0.2 | 1 | | | -1 | -1 | -1 | | | | -1 | -1 | -1 | -1 | | | | | | | -1 | -1 | -1 | -1 | -1 | +-----------------------------------------------------------------------------------------------------+---------------------------+------------+-------+---------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`GaussianProcessRegressor ` | ~b-reg-cov-64 | rational | | | 1.0.2 | 1 | | | -1 | -1 | -1 | | | | -1 | -1 | -1 | -1 | | | | | | | -1 | -1 | -1 | -1 | -1 | +-----------------------------------------------------------------------------------------------------+---------------------------+------------+-------+---------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`GaussianProcessRegressor ` | ~b-reg-cov-64 | rbf | | | 1.0.2 | 1 | | | -1 | -1 | -1 | | | | -1 | -1 | -1 | -1 | | | | | | | -1 | -1 | -1 | -1 | -1 | +-----------------------------------------------------------------------------------------------------+---------------------------+------------+-------+---------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`GaussianProcessRegressor ` | ~b-reg-std-NSV-64 | dotproduct | | OK 15/ | 1.0.2 | 1 | | | 1.1e+05 | 14 | 8 | skl2onnx | 1.1 | | 1.1e+05 | 14 | 8 | 1 | | | | | | | -1 | -1 | -1 | -1 | -1 | +-----------------------------------------------------------------------------------------------------+---------------------------+------------+-------+---------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`GaussianProcessRegressor ` | ~b-reg-std-NSV-64 | dotproduct | cdist | OK 15/ | 1.0.2 | 1 | | | 1.1e+05 | 14 | 8 | skl2onnx | 1.1 | | 1.1e+05 | 14 | 8 | 1 | | | | | | | -1 | -1 | -1 | -1 | -1 | +-----------------------------------------------------------------------------------------------------+---------------------------+------------+-------+---------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`GaussianProcessRegressor ` | ~b-reg-std-NSV-64 | expsine | cdist | OK 15/ | 1.0.2 | 1 | | | 1.1e+05 | 21 | 13 | skl2onnx | 1.1 | | 1.1e+05 | 21 | 13 | 1 | | | | | | | 1 | -1 | -1 | -1 | -1 | +-----------------------------------------------------------------------------------------------------+---------------------------+------------+-------+---------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`GaussianProcessRegressor ` | ~b-reg-std-NSV-64 | rational | cdist | OK 15/ | 1.0.2 | 1 | | | 1.1e+05 | 17 | 10 | skl2onnx | 1.1 | | 1.1e+05 | 17 | 10 | 1 | | | | | | | 1 | -1 | -1 | -1 | -1 | +-----------------------------------------------------------------------------------------------------+---------------------------+------------+-------+---------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`GaussianProcessRegressor ` | ~b-reg-std-NSV-64 | rbf | cdist | OK 15/ | 1.0.2 | 1 | | | 1.1e+05 | 28 | 9 | skl2onnx | 1.1 | | 1.1e+05 | 24 | 9 | 1 | | | | | | | 1 | -1 | -1 | -1 | -1 | +-----------------------------------------------------------------------------------------------------+---------------------------+------------+-------+---------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`GaussianProcessRegressor ` | ~b-reg-std-NSV-64 | rbf | cdist | OK 15/ | 1.0.2 | 1 | | | 1.1e+05 | 28 | 9 | skl2onnx | 1.1 | | 1.1e+05 | 24 | 9 | 1 | | | | | | | 1 | -1 | -1 | -1 | -1 | +-----------------------------------------------------------------------------------------------------+---------------------------+------------+-------+---------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ +---------------------------------------------------------------------------------------------------+---------------------------+------------+-------+---------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | name | problem | scenario | optim | opset15 | RT/SKL-N=1 | N=10 | N=100 | N=1000 | N=10000 | RT/SKL-N=1-min | RT/SKL-N=1-max | N=10-min | N=10-max | N=100-min | N=100-max | N=1000-min | N=1000-max | N=10000-min | N=10000-max | +===================================================================================================+===========================+============+=======+=========+============+======+=======+========+=========+================+================+==========+==========+===========+===========+============+============+=============+=============+ | :ref:`GaussianProcessRegressor ` | b-reg | dotproduct | | OK 15/ | 1.2 | 1.2 | 0.35 | 0.32 | 0.41 | 1 | 1.4 | 1.1 | 1.7 | 0.078 | 0.6 | 0.3 | 0.33 | 0.38 | 0.43 | +---------------------------------------------------------------------------------------------------+---------------------------+------------+-------+---------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`GaussianProcessRegressor ` | b-reg | expsine | cdist | OK 15/ | 1.7 | 1.2 | 0.55 | 0.17 | 0.2 | 1.6 | 2 | 1 | 1.7 | 0.55 | 0.58 | 0.14 | 0.23 | 0.19 | 0.2 | +---------------------------------------------------------------------------------------------------+---------------------------+------------+-------+---------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`GaussianProcessRegressor ` | b-reg | rational | cdist | OK 15/ | 0.98 | 0.84 | 0.25 | 0.11 | 0.12 | 0.37 | 1.2 | 0.8 | 1.1 | 0.25 | 0.26 | 0.075 | 0.15 | 0.11 | 0.14 | +---------------------------------------------------------------------------------------------------+---------------------------+------------+-------+---------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`GaussianProcessRegressor ` | b-reg | rbf | cdist | OK 15/ | 2 | 1.4 | 0.43 | 0.22 | 0.13 | 1.8 | 2.4 | 0.38 | 2.3 | 0.41 | 0.58 | 0.19 | 0.25 | 0.12 | 0.14 | +---------------------------------------------------------------------------------------------------+---------------------------+------------+-------+---------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`GaussianProcessRegressor ` | ~b-reg-64 | dotproduct | | OK 15/ | 1.2 | 0.87 | 0.83 | 0.53 | 0.55 | 1.1 | 1.4 | 0.44 | 1.4 | 0.76 | 0.9 | 0.32 | 0.71 | 0.52 | 0.57 | +---------------------------------------------------------------------------------------------------+---------------------------+------------+-------+---------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`GaussianProcessRegressor ` | ~b-reg-64 | expsine | cdist | OK 15/ | 1.5 | 1.3 | 0.55 | 0.32 | 0.55 | 0.46 | 2.1 | 1.3 | 1.9 | 0.54 | 0.57 | 0.3 | 0.34 | 0.54 | 0.57 | +---------------------------------------------------------------------------------------------------+---------------------------+------------+-------+---------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`GaussianProcessRegressor ` | ~b-reg-64 | rational | cdist | OK 15/ | 1.4 | 0.82 | 0.47 | 0.19 | 0.33 | 1.1 | 5.6 | 0.26 | 1.2 | 0.46 | 0.48 | 0.17 | 0.22 | 0.32 | 0.34 | +---------------------------------------------------------------------------------------------------+---------------------------+------------+-------+---------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`GaussianProcessRegressor ` | ~b-reg-64 | rbf | cdist | OK 15/ | 2.3 | 1.8 | 0.61 | 0.29 | 0.45 | 2.1 | 2.6 | 1.6 | 2.4 | 0.56 | 0.64 | 0.28 | 0.29 | 0.43 | 0.47 | +---------------------------------------------------------------------------------------------------+---------------------------+------------+-------+---------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`GaussianProcessRegressor ` | ~b-reg-NF-64 | dotproduct | | OK 15/ | 1.9 | 1.9 | 2.2 | 2.1 | 3 | 1.8 | 2.2 | 1.7 | 3.1 | 1.9 | 2.9 | 1.9 | 2.2 | 2.7 | 3.4 | +---------------------------------------------------------------------------------------------------+---------------------------+------------+-------+---------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`GaussianProcessRegressor ` | ~b-reg-NF-64 | expsine | cdist | OK 15/ | 2 | 2 | 2 | 2.1 | 2.9 | 1.8 | 2.3 | 1.8 | 3.1 | 1.8 | 2.1 | 1.9 | 2.2 | 2.5 | 3.4 | +---------------------------------------------------------------------------------------------------+---------------------------+------------+-------+---------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`GaussianProcessRegressor ` | ~b-reg-NF-64 | rational | cdist | OK 15/ | 2.2 | 2 | 2.1 | 2.1 | 3.4 | 1.8 | 5.7 | 1.8 | 3.2 | 1.9 | 2.4 | 1.9 | 2.2 | 3.1 | 3.8 | +---------------------------------------------------------------------------------------------------+---------------------------+------------+-------+---------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`GaussianProcessRegressor ` | ~b-reg-NF-64 | rbf | cdist | OK 15/ | 2 | 2 | 2 | 2.1 | 3 | 1.8 | 2.3 | 1.8 | 2.9 | 1.8 | 2.2 | 2 | 2.3 | 2.6 | 3.4 | +---------------------------------------------------------------------------------------------------+---------------------------+------------+-------+---------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`GaussianProcessRegressor ` | ~b-reg-NF-cov-64 | expsine | cdist | OK 15/ | 4 | 8.5 | 8.6 | 1.7 | | 3.6 | 4.7 | 7.6 | 11 | 7.9 | 10 | 1.7 | 1.8 | | | +---------------------------------------------------------------------------------------------------+---------------------------+------------+-------+---------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`GaussianProcessRegressor ` | ~b-reg-NF-cov-64 | rational | cdist | OK 15/ | 2.8 | 7.8 | 23 | 4.5 | | 2.5 | 3.5 | 6.8 | 11 | 21 | 28 | 4.4 | 4.6 | | | +---------------------------------------------------------------------------------------------------+---------------------------+------------+-------+---------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`GaussianProcessRegressor ` | ~b-reg-NF-cov-64 | rbf | cdist | OK 15/ | 4 | 8.6 | 26 | 6.1 | | 3.6 | 5.2 | 7.8 | 12 | 23 | 32 | 5.9 | 6.4 | | | +---------------------------------------------------------------------------------------------------+---------------------------+------------+-------+---------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`GaussianProcessRegressor ` | ~b-reg-NF-cov-64 | rbf | cdist | OK 15/ | 3.8 | 8.4 | 26 | 6 | | 3.6 | 4.6 | 7.6 | 12 | 23 | 31 | 5.8 | 6.2 | | | +---------------------------------------------------------------------------------------------------+---------------------------+------------+-------+---------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`GaussianProcessRegressor ` | ~b-reg-NF-std-64 | dotproduct | | OK 15/ | 2.6 | 2.6 | 2.6 | 2.5 | 2.3 | 2.2 | 3.1 | 2.3 | 4 | 2.4 | 2.7 | 2.3 | 2.6 | 2.3 | 2.3 | +---------------------------------------------------------------------------------------------------+---------------------------+------------+-------+---------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`GaussianProcessRegressor ` | ~b-reg-NF-std-64 | expsine | cdist | OK 15/ | 2.7 | 2.9 | 2.9 | 2.7 | 2.7 | 2.6 | 3.1 | 2.6 | 4.4 | 2.7 | 3 | 2.6 | 2.9 | 2.5 | 2.9 | +---------------------------------------------------------------------------------------------------+---------------------------+------------+-------+---------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`GaussianProcessRegressor ` | ~b-reg-NF-std-64 | rational | cdist | OK 15/ | 2.9 | 2.9 | 2.9 | 2.7 | 2.7 | 2.6 | 3.5 | 2.7 | 4.6 | 2.7 | 3 | 2.6 | 2.9 | 2.5 | 2.8 | +---------------------------------------------------------------------------------------------------+---------------------------+------------+-------+---------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`GaussianProcessRegressor ` | ~b-reg-NF-std-64 | rational | cdist | OK 15/ | 2.9 | 2.9 | 2.9 | 2.8 | 2.7 | 2.6 | 3.5 | 2.7 | 4.6 | 2.7 | 3 | 2.6 | 3 | 2.5 | 2.8 | +---------------------------------------------------------------------------------------------------+---------------------------+------------+-------+---------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`GaussianProcessRegressor ` | ~b-reg-NF-std-64 | rbf | cdist | OK 15/ | 2.9 | 3 | 2.9 | 2.8 | 2.7 | 2.7 | 3.5 | 2.7 | 4.6 | 2.8 | 3.1 | 2.5 | 2.9 | 2.5 | 2.9 | +---------------------------------------------------------------------------------------------------+---------------------------+------------+-------+---------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`GaussianProcessRegressor ` | ~b-reg-NF-std-64 | rbf | cdist | OK 15/ | 2.9 | 3 | 2.9 | 2.8 | 2.7 | 2.7 | 3.5 | 2.7 | 4.7 | 2.7 | 3.1 | 2.5 | 3 | 2.5 | 3 | +---------------------------------------------------------------------------------------------------+---------------------------+------------+-------+---------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`GaussianProcessRegressor ` | ~b-reg-NSV-64 | dotproduct | | OK 15/ | 1.2 | 0.92 | 0.84 | 0.7 | 0.67 | 0.48 | 6.3 | 0.81 | 1.4 | 0.8 | 0.89 | 0.64 | 0.78 | 0.59 | 0.76 | +---------------------------------------------------------------------------------------------------+---------------------------+------------+-------+---------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`GaussianProcessRegressor ` | ~b-reg-NSV-64 | expsine | cdist | OK 15/ | 1.7 | 1.3 | 1.1 | 0.35 | 0.62 | 1.6 | 2.1 | 1.1 | 1.9 | 1.1 | 1.1 | 0.29 | 0.51 | 0.6 | 0.63 | +---------------------------------------------------------------------------------------------------+---------------------------+------------+-------+---------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`GaussianProcessRegressor ` | ~b-reg-NSV-64 | rational | cdist | OK 15/ | 1.2 | 0.95 | 0.47 | 0.18 | 0.3 | 1.1 | 1.3 | 0.88 | 1.2 | 0.45 | 0.48 | 0.18 | 0.18 | 0.29 | 0.31 | +---------------------------------------------------------------------------------------------------+---------------------------+------------+-------+---------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`GaussianProcessRegressor ` | ~b-reg-NSV-64 | rbf | cdist | OK 15/ | 2.5 | 1.8 | 1.3 | 0.43 | 0.43 | 2.2 | 2.8 | 1.5 | 2.8 | 1.3 | 1.3 | 0.33 | 0.59 | 0.38 | 0.5 | +---------------------------------------------------------------------------------------------------+---------------------------+------------+-------+---------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`GaussianProcessRegressor ` | ~b-reg-NSV-64 | rbf | cdist | OK 15/ | 2.3 | 1.7 | 1.2 | 0.42 | 0.43 | 2.1 | 2.6 | 1.4 | 2.4 | 1.2 | 1.3 | 0.32 | 0.58 | 0.38 | 0.49 | +---------------------------------------------------------------------------------------------------+---------------------------+------------+-------+---------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`GaussianProcessRegressor ` | ~b-reg-std-NSV-64 | dotproduct | | OK 15/ | 1.5 | 1.3 | 1.5 | 1.8 | 1.7 | 1.4 | 1.7 | 1.1 | 1.9 | 1.5 | 1.6 | 1.7 | 1.9 | 1.5 | 1.8 | +---------------------------------------------------------------------------------------------------+---------------------------+------------+-------+---------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`GaussianProcessRegressor ` | ~b-reg-std-NSV-64 | expsine | cdist | OK 15/ | 1.9 | 1.5 | 1.4 | 0.85 | 0.76 | 1.7 | 2.3 | 1.4 | 1.6 | 1.4 | 1.4 | 0.78 | 0.88 | 0.75 | 0.78 | +---------------------------------------------------------------------------------------------------+---------------------------+------------+-------+---------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`GaussianProcessRegressor ` | ~b-reg-std-NSV-64 | rational | cdist | OK 15/ | 1.5 | 1.3 | 0.58 | 0.28 | 0.46 | 1.4 | 1.8 | 1.1 | 1.7 | 0.47 | 0.61 | 0.28 | 0.28 | 0.44 | 0.48 | +---------------------------------------------------------------------------------------------------+---------------------------+------------+-------+---------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`GaussianProcessRegressor ` | ~b-reg-std-NSV-64 | rbf | cdist | OK 15/ | 2.2 | 1.9 | 1.6 | 0.67 | 0.76 | 2 | 2.5 | 1.8 | 2.6 | 1.4 | 1.7 | 0.54 | 0.99 | 0.73 | 0.79 | +---------------------------------------------------------------------------------------------------+---------------------------+------------+-------+---------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`GaussianProcessRegressor ` | ~b-reg-std-NSV-64 | rbf | cdist | OK 15/ | 2.3 | 2 | 1.6 | 0.67 | 0.75 | 2.1 | 2.8 | 1.8 | 3.1 | 1.4 | 1.7 | 0.54 | 0.99 | 0.72 | 0.79 | +---------------------------------------------------------------------------------------------------+---------------------------+------------+-------+---------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ .. _lpy-GaussianRandomProjection: GaussianRandomProjection ++++++++++++++++++++++++ +--------------------------------------------------------------------------------+---------------------------+----------+-------+---------------------+------------+ | name | problem | scenario | optim | opset15 | onx_nnodes | +================================================================================+===========================+==========+=======+=====================+============+ | :ref:`GaussianRandomProjection ` | num-tr | eps95 | | ERR: 1training_time | | +--------------------------------------------------------------------------------+---------------------------+----------+-------+---------------------+------------+ +--------------------------------------------------------------------------------+---------------------------+----------+-------+---------------------+--------------------------------------------------------------------------------+ | name | problem | scenario | optim | opset15 | ERROR-msg | +================================================================================+===========================+==========+=======+=====================+================================================================================+ | :ref:`GaussianRandomProjection ` | num-tr | eps95 | | ERR: 1training_time | eps=0.950000 and n_samples=112 lead to a target dimension of 114 which is l... | +--------------------------------------------------------------------------------+---------------------------+----------+-------+---------------------+--------------------------------------------------------------------------------+ +--------------------------------------------------------------------------------+---------------------------+----------+-------+---------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | name | problem | scenario | optim | opset15 | skl_version | skl_nop | skl_ncoef | skl_nlin | onx_size | onx_nnodes | onx_ninits | onx_producer_name | onx_producer_version | onx_ai.onnx.ml | onx_size_optim | onx_nnodes_optim | onx_ninits_optim | onx_op_Reshape | skl_nnodes | skl_ntrees | skl_max_depth | onx_op_Cast | onx_mlprodict | onx_op_ZipMap | onx_com.microsoft | onx_op_Identity | onx_op_Identity_optim | onx_subgraphs | onx_subgraphs_optim | +================================================================================+===========================+==========+=======+=====================+=============+=========+===========+==========+==========+============+============+===================+======================+================+================+==================+==================+================+============+============+===============+=============+===============+===============+===================+=================+=======================+===============+=====================+ | :ref:`GaussianRandomProjection ` | num-tr | eps95 | | ERR: 1training_time | 1.0.2 | | | | | | | | | | | | | | | | | | | | | | | | | +--------------------------------------------------------------------------------+---------------------------+----------+-------+---------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ .. _lpy-GenericUnivariateSelect: GenericUnivariateSelect +++++++++++++++++++++++ +----------------------------------------------------------------------------------+---------------------------+----------+-------+---------------+------------+ | name | problem | scenario | optim | opset15 | onx_nnodes | +==================================================================================+===========================+==========+=======+===============+============+ | :ref:`GenericUnivariateSelect ` | num+y-tr | default | | | | +----------------------------------------------------------------------------------+---------------------------+----------+-------+---------------+------------+ +----------------------------------------------------------------------------------+---------------------------+----------+-------+---------------+--------------------------------------------------------------------------------+ | name | problem | scenario | optim | opset15 | ERROR-msg | +==================================================================================+===========================+==========+=======+===============+================================================================================+ | :ref:`GenericUnivariateSelect ` | num+y-tr | default | | | Model 'GenericUnivariateSelect' did not select any feature. This model cann... | +----------------------------------------------------------------------------------+---------------------------+----------+-------+---------------+--------------------------------------------------------------------------------+ +----------------------------------------------------------------------------------+---------------------------+----------+-------+---------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | name | problem | scenario | optim | opset15 | skl_version | skl_nop | skl_ncoef | skl_nlin | onx_size | onx_nnodes | onx_ninits | onx_producer_name | onx_producer_version | onx_ai.onnx.ml | onx_size_optim | onx_nnodes_optim | onx_ninits_optim | onx_op_Reshape | skl_nnodes | skl_ntrees | skl_max_depth | onx_op_Cast | onx_mlprodict | onx_op_ZipMap | onx_com.microsoft | onx_op_Identity | onx_op_Identity_optim | onx_subgraphs | onx_subgraphs_optim | +==================================================================================+===========================+==========+=======+===============+=============+=========+===========+==========+==========+============+============+===================+======================+================+================+==================+==================+================+============+============+===============+=============+===============+===============+===================+=================+=======================+===============+=====================+ | :ref:`GenericUnivariateSelect ` | num+y-tr | default | | | 1.0.2 | 1 | | | | | | | | | | | | | | | | | | | | | | | | +----------------------------------------------------------------------------------+---------------------------+----------+-------+---------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ .. _lpy-GradientBoosting: GradientBoosting ++++++++++++++++ +------------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+----------------+------------+ | name | problem | scenario | optim | opset15 | onx_nnodes | +================================================================================================+===========================+==========+===================+================+============+ | :ref:`GradientBoostingClassifier ` | b-cl | default | {'zipmap': False} | OK 15/1 | 1 | +------------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+----------------+------------+ | :ref:`GradientBoostingClassifier ` | m-cl | default | {'zipmap': False} | OK 15/1 | 1 | +------------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+----------------+------------+ | :ref:`GradientBoostingRegressor ` | b-reg | default | | OK 15/1 | 1 | +------------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+----------------+------------+ | :ref:`GradientBoostingRegressor ` | ~b-reg-64 | default | | ERR: 5ort_load | 1 | +------------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+----------------+------------+ +---------------------------------------------------------------------------------------+---------------------------+----------+-------+----------------+--------------------------------------------------------------------------------+ | name | problem | scenario | optim | opset15 | ERROR-msg | +=======================================================================================+===========================+==========+=======+================+================================================================================+ | :ref:`GradientBoostingRegressor ` | ~b-reg-64 | default | | ERR: 5ort_load | Unable to create InferenceSession due to '[ONNXRuntimeError] : 1 : FAIL : F... | +---------------------------------------------------------------------------------------+---------------------------+----------+-------+----------------+--------------------------------------------------------------------------------+ +------------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+----------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | name | problem | scenario | optim | opset15 | skl_version | skl_nop | skl_ncoef | skl_nlin | onx_size | onx_nnodes | onx_ninits | onx_producer_name | onx_producer_version | onx_ai.onnx.ml | onx_size_optim | onx_nnodes_optim | onx_ninits_optim | onx_op_Reshape | skl_nnodes | skl_ntrees | skl_max_depth | onx_op_Cast | onx_mlprodict | onx_op_ZipMap | onx_com.microsoft | onx_op_Identity | onx_op_Identity_optim | onx_subgraphs | onx_subgraphs_optim | +================================================================================================+===========================+==========+===================+================+=============+=========+===========+==========+==========+============+============+===================+======================+================+================+==================+==================+================+============+============+===============+=============+===============+===============+===================+=================+=======================+===============+=====================+ | :ref:`GradientBoostingClassifier ` | b-cl | default | {'zipmap': False} | OK 15/1 | 1.0.2 | 2e+02 | | | 2.2e+04 | 1 | 0 | skl2onnx | 1.1 | 1 | 2.2e+04 | 1 | 0 | | 5.5e+02 | 2e+02 | 3 | | | | | | | | | +------------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+----------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`GradientBoostingClassifier ` | m-cl | default | {'zipmap': False} | OK 15/1 | 1.0.2 | 2e+02 | | | 3.1e+05 | 1 | 0 | skl2onnx | 1.1 | 1 | 3.1e+05 | 1 | 0 | | 2.9e+03 | 2e+02 | 3 | | | | | | | | | +------------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+----------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`GradientBoostingRegressor ` | b-reg | default | | OK 15/1 | 1.0.2 | 2e+02 | | | 1e+05 | 1 | 0 | skl2onnx | 1.1 | 1 | 1e+05 | 1 | 0 | | 2.8e+03 | 2e+02 | 3 | | -1 | | | | | | | +------------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+----------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`GradientBoostingRegressor ` | ~b-reg-64 | default | | ERR: 5ort_load | 1.0.2 | 2e+02 | | | 1.2e+05 | 1 | 0 | skl2onnx | 1.1 | -1 | 1.2e+05 | 1 | 0 | | 2.8e+03 | 2e+02 | 3 | | 1 | | | | | | | +------------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+----------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ +------------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+---------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | name | problem | scenario | optim | opset15 | RT/SKL-N=1 | N=10 | N=100 | N=1000 | N=10000 | RT/SKL-N=1-min | RT/SKL-N=1-max | N=10-min | N=10-max | N=100-min | N=100-max | N=1000-min | N=1000-max | N=10000-min | N=10000-max | +================================================================================================+===========================+==========+===================+=========+============+======+=======+========+=========+================+================+==========+==========+===========+===========+============+============+=============+=============+ | :ref:`GradientBoostingClassifier ` | b-cl | default | {'zipmap': False} | OK 15/1 | 0.19 | 0.24 | 0.29 | 0.46 | 0.55 | 0.18 | 0.22 | 0.23 | 0.32 | 0.28 | 0.31 | 0.45 | 0.47 | 0.55 | 0.56 | +------------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+---------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`GradientBoostingClassifier ` | m-cl | default | {'zipmap': False} | OK 15/1 | 0.096 | 0.58 | 0.21 | 0.29 | 0.35 | 0.092 | 0.1 | 0.55 | 0.75 | 0.21 | 0.22 | 0.29 | 0.29 | 0.33 | 0.36 | +------------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+---------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`GradientBoostingRegressor ` | b-reg | default | | OK 15/1 | 0.29 | 0.44 | 0.29 | 0.27 | 0.27 | 0.27 | 0.33 | 0.4 | 0.56 | 0.27 | 0.3 | 0.27 | 0.28 | 0.27 | 0.27 | +------------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+---------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ .. _lpy-GridSearch: GridSearch ++++++++++ +-------------------------------------------------------------------+---------------------------+----------+-------------------+---------------+------------+ | name | problem | scenario | optim | opset15 | onx_nnodes | +===================================================================+===========================+==========+===================+===============+============+ | :ref:`GridSearchCV ` | b-cl | cl | {'zipmap': False} | OK 14/1 | 4 | +-------------------------------------------------------------------+---------------------------+----------+-------------------+---------------+------------+ | :ref:`GridSearchCV ` | b-reg | reg | | OK 14/1 | 2 | +-------------------------------------------------------------------+---------------------------+----------+-------------------+---------------+------------+ | :ref:`GridSearchCV ` | cluster | reg | | OK 14/ | 9 | +-------------------------------------------------------------------+---------------------------+----------+-------------------+---------------+------------+ | :ref:`GridSearchCV ` | m-cl | cl | {'zipmap': False} | OK 14/1 | 4 | +-------------------------------------------------------------------+---------------------------+----------+-------------------+---------------+------------+ | :ref:`GridSearchCV ` | m-reg | reg | | OK 14/1 | 2 | +-------------------------------------------------------------------+---------------------------+----------+-------------------+---------------+------------+ | :ref:`GridSearchCV ` | ~b-cl-64 | cl | {'zipmap': False} | OK 14/1 | 13 | +-------------------------------------------------------------------+---------------------------+----------+-------------------+---------------+------------+ | :ref:`GridSearchCV ` | ~b-reg-64 | reg | | | -1 | +-------------------------------------------------------------------+---------------------------+----------+-------------------+---------------+------------+ +---------------------------------------------------------+---------------------------+----------+-------+---------------+-------------------------------------------+ | name | problem | scenario | optim | opset15 | ERROR-msg | +=========================================================+===========================+==========+=======+===============+===========================================+ | :ref:`GridSearchCV ` | ~b-reg-64 | reg | | | 'float' object has no attribute 'reshape' | +---------------------------------------------------------+---------------------------+----------+-------+---------------+-------------------------------------------+ +-------------------------------------------------------------------+---------------------------+----------+-------------------+---------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | name | problem | scenario | optim | opset15 | skl_version | skl_nop | skl_ncoef | skl_nlin | onx_size | onx_nnodes | onx_ninits | onx_producer_name | onx_producer_version | onx_ai.onnx.ml | onx_size_optim | onx_nnodes_optim | onx_ninits_optim | onx_op_Reshape | skl_nnodes | skl_ntrees | skl_max_depth | onx_op_Cast | onx_mlprodict | onx_op_ZipMap | onx_com.microsoft | onx_op_Identity | onx_op_Identity_optim | onx_subgraphs | onx_subgraphs_optim | +===================================================================+===========================+==========+===================+===============+=============+=========+===========+==========+==========+============+============+===================+======================+================+================+==================+==================+================+============+============+===============+=============+===============+===============+===================+=================+=======================+===============+=====================+ | :ref:`GridSearchCV ` | b-cl | cl | {'zipmap': False} | OK 14/1 | 1.0.2 | 1 | | | 5.8e+02 | 4 | 0 | skl2onnx | 1.1 | 1 | 4.9e+02 | 2 | 0 | -1 | | | | -1 | | | | 2 | | | | +-------------------------------------------------------------------+---------------------------+----------+-------------------+---------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`GridSearchCV ` | b-reg | reg | | OK 14/1 | 1.0.2 | 1 | | | 3e+02 | 2 | 0 | skl2onnx | 1.1 | 1 | 2.5e+02 | 1 | 0 | -1 | | | | -1 | | | | 1 | | | | +-------------------------------------------------------------------+---------------------------+----------+-------------------+---------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`GridSearchCV ` | cluster | reg | | OK 14/ | 1.0.2 | 1 | | | 7.4e+02 | 9 | 3 | skl2onnx | 1.1 | -1 | 6.6e+02 | 7 | 3 | -1 | | | | -1 | | | | 2 | | | | +-------------------------------------------------------------------+---------------------------+----------+-------------------+---------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`GridSearchCV ` | m-cl | cl | {'zipmap': False} | OK 14/1 | 1.0.2 | 1 | | | 6.1e+02 | 4 | 0 | skl2onnx | 1.1 | 1 | 5.2e+02 | 2 | 0 | -1 | | | | -1 | | | | 2 | | | | +-------------------------------------------------------------------+---------------------------+----------+-------------------+---------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`GridSearchCV ` | m-reg | reg | | OK 14/1 | 1.0.2 | 1 | | | 3.4e+02 | 2 | 0 | skl2onnx | 1.1 | 1 | 3e+02 | 1 | 0 | -1 | | | | -1 | | | | 1 | | | | +-------------------------------------------------------------------+---------------------------+----------+-------------------+---------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`GridSearchCV ` | ~b-cl-64 | cl | {'zipmap': False} | OK 14/1 | 1.0.2 | 1 | | | 1.1e+03 | 13 | 5 | skl2onnx | 1.1 | 1 | 1e+03 | 11 | 5 | 1 | | | | 2 | | | | 2 | | | | +-------------------------------------------------------------------+---------------------------+----------+-------------------+---------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`GridSearchCV ` | ~b-reg-64 | reg | | | 1.0.2 | 1 | | | -1 | -1 | -1 | | | -1 | -1 | -1 | -1 | -1 | | | | -1 | | | | -1 | | | | +-------------------------------------------------------------------+---------------------------+----------+-------------------+---------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ +-------------------------------------------------------------------+---------------------------+----------+-------------------+---------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | name | problem | scenario | optim | opset15 | RT/SKL-N=1 | N=10 | N=100 | N=1000 | N=10000 | RT/SKL-N=1-min | RT/SKL-N=1-max | N=10-min | N=10-max | N=100-min | N=100-max | N=1000-min | N=1000-max | N=10000-min | N=10000-max | +===================================================================+===========================+==========+===================+=========+============+======+=======+========+=========+================+================+==========+==========+===========+===========+============+============+=============+=============+ | :ref:`GridSearchCV ` | b-cl | cl | {'zipmap': False} | OK 14/1 | 0.68 | 0.65 | 0.74 | 0.76 | 0.98 | 0.6 | 1.5 | 0.61 | 0.68 | 0.57 | 1.7 | 0.7 | 0.81 | 0.94 | 1 | +-------------------------------------------------------------------+---------------------------+----------+-------------------+---------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`GridSearchCV ` | b-reg | reg | | OK 14/1 | 0.69 | 0.7 | 0.69 | 0.82 | 0.76 | 0.65 | 0.77 | 0.65 | 1 | 0.6 | 0.76 | 0.76 | 0.91 | 0.59 | 1 | +-------------------------------------------------------------------+---------------------------+----------+-------------------+---------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`GridSearchCV ` | cluster | reg | | OK 14/ | 0.5 | 0.52 | 0.56 | 0.23 | 2.1 | 0.44 | 0.62 | 0.46 | 0.8 | 0.53 | 0.6 | 0.22 | 0.27 | 2 | 2.1 | +-------------------------------------------------------------------+---------------------------+----------+-------------------+---------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`GridSearchCV ` | m-cl | cl | {'zipmap': False} | OK 14/1 | 0.68 | 0.67 | 0.72 | 0.49 | 0.41 | 0.64 | 0.84 | 0.62 | 0.7 | 0.57 | 1.6 | 0.46 | 0.52 | 0.41 | 0.41 | +-------------------------------------------------------------------+---------------------------+----------+-------------------+---------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`GridSearchCV ` | m-reg | reg | | OK 14/1 | 0.68 | 0.68 | 0.67 | 0.73 | 0.69 | 0.65 | 0.8 | 0.63 | 1 | 0.62 | 0.75 | 0.64 | 0.82 | 0.64 | 0.75 | +-------------------------------------------------------------------+---------------------------+----------+-------------------+---------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`GridSearchCV ` | ~b-cl-64 | cl | {'zipmap': False} | OK 14/1 | 2.2 | 2.4 | 2.3 | 2.7 | 3.7 | 1.8 | 2.8 | 2.2 | 4.4 | 2.1 | 2.4 | 2.5 | 2.8 | 3.5 | 3.8 | +-------------------------------------------------------------------+---------------------------+----------+-------------------+---------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ .. _lpy-HashingVectorizer: HashingVectorizer +++++++++++++++++ +--------------------------------------------------------------------+---------------------------+----------+-------+------------------+------------+ | name | problem | scenario | optim | opset15 | onx_nnodes | +====================================================================+===========================+==========+=======+==================+============+ | :ref:`HashingVectorizer ` | num-tr | default | | ERR: 3prediction | | +--------------------------------------------------------------------+---------------------------+----------+-------+------------------+------------+ +--------------------------------------------------------------------+---------------------------+----------+-------+------------------+-------------------------------------------------+ | name | problem | scenario | optim | opset15 | ERROR-msg | +====================================================================+===========================+==========+=======+==================+=================================================+ | :ref:`HashingVectorizer ` | num-tr | default | | ERR: 3prediction | 'numpy.ndarray' object has no attribute 'lower' | +--------------------------------------------------------------------+---------------------------+----------+-------+------------------+-------------------------------------------------+ +--------------------------------------------------------------------+---------------------------+----------+-------+------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | name | problem | scenario | optim | opset15 | skl_version | skl_nop | skl_ncoef | skl_nlin | onx_size | onx_nnodes | onx_ninits | onx_producer_name | onx_producer_version | onx_ai.onnx.ml | onx_size_optim | onx_nnodes_optim | onx_ninits_optim | onx_op_Reshape | skl_nnodes | skl_ntrees | skl_max_depth | onx_op_Cast | onx_mlprodict | onx_op_ZipMap | onx_com.microsoft | onx_op_Identity | onx_op_Identity_optim | onx_subgraphs | onx_subgraphs_optim | +====================================================================+===========================+==========+=======+==================+=============+=========+===========+==========+==========+============+============+===================+======================+================+================+==================+==================+================+============+============+===============+=============+===============+===============+===================+=================+=======================+===============+=====================+ | :ref:`HashingVectorizer ` | num-tr | default | | ERR: 3prediction | 1.0.2 | 1 | | | | | | | | | | | | | | | | | | | | | | | | +--------------------------------------------------------------------+---------------------------+----------+-------+------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ .. _lpy-HistGradientBoosting: HistGradientBoosting ++++++++++++++++++++ +-------------------------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+----------------+------------+ | name | problem | scenario | optim | opset15 | onx_nnodes | +=============================================================================================================+===========================+==========+===================+================+============+ | :ref:`HistGradientBoostingClassifier ` | b-cl | default | {'zipmap': False} | OK 15/1 | 1 | +-------------------------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+----------------+------------+ | :ref:`HistGradientBoostingClassifier ` | m-cl | default | {'zipmap': False} | OK 15/1 | 1 | +-------------------------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+----------------+------------+ | :ref:`HistGradientBoostingClassifier ` | ~b-cl-64 | default | {'zipmap': False} | ERR: 5ort_load | 1 | +-------------------------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+----------------+------------+ | :ref:`HistGradientBoostingClassifier ` | ~b-cl-nan | default | {'zipmap': False} | OK 15/1 | 1 | +-------------------------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+----------------+------------+ | :ref:`HistGradientBoostingRegressor ` | b-reg | default | | OK 15/1 | 1 | +-------------------------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+----------------+------------+ | :ref:`HistGradientBoostingRegressor ` | ~b-reg-64 | default | | ERR: 5ort_load | 1 | +-------------------------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+----------------+------------+ | :ref:`HistGradientBoostingRegressor ` | ~b-reg-nan | default | | OK 15/1 | 1 | +-------------------------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+----------------+------------+ | :ref:`HistGradientBoostingRegressor ` | ~b-reg-nan-64 | default | | ERR: 5ort_load | 1 | +-------------------------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+----------------+------------+ +------------------------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+----------------+--------------------------------------------------------------------------------+ | name | problem | scenario | optim | opset15 | ERROR-msg | +============================================================================================================+===========================+==========+===================+================+================================================================================+ | :ref:`HistGradientBoostingClassifier ` | ~b-cl-64 | default | {'zipmap': False} | ERR: 5ort_load | Unable to create InferenceSession due to '[ONNXRuntimeError] : 1 : FAIL : F... | +------------------------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+----------------+--------------------------------------------------------------------------------+ | :ref:`HistGradientBoostingRegressor ` | ~b-reg-64 | default | | ERR: 5ort_load | Unable to create InferenceSession due to '[ONNXRuntimeError] : 1 : FAIL : F... | +------------------------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+----------------+--------------------------------------------------------------------------------+ | :ref:`HistGradientBoostingRegressor ` | ~b-reg-nan-64 | default | | ERR: 5ort_load | Unable to create InferenceSession due to '[ONNXRuntimeError] : 1 : FAIL : F... | +------------------------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+----------------+--------------------------------------------------------------------------------+ +-------------------------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+----------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | name | problem | scenario | optim | opset15 | skl_version | skl_nop | skl_ncoef | skl_nlin | onx_size | onx_nnodes | onx_ninits | onx_producer_name | onx_producer_version | onx_ai.onnx.ml | onx_size_optim | onx_nnodes_optim | onx_ninits_optim | onx_op_Reshape | skl_nnodes | skl_ntrees | skl_max_depth | onx_op_Cast | onx_mlprodict | onx_op_ZipMap | onx_com.microsoft | onx_op_Identity | onx_op_Identity_optim | onx_subgraphs | onx_subgraphs_optim | +=============================================================================================================+===========================+==========+===================+================+=============+=========+===========+==========+==========+============+============+===================+======================+================+================+==================+==================+================+============+============+===============+=============+===============+===============+===================+=================+=======================+===============+=====================+ | :ref:`HistGradientBoostingClassifier ` | b-cl | default | {'zipmap': False} | OK 15/1 | 1.0.2 | 1 | | | 1.2e+04 | 1 | 0 | skl2onnx | 1.1 | 1 | 1.2e+04 | 1 | 0 | | | | | | -1 | | | | | | | +-------------------------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+----------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`HistGradientBoostingClassifier ` | m-cl | default | {'zipmap': False} | OK 15/1 | 1.0.2 | 1 | | | 7.6e+04 | 1 | 0 | skl2onnx | 1.1 | 1 | 7.6e+04 | 1 | 0 | | | | | | -1 | | | | | | | +-------------------------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+----------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`HistGradientBoostingClassifier ` | ~b-cl-64 | default | {'zipmap': False} | ERR: 5ort_load | 1.0.2 | 1 | | | 1.2e+04 | 1 | 0 | skl2onnx | 1.1 | -1 | 1.2e+04 | 1 | 0 | | | | | | 1 | | | | | | | +-------------------------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+----------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`HistGradientBoostingClassifier ` | ~b-cl-nan | default | {'zipmap': False} | OK 15/1 | 1.0.2 | 1 | | | 3.1e+04 | 1 | 0 | skl2onnx | 1.1 | 1 | 3.1e+04 | 1 | 0 | | | | | | -1 | | | | | | | +-------------------------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+----------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`HistGradientBoostingRegressor ` | b-reg | default | | OK 15/1 | 1.0.2 | 1 | | | 2.7e+04 | 1 | 0 | skl2onnx | 1.1 | 1 | 2.7e+04 | 1 | 0 | | | | | | -1 | | | | | | | +-------------------------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+----------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`HistGradientBoostingRegressor ` | ~b-reg-64 | default | | ERR: 5ort_load | 1.0.2 | 1 | | | 3.3e+04 | 1 | 0 | skl2onnx | 1.1 | -1 | 3.3e+04 | 1 | 0 | | | | | | 1 | | | | | | | +-------------------------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+----------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`HistGradientBoostingRegressor ` | ~b-reg-nan | default | | OK 15/1 | 1.0.2 | 1 | | | 2.9e+04 | 1 | 0 | skl2onnx | 1.1 | 1 | 2.9e+04 | 1 | 0 | | | | | | -1 | | | | | | | +-------------------------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+----------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`HistGradientBoostingRegressor ` | ~b-reg-nan-64 | default | | ERR: 5ort_load | 1.0.2 | 1 | | | 3.5e+04 | 1 | 0 | skl2onnx | 1.1 | -1 | 3.5e+04 | 1 | 0 | | | | | | 1 | | | | | | | +-------------------------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+----------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ +-------------------------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+---------+------------+-------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | name | problem | scenario | optim | opset15 | RT/SKL-N=1 | N=10 | N=100 | N=1000 | N=10000 | RT/SKL-N=1-min | RT/SKL-N=1-max | N=10-min | N=10-max | N=100-min | N=100-max | N=1000-min | N=1000-max | N=10000-min | N=10000-max | +=============================================================================================================+===========================+==========+===================+=========+============+=======+=======+========+=========+================+================+==========+==========+===========+===========+============+============+=============+=============+ | :ref:`HistGradientBoostingClassifier ` | b-cl | default | {'zipmap': False} | OK 15/1 | 0.018 | 0.023 | 0.036 | 0.15 | 0.54 | 0.014 | 0.022 | 0.019 | 0.032 | 0.033 | 0.039 | 0.14 | 0.15 | 0.53 | 0.56 | +-------------------------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+---------+------------+-------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`HistGradientBoostingClassifier ` | m-cl | default | {'zipmap': False} | OK 15/1 | 0.007 | 0.015 | 0.022 | 0.12 | 0.45 | 0.0063 | 0.0079 | 0.013 | 0.018 | 0.019 | 0.024 | 0.11 | 0.13 | 0.44 | 0.46 | +-------------------------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+---------+------------+-------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`HistGradientBoostingClassifier ` | ~b-cl-nan | default | {'zipmap': False} | OK 15/1 | 0.018 | 0.027 | 0.04 | 0.16 | 0.6 | 0.014 | 0.02 | 0.02 | 0.036 | 0.038 | 0.042 | 0.14 | 0.16 | 0.57 | 0.63 | +-------------------------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+---------+------------+-------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`HistGradientBoostingRegressor ` | b-reg | default | | OK 15/1 | 0.018 | 0.023 | 0.031 | 0.1 | 0.33 | 0.014 | 0.021 | 0.018 | 0.032 | 0.029 | 0.033 | 0.1 | 0.11 | 0.32 | 0.33 | +-------------------------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+---------+------------+-------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`HistGradientBoostingRegressor ` | ~b-reg-nan | default | | OK 15/1 | 0.018 | 0.024 | 0.032 | 0.11 | 0.35 | 0.015 | 0.021 | 0.015 | 0.033 | 0.024 | 0.036 | 0.11 | 0.12 | 0.34 | 0.35 | +-------------------------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+---------+------------+-------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ .. _lpy-IncrementalPCA: IncrementalPCA ++++++++++++++ +--------------------------------------------------------------+---------------------------+----------+-------+---------+------------+ | name | problem | scenario | optim | opset15 | onx_nnodes | +==============================================================+===========================+==========+=======+=========+============+ | :ref:`IncrementalPCA ` | num-tr | default | | OK 13/ | 2 | +--------------------------------------------------------------+---------------------------+----------+-------+---------+------------+ +--------------------------------------------------------------+---------------------------+----------+-------+---------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | name | problem | scenario | optim | opset15 | skl_version | skl_nop | skl_ncoef | skl_nlin | onx_size | onx_nnodes | onx_ninits | onx_producer_name | onx_producer_version | onx_ai.onnx.ml | onx_size_optim | onx_nnodes_optim | onx_ninits_optim | onx_op_Reshape | skl_nnodes | skl_ntrees | skl_max_depth | onx_op_Cast | onx_mlprodict | onx_op_ZipMap | onx_com.microsoft | onx_op_Identity | onx_op_Identity_optim | onx_subgraphs | onx_subgraphs_optim | +==============================================================+===========================+==========+=======+=========+=============+=========+===========+==========+==========+============+============+===================+======================+================+================+==================+==================+================+============+============+===============+=============+===============+===============+===================+=================+=======================+===============+=====================+ | :ref:`IncrementalPCA ` | num-tr | default | | OK 13/ | 1.0.2 | 1 | | | 3.3e+02 | 2 | 2 | skl2onnx | 1.1 | | 3.3e+02 | 2 | 2 | | | | | | | | | | | | | +--------------------------------------------------------------+---------------------------+----------+-------+---------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ +--------------------------------------------------------------+---------------------------+----------+-------+---------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | name | problem | scenario | optim | opset15 | RT/SKL-N=1 | N=10 | N=100 | N=1000 | N=10000 | RT/SKL-N=1-min | RT/SKL-N=1-max | N=10-min | N=10-max | N=100-min | N=100-max | N=1000-min | N=1000-max | N=10000-min | N=10000-max | +==============================================================+===========================+==========+=======+=========+============+======+=======+========+=========+================+================+==========+==========+===========+===========+============+============+=============+=============+ | :ref:`IncrementalPCA ` | num-tr | default | | OK 13/ | 1.1 | 1.1 | 1.2 | 1.1 | 0.94 | 0.98 | 1.3 | 0.99 | 1.1 | 0.91 | 2.7 | 0.99 | 1.2 | 0.91 | 0.96 | +--------------------------------------------------------------+---------------------------+----------+-------+---------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ .. _lpy-IsotonicRegression: IsotonicRegression ++++++++++++++++++ +----------------------------------------------------------------------------+---------------------------+----------+-------+---------------+------------+ | name | problem | scenario | optim | opset15 | onx_nnodes | +============================================================================+===========================+==========+=======+===============+============+ | :ref:`IsotonicRegression ` | ~b-reg-1d | default | | | | +----------------------------------------------------------------------------+---------------------------+----------+-------+---------------+------------+ | :ref:`IsotonicRegression ` | ~num+y-tr-1d | default | | | | +----------------------------------------------------------------------------+---------------------------+----------+-------+---------------+------------+ +----------------------------------------------------------------------------+---------------------------+----------+-------+---------------+--------------+ | name | problem | scenario | optim | opset15 | ERROR-msg | +============================================================================+===========================+==========+=======+===============+==============+ | :ref:`IsotonicRegression ` | ~b-reg-1d | default | | | NO CONVERTER | +----------------------------------------------------------------------------+---------------------------+----------+-------+---------------+--------------+ | :ref:`IsotonicRegression ` | ~num+y-tr-1d | default | | | NO CONVERTER | +----------------------------------------------------------------------------+---------------------------+----------+-------+---------------+--------------+ +----------------------------------------------------------------------------+---------------------------+----------+-------+---------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | name | problem | scenario | optim | opset15 | skl_version | skl_nop | skl_ncoef | skl_nlin | onx_size | onx_nnodes | onx_ninits | onx_producer_name | onx_producer_version | onx_ai.onnx.ml | onx_size_optim | onx_nnodes_optim | onx_ninits_optim | onx_op_Reshape | skl_nnodes | skl_ntrees | skl_max_depth | onx_op_Cast | onx_mlprodict | onx_op_ZipMap | onx_com.microsoft | onx_op_Identity | onx_op_Identity_optim | onx_subgraphs | onx_subgraphs_optim | +============================================================================+===========================+==========+=======+===============+=============+=========+===========+==========+==========+============+============+===================+======================+================+================+==================+==================+================+============+============+===============+=============+===============+===============+===================+=================+=======================+===============+=====================+ | :ref:`IsotonicRegression ` | ~b-reg-1d | default | | | 1.0.2 | 1 | | | | | | | | | | | | | | | | | | | | | | | | +----------------------------------------------------------------------------+---------------------------+----------+-------+---------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`IsotonicRegression ` | ~num+y-tr-1d | default | | | 1.0.2 | 1 | | | | | | | | | | | | | | | | | | | | | | | | +----------------------------------------------------------------------------+---------------------------+----------+-------+---------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ .. _lpy-IterativeImputer: IterativeImputer ++++++++++++++++ +------------------------------------------------------------------+---------------------------+----------+-------+---------------+------------+ | name | problem | scenario | optim | opset15 | onx_nnodes | +==================================================================+===========================+==========+=======+===============+============+ | :ref:`IterativeImputer ` | num-tr | default | | | | +------------------------------------------------------------------+---------------------------+----------+-------+---------------+------------+ +------------------------------------------------------------------+---------------------------+----------+-------+---------------+--------------+ | name | problem | scenario | optim | opset15 | ERROR-msg | +==================================================================+===========================+==========+=======+===============+==============+ | :ref:`IterativeImputer ` | num-tr | default | | | NO CONVERTER | +------------------------------------------------------------------+---------------------------+----------+-------+---------------+--------------+ +------------------------------------------------------------------+---------------------------+----------+-------+---------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | name | problem | scenario | optim | opset15 | skl_version | skl_nop | skl_ncoef | skl_nlin | onx_size | onx_nnodes | onx_ninits | onx_producer_name | onx_producer_version | onx_ai.onnx.ml | onx_size_optim | onx_nnodes_optim | onx_ninits_optim | onx_op_Reshape | skl_nnodes | skl_ntrees | skl_max_depth | onx_op_Cast | onx_mlprodict | onx_op_ZipMap | onx_com.microsoft | onx_op_Identity | onx_op_Identity_optim | onx_subgraphs | onx_subgraphs_optim | +==================================================================+===========================+==========+=======+===============+=============+=========+===========+==========+==========+============+============+===================+======================+================+================+==================+==================+================+============+============+===============+=============+===============+===============+===================+=================+=======================+===============+=====================+ | :ref:`IterativeImputer ` | num-tr | default | | | 1.0.2 | 1 | | | | | | | | | | | | | | | | | | | | | | | | +------------------------------------------------------------------+---------------------------+----------+-------+---------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ .. _lpy-KBinsDiscretizer: KBinsDiscretizer ++++++++++++++++ +------------------------------------------------------------------+---------------------------+----------+-------+---------------+------------+ | name | problem | scenario | optim | opset15 | onx_nnodes | +==================================================================+===========================+==========+=======+===============+============+ | :ref:`KBinsDiscretizer ` | num-tr | default | | | | +------------------------------------------------------------------+---------------------------+----------+-------+---------------+------------+ +------------------------------------------------------------------+---------------------------+----------+-------+---------------+--------------------------------------------------------------------------------+ | name | problem | scenario | optim | opset15 | ERROR-msg | +==================================================================+===========================+==========+=======+===============+================================================================================+ | :ref:`KBinsDiscretizer ` | num-tr | default | | | onehot encoding not supported. ONNX does not support sparse tensors. with o... | +------------------------------------------------------------------+---------------------------+----------+-------+---------------+--------------------------------------------------------------------------------+ +------------------------------------------------------------------+---------------------------+----------+-------+---------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | name | problem | scenario | optim | opset15 | skl_version | skl_nop | skl_ncoef | skl_nlin | onx_size | onx_nnodes | onx_ninits | onx_producer_name | onx_producer_version | onx_ai.onnx.ml | onx_size_optim | onx_nnodes_optim | onx_ninits_optim | onx_op_Reshape | skl_nnodes | skl_ntrees | skl_max_depth | onx_op_Cast | onx_mlprodict | onx_op_ZipMap | onx_com.microsoft | onx_op_Identity | onx_op_Identity_optim | onx_subgraphs | onx_subgraphs_optim | +==================================================================+===========================+==========+=======+===============+=============+=========+===========+==========+==========+============+============+===================+======================+================+================+==================+==================+================+============+============+===============+=============+===============+===============+===================+=================+=======================+===============+=====================+ | :ref:`KBinsDiscretizer ` | num-tr | default | | | 1.0.2 | 1 | | | | | | | | | | | | | | | | | | | | | | | | +------------------------------------------------------------------+---------------------------+----------+-------+---------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ .. _lpy-KMeans: KMeans ++++++ +------------------------------------------------------------------------+---------------------------+----------+-------+---------+------------+ | name | problem | scenario | optim | opset15 | onx_nnodes | +========================================================================+===========================+==========+=======+=========+============+ | :ref:`KMeans ` | cluster | default | | OK 14/ | 7 | +------------------------------------------------------------------------+---------------------------+----------+-------+---------+------------+ | :ref:`KMeans ` | ~b-clu-64 | default | | OK 14/ | 7 | +------------------------------------------------------------------------+---------------------------+----------+-------+---------+------------+ | :ref:`KMeans ` | ~num-tr-clu | default | | OK 14/ | 7 | +------------------------------------------------------------------------+---------------------------+----------+-------+---------+------------+ | :ref:`KMeans ` | ~num-tr-clu-64 | default | | OK 14/ | 7 | +------------------------------------------------------------------------+---------------------------+----------+-------+---------+------------+ | :ref:`MiniBatchKMeans ` | cluster | default | | OK 14/ | 7 | +------------------------------------------------------------------------+---------------------------+----------+-------+---------+------------+ | :ref:`MiniBatchKMeans ` | ~b-clu-64 | default | | OK 14/ | 7 | +------------------------------------------------------------------------+---------------------------+----------+-------+---------+------------+ | :ref:`MiniBatchKMeans ` | ~num-tr-clu | default | | OK 14/ | 7 | +------------------------------------------------------------------------+---------------------------+----------+-------+---------+------------+ | :ref:`MiniBatchKMeans ` | ~num-tr-clu-64 | default | | OK 14/ | 7 | +------------------------------------------------------------------------+---------------------------+----------+-------+---------+------------+ +------------------------------------------------------------------------+---------------------------+----------+-------+---------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | name | problem | scenario | optim | opset15 | skl_version | skl_nop | skl_ncoef | skl_nlin | onx_size | onx_nnodes | onx_ninits | onx_producer_name | onx_producer_version | onx_ai.onnx.ml | onx_size_optim | onx_nnodes_optim | onx_ninits_optim | onx_op_Reshape | skl_nnodes | skl_ntrees | skl_max_depth | onx_op_Cast | onx_mlprodict | onx_op_ZipMap | onx_com.microsoft | onx_op_Identity | onx_op_Identity_optim | onx_subgraphs | onx_subgraphs_optim | +========================================================================+===========================+==========+=======+=========+=============+=========+===========+==========+==========+============+============+===================+======================+================+================+==================+==================+================+============+============+===============+=============+===============+===============+===================+=================+=======================+===============+=====================+ | :ref:`KMeans ` | cluster | default | | OK 14/ | 1.0.2 | 1 | | | 7.6e+02 | 7 | 3 | skl2onnx | 1.1 | | 7.6e+02 | 7 | 3 | | | | | | | | | | | | | +------------------------------------------------------------------------+---------------------------+----------+-------+---------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`KMeans ` | ~b-clu-64 | default | | OK 14/ | 1.0.2 | 1 | | | 9.2e+02 | 7 | 3 | skl2onnx | 1.1 | | 9.2e+02 | 7 | 3 | | | | | | | | | | | | | +------------------------------------------------------------------------+---------------------------+----------+-------+---------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`KMeans ` | ~num-tr-clu | default | | OK 14/ | 1.0.2 | 1 | | | 7.6e+02 | 7 | 3 | skl2onnx | 1.1 | | 7.6e+02 | 7 | 3 | | | | | | | | | | | | | +------------------------------------------------------------------------+---------------------------+----------+-------+---------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`KMeans ` | ~num-tr-clu-64 | default | | OK 14/ | 1.0.2 | 1 | | | 9.2e+02 | 7 | 3 | skl2onnx | 1.1 | | 9.2e+02 | 7 | 3 | | | | | | | | | | | | | +------------------------------------------------------------------------+---------------------------+----------+-------+---------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`MiniBatchKMeans ` | cluster | default | | OK 14/ | 1.0.2 | 1 | | | 7.7e+02 | 7 | 3 | skl2onnx | 1.1 | | 7.7e+02 | 7 | 3 | | | | | | | | | | | | | +------------------------------------------------------------------------+---------------------------+----------+-------+---------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`MiniBatchKMeans ` | ~b-clu-64 | default | | OK 14/ | 1.0.2 | 1 | | | 9.3e+02 | 7 | 3 | skl2onnx | 1.1 | | 9.3e+02 | 7 | 3 | | | | | | | | | | | | | +------------------------------------------------------------------------+---------------------------+----------+-------+---------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`MiniBatchKMeans ` | ~num-tr-clu | default | | OK 14/ | 1.0.2 | 1 | | | 7.7e+02 | 7 | 3 | skl2onnx | 1.1 | | 7.7e+02 | 7 | 3 | | | | | | | | | | | | | +------------------------------------------------------------------------+---------------------------+----------+-------+---------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`MiniBatchKMeans ` | ~num-tr-clu-64 | default | | OK 14/ | 1.0.2 | 1 | | | 9.3e+02 | 7 | 3 | skl2onnx | 1.1 | | 9.3e+02 | 7 | 3 | | | | | | | | | | | | | +------------------------------------------------------------------------+---------------------------+----------+-------+---------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ +------------------------------------------------------------------------+---------------------------+----------+-------+---------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | name | problem | scenario | optim | opset15 | RT/SKL-N=1 | N=10 | N=100 | N=1000 | N=10000 | RT/SKL-N=1-min | RT/SKL-N=1-max | N=10-min | N=10-max | N=100-min | N=100-max | N=1000-min | N=1000-max | N=10000-min | N=10000-max | +========================================================================+===========================+==========+=======+=========+============+======+=======+========+=========+================+================+==========+==========+===========+===========+============+============+=============+=============+ | :ref:`KMeans ` | cluster | default | | OK 14/ | 0.48 | 0.55 | 0.58 | 0.18 | 2.1 | 0.11 | 1.2 | 0.49 | 0.84 | 0.55 | 0.61 | 0.14 | 0.22 | 2 | 2.2 | +------------------------------------------------------------------------+---------------------------+----------+-------+---------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`KMeans ` | ~b-clu-64 | default | | OK 14/ | 0.48 | 0.54 | 0.58 | 0.19 | 1.8 | 0.25 | 0.62 | 0.49 | 0.82 | 0.52 | 0.61 | 0.14 | 0.28 | 1.5 | 2.1 | +------------------------------------------------------------------------+---------------------------+----------+-------+---------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`KMeans ` | ~num-tr-clu | default | | OK 14/ | 0.76 | 0.77 | 0.77 | 0.88 | 0.67 | 0.7 | 0.9 | 0.7 | 1.2 | 0.73 | 0.8 | 0.84 | 0.92 | 0.66 | 0.68 | +------------------------------------------------------------------------+---------------------------+----------+-------+---------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`KMeans ` | ~num-tr-clu-64 | default | | OK 14/ | 1.1 | 0.95 | 0.95 | 1.1 | 0.74 | 0.86 | 4.4 | 0.87 | 1.5 | 0.9 | 1 | 1.1 | 1.2 | 0.65 | 0.83 | +------------------------------------------------------------------------+---------------------------+----------+-------+---------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`MiniBatchKMeans ` | cluster | default | | OK 14/ | 0.52 | 0.54 | 0.55 | 0.17 | 1.9 | 0.44 | 0.65 | 0.48 | 0.82 | 0.4 | 0.61 | 0.15 | 0.19 | 1.8 | 2.1 | +------------------------------------------------------------------------+---------------------------+----------+-------+---------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`MiniBatchKMeans ` | ~b-clu-64 | default | | OK 14/ | 0.49 | 0.54 | 0.58 | 0.19 | 1.6 | 0.21 | 0.62 | 0.49 | 0.83 | 0.55 | 0.62 | 0.14 | 0.26 | 1.5 | 1.7 | +------------------------------------------------------------------------+---------------------------+----------+-------+---------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`MiniBatchKMeans ` | ~num-tr-clu | default | | OK 14/ | 0.75 | 0.74 | 0.77 | 0.87 | 0.68 | 0.69 | 0.89 | 0.57 | 1.2 | 0.73 | 0.8 | 0.83 | 0.91 | 0.66 | 0.69 | +------------------------------------------------------------------------+---------------------------+----------+-------+---------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`MiniBatchKMeans ` | ~num-tr-clu-64 | default | | OK 14/ | 1.1 | 0.94 | 0.95 | 1.1 | 0.7 | 0.83 | 2.4 | 0.85 | 1.4 | 0.9 | 1 | 1 | 1.2 | 0.59 | 0.83 | +------------------------------------------------------------------------+---------------------------+----------+-------+---------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ .. _lpy-KNNImputer: KNNImputer ++++++++++ +------------------------------------------------------+---------------------------+----------+-------+---------+------------+ | name | problem | scenario | optim | opset15 | onx_nnodes | +======================================================+===========================+==========+=======+=========+============+ | :ref:`KNNImputer ` | num-tr | default | | OK 15/1 | 37 | +------------------------------------------------------+---------------------------+----------+-------+---------+------------+ +------------------------------------------------------+---------------------------+----------+-------+---------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | name | problem | scenario | optim | opset15 | skl_version | skl_nop | skl_ncoef | skl_nlin | onx_size | onx_nnodes | onx_ninits | onx_producer_name | onx_producer_version | onx_ai.onnx.ml | onx_size_optim | onx_nnodes_optim | onx_ninits_optim | onx_op_Reshape | skl_nnodes | skl_ntrees | skl_max_depth | onx_op_Cast | onx_mlprodict | onx_op_ZipMap | onx_com.microsoft | onx_op_Identity | onx_op_Identity_optim | onx_subgraphs | onx_subgraphs_optim | +======================================================+===========================+==========+=======+=========+=============+=========+===========+==========+==========+============+============+===================+======================+================+================+==================+==================+================+============+============+===============+=============+===============+===============+===================+=================+=======================+===============+=====================+ | :ref:`KNNImputer ` | num-tr | default | | OK 15/1 | 1.0.2 | 1 | | | 1.2e+04 | 37 | 10 | skl2onnx | 1.1 | 1 | 1.2e+04 | 35 | 10 | 1 | | | | 6 | | | | 2 | 1 | 1 | 1 | +------------------------------------------------------+---------------------------+----------+-------+---------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ +------------------------------------------------------+---------------------------+----------+-------+---------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | name | problem | scenario | optim | opset15 | RT/SKL-N=1 | N=10 | N=100 | N=1000 | N=10000 | RT/SKL-N=1-min | RT/SKL-N=1-max | N=10-min | N=10-max | N=100-min | N=100-max | N=1000-min | N=1000-max | N=10000-min | N=10000-max | +======================================================+===========================+==========+=======+=========+============+======+=======+========+=========+================+================+==========+==========+===========+===========+============+============+=============+=============+ | :ref:`KNNImputer ` | num-tr | default | | OK 15/1 | 70 | 71 | 72 | 99 | 2.3e+02 | 66 | 83 | 65 | 1.1e+02 | 68 | 74 | 94 | 1e+02 | 2.2e+02 | 2.4e+02 | +------------------------------------------------------+---------------------------+----------+-------+---------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ .. _lpy-KernelCenterer: KernelCenterer ++++++++++++++ +--------------------------------------------------------------+---------------------------+----------+-------+---------------------+------------+ | name | problem | scenario | optim | opset15 | onx_nnodes | +==============================================================+===========================+==========+=======+=====================+============+ | :ref:`KernelCenterer ` | num-tr | default | | ERR: 1training_time | | +--------------------------------------------------------------+---------------------------+----------+-------+---------------------+------------+ +--------------------------------------------------------------+---------------------------+----------+-------+---------------------+-----------------------------------------------------------------+ | name | problem | scenario | optim | opset15 | ERROR-msg | +==============================================================+===========================+==========+=======+=====================+=================================================================+ | :ref:`KernelCenterer ` | num-tr | default | | ERR: 1training_time | Kernel matrix must be a square matrix. Input is a 112x4 matrix. | +--------------------------------------------------------------+---------------------------+----------+-------+---------------------+-----------------------------------------------------------------+ +--------------------------------------------------------------+---------------------------+----------+-------+---------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | name | problem | scenario | optim | opset15 | skl_version | skl_nop | skl_ncoef | skl_nlin | onx_size | onx_nnodes | onx_ninits | onx_producer_name | onx_producer_version | onx_ai.onnx.ml | onx_size_optim | onx_nnodes_optim | onx_ninits_optim | onx_op_Reshape | skl_nnodes | skl_ntrees | skl_max_depth | onx_op_Cast | onx_mlprodict | onx_op_ZipMap | onx_com.microsoft | onx_op_Identity | onx_op_Identity_optim | onx_subgraphs | onx_subgraphs_optim | +==============================================================+===========================+==========+=======+=====================+=============+=========+===========+==========+==========+============+============+===================+======================+================+================+==================+==================+================+============+============+===============+=============+===============+===============+===================+=================+=======================+===============+=====================+ | :ref:`KernelCenterer ` | num-tr | default | | ERR: 1training_time | 1.0.2 | | | | | | | | | | | | | | | | | | | | | | | | | +--------------------------------------------------------------+---------------------------+----------+-------+---------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ .. _lpy-KernelPCA: KernelPCA +++++++++ +----------------------------------------------------+---------------------------+----------+-------+-----------+------------+ | name | problem | scenario | optim | opset15 | onx_nnodes | +====================================================+===========================+==========+=======+===========+============+ | :ref:`KernelPCA ` | num-tr | default | | e<0.1 14/ | 8 | +----------------------------------------------------+---------------------------+----------+-------+-----------+------------+ +----------------------------------------------------+---------------------------+----------+-------+-----------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | name | problem | scenario | optim | opset15 | skl_version | skl_nop | skl_ncoef | skl_nlin | onx_size | onx_nnodes | onx_ninits | onx_producer_name | onx_producer_version | onx_ai.onnx.ml | onx_size_optim | onx_nnodes_optim | onx_ninits_optim | onx_op_Reshape | skl_nnodes | skl_ntrees | skl_max_depth | onx_op_Cast | onx_mlprodict | onx_op_ZipMap | onx_com.microsoft | onx_op_Identity | onx_op_Identity_optim | onx_subgraphs | onx_subgraphs_optim | +====================================================+===========================+==========+=======+===========+=============+=========+===========+==========+==========+============+============+===================+======================+================+================+==================+==================+================+============+============+===============+=============+===============+===============+===================+=================+=======================+===============+=====================+ | :ref:`KernelPCA ` | num-tr | default | | e<0.1 14/ | 1.0.2 | 1 | | | 5.6e+03 | 8 | 6 | skl2onnx | 1.1 | | 5.6e+03 | 8 | 6 | | | | | | | | | | | | | +----------------------------------------------------+---------------------------+----------+-------+-----------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ +----------------------------------------------------+---------------------------+----------+-------+-----------+------------+-------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | name | problem | scenario | optim | opset15 | RT/SKL-N=1 | N=10 | N=100 | N=1000 | N=10000 | RT/SKL-N=1-min | RT/SKL-N=1-max | N=10-min | N=10-max | N=100-min | N=100-max | N=1000-min | N=1000-max | N=10000-min | N=10000-max | +====================================================+===========================+==========+=======+===========+============+=======+=======+========+=========+================+================+==========+==========+===========+===========+============+============+=============+=============+ | :ref:`KernelPCA ` | num-tr | default | | e<0.1 14/ | 0.035 | 0.037 | 0.045 | 0.06 | 0.22 | 0.032 | 0.043 | 0.033 | 0.057 | 0.042 | 0.049 | 0.041 | 0.072 | 0.19 | 0.25 | +----------------------------------------------------+---------------------------+----------+-------+-----------+------------+-------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ .. _lpy-LabelDDD: Label... ++++++++ +----------------------------------------------------------------+---------------------------+----------+-------+---------------+------------+ | name | problem | scenario | optim | opset15 | onx_nnodes | +================================================================+===========================+==========+=======+===============+============+ | :ref:`LabelBinarizer ` | int-col | default | | OK 13/ | 4 | +----------------------------------------------------------------+---------------------------+----------+-------+---------------+------------+ | :ref:`LabelEncoder ` | int-col | default | | OK 15/2 | 1 | +----------------------------------------------------------------+---------------------------+----------+-------+---------------+------------+ | :ref:`LabelPropagation ` | b-cl | default | | | | +----------------------------------------------------------------+---------------------------+----------+-------+---------------+------------+ | :ref:`LabelPropagation ` | m-cl | default | | | | +----------------------------------------------------------------+---------------------------+----------+-------+---------------+------------+ | :ref:`LabelSpreading ` | b-cl | default | | | | +----------------------------------------------------------------+---------------------------+----------+-------+---------------+------------+ | :ref:`LabelSpreading ` | m-cl | default | | | | +----------------------------------------------------------------+---------------------------+----------+-------+---------------+------------+ +----------------------------------------------------------------+---------------------------+----------+-------+---------------+--------------+ | name | problem | scenario | optim | opset15 | ERROR-msg | +================================================================+===========================+==========+=======+===============+==============+ | :ref:`LabelPropagation ` | b-cl | default | | | NO CONVERTER | +----------------------------------------------------------------+---------------------------+----------+-------+---------------+--------------+ | :ref:`LabelPropagation ` | m-cl | default | | | NO CONVERTER | +----------------------------------------------------------------+---------------------------+----------+-------+---------------+--------------+ | :ref:`LabelSpreading ` | b-cl | default | | | NO CONVERTER | +----------------------------------------------------------------+---------------------------+----------+-------+---------------+--------------+ | :ref:`LabelSpreading ` | m-cl | default | | | NO CONVERTER | +----------------------------------------------------------------+---------------------------+----------+-------+---------------+--------------+ +----------------------------------------------------------------+---------------------------+----------+-------+---------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | name | problem | scenario | optim | opset15 | skl_version | skl_nop | skl_ncoef | skl_nlin | onx_size | onx_nnodes | onx_ninits | onx_producer_name | onx_producer_version | onx_ai.onnx.ml | onx_size_optim | onx_nnodes_optim | onx_ninits_optim | onx_op_Reshape | skl_nnodes | skl_ntrees | skl_max_depth | onx_op_Cast | onx_mlprodict | onx_op_ZipMap | onx_com.microsoft | onx_op_Identity | onx_op_Identity_optim | onx_subgraphs | onx_subgraphs_optim | +================================================================+===========================+==========+=======+===============+=============+=========+===========+==========+==========+============+============+===================+======================+================+================+==================+==================+================+============+============+===============+=============+===============+===============+===================+=================+=======================+===============+=====================+ | :ref:`LabelBinarizer ` | int-col | default | | OK 13/ | 1.0.2 | 1 | | | 5e+02 | 4 | 4 | skl2onnx | 1.1 | | 5e+02 | 4 | 4 | 1 | | | | 1 | | | | | | | | +----------------------------------------------------------------+---------------------------+----------+-------+---------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`LabelEncoder ` | int-col | default | | OK 15/2 | 1.0.2 | 1 | | | 2.3e+02 | 1 | 0 | skl2onnx | 1.1 | 2 | 2.3e+02 | 1 | 0 | | | | | | | | | | | | | +----------------------------------------------------------------+---------------------------+----------+-------+---------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`LabelPropagation ` | b-cl | default | | | 1.0.2 | 1 | | | | | | | | | | | | | | | | | | | | | | | | +----------------------------------------------------------------+---------------------------+----------+-------+---------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`LabelPropagation ` | m-cl | default | | | 1.0.2 | 1 | | | | | | | | | | | | | | | | | | | | | | | | +----------------------------------------------------------------+---------------------------+----------+-------+---------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`LabelSpreading ` | b-cl | default | | | 1.0.2 | 1 | | | | | | | | | | | | | | | | | | | | | | | | +----------------------------------------------------------------+---------------------------+----------+-------+---------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`LabelSpreading ` | m-cl | default | | | 1.0.2 | 1 | | | | | | | | | | | | | | | | | | | | | | | | +----------------------------------------------------------------+---------------------------+----------+-------+---------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ +---------------------------------------------------------------+---------------------------+----------+-------+---------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | name | problem | scenario | optim | opset15 | RT/SKL-N=1 | N=10 | N=100 | N=1000 | N=10000 | RT/SKL-N=1-min | RT/SKL-N=1-max | N=10-min | N=10-max | N=100-min | N=100-max | N=1000-min | N=1000-max | N=10000-min | N=10000-max | +===============================================================+===========================+==========+=======+=========+============+======+=======+========+=========+================+================+==========+==========+===========+===========+============+============+=============+=============+ | :ref:`LabelBinarizer ` | int-col | default | | OK 13/ | 0.26 | 0.25 | 0.27 | 0.38 | 0.94 | 0.22 | 0.45 | 0.23 | 0.26 | 0.25 | 0.28 | 0.37 | 0.4 | 0.93 | 0.95 | +---------------------------------------------------------------+---------------------------+----------+-------+---------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`LabelEncoder ` | int-col | default | | OK 15/2 | 0.51 | 0.45 | 0.44 | 0.48 | 0.56 | 0.4 | 2.1 | 0.42 | 0.68 | 0.41 | 0.48 | 0.45 | 0.54 | 0.52 | 0.6 | +---------------------------------------------------------------+---------------------------+----------+-------+---------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ .. _lpy-LatentDirichletAllocation: LatentDirichletAllocation +++++++++++++++++++++++++ +----------------------------------------------------------------------------------------+---------------------------+----------+-------+---------------+------------+ | name | problem | scenario | optim | opset15 | onx_nnodes | +========================================================================================+===========================+==========+=======+===============+============+ | :ref:`LatentDirichletAllocation ` | num-tr-pos | default | | | | +----------------------------------------------------------------------------------------+---------------------------+----------+-------+---------------+------------+ +----------------------------------------------------------------------------------------+---------------------------+----------+-------+---------------+--------------+ | name | problem | scenario | optim | opset15 | ERROR-msg | +========================================================================================+===========================+==========+=======+===============+==============+ | :ref:`LatentDirichletAllocation ` | num-tr-pos | default | | | NO CONVERTER | +----------------------------------------------------------------------------------------+---------------------------+----------+-------+---------------+--------------+ +----------------------------------------------------------------------------------------+---------------------------+----------+-------+---------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | name | problem | scenario | optim | opset15 | skl_version | skl_nop | skl_ncoef | skl_nlin | onx_size | onx_nnodes | onx_ninits | onx_producer_name | onx_producer_version | onx_ai.onnx.ml | onx_size_optim | onx_nnodes_optim | onx_ninits_optim | onx_op_Reshape | skl_nnodes | skl_ntrees | skl_max_depth | onx_op_Cast | onx_mlprodict | onx_op_ZipMap | onx_com.microsoft | onx_op_Identity | onx_op_Identity_optim | onx_subgraphs | onx_subgraphs_optim | +========================================================================================+===========================+==========+=======+===============+=============+=========+===========+==========+==========+============+============+===================+======================+================+================+==================+==================+================+============+============+===============+=============+===============+===============+===================+=================+=======================+===============+=====================+ | :ref:`LatentDirichletAllocation ` | num-tr-pos | default | | | 1.0.2 | 1 | | | | | | | | | | | | | | | | | | | | | | | | +----------------------------------------------------------------------------------------+---------------------------+----------+-------+---------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ .. _lpy-Linear: Linear ++++++ +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+------------+ | name | problem | scenario | optim | opset15 | onx_nnodes | +===========================================================================================================+===========================+===============+=======================================+=======================+============+ | :ref:`ARDRegression ` | b-reg | default | | OK 15/1 | 1 | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+------------+ | :ref:`ARDRegression ` | ~b-reg-64 | default | | OK 13/ | 3 | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+------------+ | :ref:`BayesianRidge ` | b-reg | default | | OK 15/1 | 1 | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+------------+ | :ref:`BayesianRidge ` | ~b-reg-64 | default | | OK 13/ | 3 | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+------------+ | :ref:`ElasticNet ` | b-reg | default | | OK 15/1 | 1 | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+------------+ | :ref:`ElasticNet ` | m-reg | default | | OK 15/1 | 1 | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+------------+ | :ref:`ElasticNet ` | ~b-reg-64 | default | | OK 13/ | 3 | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+------------+ | :ref:`ElasticNet ` | ~m-reg-64 | default | | OK 13/ | 3 | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+------------+ | :ref:`ElasticNetCV ` | b-reg | default | | OK 15/1 | 1 | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+------------+ | :ref:`ElasticNetCV ` | ~b-reg-64 | default | | OK 13/ | 3 | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+------------+ | :ref:`HuberRegressor ` | b-reg | default | | OK 15/1 | 1 | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+------------+ | :ref:`HuberRegressor ` | ~b-reg-64 | default | | OK 13/ | 3 | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+------------+ | :ref:`KernelRidge ` | b-reg | default | | | | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+------------+ | :ref:`KernelRidge ` | m-reg | default | | | | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+------------+ | :ref:`KernelRidge ` | ~b-reg-64 | default | | | | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+------------+ | :ref:`KernelRidge ` | ~m-reg-64 | default | | | | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+------------+ | :ref:`Lars ` | b-reg | default | | OK 15/1 | 1 | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+------------+ | :ref:`Lars ` | m-reg | default | | OK 15/1 | 1 | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+------------+ | :ref:`Lars ` | ~b-reg-64 | default | | OK 13/ | 3 | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+------------+ | :ref:`Lars ` | ~m-reg-64 | default | | OK 13/ | 3 | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+------------+ | :ref:`LarsCV ` | b-reg | default | | OK 15/1 | 1 | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+------------+ | :ref:`LarsCV ` | ~b-reg-64 | default | | OK 13/ | 3 | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+------------+ | :ref:`Lasso ` | b-reg | default | | OK 15/1 | 1 | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+------------+ | :ref:`Lasso ` | m-reg | default | | OK 15/1 | 1 | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+------------+ | :ref:`Lasso ` | ~b-reg-64 | default | | OK 13/ | 3 | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+------------+ | :ref:`Lasso ` | ~m-reg-64 | default | | OK 13/ | 3 | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+------------+ | :ref:`LassoCV ` | b-reg | default | | OK 15/1 | 1 | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+------------+ | :ref:`LassoCV ` | ~b-reg-64 | default | | OK 13/ | 3 | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+------------+ | :ref:`LassoLars ` | b-reg | default | | OK 15/1 | 1 | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+------------+ | :ref:`LassoLars ` | m-reg | default | | OK 15/1 | 1 | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+------------+ | :ref:`LassoLars ` | ~b-reg-64 | default | | OK 13/ | 3 | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+------------+ | :ref:`LassoLars ` | ~m-reg-64 | default | | OK 13/ | 3 | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+------------+ | :ref:`LassoLarsCV ` | b-reg | default | | OK 15/1 | 1 | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+------------+ | :ref:`LassoLarsCV ` | ~b-reg-64 | default | | OK 13/ | 3 | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+------------+ | :ref:`LassoLarsIC ` | b-reg | default | | OK 15/1 | 1 | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+------------+ | :ref:`LassoLarsIC ` | ~b-reg-64 | default | | OK 13/ | 3 | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+------------+ | :ref:`LinearRegression ` | b-reg | default | | OK 15/1 | 1 | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+------------+ | :ref:`LinearRegression ` | m-reg | default | | OK 15/1 | 1 | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+------------+ | :ref:`LinearRegression ` | ~b-reg-64 | default | | OK 13/ | 3 | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+------------+ | :ref:`LinearRegression ` | ~m-reg-64 | default | | OK 13/ | 3 | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+------------+ | :ref:`LogisticRegression ` | b-cl | liblinear | | OK 9/1 | 4 | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+------------+ | :ref:`LogisticRegression ` | b-cl | liblinear | {'zipmap': False} | OK 15/1 | 2 | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+------------+ | :ref:`LogisticRegression ` | b-cl | liblinear | onnx | OK 9/1 | 4 | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+------------+ | :ref:`LogisticRegression ` | b-cl | liblinear | onnx/{'zipmap': False} | OK 15/1 | 2 | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+------------+ | :ref:`LogisticRegression ` | m-cl | liblinear | | OK 9/1 | 4 | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+------------+ | :ref:`LogisticRegression ` | m-cl | liblinear | {'zipmap': False} | OK 15/1 | 2 | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+------------+ | :ref:`LogisticRegression ` | m-cl | liblinear | onnx | OK 9/1 | 4 | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+------------+ | :ref:`LogisticRegression ` | m-cl | liblinear | onnx/{'zipmap': False} | OK 15/1 | 2 | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+------------+ | :ref:`LogisticRegression ` | ~b-cl-64 | liblinear | | ERR: 5ort_load | 13 | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+------------+ | :ref:`LogisticRegression ` | ~b-cl-64 | liblinear | {'zipmap': False} | OK 13/1 | 11 | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+------------+ | :ref:`LogisticRegression ` | ~b-cl-64 | liblinear | onnx | ERR: 5ort_load | 13 | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+------------+ | :ref:`LogisticRegression ` | ~b-cl-64 | liblinear | onnx/{'zipmap': False} | OK 13/1 | 11 | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+------------+ | :ref:`LogisticRegression ` | ~b-cl-dec | liblinear-dec | {'raw_scores': True, 'zipmap': False} | OK 15/1 | 1 | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+------------+ | :ref:`LogisticRegression ` | ~m-cl-dec | liblinear-dec | {'raw_scores': True, 'zipmap': False} | OK 15/1 | 1 | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+------------+ | :ref:`LogisticRegressionCV ` | b-cl | default | {'zipmap': False} | OK 15/1 | 2 | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+------------+ | :ref:`LogisticRegressionCV ` | m-cl | default | {'zipmap': False} | OK 15/1 | 2 | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+------------+ | :ref:`MultiTaskElasticNet ` | m-reg | default | | OK 15/1 | 1 | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+------------+ | :ref:`MultiTaskElasticNetCV ` | m-reg | default | | OK 15/1 | 1 | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+------------+ | :ref:`MultiTaskLasso ` | m-reg | default | | OK 15/1 | 1 | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+------------+ | :ref:`MultiTaskLassoCV ` | m-reg | default | | OK 15/1 | 1 | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+------------+ | :ref:`Ridge ` | b-reg | default | | OK 15/1 | 1 | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+------------+ | :ref:`Ridge ` | m-reg | default | | OK 15/1 | 1 | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+------------+ | :ref:`Ridge ` | ~b-reg-64 | default | | OK 13/ | 3 | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+------------+ | :ref:`Ridge ` | ~m-reg-64 | default | | OK 13/ | 3 | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+------------+ | :ref:`RidgeCV ` | b-reg | default | | OK 15/1 | 1 | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+------------+ | :ref:`RidgeCV ` | m-reg | default | | OK 15/1 | 1 | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+------------+ | :ref:`RidgeCV ` | ~b-reg-64 | default | | OK 13/ | 3 | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+------------+ | :ref:`RidgeCV ` | ~m-reg-64 | default | | OK 13/ | 3 | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+------------+ | :ref:`RidgeClassifier ` | ~b-cl-nop | default | {'zipmap': False} | OK 15/1 | 2 | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+------------+ | :ref:`RidgeClassifier ` | ~m-cl-nop | default | {'zipmap': False} | OK 15/1 | 1 | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+------------+ | :ref:`RidgeClassifier ` | ~m-label | default | | ERR: 2skl_meth | -1 | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+------------+ | :ref:`RidgeClassifierCV ` | ~b-cl-nop | default | {'zipmap': False} | OK 15/1 | 2 | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+------------+ | :ref:`RidgeClassifierCV ` | ~m-cl-nop | default | {'zipmap': False} | OK 15/1 | 1 | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+------------+ | :ref:`RidgeClassifierCV ` | ~m-label | default | | ERR: 2skl_meth | -1 | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+------------+ | :ref:`SGDClassifier ` | b-cl | log | {'zipmap': False} | OK 14/1 | 9 | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+------------+ | :ref:`SGDClassifier ` | m-cl | log | {'zipmap': False} | ERR: ERROR->=1.0-13/1 | 18 | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+------------+ | :ref:`SGDClassifier ` | ~b-cl-64 | log | {'zipmap': False} | OK 14/1 | 9 | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+------------+ | :ref:`SGDClassifier ` | ~b-cl-nan | log | | ERR: 1training_time | -1 | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+------------+ | :ref:`SGDRegressor ` | b-reg | default | | OK 15/1 | 1 | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+------------+ | :ref:`SGDRegressor ` | ~b-reg-64 | default | | OK 13/ | 3 | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+------------+ | :ref:`TheilSenRegressor ` | b-reg | default | | OK 15/1 | 1 | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+------------+ | :ref:`TheilSenRegressor ` | ~b-reg-64 | default | | OK 13/ | 3 | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+------------+ +------------------------------------------------------------------------------+---------------------------+-----------+-------+---------------------+--------------------------------------------------------------------------------+ | name | problem | scenario | optim | opset15 | ERROR-msg | +==============================================================================+===========================+===========+=======+=====================+================================================================================+ | :ref:`KernelRidge ` | b-reg | default | | | NO CONVERTER | +------------------------------------------------------------------------------+---------------------------+-----------+-------+---------------------+--------------------------------------------------------------------------------+ | :ref:`KernelRidge ` | m-reg | default | | | NO CONVERTER | +------------------------------------------------------------------------------+---------------------------+-----------+-------+---------------------+--------------------------------------------------------------------------------+ | :ref:`KernelRidge ` | ~b-reg-64 | default | | | NO CONVERTER | +------------------------------------------------------------------------------+---------------------------+-----------+-------+---------------------+--------------------------------------------------------------------------------+ | :ref:`KernelRidge ` | ~m-reg-64 | default | | | NO CONVERTER | +------------------------------------------------------------------------------+---------------------------+-----------+-------+---------------------+--------------------------------------------------------------------------------+ | :ref:`LogisticRegression ` | ~b-cl-64 | liblinear | | ERR: 5ort_load | Unable to create InferenceSession due to '[ONNXRuntimeError] : 10 : INVALID... | +------------------------------------------------------------------------------+---------------------------+-----------+-------+---------------------+--------------------------------------------------------------------------------+ | :ref:`LogisticRegression ` | ~b-cl-64 | liblinear | onnx | ERR: 5ort_load | Unable to create InferenceSession due to '[ONNXRuntimeError] : 10 : INVALID... | +------------------------------------------------------------------------------+---------------------------+-----------+-------+---------------------+--------------------------------------------------------------------------------+ | :ref:`RidgeClassifier ` | ~m-label | default | | ERR: 2skl_meth | 'RidgeClassifier' object has no attribute 'predict_proba' | +------------------------------------------------------------------------------+---------------------------+-----------+-------+---------------------+--------------------------------------------------------------------------------+ | :ref:`RidgeClassifierCV ` | ~m-label | default | | ERR: 2skl_meth | 'RidgeClassifierCV' object has no attribute 'predict_proba' | +------------------------------------------------------------------------------+---------------------------+-----------+-------+---------------------+--------------------------------------------------------------------------------+ | :ref:`SGDClassifier ` | ~b-cl-nan | log | | ERR: 1training_time | Input contains NaN, infinity or a value too large for dtype('float64'). | +------------------------------------------------------------------------------+---------------------------+-----------+-------+---------------------+--------------------------------------------------------------------------------+ +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | name | problem | scenario | optim | opset15 | skl_version | skl_nop | skl_ncoef | skl_nlin | onx_size | onx_nnodes | onx_ninits | onx_producer_name | onx_producer_version | onx_ai.onnx.ml | onx_size_optim | onx_nnodes_optim | onx_ninits_optim | onx_op_Reshape | skl_nnodes | skl_ntrees | skl_max_depth | onx_op_Cast | onx_mlprodict | onx_op_ZipMap | onx_com.microsoft | onx_op_Identity | onx_op_Identity_optim | onx_subgraphs | onx_subgraphs_optim | +===========================================================================================================+===========================+===============+=======================================+=======================+=============+=========+===========+==========+==========+============+============+===================+======================+================+================+==================+==================+================+============+============+===============+=============+===============+===============+===================+=================+=======================+===============+=====================+ | :ref:`ARDRegression ` | b-reg | default | | OK 15/1 | 1.0.2 | 1 | 4 | 1 | 2.5e+02 | 1 | 0 | skl2onnx | 1.1 | 1 | 2.5e+02 | 1 | 0 | -1 | | | | | | | | | | | | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`ARDRegression ` | ~b-reg-64 | default | | OK 13/ | 1.0.2 | 1 | 4 | 1 | 3.6e+02 | 3 | 3 | skl2onnx | 1.1 | -1 | 3.6e+02 | 3 | 3 | 1 | | | | | | | | | | | | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`BayesianRidge ` | b-reg | default | | OK 15/1 | 1.0.2 | 1 | 4 | 1 | 2.5e+02 | 1 | 0 | skl2onnx | 1.1 | 1 | 2.5e+02 | 1 | 0 | -1 | | | | | | | | | | | | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`BayesianRidge ` | ~b-reg-64 | default | | OK 13/ | 1.0.2 | 1 | 4 | 1 | 3.6e+02 | 3 | 3 | skl2onnx | 1.1 | -1 | 3.6e+02 | 3 | 3 | 1 | | | | | | | | | | | | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`ElasticNet ` | b-reg | default | | OK 15/1 | 1.0.2 | 1 | 4 | 1 | 2.5e+02 | 1 | 0 | skl2onnx | 1.1 | 1 | 2.5e+02 | 1 | 0 | -1 | | | | | | | | | | | | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`ElasticNet ` | m-reg | default | | OK 15/1 | 1.0.2 | 1 | 2 | 1 | 2.9e+02 | 1 | 0 | skl2onnx | 1.1 | 1 | 2.9e+02 | 1 | 0 | -1 | | | | | | | | | | | | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`ElasticNet ` | ~b-reg-64 | default | | OK 13/ | 1.0.2 | 1 | 4 | 1 | 3.6e+02 | 3 | 3 | skl2onnx | 1.1 | -1 | 3.6e+02 | 3 | 3 | 1 | | | | | | | | | | | | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`ElasticNet ` | ~m-reg-64 | default | | OK 13/ | 1.0.2 | 1 | 2 | 1 | 4e+02 | 3 | 3 | skl2onnx | 1.1 | -1 | 4e+02 | 3 | 3 | 1 | | | | | | | | | | | | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`ElasticNetCV ` | b-reg | default | | OK 15/1 | 1.0.2 | 1 | 4 | 1 | 2.5e+02 | 1 | 0 | skl2onnx | 1.1 | 1 | 2.5e+02 | 1 | 0 | -1 | | | | | | | | | | | | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`ElasticNetCV ` | ~b-reg-64 | default | | OK 13/ | 1.0.2 | 1 | 4 | 1 | 3.6e+02 | 3 | 3 | skl2onnx | 1.1 | -1 | 3.6e+02 | 3 | 3 | 1 | | | | | | | | | | | | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`HuberRegressor ` | b-reg | default | | OK 15/1 | 1.0.2 | 1 | 4 | 1 | 2.6e+02 | 1 | 0 | skl2onnx | 1.1 | 1 | 2.6e+02 | 1 | 0 | -1 | | | | | | | | | | | | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`HuberRegressor ` | ~b-reg-64 | default | | OK 13/ | 1.0.2 | 1 | 4 | 1 | 3.6e+02 | 3 | 3 | skl2onnx | 1.1 | -1 | 3.6e+02 | 3 | 3 | 1 | | | | | | | | | | | | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`KernelRidge ` | b-reg | default | | | 1.0.2 | 1 | | | | | | | | | | | | | | | | | | | | | | | | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`KernelRidge ` | m-reg | default | | | 1.0.2 | 1 | | | | | | | | | | | | | | | | | | | | | | | | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`KernelRidge ` | ~b-reg-64 | default | | | 1.0.2 | 1 | | | | | | | | | | | | | | | | | | | | | | | | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`KernelRidge ` | ~m-reg-64 | default | | | 1.0.2 | 1 | | | | | | | | | | | | | | | | | | | | | | | | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`Lars ` | b-reg | default | | OK 15/1 | 1.0.2 | 1 | 4 | 1 | 2.4e+02 | 1 | 0 | skl2onnx | 1.1 | 1 | 2.4e+02 | 1 | 0 | -1 | | | | | | | | | | | | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`Lars ` | m-reg | default | | OK 15/1 | 1.0.2 | 1 | 2 | 1 | 2.9e+02 | 1 | 0 | skl2onnx | 1.1 | 1 | 2.9e+02 | 1 | 0 | -1 | | | | | | | | | | | | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`Lars ` | ~b-reg-64 | default | | OK 13/ | 1.0.2 | 1 | 4 | 1 | 3.5e+02 | 3 | 3 | skl2onnx | 1.1 | -1 | 3.5e+02 | 3 | 3 | 1 | | | | | | | | | | | | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`Lars ` | ~m-reg-64 | default | | OK 13/ | 1.0.2 | 1 | 2 | 1 | 3.9e+02 | 3 | 3 | skl2onnx | 1.1 | -1 | 3.9e+02 | 3 | 3 | 1 | | | | | | | | | | | | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`LarsCV ` | b-reg | default | | OK 15/1 | 1.0.2 | 1 | 4 | 1 | 2.5e+02 | 1 | 0 | skl2onnx | 1.1 | 1 | 2.5e+02 | 1 | 0 | -1 | | | | | | | | | | | | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`LarsCV ` | ~b-reg-64 | default | | OK 13/ | 1.0.2 | 1 | 4 | 1 | 3.5e+02 | 3 | 3 | skl2onnx | 1.1 | -1 | 3.5e+02 | 3 | 3 | 1 | | | | | | | | | | | | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`Lasso ` | b-reg | default | | OK 15/1 | 1.0.2 | 1 | 4 | 1 | 2.5e+02 | 1 | 0 | skl2onnx | 1.1 | 1 | 2.5e+02 | 1 | 0 | -1 | | | | | | | | | | | | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`Lasso ` | m-reg | default | | OK 15/1 | 1.0.2 | 1 | 2 | 1 | 2.9e+02 | 1 | 0 | skl2onnx | 1.1 | 1 | 2.9e+02 | 1 | 0 | -1 | | | | | | | | | | | | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`Lasso ` | ~b-reg-64 | default | | OK 13/ | 1.0.2 | 1 | 4 | 1 | 3.5e+02 | 3 | 3 | skl2onnx | 1.1 | -1 | 3.5e+02 | 3 | 3 | 1 | | | | | | | | | | | | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`Lasso ` | ~m-reg-64 | default | | OK 13/ | 1.0.2 | 1 | 2 | 1 | 3.9e+02 | 3 | 3 | skl2onnx | 1.1 | -1 | 3.9e+02 | 3 | 3 | 1 | | | | | | | | | | | | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`LassoCV ` | b-reg | default | | OK 15/1 | 1.0.2 | 1 | 4 | 1 | 2.5e+02 | 1 | 0 | skl2onnx | 1.1 | 1 | 2.5e+02 | 1 | 0 | -1 | | | | | | | | | | | | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`LassoCV ` | ~b-reg-64 | default | | OK 13/ | 1.0.2 | 1 | 4 | 1 | 3.5e+02 | 3 | 3 | skl2onnx | 1.1 | -1 | 3.5e+02 | 3 | 3 | 1 | | | | | | | | | | | | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`LassoLars ` | b-reg | default | | OK 15/1 | 1.0.2 | 1 | 4 | 1 | 2.5e+02 | 1 | 0 | skl2onnx | 1.1 | 1 | 2.5e+02 | 1 | 0 | -1 | | | | | | | | | | | | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`LassoLars ` | m-reg | default | | OK 15/1 | 1.0.2 | 1 | 2 | 1 | 2.9e+02 | 1 | 0 | skl2onnx | 1.1 | 1 | 2.9e+02 | 1 | 0 | -1 | | | | | | | | | | | | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`LassoLars ` | ~b-reg-64 | default | | OK 13/ | 1.0.2 | 1 | 4 | 1 | 3.6e+02 | 3 | 3 | skl2onnx | 1.1 | -1 | 3.6e+02 | 3 | 3 | 1 | | | | | | | | | | | | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`LassoLars ` | ~m-reg-64 | default | | OK 13/ | 1.0.2 | 1 | 2 | 1 | 4e+02 | 3 | 3 | skl2onnx | 1.1 | -1 | 4e+02 | 3 | 3 | 1 | | | | | | | | | | | | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`LassoLarsCV ` | b-reg | default | | OK 15/1 | 1.0.2 | 1 | 4 | 1 | 2.5e+02 | 1 | 0 | skl2onnx | 1.1 | 1 | 2.5e+02 | 1 | 0 | -1 | | | | | | | | | | | | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`LassoLarsCV ` | ~b-reg-64 | default | | OK 13/ | 1.0.2 | 1 | 4 | 1 | 3.6e+02 | 3 | 3 | skl2onnx | 1.1 | -1 | 3.6e+02 | 3 | 3 | 1 | | | | | | | | | | | | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`LassoLarsIC ` | b-reg | default | | OK 15/1 | 1.0.2 | 1 | 4 | 1 | 2.5e+02 | 1 | 0 | skl2onnx | 1.1 | 1 | 2.5e+02 | 1 | 0 | -1 | | | | | | | | | | | | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`LassoLarsIC ` | ~b-reg-64 | default | | OK 13/ | 1.0.2 | 1 | 4 | 1 | 3.6e+02 | 3 | 3 | skl2onnx | 1.1 | -1 | 3.6e+02 | 3 | 3 | 1 | | | | | | | | | | | | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`LinearRegression ` | b-reg | default | | OK 15/1 | 1.0.2 | 1 | 4 | 1 | 2.6e+02 | 1 | 0 | skl2onnx | 1.1 | 1 | 2.6e+02 | 1 | 0 | -1 | | | | | | | | | | | | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`LinearRegression ` | m-reg | default | | OK 15/1 | 1.0.2 | 1 | 2 | 1 | 3e+02 | 1 | 0 | skl2onnx | 1.1 | 1 | 3e+02 | 1 | 0 | -1 | | | | | | | | | | | | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`LinearRegression ` | ~b-reg-64 | default | | OK 13/ | 1.0.2 | 1 | 4 | 1 | 3.6e+02 | 3 | 3 | skl2onnx | 1.1 | -1 | 3.6e+02 | 3 | 3 | 1 | | | | | | | | | | | | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`LinearRegression ` | ~m-reg-64 | default | | OK 13/ | 1.0.2 | 1 | 2 | 1 | 4e+02 | 3 | 3 | skl2onnx | 1.1 | -1 | 4e+02 | 3 | 3 | 1 | | | | | | | | | | | | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`LogisticRegression ` | b-cl | liblinear | | OK 9/1 | 1.0.2 | 1 | 1 | 1 | 6.5e+02 | 4 | 0 | skl2onnx | 1.1 | 1 | 6.5e+02 | 4 | 0 | -1 | | | | 1 | | 1 | | | | | | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`LogisticRegression ` | b-cl | liblinear | {'zipmap': False} | OK 15/1 | 1.0.2 | 1 | 1 | 1 | 4.9e+02 | 2 | 0 | skl2onnx | 1.1 | 1 | 4.9e+02 | 2 | 0 | -1 | | | | -1 | | -1 | | | | | | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`LogisticRegression ` | b-cl | liblinear | onnx | OK 9/1 | 1.0.2 | 1 | 1 | 1 | 6.5e+02 | 4 | 0 | skl2onnx | 1.1 | 1 | 6.5e+02 | 4 | 0 | -1 | | | | 1 | | 1 | | | | | | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`LogisticRegression ` | b-cl | liblinear | onnx/{'zipmap': False} | OK 15/1 | 1.0.2 | 1 | 1 | 1 | 4.9e+02 | 2 | 0 | skl2onnx | 1.1 | 1 | 4.9e+02 | 2 | 0 | -1 | | | | -1 | | -1 | | | | | | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`LogisticRegression ` | m-cl | liblinear | | OK 9/1 | 1.0.2 | 1 | 3 | 1 | 6.8e+02 | 4 | 0 | skl2onnx | 1.1 | 1 | 6.8e+02 | 4 | 0 | -1 | | | | 1 | | 1 | | | | | | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`LogisticRegression ` | m-cl | liblinear | {'zipmap': False} | OK 15/1 | 1.0.2 | 1 | 3 | 1 | 5.2e+02 | 2 | 0 | skl2onnx | 1.1 | 1 | 5.2e+02 | 2 | 0 | -1 | | | | -1 | | -1 | | | | | | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`LogisticRegression ` | m-cl | liblinear | onnx | OK 9/1 | 1.0.2 | 1 | 3 | 1 | 6.8e+02 | 4 | 0 | skl2onnx | 1.1 | 1 | 6.8e+02 | 4 | 0 | -1 | | | | 1 | | 1 | | | | | | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`LogisticRegression ` | m-cl | liblinear | onnx/{'zipmap': False} | OK 15/1 | 1.0.2 | 1 | 3 | 1 | 5.2e+02 | 2 | 0 | skl2onnx | 1.1 | 1 | 5.2e+02 | 2 | 0 | -1 | | | | -1 | | -1 | | | | | | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`LogisticRegression ` | ~b-cl-64 | liblinear | | ERR: 5ort_load | 1.0.2 | 1 | 1 | 1 | 1.2e+03 | 13 | 5 | skl2onnx | 1.1 | 1 | 1.2e+03 | 13 | 5 | 1 | | | | 3 | | 1 | | | | | | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`LogisticRegression ` | ~b-cl-64 | liblinear | {'zipmap': False} | OK 13/1 | 1.0.2 | 1 | 1 | 1 | 1e+03 | 11 | 5 | skl2onnx | 1.1 | 1 | 1e+03 | 11 | 5 | 1 | | | | 2 | | -1 | | | | | | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`LogisticRegression ` | ~b-cl-64 | liblinear | onnx | ERR: 5ort_load | 1.0.2 | 1 | 1 | 1 | 1.2e+03 | 13 | 5 | skl2onnx | 1.1 | 1 | 1.2e+03 | 13 | 5 | 1 | | | | 3 | | 1 | | | | | | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`LogisticRegression ` | ~b-cl-64 | liblinear | onnx/{'zipmap': False} | OK 13/1 | 1.0.2 | 1 | 1 | 1 | 1e+03 | 11 | 5 | skl2onnx | 1.1 | 1 | 1e+03 | 11 | 5 | 1 | | | | 2 | | -1 | | | | | | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`LogisticRegression ` | ~b-cl-dec | liblinear-dec | {'raw_scores': True, 'zipmap': False} | OK 15/1 | 1.0.2 | 1 | 1 | 1 | 4e+02 | 1 | 0 | skl2onnx | 1.1 | 1 | 4e+02 | 1 | 0 | -1 | | | | -1 | | -1 | | | | | | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`LogisticRegression ` | ~m-cl-dec | liblinear-dec | {'raw_scores': True, 'zipmap': False} | OK 15/1 | 1.0.2 | 1 | 3 | 1 | 4.2e+02 | 1 | 0 | skl2onnx | 1.1 | 1 | 4.2e+02 | 1 | 0 | -1 | | | | -1 | | -1 | | | | | | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`LogisticRegressionCV ` | b-cl | default | {'zipmap': False} | OK 15/1 | 1.0.2 | 1 | 1 | 1 | 5e+02 | 2 | 0 | skl2onnx | 1.1 | 1 | 5e+02 | 2 | 0 | | | | | | | | | | | | | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`LogisticRegressionCV ` | m-cl | default | {'zipmap': False} | OK 15/1 | 1.0.2 | 1 | 3 | 1 | 5.2e+02 | 2 | 0 | skl2onnx | 1.1 | 1 | 5.2e+02 | 2 | 0 | | | | | | | | | | | | | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`MultiTaskElasticNet ` | m-reg | default | | OK 15/1 | 1.0.2 | 1 | 2 | 1 | 3e+02 | 1 | 0 | skl2onnx | 1.1 | 1 | 3e+02 | 1 | 0 | | | | | | | | | | | | | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`MultiTaskElasticNetCV ` | m-reg | default | | OK 15/1 | 1.0.2 | 1 | 2 | 1 | 3e+02 | 1 | 0 | skl2onnx | 1.1 | 1 | 3e+02 | 1 | 0 | | | | | | | | | | | | | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`MultiTaskLasso ` | m-reg | default | | OK 15/1 | 1.0.2 | 1 | 2 | 1 | 3e+02 | 1 | 0 | skl2onnx | 1.1 | 1 | 3e+02 | 1 | 0 | | | | | | | | | | | | | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`MultiTaskLassoCV ` | m-reg | default | | OK 15/1 | 1.0.2 | 1 | 2 | 1 | 3e+02 | 1 | 0 | skl2onnx | 1.1 | 1 | 3e+02 | 1 | 0 | | | | | | | | | | | | | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`Ridge ` | b-reg | default | | OK 15/1 | 1.0.2 | 1 | 4 | 1 | 2.5e+02 | 1 | 0 | skl2onnx | 1.1 | 1 | 2.5e+02 | 1 | 0 | -1 | | | | | | | | | | | | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`Ridge ` | m-reg | default | | OK 15/1 | 1.0.2 | 1 | 2 | 1 | 2.9e+02 | 1 | 0 | skl2onnx | 1.1 | 1 | 2.9e+02 | 1 | 0 | -1 | | | | | | | | | | | | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`Ridge ` | ~b-reg-64 | default | | OK 13/ | 1.0.2 | 1 | 4 | 1 | 3.5e+02 | 3 | 3 | skl2onnx | 1.1 | -1 | 3.5e+02 | 3 | 3 | 1 | | | | | | | | | | | | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`Ridge ` | ~m-reg-64 | default | | OK 13/ | 1.0.2 | 1 | 2 | 1 | 3.9e+02 | 3 | 3 | skl2onnx | 1.1 | -1 | 3.9e+02 | 3 | 3 | 1 | | | | | | | | | | | | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`RidgeCV ` | b-reg | default | | OK 15/1 | 1.0.2 | 1 | 4 | 1 | 2.5e+02 | 1 | 0 | skl2onnx | 1.1 | 1 | 2.5e+02 | 1 | 0 | -1 | | | | | | | | | | | | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`RidgeCV ` | m-reg | default | | OK 15/1 | 1.0.2 | 1 | 2 | 1 | 2.9e+02 | 1 | 0 | skl2onnx | 1.1 | 1 | 2.9e+02 | 1 | 0 | -1 | | | | | | | | | | | | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`RidgeCV ` | ~b-reg-64 | default | | OK 13/ | 1.0.2 | 1 | 4 | 1 | 3.5e+02 | 3 | 3 | skl2onnx | 1.1 | -1 | 3.5e+02 | 3 | 3 | 1 | | | | | | | | | | | | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`RidgeCV ` | ~m-reg-64 | default | | OK 13/ | 1.0.2 | 1 | 2 | 1 | 3.9e+02 | 3 | 3 | skl2onnx | 1.1 | -1 | 3.9e+02 | 3 | 3 | 1 | | | | | | | | | | | | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`RidgeClassifier ` | ~b-cl-nop | default | {'zipmap': False} | OK 15/1 | 1.0.2 | 1 | 1 | 1 | 5.4e+02 | 2 | 1 | skl2onnx | 1.1 | 1 | 5.4e+02 | 2 | 1 | | | | | | | | | | | | | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`RidgeClassifier ` | ~m-cl-nop | default | {'zipmap': False} | OK 15/1 | 1.0.2 | 1 | 3 | 1 | 4.2e+02 | 1 | 0 | skl2onnx | 1.1 | 1 | 4.2e+02 | 1 | 0 | | | | | | | | | | | | | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`RidgeClassifier ` | ~m-label | default | | ERR: 2skl_meth | 1.0.2 | 1 | 3 | 1 | -1 | -1 | -1 | | | -1 | -1 | -1 | -1 | | | | | | | | | | | | | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`RidgeClassifierCV ` | ~b-cl-nop | default | {'zipmap': False} | OK 15/1 | 1.0.2 | 1 | 1 | 1 | 5.4e+02 | 2 | 1 | skl2onnx | 1.1 | 1 | 5.4e+02 | 2 | 1 | | | | | | | | | | | | | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`RidgeClassifierCV ` | ~m-cl-nop | default | {'zipmap': False} | OK 15/1 | 1.0.2 | 1 | 3 | 1 | 4.2e+02 | 1 | 0 | skl2onnx | 1.1 | 1 | 4.2e+02 | 1 | 0 | | | | | | | | | | | | | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`RidgeClassifierCV ` | ~m-label | default | | ERR: 2skl_meth | 1.0.2 | 1 | 3 | 1 | -1 | -1 | -1 | | | -1 | -1 | -1 | -1 | | | | | | | | | | | | | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`SGDClassifier ` | b-cl | log | {'zipmap': False} | OK 14/1 | 1.0.2 | 1 | 1 | 1 | 8.1e+02 | 9 | 5 | skl2onnx | 1.1 | 1 | 8.1e+02 | 9 | 5 | 1 | | | | 1 | | | | | | | | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`SGDClassifier ` | m-cl | log | {'zipmap': False} | ERR: ERROR->=1.0-13/1 | 1.0.2 | 1 | 3 | 1 | 1.4e+03 | 18 | 8 | skl2onnx | 1.1 | 1 | 1.4e+03 | 18 | 8 | 1 | | | | 3 | | | | | | | | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`SGDClassifier ` | ~b-cl-64 | log | {'zipmap': False} | OK 14/1 | 1.0.2 | 1 | 1 | 1 | 8.3e+02 | 9 | 5 | skl2onnx | 1.1 | 1 | 8.3e+02 | 9 | 5 | 1 | | | | 1 | | | | | | | | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`SGDClassifier ` | ~b-cl-nan | log | | ERR: 1training_time | 1.0.2 | -1 | -1 | -1 | -1 | -1 | -1 | | | -1 | -1 | -1 | -1 | -1 | | | | -1 | | | | | | | | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`SGDRegressor ` | b-reg | default | | OK 15/1 | 1.0.2 | 1 | 4 | 1 | 2.5e+02 | 1 | 0 | skl2onnx | 1.1 | 1 | 2.5e+02 | 1 | 0 | -1 | | | | | | | | | | | | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`SGDRegressor ` | ~b-reg-64 | default | | OK 13/ | 1.0.2 | 1 | 4 | 1 | 3.6e+02 | 3 | 3 | skl2onnx | 1.1 | -1 | 3.6e+02 | 3 | 3 | 1 | | | | | | | | | | | | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`TheilSenRegressor ` | b-reg | default | | OK 15/1 | 1.0.2 | 1 | 4 | 1 | 2.6e+02 | 1 | 0 | skl2onnx | 1.1 | 1 | 2.6e+02 | 1 | 0 | -1 | | | | | | | | | | | | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`TheilSenRegressor ` | ~b-reg-64 | default | | OK 13/ | 1.0.2 | 1 | 4 | 1 | 3.6e+02 | 3 | 3 | skl2onnx | 1.1 | -1 | 3.6e+02 | 3 | 3 | 1 | | | | | | | | | | | | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | name | problem | scenario | optim | opset15 | RT/SKL-N=1 | N=10 | N=100 | N=1000 | N=10000 | RT/SKL-N=1-min | RT/SKL-N=1-max | N=10-min | N=10-max | N=100-min | N=100-max | N=1000-min | N=1000-max | N=10000-min | N=10000-max | +===========================================================================================================+===========================+===============+=======================================+=======================+============+======+=======+========+=========+================+================+==========+==========+===========+===========+============+============+=============+=============+ | :ref:`ARDRegression ` | b-reg | default | | OK 15/1 | 0.78 | 0.79 | 0.78 | 0.87 | 1.1 | 0.74 | 0.86 | 0.76 | 1.1 | 0.76 | 0.79 | 0.83 | 0.91 | 1.1 | 1.2 | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`ARDRegression ` | ~b-reg-64 | default | | OK 13/ | 1.5 | 1.5 | 1.6 | 2 | 5.5 | 1.4 | 1.9 | 1.5 | 1.6 | 1.5 | 1.6 | 2 | 2.1 | 5.4 | 5.6 | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`BayesianRidge ` | b-reg | default | | OK 15/1 | 0.78 | 0.74 | 0.74 | 0.81 | 1.1 | 0.68 | 1.9 | 0.72 | 0.99 | 0.71 | 0.75 | 0.78 | 0.84 | 1.1 | 1.1 | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`BayesianRidge ` | ~b-reg-64 | default | | OK 13/ | 1.4 | 1.4 | 1.5 | 1.9 | 5.2 | 1.3 | 1.7 | 1.3 | 1.4 | 1.4 | 1.5 | 1.8 | 1.9 | 5.1 | 5.3 | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`ElasticNet ` | b-reg | default | | OK 15/1 | 0.78 | 0.75 | 0.75 | 0.86 | 2 | 0.69 | 1.6 | 0.7 | 1 | 0.73 | 0.76 | 0.83 | 0.9 | 1.8 | 2.1 | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`ElasticNet ` | m-reg | default | | OK 15/1 | 0.73 | 0.72 | 0.72 | 0.77 | 0.69 | 0.69 | 0.82 | 0.61 | 0.97 | 0.68 | 0.74 | 0.76 | 0.8 | 0.67 | 0.72 | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`ElasticNet ` | ~b-reg-64 | default | | OK 13/ | 1.4 | 1.4 | 1.5 | 1.9 | 5.3 | 1.3 | 1.7 | 1.4 | 1.4 | 1.4 | 1.5 | 1.8 | 1.9 | 5.1 | 5.5 | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`ElasticNet ` | ~m-reg-64 | default | | OK 13/ | 1.4 | 1.4 | 1.4 | 1.6 | 1.6 | 1.3 | 1.7 | 1.3 | 1.4 | 1.4 | 1.4 | 1.5 | 1.6 | 1.6 | 1.7 | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`ElasticNetCV ` | b-reg | default | | OK 15/1 | 0.76 | 0.76 | 0.78 | 0.89 | 2.2 | 0.71 | 0.85 | 0.73 | 1.1 | 0.74 | 0.88 | 0.85 | 0.91 | 2 | 2.3 | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`ElasticNetCV ` | ~b-reg-64 | default | | OK 13/ | 1.4 | 1.4 | 1.5 | 1.9 | 4.7 | 1.3 | 1.8 | 1.4 | 1.4 | 1.4 | 1.6 | 1.9 | 2 | 3.8 | 6.3 | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`HuberRegressor ` | b-reg | default | | OK 15/1 | 0.83 | 0.77 | 0.77 | 0.87 | 1.2 | 0.71 | 2.1 | 0.74 | 1 | 0.75 | 0.8 | 0.81 | 0.89 | 1.1 | 1.2 | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`HuberRegressor ` | ~b-reg-64 | default | | OK 13/ | 1.5 | 1.5 | 1.6 | 2 | 5.6 | 1.3 | 1.8 | 1.4 | 1.5 | 1.5 | 1.6 | 2 | 2.1 | 5.5 | 5.7 | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`Lars ` | b-reg | default | | OK 15/1 | 0.77 | 0.78 | 0.78 | 0.91 | 2 | 0.72 | 0.86 | 0.76 | 1 | 0.76 | 0.8 | 0.89 | 0.93 | 1.8 | 2.1 | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`Lars ` | m-reg | default | | OK 15/1 | 0.77 | 0.75 | 0.76 | 0.83 | 0.68 | 0.75 | 0.87 | 0.72 | 0.99 | 0.74 | 0.78 | 0.8 | 0.86 | 0.66 | 0.7 | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`Lars ` | ~b-reg-64 | default | | OK 13/ | 1.4 | 1.4 | 1.5 | 2 | 5.5 | 1.3 | 1.8 | 1.4 | 1.4 | 1.4 | 1.5 | 1.9 | 2 | 5.3 | 5.6 | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`Lars ` | ~m-reg-64 | default | | OK 13/ | 1.4 | 1.4 | 1.4 | 1.6 | 1.7 | 1.3 | 1.8 | 1.3 | 1.4 | 1.4 | 1.5 | 1.6 | 1.6 | 1.7 | 1.7 | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`LarsCV ` | b-reg | default | | OK 15/1 | 0.79 | 0.76 | 0.76 | 0.89 | 2.1 | 0.6 | 1.8 | 0.74 | 1 | 0.74 | 0.77 | 0.85 | 0.92 | 2 | 2.2 | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`LarsCV ` | ~b-reg-64 | default | | OK 13/ | 1.4 | 1.4 | 1.4 | 1.9 | 5.6 | 1.3 | 1.7 | 1.4 | 1.4 | 1.4 | 1.5 | 1.8 | 2 | 5.4 | 5.8 | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`Lasso ` | b-reg | default | | OK 15/1 | 0.72 | 0.7 | 0.7 | 0.82 | 0.91 | 0.65 | 1.1 | 0.69 | 0.95 | 0.69 | 0.72 | 0.78 | 0.84 | 0.83 | 1 | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`Lasso ` | m-reg | default | | OK 15/1 | 0.69 | 0.68 | 0.69 | 0.76 | 0.69 | 0.67 | 0.78 | 0.65 | 0.9 | 0.67 | 0.7 | 0.73 | 0.78 | 0.67 | 0.71 | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`Lasso ` | ~b-reg-64 | default | | OK 13/ | 1.3 | 1.3 | 1.3 | 1.8 | 4.8 | 1.2 | 1.6 | 1.3 | 1.3 | 1.3 | 1.4 | 1.7 | 1.8 | 4.7 | 4.8 | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`Lasso ` | ~m-reg-64 | default | | OK 13/ | 1.3 | 1.2 | 1.3 | 1.5 | 1.6 | 1.1 | 1.6 | 1.2 | 1.3 | 1.3 | 1.4 | 1.4 | 1.5 | 1.6 | 1.6 | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`LassoCV ` | b-reg | default | | OK 15/1 | 0.76 | 0.77 | 0.76 | 0.89 | 2 | 0.72 | 0.85 | 0.74 | 1.1 | 0.74 | 0.78 | 0.88 | 0.92 | 1.9 | 2.1 | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`LassoCV ` | ~b-reg-64 | default | | OK 13/ | 1.4 | 1.4 | 1.5 | 2 | 5.2 | 1.3 | 1.8 | 1.4 | 1.4 | 1.4 | 1.5 | 1.9 | 2 | 5 | 5.4 | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`LassoLars ` | b-reg | default | | OK 15/1 | 0.84 | 0.79 | 0.8 | 0.93 | 2.2 | 0.73 | 2.1 | 0.77 | 1 | 0.78 | 0.82 | 0.89 | 0.97 | 2.1 | 2.3 | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`LassoLars ` | m-reg | default | | OK 15/1 | 0.78 | 0.77 | 0.78 | 0.83 | 0.72 | 0.75 | 0.88 | 0.74 | 1 | 0.76 | 0.79 | 0.79 | 0.87 | 0.7 | 0.74 | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`LassoLars ` | ~b-reg-64 | default | | OK 13/ | 1.5 | 1.5 | 1.5 | 2 | 5.5 | 1.3 | 1.8 | 1.4 | 1.5 | 1.5 | 1.5 | 1.9 | 2.1 | 5.3 | 5.8 | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`LassoLars ` | ~m-reg-64 | default | | OK 13/ | 1.5 | 1.4 | 1.5 | 1.6 | 1.7 | 1.3 | 1.8 | 1.3 | 1.5 | 1.4 | 1.5 | 1.6 | 1.7 | 1.7 | 1.7 | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`LassoLarsCV ` | b-reg | default | | OK 15/1 | 0.75 | 0.77 | 0.78 | 0.9 | 2.1 | 0.52 | 0.86 | 0.74 | 0.98 | 0.76 | 0.8 | 0.87 | 0.93 | 2 | 2.3 | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`LassoLarsCV ` | ~b-reg-64 | default | | OK 13/ | 1.4 | 1.4 | 1.5 | 1.9 | 1.5 | 1.3 | 2.2 | 1.4 | 1.5 | 1.4 | 1.6 | 1.9 | 2 | 0.99 | 2.8 | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`LassoLarsIC ` | b-reg | default | | OK 15/1 | 0.77 | 0.78 | 0.78 | 0.91 | 2.2 | 0.73 | 0.86 | 0.76 | 1.1 | 0.76 | 0.79 | 0.87 | 0.93 | 2 | 2.4 | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`LassoLarsIC ` | ~b-reg-64 | default | | OK 13/ | 1.4 | 1.4 | 1.5 | 2 | 5.6 | 1.3 | 1.8 | 1.4 | 1.4 | 1.5 | 1.5 | 1.9 | 2 | 5.3 | 5.9 | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`LinearRegression ` | b-reg | default | | OK 15/1 | 0.85 | 0.8 | 0.8 | 0.93 | 2.2 | 0.74 | 2.1 | 0.77 | 1 | 0.78 | 0.82 | 0.92 | 0.96 | 2.1 | 2.5 | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`LinearRegression ` | m-reg | default | | OK 15/1 | 0.79 | 0.78 | 0.78 | 0.83 | 0.72 | 0.76 | 0.88 | 0.75 | 1 | 0.75 | 0.8 | 0.81 | 0.85 | 0.71 | 0.72 | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`LinearRegression ` | ~b-reg-64 | default | | OK 13/ | 1.4 | 1.4 | 1.5 | 2 | 5.8 | 1.3 | 1.8 | 1.4 | 1.5 | 1.5 | 1.6 | 2 | 2.1 | 5.6 | 5.9 | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`LinearRegression ` | ~m-reg-64 | default | | OK 13/ | 1.5 | 1.4 | 1.5 | 1.6 | 1.7 | 1.3 | 1.8 | 1.3 | 1.5 | 1.4 | 1.5 | 1.6 | 1.7 | 1.7 | 1.7 | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`LogisticRegression ` | b-cl | liblinear | | OK 9/1 | 1.2 | 1.1 | 1.4 | 4 | 11 | 0.94 | 3.6 | 0.96 | 1.1 | 1.3 | 1.5 | 3.7 | 4.3 | 11 | 12 | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`LogisticRegression ` | b-cl | liblinear | {'zipmap': False} | OK 15/1 | 0.67 | 0.7 | 0.81 | 0.83 | 1.1 | 0.62 | 0.84 | 0.63 | 0.73 | 0.63 | 1.8 | 0.75 | 0.89 | 1.1 | 1.1 | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`LogisticRegression ` | m-cl | liblinear | | OK 9/1 | 1.1 | 1.1 | 1.5 | 3 | 4.6 | 1.1 | 1.5 | 1 | 1.2 | 1.3 | 1.5 | 2.8 | 3.1 | 4.5 | 4.7 | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`LogisticRegression ` | m-cl | liblinear | {'zipmap': False} | OK 15/1 | 0.74 | 0.73 | 0.78 | 0.52 | 0.43 | 0.69 | 0.92 | 0.68 | 0.76 | 0.61 | 1.7 | 0.49 | 0.55 | 0.43 | 0.43 | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`LogisticRegression ` | ~b-cl-64 | liblinear | {'zipmap': False} | OK 13/1 | 2.4 | 2.6 | 2.6 | 2.9 | 1.5 | 2.2 | 3 | 2.3 | 4.7 | 2.2 | 2.7 | 2.8 | 3.1 | 1.1 | 2.2 | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`LogisticRegression ` | ~b-cl-dec | liblinear-dec | {'raw_scores': True, 'zipmap': False} | OK 15/1 | 0.77 | 0.79 | 0.78 | 1 | 0.23 | 0.73 | 0.89 | 0.71 | 1.1 | 0.71 | 0.85 | 0.87 | 1.1 | 0.19 | 0.3 | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`LogisticRegression ` | ~m-cl-dec | liblinear-dec | {'raw_scores': True, 'zipmap': False} | OK 15/1 | 0.78 | 0.78 | 0.8 | 0.83 | 0.74 | 0.73 | 0.91 | 0.71 | 1.1 | 0.73 | 0.88 | 0.76 | 0.88 | 0.7 | 0.77 | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`LogisticRegressionCV ` | b-cl | default | {'zipmap': False} | OK 15/1 | 0.91 | 0.67 | 0.77 | 0.79 | 0.97 | 0.36 | 3.8 | 0.62 | 0.71 | 0.61 | 1.7 | 0.74 | 0.86 | 0.95 | 1 | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`LogisticRegressionCV ` | m-cl | default | {'zipmap': False} | OK 15/1 | 0.56 | 0.55 | 0.61 | 0.48 | 0.39 | 0.52 | 0.69 | 0.51 | 0.59 | 0.5 | 1.3 | 0.46 | 0.49 | 0.39 | 0.39 | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`MultiTaskElasticNet ` | m-reg | default | | OK 15/1 | 0.68 | 0.69 | 0.68 | 0.76 | 0.69 | 0.64 | 0.77 | 0.66 | 0.92 | 0.67 | 0.7 | 0.73 | 0.78 | 0.68 | 0.7 | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`MultiTaskElasticNetCV ` | m-reg | default | | OK 15/1 | 0.74 | 0.74 | 0.74 | 0.8 | 0.71 | 0.69 | 0.83 | 0.72 | 1 | 0.71 | 0.75 | 0.77 | 0.83 | 0.68 | 0.74 | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`MultiTaskLasso ` | m-reg | default | | OK 15/1 | 0.68 | 0.68 | 0.69 | 0.76 | 0.67 | 0.65 | 0.77 | 0.65 | 0.89 | 0.66 | 0.73 | 0.73 | 0.79 | 0.65 | 0.7 | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`MultiTaskLassoCV ` | m-reg | default | | OK 15/1 | 0.76 | 0.76 | 0.76 | 0.83 | 0.72 | 0.7 | 0.85 | 0.73 | 0.96 | 0.73 | 0.79 | 0.78 | 0.87 | 0.69 | 0.75 | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`Ridge ` | b-reg | default | | OK 15/1 | 0.79 | 0.8 | 0.81 | 0.92 | 2.1 | 0.74 | 0.88 | 0.78 | 1 | 0.78 | 0.82 | 0.88 | 0.95 | 2 | 2.3 | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`Ridge ` | m-reg | default | | OK 15/1 | 0.79 | 0.77 | 0.78 | 0.83 | 0.71 | 0.76 | 0.88 | 0.74 | 0.98 | 0.76 | 0.79 | 0.81 | 0.85 | 0.68 | 0.73 | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`Ridge ` | ~b-reg-64 | default | | OK 13/ | 1.5 | 1.5 | 1.5 | 2 | 5.6 | 1.4 | 1.8 | 1.4 | 1.5 | 1.5 | 1.5 | 2 | 2.1 | 5.4 | 5.8 | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`Ridge ` | ~m-reg-64 | default | | OK 13/ | 1.5 | 1.4 | 1.5 | 1.7 | 1.7 | 1.4 | 1.8 | 1.4 | 1.5 | 1.4 | 1.5 | 1.6 | 1.7 | 1.7 | 1.7 | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`RidgeCV ` | b-reg | default | | OK 15/1 | 0.75 | 0.76 | 0.75 | 0.84 | 1.2 | 0.71 | 0.84 | 0.74 | 1.1 | 0.73 | 0.76 | 0.81 | 0.87 | 1.1 | 1.2 | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`RidgeCV ` | m-reg | default | | OK 15/1 | 0.75 | 0.75 | 0.73 | 0.74 | 0.51 | 0.7 | 0.85 | 0.72 | 0.99 | 0.71 | 0.74 | 0.72 | 0.77 | 0.5 | 0.53 | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`RidgeCV ` | ~b-reg-64 | default | | OK 13/ | 1.4 | 1.4 | 1.5 | 2 | 5.5 | 1.3 | 1.8 | 1.4 | 1.5 | 1.5 | 1.5 | 1.9 | 2.1 | 5.5 | 5.6 | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`RidgeCV ` | ~m-reg-64 | default | | OK 13/ | 1.5 | 1.4 | 1.5 | 1.6 | 1.7 | 1.4 | 1.8 | 1.3 | 1.5 | 1.4 | 1.5 | 1.6 | 1.7 | 1.7 | 1.7 | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`RidgeClassifier ` | ~b-cl-nop | default | {'zipmap': False} | OK 15/1 | 1 | 1 | 1 | 1.2 | 1.8 | 0.94 | 1.2 | 0.99 | 1.5 | 0.99 | 1.1 | 1.1 | 1.2 | 1.7 | 1.8 | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`RidgeClassifier ` | ~m-cl-nop | default | {'zipmap': False} | OK 15/1 | 0.77 | 0.75 | 0.76 | 0.75 | 0.67 | 0.75 | 0.86 | 0.72 | 0.98 | 0.74 | 0.77 | 0.73 | 0.78 | 0.66 | 0.68 | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`RidgeClassifierCV ` | ~b-cl-nop | default | {'zipmap': False} | OK 15/1 | 1 | 1 | 1 | 1.1 | 1.2 | 0.92 | 1.9 | 0.99 | 1.4 | 0.98 | 1 | 1 | 1.1 | 1.1 | 1.2 | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`RidgeClassifierCV ` | ~m-cl-nop | default | {'zipmap': False} | OK 15/1 | 0.75 | 0.73 | 0.73 | 0.67 | 0.54 | 0.73 | 0.84 | 0.7 | 0.98 | 0.71 | 0.75 | 0.65 | 0.7 | 0.54 | 0.55 | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`SGDClassifier ` | b-cl | log | {'zipmap': False} | OK 14/1 | 1.7 | 1.7 | 1.6 | 1.6 | 1.5 | 1.4 | 2.8 | 1.5 | 2.6 | 1.5 | 1.7 | 1.5 | 1.6 | 1.4 | 1.6 | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`SGDClassifier ` | m-cl | log | {'zipmap': False} | ERR: ERROR->=1.0-13/1 | 3.4 | 3.4 | 3 | 2 | 1.2 | 3 | 3.9 | 3.1 | 5.4 | 2.8 | 3.1 | 1.9 | 2.1 | 1.1 | 1.2 | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`SGDClassifier ` | ~b-cl-64 | log | {'zipmap': False} | OK 14/1 | 2.2 | 2.1 | 2.1 | 2.3 | 4 | 1.8 | 5.5 | 1.9 | 2.3 | 2 | 2.2 | 2.1 | 2.4 | 2.8 | 5.2 | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`SGDRegressor ` | b-reg | default | | OK 15/1 | 1.1 | 0.77 | 0.75 | 0.85 | 0.4 | 0.74 | 5.1 | 0.7 | 1.1 | 0.65 | 0.82 | 0.79 | 0.92 | 0.28 | 0.62 | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`SGDRegressor ` | ~b-reg-64 | default | | OK 13/ | 1.5 | 1.5 | 1.6 | 2 | 5.1 | 1.3 | 1.8 | 1.3 | 2.4 | 1.5 | 1.7 | 1.9 | 2.2 | 4.7 | 5.6 | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`TheilSenRegressor ` | b-reg | default | | OK 15/1 | 0.72 | 0.73 | 0.72 | 0.81 | 1.1 | 0.69 | 0.77 | 0.71 | 0.98 | 0.7 | 0.74 | 0.76 | 0.85 | 1 | 1.1 | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`TheilSenRegressor ` | ~b-reg-64 | default | | OK 13/ | 1.4 | 1.4 | 1.5 | 2 | 2.6 | 1.3 | 1.8 | 1.4 | 1.4 | 1.5 | 1.5 | 1.9 | 2 | 2.4 | 2.9 | +-----------------------------------------------------------------------------------------------------------+---------------------------+---------------+---------------------------------------+-----------------------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ .. _lpy-LinearDiscriminantAnalysis: LinearDiscriminantAnalysis ++++++++++++++++++++++++++ +------------------------------------------------------------------------------------+---------------------------+----------+-------+-------------+------------+ | name | problem | scenario | optim | opset15 | onx_nnodes | +====================================================================================+===========================+==========+=======+=============+============+ | :ref:`LinearDiscriminantAnalysis ` | b-cl | default | | e<0.001 9/1 | 3 | +------------------------------------------------------------------------------------+---------------------------+----------+-------+-------------+------------+ | :ref:`LinearDiscriminantAnalysis ` | m-cl | default | | OK 9/1 | 3 | +------------------------------------------------------------------------------------+---------------------------+----------+-------+-------------+------------+ +------------------------------------------------------------------------------------+---------------------------+----------+-------+-------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | name | problem | scenario | optim | opset15 | skl_version | skl_nop | skl_ncoef | skl_nlin | onx_size | onx_nnodes | onx_ninits | onx_producer_name | onx_producer_version | onx_ai.onnx.ml | onx_size_optim | onx_nnodes_optim | onx_ninits_optim | onx_op_Reshape | skl_nnodes | skl_ntrees | skl_max_depth | onx_op_Cast | onx_mlprodict | onx_op_ZipMap | onx_com.microsoft | onx_op_Identity | onx_op_Identity_optim | onx_subgraphs | onx_subgraphs_optim | +====================================================================================+===========================+==========+=======+=============+=============+=========+===========+==========+==========+============+============+===================+======================+================+================+==================+==================+================+============+============+===============+=============+===============+===============+===================+=================+=======================+===============+=====================+ | :ref:`LinearDiscriminantAnalysis ` | b-cl | default | | e<0.001 9/1 | 1.0.2 | 1 | 1 | 1 | 5.6e+02 | 3 | 0 | skl2onnx | 1.1 | 1 | 5.6e+02 | 3 | 0 | | | | | 1 | | 1 | | | | | | +------------------------------------------------------------------------------------+---------------------------+----------+-------+-------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`LinearDiscriminantAnalysis ` | m-cl | default | | OK 9/1 | 1.0.2 | 1 | 3 | 1 | 5.9e+02 | 3 | 0 | skl2onnx | 1.1 | 1 | 5.9e+02 | 3 | 0 | | | | | 1 | | 1 | | | | | | +------------------------------------------------------------------------------------+---------------------------+----------+-------+-------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ +------------------------------------------------------------------------------------+---------------------------+----------+-------+-------------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | name | problem | scenario | optim | opset15 | RT/SKL-N=1 | N=10 | N=100 | N=1000 | N=10000 | RT/SKL-N=1-min | RT/SKL-N=1-max | N=10-min | N=10-max | N=100-min | N=100-max | N=1000-min | N=1000-max | N=10000-min | N=10000-max | +====================================================================================+===========================+==========+=======+=============+============+======+=======+========+=========+================+================+==========+==========+===========+===========+============+============+=============+=============+ | :ref:`LinearDiscriminantAnalysis ` | b-cl | default | | e<0.001 9/1 | 0.92 | 0.97 | 1.3 | 4.6 | 19 | 0.83 | 1.1 | 0.87 | 1.5 | 1.2 | 1.4 | 4.3 | 4.8 | 18 | 20 | +------------------------------------------------------------------------------------+---------------------------+----------+-------+-------------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`LinearDiscriminantAnalysis ` | m-cl | default | | OK 9/1 | 0.68 | 0.72 | 0.97 | 2.3 | 3.6 | 0.6 | 0.83 | 0.65 | 1.1 | 0.87 | 1 | 2.2 | 2.3 | 3.5 | 3.7 | +------------------------------------------------------------------------------------+---------------------------+----------+-------+-------------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ .. _lpy-LocalOutlierFactor: LocalOutlierFactor ++++++++++++++++++ +-----------------------------------------------------------------------+---------------------------+----------+-------+---------+------------+ | name | problem | scenario | optim | opset15 | onx_nnodes | +=======================================================================+===========================+==========+=======+=========+============+ | :ref:`LocalOutlierFactor ` | outlier | novelty | | OK 15/ | 26 | +-----------------------------------------------------------------------+---------------------------+----------+-------+---------+------------+ +-----------------------------------------------------------------------+---------------------------+----------+-------+---------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | name | problem | scenario | optim | opset15 | skl_version | skl_nop | skl_ncoef | skl_nlin | onx_size | onx_nnodes | onx_ninits | onx_producer_name | onx_producer_version | onx_ai.onnx.ml | onx_size_optim | onx_nnodes_optim | onx_ninits_optim | onx_op_Reshape | skl_nnodes | skl_ntrees | skl_max_depth | onx_op_Cast | onx_mlprodict | onx_op_ZipMap | onx_com.microsoft | onx_op_Identity | onx_op_Identity_optim | onx_subgraphs | onx_subgraphs_optim | +=======================================================================+===========================+==========+=======+=========+=============+=========+===========+==========+==========+============+============+===================+======================+================+================+==================+==================+================+============+============+===============+=============+===============+===============+===================+=================+=======================+===============+=====================+ | :ref:`LocalOutlierFactor ` | outlier | novelty | | OK 15/ | 1.0.2 | 1 | | | 1.4e+04 | 26 | 13 | skl2onnx | 1.1 | | 1.4e+04 | 25 | 13 | | | | | 1 | | | | 2 | 1 | 1 | 1 | +-----------------------------------------------------------------------+---------------------------+----------+-------+---------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ +-----------------------------------------------------------------------+---------------------------+----------+-------+---------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | name | problem | scenario | optim | opset15 | RT/SKL-N=1 | N=10 | N=100 | N=1000 | N=10000 | RT/SKL-N=1-min | RT/SKL-N=1-max | N=10-min | N=10-max | N=100-min | N=100-max | N=1000-min | N=1000-max | N=10000-min | N=10000-max | +=======================================================================+===========================+==========+=======+=========+============+======+=======+========+=========+================+================+==========+==========+===========+===========+============+============+=============+=============+ | :ref:`LocalOutlierFactor ` | outlier | novelty | | OK 15/ | 2.2 | 1.6 | 1.5 | 2 | 1.8 | 2.1 | 2.6 | 1.6 | 2.7 | 1.5 | 1.6 | 1.9 | 2 | 1.7 | 1.8 | +-----------------------------------------------------------------------+---------------------------+----------+-------+---------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ .. _lpy-MLP: MLP +++ +--------------------------------------------------------------------------+---------------------------+----------+-------------------+---------+------------+ | name | problem | scenario | optim | opset15 | onx_nnodes | +==========================================================================+===========================+==========+===================+=========+============+ | :ref:`MLPClassifier ` | b-cl | default | {'zipmap': False} | OK 14/1 | 13 | +--------------------------------------------------------------------------+---------------------------+----------+-------------------+---------+------------+ | :ref:`MLPClassifier ` | m-cl | default | {'zipmap': False} | OK 14/1 | 12 | +--------------------------------------------------------------------------+---------------------------+----------+-------------------+---------+------------+ | :ref:`MLPClassifier ` | ~b-cl-64 | default | {'zipmap': False} | OK 14/1 | 13 | +--------------------------------------------------------------------------+---------------------------+----------+-------------------+---------+------------+ | :ref:`MLPClassifier ` | ~m-label | default | {'zipmap': False} | OK 14/1 | 10 | +--------------------------------------------------------------------------+---------------------------+----------+-------------------+---------+------------+ | :ref:`MLPRegressor ` | b-reg | default | | OK 14/ | 7 | +--------------------------------------------------------------------------+---------------------------+----------+-------------------+---------+------------+ | :ref:`MLPRegressor ` | m-reg | default | | OK 14/ | 7 | +--------------------------------------------------------------------------+---------------------------+----------+-------------------+---------+------------+ | :ref:`MLPRegressor ` | ~b-reg-64 | default | | OK 14/ | 7 | +--------------------------------------------------------------------------+---------------------------+----------+-------------------+---------+------------+ | :ref:`MLPRegressor ` | ~m-reg-64 | default | | OK 14/ | 7 | +--------------------------------------------------------------------------+---------------------------+----------+-------------------+---------+------------+ +--------------------------------------------------------------------------+---------------------------+----------+-------------------+---------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | name | problem | scenario | optim | opset15 | skl_version | skl_nop | skl_ncoef | skl_nlin | onx_size | onx_nnodes | onx_ninits | onx_producer_name | onx_producer_version | onx_ai.onnx.ml | onx_size_optim | onx_nnodes_optim | onx_ninits_optim | onx_op_Reshape | skl_nnodes | skl_ntrees | skl_max_depth | onx_op_Cast | onx_mlprodict | onx_op_ZipMap | onx_com.microsoft | onx_op_Identity | onx_op_Identity_optim | onx_subgraphs | onx_subgraphs_optim | +==========================================================================+===========================+==========+===================+=========+=============+=========+===========+==========+==========+============+============+===================+======================+================+================+==================+==================+================+============+============+===============+=============+===============+===============+===================+=================+=======================+===============+=====================+ | :ref:`MLPClassifier ` | b-cl | default | {'zipmap': False} | OK 14/1 | 1.0.2 | 1 | | | 3.6e+03 | 13 | 7 | skl2onnx | 1.1 | 1 | 3.6e+03 | 13 | 7 | 1 | | | | 2 | | | | -1 | | | | +--------------------------------------------------------------------------+---------------------------+----------+-------------------+---------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`MLPClassifier ` | m-cl | default | {'zipmap': False} | OK 14/1 | 1.0.2 | 1 | | | 4.3e+03 | 12 | 6 | skl2onnx | 1.1 | 1 | 4.2e+03 | 11 | 6 | 1 | | | | 2 | | | | 1 | | | | +--------------------------------------------------------------------------+---------------------------+----------+-------------------+---------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`MLPClassifier ` | ~b-cl-64 | default | {'zipmap': False} | OK 14/1 | 1.0.2 | 1 | | | 6e+03 | 13 | 7 | skl2onnx | 1.1 | 1 | 6e+03 | 13 | 7 | 1 | | | | 2 | | | | -1 | | | | +--------------------------------------------------------------------------+---------------------------+----------+-------------------+---------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`MLPClassifier ` | ~m-label | default | {'zipmap': False} | OK 14/1 | 1.0.2 | 1 | | | 4e+03 | 10 | 4 | skl2onnx | 1.1 | 1 | 4e+03 | 9 | 4 | -1 | | | | 2 | | | | 1 | | | | +--------------------------------------------------------------------------+---------------------------+----------+-------------------+---------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`MLPRegressor ` | b-reg | default | | OK 14/ | 1.0.2 | 1 | | | 3e+03 | 7 | 5 | skl2onnx | 1.1 | | 3e+03 | 7 | 5 | 1 | | | | 1 | | | | | | | | +--------------------------------------------------------------------------+---------------------------+----------+-------------------+---------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`MLPRegressor ` | m-reg | default | | OK 14/ | 1.0.2 | 1 | | | 3.4e+03 | 7 | 5 | skl2onnx | 1.1 | | 3.4e+03 | 7 | 5 | 1 | | | | 1 | | | | | | | | +--------------------------------------------------------------------------+---------------------------+----------+-------------------+---------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`MLPRegressor ` | ~b-reg-64 | default | | OK 14/ | 1.0.2 | 1 | | | 5.4e+03 | 7 | 5 | skl2onnx | 1.1 | | 5.4e+03 | 7 | 5 | 1 | | | | 1 | | | | | | | | +--------------------------------------------------------------------------+---------------------------+----------+-------------------+---------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`MLPRegressor ` | ~m-reg-64 | default | | OK 14/ | 1.0.2 | 1 | | | 6.2e+03 | 7 | 5 | skl2onnx | 1.1 | | 6.2e+03 | 7 | 5 | 1 | | | | 1 | | | | | | | | +--------------------------------------------------------------------------+---------------------------+----------+-------------------+---------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ +--------------------------------------------------------------------------+---------------------------+----------+-------------------+---------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | name | problem | scenario | optim | opset15 | RT/SKL-N=1 | N=10 | N=100 | N=1000 | N=10000 | RT/SKL-N=1-min | RT/SKL-N=1-max | N=10-min | N=10-max | N=100-min | N=100-max | N=1000-min | N=1000-max | N=10000-min | N=10000-max | +==========================================================================+===========================+==========+===================+=========+============+======+=======+========+=========+================+================+==========+==========+===========+===========+============+============+=============+=============+ | :ref:`MLPClassifier ` | b-cl | default | {'zipmap': False} | OK 14/1 | 1.6 | 1.6 | 1.2 | 0.65 | 0.37 | 1.4 | 1.8 | 1.4 | 2.6 | 0.83 | 1.5 | 0.64 | 0.67 | 0.35 | 0.39 | +--------------------------------------------------------------------------+---------------------------+----------+-------------------+---------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`MLPClassifier ` | m-cl | default | {'zipmap': False} | OK 14/1 | 1.4 | 1.4 | 1.1 | 0.51 | 0.27 | 1.4 | 1.6 | 1.3 | 2.1 | 1 | 1.2 | 0.5 | 0.52 | 0.24 | 0.32 | +--------------------------------------------------------------------------+---------------------------+----------+-------------------+---------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`MLPClassifier ` | ~b-cl-64 | default | {'zipmap': False} | OK 14/1 | 2.1 | 2.1 | 1.6 | 0.72 | 0.54 | 1.9 | 2.5 | 1.8 | 3.3 | 1.5 | 1.7 | 0.68 | 0.77 | 0.44 | 0.68 | +--------------------------------------------------------------------------+---------------------------+----------+-------------------+---------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`MLPClassifier ` | ~m-label | default | {'zipmap': False} | OK 14/1 | 1.3 | 1.2 | 0.99 | 0.46 | 0.34 | 1.3 | 1.6 | 1.1 | 2.1 | 0.88 | 1 | 0.44 | 0.49 | 0.34 | 0.34 | +--------------------------------------------------------------------------+---------------------------+----------+-------------------+---------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`MLPRegressor ` | b-reg | default | | OK 14/ | 1 | 0.97 | 0.77 | 0.48 | 0.3 | 0.91 | 1.2 | 0.85 | 1.4 | 0.37 | 0.95 | 0.43 | 0.5 | 0.28 | 0.32 | +--------------------------------------------------------------------------+---------------------------+----------+-------------------+---------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`MLPRegressor ` | m-reg | default | | OK 14/ | 0.95 | 0.89 | 0.79 | 0.29 | 0.31 | 0.9 | 1.1 | 0.82 | 1.2 | 0.74 | 0.83 | 0.21 | 0.34 | 0.3 | 0.31 | +--------------------------------------------------------------------------+---------------------------+----------+-------------------+---------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`MLPRegressor ` | ~b-reg-64 | default | | OK 14/ | 1.6 | 1.5 | 1.2 | 0.56 | 0.5 | 1.5 | 1.8 | 1.4 | 2.1 | 1.1 | 1.3 | 0.5 | 0.59 | 0.4 | 0.62 | +--------------------------------------------------------------------------+---------------------------+----------+-------------------+---------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`MLPRegressor ` | ~m-reg-64 | default | | OK 14/ | 1.6 | 1.5 | 1.2 | 0.38 | 0.55 | 1.4 | 2 | 1.4 | 2.1 | 1.1 | 1.2 | 0.37 | 0.41 | 0.48 | 0.61 | +--------------------------------------------------------------------------+---------------------------+----------+-------------------+---------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ .. _lpy-MeanShift: MeanShift +++++++++ +-------------------------------------------------------+---------------------------+----------+-------+---------------+------------+ | name | problem | scenario | optim | opset15 | onx_nnodes | +=======================================================+===========================+==========+=======+===============+============+ | :ref:`MeanShift ` | cluster | default | | | | +-------------------------------------------------------+---------------------------+----------+-------+---------------+------------+ | :ref:`MeanShift ` | ~b-clu-64 | default | | | | +-------------------------------------------------------+---------------------------+----------+-------+---------------+------------+ +-------------------------------------------------------+---------------------------+----------+-------+---------------+--------------+ | name | problem | scenario | optim | opset15 | ERROR-msg | +=======================================================+===========================+==========+=======+===============+==============+ | :ref:`MeanShift ` | cluster | default | | | NO CONVERTER | +-------------------------------------------------------+---------------------------+----------+-------+---------------+--------------+ | :ref:`MeanShift ` | ~b-clu-64 | default | | | NO CONVERTER | +-------------------------------------------------------+---------------------------+----------+-------+---------------+--------------+ +-------------------------------------------------------+---------------------------+----------+-------+---------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | name | problem | scenario | optim | opset15 | skl_version | skl_nop | skl_ncoef | skl_nlin | onx_size | onx_nnodes | onx_ninits | onx_producer_name | onx_producer_version | onx_ai.onnx.ml | onx_size_optim | onx_nnodes_optim | onx_ninits_optim | onx_op_Reshape | skl_nnodes | skl_ntrees | skl_max_depth | onx_op_Cast | onx_mlprodict | onx_op_ZipMap | onx_com.microsoft | onx_op_Identity | onx_op_Identity_optim | onx_subgraphs | onx_subgraphs_optim | +=======================================================+===========================+==========+=======+===============+=============+=========+===========+==========+==========+============+============+===================+======================+================+================+==================+==================+================+============+============+===============+=============+===============+===============+===================+=================+=======================+===============+=====================+ | :ref:`MeanShift ` | cluster | default | | | 1.0.2 | 1 | | | | | | | | | | | | | | | | | | | | | | | | +-------------------------------------------------------+---------------------------+----------+-------+---------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`MeanShift ` | ~b-clu-64 | default | | | 1.0.2 | 1 | | | | | | | | | | | | | | | | | | | | | | | | +-------------------------------------------------------+---------------------------+----------+-------+---------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ .. _lpy-MiniBatchDDD: MiniBatch... ++++++++++++ +----------------------------------------------------------------------------------------+---------------------------+----------+-------+---------------+------------+ | name | problem | scenario | optim | opset15 | onx_nnodes | +========================================================================================+===========================+==========+=======+===============+============+ | :ref:`MiniBatchDictionaryLearning ` | num-tr | default | | | | +----------------------------------------------------------------------------------------+---------------------------+----------+-------+---------------+------------+ | :ref:`MiniBatchSparsePCA ` | num-tr | default | | | | +----------------------------------------------------------------------------------------+---------------------------+----------+-------+---------------+------------+ +----------------------------------------------------------------------------------------+---------------------------+----------+-------+---------------+--------------+ | name | problem | scenario | optim | opset15 | ERROR-msg | +========================================================================================+===========================+==========+=======+===============+==============+ | :ref:`MiniBatchDictionaryLearning ` | num-tr | default | | | NO CONVERTER | +----------------------------------------------------------------------------------------+---------------------------+----------+-------+---------------+--------------+ | :ref:`MiniBatchSparsePCA ` | num-tr | default | | | NO CONVERTER | +----------------------------------------------------------------------------------------+---------------------------+----------+-------+---------------+--------------+ +----------------------------------------------------------------------------------------+---------------------------+----------+-------+---------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | name | problem | scenario | optim | opset15 | skl_version | skl_nop | skl_ncoef | skl_nlin | onx_size | onx_nnodes | onx_ninits | onx_producer_name | onx_producer_version | onx_ai.onnx.ml | onx_size_optim | onx_nnodes_optim | onx_ninits_optim | onx_op_Reshape | skl_nnodes | skl_ntrees | skl_max_depth | onx_op_Cast | onx_mlprodict | onx_op_ZipMap | onx_com.microsoft | onx_op_Identity | onx_op_Identity_optim | onx_subgraphs | onx_subgraphs_optim | +========================================================================================+===========================+==========+=======+===============+=============+=========+===========+==========+==========+============+============+===================+======================+================+================+==================+==================+================+============+============+===============+=============+===============+===============+===================+=================+=======================+===============+=====================+ | :ref:`MiniBatchDictionaryLearning ` | num-tr | default | | | 1.0.2 | 1 | | | | | | | | | | | | | | | | | | | | | | | | +----------------------------------------------------------------------------------------+---------------------------+----------+-------+---------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`MiniBatchSparsePCA ` | num-tr | default | | | 1.0.2 | 1 | | | | | | | | | | | | | | | | | | | | | | | | +----------------------------------------------------------------------------------------+---------------------------+----------+-------+---------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ .. _lpy-MissingIndicator: MissingIndicator ++++++++++++++++ +------------------------------------------------------------------+---------------------------+----------+-------+---------------+------------+ | name | problem | scenario | optim | opset15 | onx_nnodes | +==================================================================+===========================+==========+=======+===============+============+ | :ref:`MissingIndicator ` | num-tr | default | | | | +------------------------------------------------------------------+---------------------------+----------+-------+---------------+------------+ +------------------------------------------------------------------+---------------------------+----------+-------+---------------+--------------+ | name | problem | scenario | optim | opset15 | ERROR-msg | +==================================================================+===========================+==========+=======+===============+==============+ | :ref:`MissingIndicator ` | num-tr | default | | | NO CONVERTER | +------------------------------------------------------------------+---------------------------+----------+-------+---------------+--------------+ +------------------------------------------------------------------+---------------------------+----------+-------+---------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | name | problem | scenario | optim | opset15 | skl_version | skl_nop | skl_ncoef | skl_nlin | onx_size | onx_nnodes | onx_ninits | onx_producer_name | onx_producer_version | onx_ai.onnx.ml | onx_size_optim | onx_nnodes_optim | onx_ninits_optim | onx_op_Reshape | skl_nnodes | skl_ntrees | skl_max_depth | onx_op_Cast | onx_mlprodict | onx_op_ZipMap | onx_com.microsoft | onx_op_Identity | onx_op_Identity_optim | onx_subgraphs | onx_subgraphs_optim | +==================================================================+===========================+==========+=======+===============+=============+=========+===========+==========+==========+============+============+===================+======================+================+================+==================+==================+================+============+============+===============+=============+===============+===============+===================+=================+=======================+===============+=====================+ | :ref:`MissingIndicator ` | num-tr | default | | | 1.0.2 | 1 | | | | | | | | | | | | | | | | | | | | | | | | +------------------------------------------------------------------+---------------------------+----------+-------+---------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ .. _lpy-MultiLabelBinarizer: MultiLabelBinarizer +++++++++++++++++++ +------------------------------------------------------------------------+---------------------------+----------+-------+---------------+------------+ | name | problem | scenario | optim | opset15 | onx_nnodes | +========================================================================+===========================+==========+=======+===============+============+ | :ref:`MultiLabelBinarizer ` | num-tr | default | | | | +------------------------------------------------------------------------+---------------------------+----------+-------+---------------+------------+ +------------------------------------------------------------------------+---------------------------+----------+-------+---------------+--------------+ | name | problem | scenario | optim | opset15 | ERROR-msg | +========================================================================+===========================+==========+=======+===============+==============+ | :ref:`MultiLabelBinarizer ` | num-tr | default | | | NO CONVERTER | +------------------------------------------------------------------------+---------------------------+----------+-------+---------------+--------------+ +------------------------------------------------------------------------+---------------------------+----------+-------+---------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | name | problem | scenario | optim | opset15 | skl_version | skl_nop | skl_ncoef | skl_nlin | onx_size | onx_nnodes | onx_ninits | onx_producer_name | onx_producer_version | onx_ai.onnx.ml | onx_size_optim | onx_nnodes_optim | onx_ninits_optim | onx_op_Reshape | skl_nnodes | skl_ntrees | skl_max_depth | onx_op_Cast | onx_mlprodict | onx_op_ZipMap | onx_com.microsoft | onx_op_Identity | onx_op_Identity_optim | onx_subgraphs | onx_subgraphs_optim | +========================================================================+===========================+==========+=======+===============+=============+=========+===========+==========+==========+============+============+===================+======================+================+================+==================+==================+================+============+============+===============+=============+===============+===============+===================+=================+=======================+===============+=====================+ | :ref:`MultiLabelBinarizer ` | num-tr | default | | | 1.0.2 | 1 | | | | | | | | | | | | | | | | | | | | | | | | +------------------------------------------------------------------------+---------------------------+----------+-------+---------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ .. _lpy-MultiOutput: MultiOutput +++++++++++ +-----------------------------------------------------------------------------------------+---------------------------+----------+-------------------+---------------------+------------+ | name | problem | scenario | optim | opset15 | onx_nnodes | +=========================================================================================+===========================+==========+===================+=====================+============+ | :ref:`MultiOutputClassifier ` | m-cl | logreg | | ERR: 1training_time | -1 | +-----------------------------------------------------------------------------------------+---------------------------+----------+-------------------+---------------------+------------+ | :ref:`MultiOutputClassifier ` | ~m-label | logreg | {'zipmap': False} | OK 15/1 | 11 | +-----------------------------------------------------------------------------------------+---------------------------+----------+-------------------+---------------------+------------+ | :ref:`MultiOutputRegressor ` | m-reg | linreg | | OK 15/1 | 5 | +-----------------------------------------------------------------------------------------+---------------------------+----------+-------------------+---------------------+------------+ +-------------------------------------------------------------------------+---------------------------+----------+-------+---------------------+--------------------------------------------------------------------------------+ | name | problem | scenario | optim | opset15 | ERROR-msg | +=========================================================================+===========================+==========+=======+=====================+================================================================================+ | :ref:`MultiOutputClassifier ` | m-cl | logreg | | ERR: 1training_time | y must have at least two dimensions for multi-output regression but has onl... | +-------------------------------------------------------------------------+---------------------------+----------+-------+---------------------+--------------------------------------------------------------------------------+ +-----------------------------------------------------------------------------------------+---------------------------+----------+-------------------+---------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | name | problem | scenario | optim | opset15 | skl_version | skl_nop | skl_ncoef | skl_nlin | onx_size | onx_nnodes | onx_ninits | onx_producer_name | onx_producer_version | onx_ai.onnx.ml | onx_size_optim | onx_nnodes_optim | onx_ninits_optim | onx_op_Reshape | skl_nnodes | skl_ntrees | skl_max_depth | onx_op_Cast | onx_mlprodict | onx_op_ZipMap | onx_com.microsoft | onx_op_Identity | onx_op_Identity_optim | onx_subgraphs | onx_subgraphs_optim | +=========================================================================================+===========================+==========+===================+=====================+=============+=========+===========+==========+==========+============+============+===================+======================+================+================+==================+==================+================+============+============+===============+=============+===============+===============+===================+=================+=======================+===============+=====================+ | :ref:`MultiOutputClassifier ` | m-cl | logreg | | ERR: 1training_time | 1.0.2 | -1 | -1 | -1 | -1 | -1 | -1 | | | -1 | -1 | -1 | -1 | -1 | | | | | | | | | | | | +-----------------------------------------------------------------------------------------+---------------------------+----------+-------------------+---------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`MultiOutputClassifier ` | ~m-label | logreg | {'zipmap': False} | OK 15/1 | 1.0.2 | 4 | 3 | 3 | 1.6e+03 | 11 | 1 | skl2onnx | 1.1 | 1 | 1.6e+03 | 11 | 1 | 3 | | | | | | | | | | | | +-----------------------------------------------------------------------------------------+---------------------------+----------+-------------------+---------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`MultiOutputRegressor ` | m-reg | linreg | | OK 15/1 | 1.0.2 | 3 | 8 | 2 | 6.6e+02 | 5 | 1 | skl2onnx | 1.1 | 1 | 6.6e+02 | 5 | 1 | 2 | | | | | | | | | | | | +-----------------------------------------------------------------------------------------+---------------------------+----------+-------------------+---------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ +-----------------------------------------------------------------------------------------+---------------------------+----------+-------------------+---------+------------+-------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | name | problem | scenario | optim | opset15 | RT/SKL-N=1 | N=10 | N=100 | N=1000 | N=10000 | RT/SKL-N=1-min | RT/SKL-N=1-max | N=10-min | N=10-max | N=100-min | N=100-max | N=1000-min | N=1000-max | N=10000-min | N=10000-max | +=========================================================================================+===========================+==========+===================+=========+============+=======+=======+========+=========+================+================+==========+==========+===========+===========+============+============+=============+=============+ | :ref:`MultiOutputClassifier ` | ~m-label | logreg | {'zipmap': False} | OK 15/1 | 0.75 | 0.84 | 0.83 | 0.91 | 1.1 | 0.4 | 0.97 | 0.76 | 1.4 | 0.78 | 0.89 | 0.85 | 0.95 | 1 | 1.1 | +-----------------------------------------------------------------------------------------+---------------------------+----------+-------------------+---------+------------+-------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`MultiOutputRegressor ` | m-reg | linreg | | OK 15/1 | 0.027 | 0.029 | 0.027 | 0.033 | 0.082 | 0.025 | 0.035 | 0.026 | 0.049 | 0.026 | 0.029 | 0.032 | 0.034 | 0.082 | 0.083 | +-----------------------------------------------------------------------------------------+---------------------------+----------+-------------------+---------+------------+-------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ .. _lpy-NMF: NMF +++ +--------------------------------------------+---------------------------+----------+-------+---------------+------------+ | name | problem | scenario | optim | opset15 | onx_nnodes | +============================================+===========================+==========+=======+===============+============+ | :ref:`NMF ` | num-tr-pos | default | | | | +--------------------------------------------+---------------------------+----------+-------+---------------+------------+ +--------------------------------------------+---------------------------+----------+-------+---------------+--------------+ | name | problem | scenario | optim | opset15 | ERROR-msg | +============================================+===========================+==========+=======+===============+==============+ | :ref:`NMF ` | num-tr-pos | default | | | NO CONVERTER | +--------------------------------------------+---------------------------+----------+-------+---------------+--------------+ +--------------------------------------------+---------------------------+----------+-------+---------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | name | problem | scenario | optim | opset15 | skl_version | skl_nop | skl_ncoef | skl_nlin | onx_size | onx_nnodes | onx_ninits | onx_producer_name | onx_producer_version | onx_ai.onnx.ml | onx_size_optim | onx_nnodes_optim | onx_ninits_optim | onx_op_Reshape | skl_nnodes | skl_ntrees | skl_max_depth | onx_op_Cast | onx_mlprodict | onx_op_ZipMap | onx_com.microsoft | onx_op_Identity | onx_op_Identity_optim | onx_subgraphs | onx_subgraphs_optim | +============================================+===========================+==========+=======+===============+=============+=========+===========+==========+==========+============+============+===================+======================+================+================+==================+==================+================+============+============+===============+=============+===============+===============+===================+=================+=======================+===============+=====================+ | :ref:`NMF ` | num-tr-pos | default | | | 1.0.2 | 1 | | | | | | | | | | | | | | | | | | | | | | | | +--------------------------------------------+---------------------------+----------+-------+---------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ .. _lpy-NearestCentroid: NearestCentroid +++++++++++++++ +----------------------------------------------------------------------+---------------------------+----------+-------+---------------+------------+ | name | problem | scenario | optim | opset15 | onx_nnodes | +======================================================================+===========================+==========+=======+===============+============+ | :ref:`NearestCentroid ` | ~b-cl-nop | default | | | | +----------------------------------------------------------------------+---------------------------+----------+-------+---------------+------------+ | :ref:`NearestCentroid ` | ~b-cl-nop-64 | default | | | | +----------------------------------------------------------------------+---------------------------+----------+-------+---------------+------------+ +----------------------------------------------------------------------+---------------------------+----------+-------+---------------+--------------+ | name | problem | scenario | optim | opset15 | ERROR-msg | +======================================================================+===========================+==========+=======+===============+==============+ | :ref:`NearestCentroid ` | ~b-cl-nop | default | | | NO CONVERTER | +----------------------------------------------------------------------+---------------------------+----------+-------+---------------+--------------+ | :ref:`NearestCentroid ` | ~b-cl-nop-64 | default | | | NO CONVERTER | +----------------------------------------------------------------------+---------------------------+----------+-------+---------------+--------------+ +----------------------------------------------------------------------+---------------------------+----------+-------+---------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | name | problem | scenario | optim | opset15 | skl_version | skl_nop | skl_ncoef | skl_nlin | onx_size | onx_nnodes | onx_ninits | onx_producer_name | onx_producer_version | onx_ai.onnx.ml | onx_size_optim | onx_nnodes_optim | onx_ninits_optim | onx_op_Reshape | skl_nnodes | skl_ntrees | skl_max_depth | onx_op_Cast | onx_mlprodict | onx_op_ZipMap | onx_com.microsoft | onx_op_Identity | onx_op_Identity_optim | onx_subgraphs | onx_subgraphs_optim | +======================================================================+===========================+==========+=======+===============+=============+=========+===========+==========+==========+============+============+===================+======================+================+================+==================+==================+================+============+============+===============+=============+===============+===============+===================+=================+=======================+===============+=====================+ | :ref:`NearestCentroid ` | ~b-cl-nop | default | | | 1.0.2 | 1 | | | | | | | | | | | | | | | | | | | | | | | | +----------------------------------------------------------------------+---------------------------+----------+-------+---------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`NearestCentroid ` | ~b-cl-nop-64 | default | | | 1.0.2 | 1 | | | | | | | | | | | | | | | | | | | | | | | | +----------------------------------------------------------------------+---------------------------+----------+-------+---------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ .. _lpy-NeighborhoodComponentsAnalysis: NeighborhoodComponentsAnalysis ++++++++++++++++++++++++++++++ +------------------------------------------------------------------------------------------------+---------------------------+----------+-------+---------------------+------------+ | name | problem | scenario | optim | opset15 | onx_nnodes | +================================================================================================+===========================+==========+=======+=====================+============+ | :ref:`NeighborhoodComponentsAnalysis ` | num+y-tr | default | | ERR: 1training_time | | +------------------------------------------------------------------------------------------------+---------------------------+----------+-------+---------------------+------------+ +------------------------------------------------------------------------------------------------+---------------------------+----------+-------+---------------------+----------------------------------+ | name | problem | scenario | optim | opset15 | ERROR-msg | +================================================================================================+===========================+==========+=======+=====================+==================================+ | :ref:`NeighborhoodComponentsAnalysis ` | num+y-tr | default | | ERR: 1training_time | Unknown label type: 'continuous' | +------------------------------------------------------------------------------------------------+---------------------------+----------+-------+---------------------+----------------------------------+ +------------------------------------------------------------------------------------------------+---------------------------+----------+-------+---------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | name | problem | scenario | optim | opset15 | skl_version | skl_nop | skl_ncoef | skl_nlin | onx_size | onx_nnodes | onx_ninits | onx_producer_name | onx_producer_version | onx_ai.onnx.ml | onx_size_optim | onx_nnodes_optim | onx_ninits_optim | onx_op_Reshape | skl_nnodes | skl_ntrees | skl_max_depth | onx_op_Cast | onx_mlprodict | onx_op_ZipMap | onx_com.microsoft | onx_op_Identity | onx_op_Identity_optim | onx_subgraphs | onx_subgraphs_optim | +================================================================================================+===========================+==========+=======+=====================+=============+=========+===========+==========+==========+============+============+===================+======================+================+================+==================+==================+================+============+============+===============+=============+===============+===============+===================+=================+=======================+===============+=====================+ | :ref:`NeighborhoodComponentsAnalysis ` | num+y-tr | default | | ERR: 1training_time | 1.0.2 | | | | | | | | | | | | | | | | | | | | | | | | | +------------------------------------------------------------------------------------------------+---------------------------+----------+-------+---------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ .. _lpy-Neighbors: Neighbors +++++++++ +------------------------------------------------------------------------------------------------------------------+---------------------------+------------+-------------------------------------+-----------------------+------------+ | name | problem | scenario | optim | opset15 | onx_nnodes | +==================================================================================================================+===========================+============+=====================================+=======================+============+ | :ref:`KNeighborsClassifier ` | b-cl | default_k3 | {'optim': 'cdist', 'zipmap': False} | OK 15/1 | 18 | +------------------------------------------------------------------------------------------------------------------+---------------------------+------------+-------------------------------------+-----------------------+------------+ | :ref:`KNeighborsClassifier ` | b-cl | weights_k3 | {'optim': 'cdist', 'zipmap': False} | OK 15/1 | 23 | +------------------------------------------------------------------------------------------------------------------+---------------------------+------------+-------------------------------------+-----------------------+------------+ | :ref:`KNeighborsClassifier ` | m-cl | default_k3 | {'optim': 'cdist', 'zipmap': False} | OK 15/1 | 21 | +------------------------------------------------------------------------------------------------------------------+---------------------------+------------+-------------------------------------+-----------------------+------------+ | :ref:`KNeighborsClassifier ` | m-cl | weights_k3 | {'optim': 'cdist', 'zipmap': False} | e<0.1 15/1 | 27 | +------------------------------------------------------------------------------------------------------------------+---------------------------+------------+-------------------------------------+-----------------------+------------+ | :ref:`KNeighborsClassifier ` | ~b-cl-64 | default_k3 | {'optim': 'cdist', 'zipmap': False} | OK 15/1 | 18 | +------------------------------------------------------------------------------------------------------------------+---------------------------+------------+-------------------------------------+-----------------------+------------+ | :ref:`KNeighborsClassifier ` | ~b-cl-64 | weights_k3 | {'optim': 'cdist', 'zipmap': False} | OK 15/1 | 23 | +------------------------------------------------------------------------------------------------------------------+---------------------------+------------+-------------------------------------+-----------------------+------------+ | :ref:`KNeighborsClassifier ` | ~m-label | default_k3 | {'optim': 'cdist', 'zipmap': False} | OK 15/1 | 54 | +------------------------------------------------------------------------------------------------------------------+---------------------------+------------+-------------------------------------+-----------------------+------------+ | :ref:`KNeighborsClassifier ` | ~m-label | weights_k3 | {'optim': 'cdist', 'zipmap': False} | ERR: ERROR->=0.3-15/1 | 69 | +------------------------------------------------------------------------------------------------------------------+---------------------------+------------+-------------------------------------+-----------------------+------------+ | :ref:`KNeighborsRegressor ` | b-reg | default_k3 | cdist | OK 14/1 | 7 | +------------------------------------------------------------------------------------------------------------------+---------------------------+------------+-------------------------------------+-----------------------+------------+ | :ref:`KNeighborsRegressor ` | b-reg | weights_k3 | cdist | e<0.1 15/1 | 16 | +------------------------------------------------------------------------------------------------------------------+---------------------------+------------+-------------------------------------+-----------------------+------------+ | :ref:`KNeighborsRegressor ` | m-reg | default_k3 | cdist | OK 14/1 | 8 | +------------------------------------------------------------------------------------------------------------------+---------------------------+------------+-------------------------------------+-----------------------+------------+ | :ref:`KNeighborsRegressor ` | m-reg | weights_k3 | cdist | e<0.1 15/1 | 21 | +------------------------------------------------------------------------------------------------------------------+---------------------------+------------+-------------------------------------+-----------------------+------------+ | :ref:`KNeighborsRegressor ` | ~b-reg-64 | default_k3 | cdist | OK 14/1 | 7 | +------------------------------------------------------------------------------------------------------------------+---------------------------+------------+-------------------------------------+-----------------------+------------+ | :ref:`KNeighborsRegressor ` | ~b-reg-64 | weights_k3 | cdist | e<0.1 15/1 | 16 | +------------------------------------------------------------------------------------------------------------------+---------------------------+------------+-------------------------------------+-----------------------+------------+ | :ref:`KNeighborsRegressor ` | ~m-reg-64 | default_k3 | cdist | OK 14/1 | 8 | +------------------------------------------------------------------------------------------------------------------+---------------------------+------------+-------------------------------------+-----------------------+------------+ | :ref:`KNeighborsRegressor ` | ~m-reg-64 | weights_k3 | cdist | ERR: 5ort_load | 21 | +------------------------------------------------------------------------------------------------------------------+---------------------------+------------+-------------------------------------+-----------------------+------------+ | :ref:`KNeighborsTransformer ` | num-tr | default | | OK 15/ | 16 | +------------------------------------------------------------------------------------------------------------------+---------------------------+------------+-------------------------------------+-----------------------+------------+ | :ref:`RadiusNeighborsClassifier ` | ~b-cl-nop | default_k3 | {'optim': 'cdist', 'zipmap': False} | OK 15/1 | 28 | +------------------------------------------------------------------------------------------------------------------+---------------------------+------------+-------------------------------------+-----------------------+------------+ | :ref:`RadiusNeighborsClassifier ` | ~b-cl-nop | weights_k3 | {'optim': 'cdist', 'zipmap': False} | OK 15/1 | 34 | +------------------------------------------------------------------------------------------------------------------+---------------------------+------------+-------------------------------------+-----------------------+------------+ | :ref:`RadiusNeighborsClassifier ` | ~m-cl-nop | default_k3 | {'optim': 'cdist', 'zipmap': False} | OK 15/1 | 32 | +------------------------------------------------------------------------------------------------------------------+---------------------------+------------+-------------------------------------+-----------------------+------------+ | :ref:`RadiusNeighborsClassifier ` | ~m-cl-nop | weights_k3 | {'optim': 'cdist', 'zipmap': False} | OK 15/1 | 38 | +------------------------------------------------------------------------------------------------------------------+---------------------------+------------+-------------------------------------+-----------------------+------------+ | :ref:`RadiusNeighborsRegressor ` | b-reg | default_k3 | | OK 15/1 | 27 | +------------------------------------------------------------------------------------------------------------------+---------------------------+------------+-------------------------------------+-----------------------+------------+ | :ref:`RadiusNeighborsRegressor ` | b-reg | default_k3 | cdist | OK 15/1 | 21 | +------------------------------------------------------------------------------------------------------------------+---------------------------+------------+-------------------------------------+-----------------------+------------+ | :ref:`RadiusNeighborsRegressor ` | b-reg | weights_k3 | cdist | OK 15/1 | 27 | +------------------------------------------------------------------------------------------------------------------+---------------------------+------------+-------------------------------------+-----------------------+------------+ | :ref:`RadiusNeighborsRegressor ` | m-reg | default_k3 | | OK 15/1 | 32 | +------------------------------------------------------------------------------------------------------------------+---------------------------+------------+-------------------------------------+-----------------------+------------+ | :ref:`RadiusNeighborsRegressor ` | m-reg | default_k3 | cdist | OK 15/1 | 26 | +------------------------------------------------------------------------------------------------------------------+---------------------------+------------+-------------------------------------+-----------------------+------------+ | :ref:`RadiusNeighborsRegressor ` | m-reg | weights_k3 | cdist | OK 15/1 | 32 | +------------------------------------------------------------------------------------------------------------------+---------------------------+------------+-------------------------------------+-----------------------+------------+ | :ref:`RadiusNeighborsRegressor ` | ~b-reg-64 | default_k3 | | OK 15/1 | 27 | +------------------------------------------------------------------------------------------------------------------+---------------------------+------------+-------------------------------------+-----------------------+------------+ | :ref:`RadiusNeighborsRegressor ` | ~b-reg-64 | default_k3 | cdist | OK 15/1 | 21 | +------------------------------------------------------------------------------------------------------------------+---------------------------+------------+-------------------------------------+-----------------------+------------+ | :ref:`RadiusNeighborsRegressor ` | ~b-reg-64 | weights_k3 | cdist | OK 15/1 | 27 | +------------------------------------------------------------------------------------------------------------------+---------------------------+------------+-------------------------------------+-----------------------+------------+ | :ref:`RadiusNeighborsRegressor ` | ~m-reg-64 | default_k3 | | ERR: 5ort_load | 32 | +------------------------------------------------------------------------------------------------------------------+---------------------------+------------+-------------------------------------+-----------------------+------------+ | :ref:`RadiusNeighborsRegressor ` | ~m-reg-64 | default_k3 | cdist | ERR: 5ort_load | 26 | +------------------------------------------------------------------------------------------------------------------+---------------------------+------------+-------------------------------------+-----------------------+------------+ | :ref:`RadiusNeighborsRegressor ` | ~m-reg-64 | weights_k3 | cdist | ERR: 5ort_load | 32 | +------------------------------------------------------------------------------------------------------------------+---------------------------+------------+-------------------------------------+-----------------------+------------+ | :ref:`RadiusNeighborsTransformer ` | num-tr | default | | | | +------------------------------------------------------------------------------------------------------------------+---------------------------+------------+-------------------------------------+-----------------------+------------+ +---------------------------------------------------------------------------------------------+---------------------------+------------+-------+----------------+--------------------------------------------------------------------------------+ | name | problem | scenario | optim | opset15 | ERROR-msg | +=============================================================================================+===========================+============+=======+================+================================================================================+ | :ref:`KNeighborsRegressor ` | ~m-reg-64 | weights_k3 | cdist | ERR: 5ort_load | Unable to create InferenceSession due to '[ONNXRuntimeError] : 1 : FAIL : T... | +---------------------------------------------------------------------------------------------+---------------------------+------------+-------+----------------+--------------------------------------------------------------------------------+ | :ref:`RadiusNeighborsRegressor ` | ~m-reg-64 | default_k3 | | ERR: 5ort_load | Unable to create InferenceSession due to '[ONNXRuntimeError] : 1 : FAIL : T... | +---------------------------------------------------------------------------------------------+---------------------------+------------+-------+----------------+--------------------------------------------------------------------------------+ | :ref:`RadiusNeighborsRegressor ` | ~m-reg-64 | default_k3 | cdist | ERR: 5ort_load | Unable to create InferenceSession due to '[ONNXRuntimeError] : 1 : FAIL : T... | +---------------------------------------------------------------------------------------------+---------------------------+------------+-------+----------------+--------------------------------------------------------------------------------+ | :ref:`RadiusNeighborsRegressor ` | ~m-reg-64 | weights_k3 | cdist | ERR: 5ort_load | Unable to create InferenceSession due to '[ONNXRuntimeError] : 1 : FAIL : T... | +---------------------------------------------------------------------------------------------+---------------------------+------------+-------+----------------+--------------------------------------------------------------------------------+ | :ref:`RadiusNeighborsTransformer ` | num-tr | default | | | NO CONVERTER | +---------------------------------------------------------------------------------------------+---------------------------+------------+-------+----------------+--------------------------------------------------------------------------------+ +------------------------------------------------------------------------------------------------------------------+---------------------------+------------+-------------------------------------+-----------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | name | problem | scenario | optim | opset15 | skl_version | skl_nop | skl_ncoef | skl_nlin | onx_size | onx_nnodes | onx_ninits | onx_producer_name | onx_producer_version | onx_ai.onnx.ml | onx_size_optim | onx_nnodes_optim | onx_ninits_optim | onx_op_Reshape | skl_nnodes | skl_ntrees | skl_max_depth | onx_op_Cast | onx_mlprodict | onx_op_ZipMap | onx_com.microsoft | onx_op_Identity | onx_op_Identity_optim | onx_subgraphs | onx_subgraphs_optim | +==================================================================================================================+===========================+============+=====================================+=======================+=============+=========+===========+==========+==========+============+============+===================+======================+================+================+==================+==================+================+============+============+===============+=============+===============+===============+===================+=================+=======================+===============+=====================+ | :ref:`KNeighborsClassifier ` | b-cl | default_k3 | {'optim': 'cdist', 'zipmap': False} | OK 15/1 | 1.0.2 | 1 | | | 3.9e+03 | 18 | 8 | skl2onnx | 1.1 | 1 | 3.9e+03 | 18 | 8 | 2 | | | | 3 | | | 1 | | | | | +------------------------------------------------------------------------------------------------------------------+---------------------------+------------+-------------------------------------+-----------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`KNeighborsClassifier ` | b-cl | weights_k3 | {'optim': 'cdist', 'zipmap': False} | OK 15/1 | 1.0.2 | 1 | | | 4.2e+03 | 23 | 10 | skl2onnx | 1.1 | 1 | 4.2e+03 | 23 | 10 | 2 | | | | 3 | | | 1 | | | | | +------------------------------------------------------------------------------------------------------------------+---------------------------+------------+-------------------------------------+-----------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`KNeighborsClassifier ` | m-cl | default_k3 | {'optim': 'cdist', 'zipmap': False} | OK 15/1 | 1.0.2 | 1 | | | 4.1e+03 | 21 | 9 | skl2onnx | 1.1 | 1 | 4.1e+03 | 21 | 9 | 2 | | | | 4 | | | 1 | | | | | +------------------------------------------------------------------------------------------------------------------+---------------------------+------------+-------------------------------------+-----------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`KNeighborsClassifier ` | m-cl | weights_k3 | {'optim': 'cdist', 'zipmap': False} | e<0.1 15/1 | 1.0.2 | 1 | | | 4.5e+03 | 27 | 11 | skl2onnx | 1.1 | 1 | 4.5e+03 | 27 | 11 | 2 | | | | 4 | | | 1 | | | | | +------------------------------------------------------------------------------------------------------------------+---------------------------+------------+-------------------------------------+-----------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`KNeighborsClassifier ` | ~b-cl-64 | default_k3 | {'optim': 'cdist', 'zipmap': False} | OK 15/1 | 1.0.2 | 1 | | | 5.7e+03 | 18 | 8 | skl2onnx | 1.1 | 1 | 5.7e+03 | 18 | 8 | 2 | | | | 3 | | | 1 | | | | | +------------------------------------------------------------------------------------------------------------------+---------------------------+------------+-------------------------------------+-----------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`KNeighborsClassifier ` | ~b-cl-64 | weights_k3 | {'optim': 'cdist', 'zipmap': False} | OK 15/1 | 1.0.2 | 1 | | | 6e+03 | 23 | 10 | skl2onnx | 1.1 | 1 | 6e+03 | 23 | 10 | 2 | | | | 3 | | | 1 | | | | | +------------------------------------------------------------------------------------------------------------------+---------------------------+------------+-------------------------------------+-----------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`KNeighborsClassifier ` | ~m-label | default_k3 | {'optim': 'cdist', 'zipmap': False} | OK 15/1 | 1.0.2 | 1 | | | 7.2e+03 | 54 | 10 | skl2onnx | 1.1 | 1 | 7.1e+03 | 52 | 10 | 7 | | | | 7 | | | 1 | | | | | +------------------------------------------------------------------------------------------------------------------+---------------------------+------------+-------------------------------------+-----------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`KNeighborsClassifier ` | ~m-label | weights_k3 | {'optim': 'cdist', 'zipmap': False} | ERR: ERROR->=0.3-15/1 | 1.0.2 | 1 | | | 8.2e+03 | 69 | 13 | skl2onnx | 1.1 | 1 | 8e+03 | 67 | 13 | 7 | | | | 7 | | | 1 | | | | | +------------------------------------------------------------------------------------------------------------------+---------------------------+------------+-------------------------------------+-----------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`KNeighborsRegressor ` | b-reg | default_k3 | cdist | OK 14/1 | 1.0.2 | 1 | | | 3.1e+03 | 7 | 4 | skl2onnx | 1.1 | 1 | 3.1e+03 | 7 | 4 | 1 | | | | 1 | | | 1 | | | | | +------------------------------------------------------------------------------------------------------------------+---------------------------+------------+-------------------------------------+-----------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`KNeighborsRegressor ` | b-reg | weights_k3 | cdist | e<0.1 15/1 | 1.0.2 | 1 | | | 3.8e+03 | 16 | 8 | skl2onnx | 1.1 | 1 | 3.8e+03 | 16 | 8 | 3 | | | | 1 | | | 1 | | | | | +------------------------------------------------------------------------------------------------------------------+---------------------------+------------+-------------------------------------+-----------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`KNeighborsRegressor ` | m-reg | default_k3 | cdist | OK 14/1 | 1.0.2 | 1 | | | 3.6e+03 | 8 | 4 | skl2onnx | 1.1 | 1 | 3.6e+03 | 8 | 4 | 1 | | | | 1 | | | 1 | | | | | +------------------------------------------------------------------------------------------------------------------+---------------------------+------------+-------------------------------------+-----------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`KNeighborsRegressor ` | m-reg | weights_k3 | cdist | e<0.1 15/1 | 1.0.2 | 1 | | | 4.6e+03 | 21 | 9 | skl2onnx | 1.1 | 1 | 4.6e+03 | 21 | 9 | 2 | | | | 1 | | | 1 | | | | | +------------------------------------------------------------------------------------------------------------------+---------------------------+------------+-------------------------------------+-----------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`KNeighborsRegressor ` | ~b-reg-64 | default_k3 | cdist | OK 14/1 | 1.0.2 | 1 | | | 5.3e+03 | 7 | 4 | skl2onnx | 1.1 | 1 | 5.3e+03 | 7 | 4 | 1 | | | | 1 | | | 1 | | | | | +------------------------------------------------------------------------------------------------------------------+---------------------------+------------+-------------------------------------+-----------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`KNeighborsRegressor ` | ~b-reg-64 | weights_k3 | cdist | e<0.1 15/1 | 1.0.2 | 1 | | | 6e+03 | 16 | 8 | skl2onnx | 1.1 | 1 | 6e+03 | 16 | 8 | 3 | | | | 1 | | | 1 | | | | | +------------------------------------------------------------------------------------------------------------------+---------------------------+------------+-------------------------------------+-----------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`KNeighborsRegressor ` | ~m-reg-64 | default_k3 | cdist | OK 14/1 | 1.0.2 | 1 | | | 6.3e+03 | 8 | 4 | skl2onnx | 1.1 | 1 | 6.3e+03 | 8 | 4 | 1 | | | | 1 | | | 1 | | | | | +------------------------------------------------------------------------------------------------------------------+---------------------------+------------+-------------------------------------+-----------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`KNeighborsRegressor ` | ~m-reg-64 | weights_k3 | cdist | ERR: 5ort_load | 1.0.2 | 1 | | | 7.3e+03 | 21 | 9 | skl2onnx | 1.1 | 1 | 7.3e+03 | 21 | 9 | 2 | | | | 1 | | | 1 | | | | | +------------------------------------------------------------------------------------------------------------------+---------------------------+------------+-------------------------------------+-----------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`KNeighborsTransformer ` | num-tr | default | | OK 15/ | 1.0.2 | 1 | | | 3.4e+03 | 16 | 6 | skl2onnx | 1.1 | | 3.3e+03 | 15 | 6 | 2 | | | | 1 | | | | 2 | 1 | 1 | 1 | +------------------------------------------------------------------------------------------------------------------+---------------------------+------------+-------------------------------------+-----------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`RadiusNeighborsClassifier ` | ~b-cl-nop | default_k3 | {'optim': 'cdist', 'zipmap': False} | OK 15/1 | 1.0.2 | 1 | | | 4.5e+03 | 28 | 8 | skl2onnx | 1.1 | 1 | 4.5e+03 | 28 | 8 | 2 | | | | 5 | | | 1 | | | | | +------------------------------------------------------------------------------------------------------------------+---------------------------+------------+-------------------------------------+-----------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`RadiusNeighborsClassifier ` | ~b-cl-nop | weights_k3 | {'optim': 'cdist', 'zipmap': False} | OK 15/1 | 1.0.2 | 1 | | | 4.9e+03 | 34 | 9 | skl2onnx | 1.1 | 1 | 4.9e+03 | 34 | 9 | 2 | | | | 6 | | | 1 | | | | | +------------------------------------------------------------------------------------------------------------------+---------------------------+------------+-------------------------------------+-----------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`RadiusNeighborsClassifier ` | ~m-cl-nop | default_k3 | {'optim': 'cdist', 'zipmap': False} | OK 15/1 | 1.0.2 | 1 | | | 4.8e+03 | 32 | 9 | skl2onnx | 1.1 | 1 | 4.8e+03 | 32 | 9 | 2 | | | | 6 | | | 1 | | | | | +------------------------------------------------------------------------------------------------------------------+---------------------------+------------+-------------------------------------+-----------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`RadiusNeighborsClassifier ` | ~m-cl-nop | weights_k3 | {'optim': 'cdist', 'zipmap': False} | OK 15/1 | 1.0.2 | 1 | | | 5.2e+03 | 38 | 10 | skl2onnx | 1.1 | 1 | 5.2e+03 | 38 | 10 | 2 | | | | 7 | | | 1 | | | | | +------------------------------------------------------------------------------------------------------------------+---------------------------+------------+-------------------------------------+-----------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`RadiusNeighborsRegressor ` | b-reg | default_k3 | | OK 15/1 | 1.0.2 | 1 | | | 4.6e+03 | 27 | 6 | skl2onnx | 1.1 | 1 | 4.5e+03 | 26 | 6 | 3 | | | | 3 | | | -1 | 2 | 1 | 1 | 1 | +------------------------------------------------------------------------------------------------------------------+---------------------------+------------+-------------------------------------+-----------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`RadiusNeighborsRegressor ` | b-reg | default_k3 | cdist | OK 15/1 | 1.0.2 | 1 | | | 4.1e+03 | 21 | 6 | skl2onnx | 1.1 | 1 | 4.1e+03 | 21 | 6 | 3 | | | | 3 | | | 1 | -1 | -1 | -1 | -1 | +------------------------------------------------------------------------------------------------------------------+---------------------------+------------+-------------------------------------+-----------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`RadiusNeighborsRegressor ` | b-reg | weights_k3 | cdist | OK 15/1 | 1.0.2 | 1 | | | 4.5e+03 | 27 | 7 | skl2onnx | 1.1 | 1 | 4.5e+03 | 27 | 7 | 3 | | | | 4 | | | 1 | -1 | -1 | -1 | -1 | +------------------------------------------------------------------------------------------------------------------+---------------------------+------------+-------------------------------------+-----------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`RadiusNeighborsRegressor ` | m-reg | default_k3 | | OK 15/1 | 1.0.2 | 1 | | | 5.4e+03 | 32 | 7 | skl2onnx | 1.1 | 1 | 5.3e+03 | 31 | 7 | 2 | | | | 3 | | | -1 | 2 | 1 | 1 | 1 | +------------------------------------------------------------------------------------------------------------------+---------------------------+------------+-------------------------------------+-----------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`RadiusNeighborsRegressor ` | m-reg | default_k3 | cdist | OK 15/1 | 1.0.2 | 1 | | | 4.9e+03 | 26 | 7 | skl2onnx | 1.1 | 1 | 4.9e+03 | 26 | 7 | 2 | | | | 3 | | | 1 | -1 | -1 | -1 | -1 | +------------------------------------------------------------------------------------------------------------------+---------------------------+------------+-------------------------------------+-----------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`RadiusNeighborsRegressor ` | m-reg | weights_k3 | cdist | OK 15/1 | 1.0.2 | 1 | | | 5.3e+03 | 32 | 8 | skl2onnx | 1.1 | 1 | 5.3e+03 | 32 | 8 | 2 | | | | 4 | | | 1 | -1 | -1 | -1 | -1 | +------------------------------------------------------------------------------------------------------------------+---------------------------+------------+-------------------------------------+-----------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`RadiusNeighborsRegressor ` | ~b-reg-64 | default_k3 | | OK 15/1 | 1.0.2 | 1 | | | 6.8e+03 | 27 | 6 | skl2onnx | 1.1 | 1 | 6.8e+03 | 26 | 6 | 3 | | | | 3 | | | -1 | 2 | 1 | 1 | 1 | +------------------------------------------------------------------------------------------------------------------+---------------------------+------------+-------------------------------------+-----------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`RadiusNeighborsRegressor ` | ~b-reg-64 | default_k3 | cdist | OK 15/1 | 1.0.2 | 1 | | | 6.4e+03 | 21 | 6 | skl2onnx | 1.1 | 1 | 6.4e+03 | 21 | 6 | 3 | | | | 3 | | | 1 | -1 | -1 | -1 | -1 | +------------------------------------------------------------------------------------------------------------------+---------------------------+------------+-------------------------------------+-----------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`RadiusNeighborsRegressor ` | ~b-reg-64 | weights_k3 | cdist | OK 15/1 | 1.0.2 | 1 | | | 6.8e+03 | 27 | 7 | skl2onnx | 1.1 | 1 | 6.8e+03 | 27 | 7 | 3 | | | | 4 | | | 1 | -1 | -1 | -1 | -1 | +------------------------------------------------------------------------------------------------------------------+---------------------------+------------+-------------------------------------+-----------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`RadiusNeighborsRegressor ` | ~m-reg-64 | default_k3 | | ERR: 5ort_load | 1.0.2 | 1 | | | 8.1e+03 | 32 | 7 | skl2onnx | 1.1 | 1 | 8e+03 | 31 | 7 | 2 | | | | 3 | | | -1 | 2 | 1 | 1 | 1 | +------------------------------------------------------------------------------------------------------------------+---------------------------+------------+-------------------------------------+-----------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`RadiusNeighborsRegressor ` | ~m-reg-64 | default_k3 | cdist | ERR: 5ort_load | 1.0.2 | 1 | | | 7.6e+03 | 26 | 7 | skl2onnx | 1.1 | 1 | 7.6e+03 | 26 | 7 | 2 | | | | 3 | | | 1 | -1 | -1 | -1 | -1 | +------------------------------------------------------------------------------------------------------------------+---------------------------+------------+-------------------------------------+-----------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`RadiusNeighborsRegressor ` | ~m-reg-64 | weights_k3 | cdist | ERR: 5ort_load | 1.0.2 | 1 | | | 8e+03 | 32 | 8 | skl2onnx | 1.1 | 1 | 8e+03 | 32 | 8 | 2 | | | | 4 | | | 1 | -1 | -1 | -1 | -1 | +------------------------------------------------------------------------------------------------------------------+---------------------------+------------+-------------------------------------+-----------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`RadiusNeighborsTransformer ` | num-tr | default | | | 1.0.2 | 1 | | | | | | | | | | | | | | | | | | | | | | | | +------------------------------------------------------------------------------------------------------------------+---------------------------+------------+-------------------------------------+-----------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ +------------------------------------------------------------------------------------------------------------------+---------------------------+------------+-------------------------------------+-----------------------+------------+-------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | name | problem | scenario | optim | opset15 | RT/SKL-N=1 | N=10 | N=100 | N=1000 | N=10000 | RT/SKL-N=1-min | RT/SKL-N=1-max | N=10-min | N=10-max | N=100-min | N=100-max | N=1000-min | N=1000-max | N=10000-min | N=10000-max | +==================================================================================================================+===========================+============+=====================================+=======================+============+=======+=======+========+=========+================+================+==========+==========+===========+===========+============+============+=============+=============+ | :ref:`KNeighborsClassifier ` | b-cl | default_k3 | {'optim': 'cdist', 'zipmap': False} | OK 15/1 | 0.059 | 0.065 | 0.07 | 0.11 | 0.14 | 0.056 | 0.068 | 0.059 | 0.098 | 0.068 | 0.074 | 0.11 | 0.12 | 0.14 | 0.14 | +------------------------------------------------------------------------------------------------------------------+---------------------------+------------+-------------------------------------+-----------------------+------------+-------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`KNeighborsClassifier ` | b-cl | weights_k3 | {'optim': 'cdist', 'zipmap': False} | OK 15/1 | 0.074 | 0.081 | 0.074 | 0.12 | 0.14 | 0.07 | 0.093 | 0.071 | 0.13 | 0.067 | 0.088 | 0.12 | 0.12 | 0.14 | 0.15 | +------------------------------------------------------------------------------------------------------------------+---------------------------+------------+-------------------------------------+-----------------------+------------+-------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`KNeighborsClassifier ` | m-cl | default_k3 | {'optim': 'cdist', 'zipmap': False} | OK 15/1 | 0.069 | 0.073 | 0.089 | 0.12 | 0.14 | 0.066 | 0.088 | 0.068 | 0.076 | 0.07 | 0.22 | 0.11 | 0.12 | 0.14 | 0.15 | +------------------------------------------------------------------------------------------------------------------+---------------------------+------------+-------------------------------------+-----------------------+------------+-------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`KNeighborsClassifier ` | m-cl | weights_k3 | {'optim': 'cdist', 'zipmap': False} | e<0.1 15/1 | 0.088 | 0.093 | 0.093 | 0.14 | 0.15 | 0.083 | 0.1 | 0.084 | 0.15 | 0.089 | 0.099 | 0.13 | 0.14 | 0.15 | 0.15 | +------------------------------------------------------------------------------------------------------------------+---------------------------+------------+-------------------------------------+-----------------------+------------+-------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`KNeighborsClassifier ` | ~b-cl-64 | default_k3 | {'optim': 'cdist', 'zipmap': False} | OK 15/1 | 0.071 | 0.072 | 0.087 | 0.2 | 0.26 | 0.065 | 0.082 | 0.065 | 0.11 | 0.083 | 0.092 | 0.2 | 0.2 | 0.25 | 0.26 | +------------------------------------------------------------------------------------------------------------------+---------------------------+------------+-------------------------------------+-----------------------+------------+-------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`KNeighborsClassifier ` | ~b-cl-64 | weights_k3 | {'optim': 'cdist', 'zipmap': False} | OK 15/1 | 0.09 | 0.094 | 0.097 | 0.21 | 0.28 | 0.081 | 0.11 | 0.083 | 0.15 | 0.094 | 0.1 | 0.21 | 0.21 | 0.27 | 0.28 | +------------------------------------------------------------------------------------------------------------------+---------------------------+------------+-------------------------------------+-----------------------+------------+-------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`KNeighborsClassifier ` | ~m-label | default_k3 | {'optim': 'cdist', 'zipmap': False} | OK 15/1 | 0.17 | 0.18 | 0.19 | 0.38 | 0.38 | 0.16 | 0.21 | 0.16 | 0.28 | 0.19 | 0.21 | 0.37 | 0.38 | 0.38 | 0.38 | +------------------------------------------------------------------------------------------------------------------+---------------------------+------------+-------------------------------------+-----------------------+------------+-------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`KNeighborsClassifier ` | ~m-label | weights_k3 | {'optim': 'cdist', 'zipmap': False} | ERR: ERROR->=0.3-15/1 | 0.22 | 0.22 | 0.22 | 0.27 | 0.31 | 0.2 | 0.26 | 0.2 | 0.35 | 0.21 | 0.23 | 0.27 | 0.28 | 0.31 | 0.31 | +------------------------------------------------------------------------------------------------------------------+---------------------------+------------+-------------------------------------+-----------------------+------------+-------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`KNeighborsRegressor ` | b-reg | default_k3 | cdist | OK 14/1 | 0.027 | 0.028 | 0.034 | 0.083 | 0.12 | 0.026 | 0.031 | 0.026 | 0.04 | 0.032 | 0.036 | 0.081 | 0.084 | 0.12 | 0.13 | +------------------------------------------------------------------------------------------------------------------+---------------------------+------------+-------------------------------------+-----------------------+------------+-------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`KNeighborsRegressor ` | b-reg | weights_k3 | cdist | e<0.1 15/1 | 0.058 | 0.061 | 0.066 | 0.11 | 0.13 | 0.056 | 0.067 | 0.056 | 0.082 | 0.064 | 0.069 | 0.1 | 0.11 | 0.13 | 0.13 | +------------------------------------------------------------------------------------------------------------------+---------------------------+------------+-------------------------------------+-----------------------+------------+-------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`KNeighborsRegressor ` | m-reg | default_k3 | cdist | OK 14/1 | 0.03 | 0.031 | 0.037 | 0.087 | 0.12 | 0.029 | 0.035 | 0.029 | 0.044 | 0.036 | 0.039 | 0.084 | 0.09 | 0.12 | 0.13 | +------------------------------------------------------------------------------------------------------------------+---------------------------+------------+-------------------------------------+-----------------------+------------+-------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`KNeighborsRegressor ` | m-reg | weights_k3 | cdist | e<0.1 15/1 | 0.075 | 0.08 | 0.092 | 0.13 | 0.16 | 0.072 | 0.096 | 0.073 | 0.082 | 0.074 | 0.21 | 0.13 | 0.13 | 0.16 | 0.16 | +------------------------------------------------------------------------------------------------------------------+---------------------------+------------+-------------------------------------+-----------------------+------------+-------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`KNeighborsRegressor ` | ~b-reg-64 | default_k3 | cdist | OK 14/1 | 0.032 | 0.034 | 0.051 | 0.17 | 0.27 | 0.029 | 0.04 | 0.032 | 0.054 | 0.049 | 0.056 | 0.17 | 0.18 | 0.26 | 0.27 | +------------------------------------------------------------------------------------------------------------------+---------------------------+------------+-------------------------------------+-----------------------+------------+-------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`KNeighborsRegressor ` | ~b-reg-64 | weights_k3 | cdist | e<0.1 15/1 | 0.069 | 0.07 | 0.084 | 0.2 | 0.27 | 0.063 | 0.08 | 0.063 | 0.11 | 0.081 | 0.088 | 0.2 | 0.2 | 0.27 | 0.27 | +------------------------------------------------------------------------------------------------------------------+---------------------------+------------+-------------------------------------+-----------------------+------------+-------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`KNeighborsRegressor ` | ~m-reg-64 | default_k3 | cdist | OK 14/1 | 0.036 | 0.038 | 0.056 | 0.17 | 0.25 | 0.033 | 0.043 | 0.035 | 0.057 | 0.054 | 0.059 | 0.17 | 0.19 | 0.25 | 0.25 | +------------------------------------------------------------------------------------------------------------------+---------------------------+------------+-------------------------------------+-----------------------+------------+-------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`KNeighborsTransformer ` | num-tr | default | | OK 15/ | 2.1 | 1.6 | 1.6 | 2.5 | 3.5 | 2 | 2.6 | 1.5 | 2.6 | 1.6 | 1.7 | 2.5 | 2.5 | 3.5 | 3.6 | +------------------------------------------------------------------------------------------------------------------+---------------------------+------------+-------------------------------------+-----------------------+------------+-------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`RadiusNeighborsClassifier ` | ~b-cl-nop | default_k3 | {'optim': 'cdist', 'zipmap': False} | OK 15/1 | 0.1 | 0.11 | 0.11 | 0.12 | 0.26 | 0.096 | 0.13 | 0.096 | 0.16 | 0.1 | 0.11 | 0.12 | 0.12 | 0.26 | 0.27 | +------------------------------------------------------------------------------------------------------------------+---------------------------+------------+-------------------------------------+-----------------------+------------+-------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`RadiusNeighborsClassifier ` | ~b-cl-nop | weights_k3 | {'optim': 'cdist', 'zipmap': False} | OK 15/1 | 0.12 | 0.12 | 0.11 | 0.096 | 0.17 | 0.11 | 0.15 | 0.11 | 0.17 | 0.1 | 0.11 | 0.096 | 0.096 | 0.17 | 0.18 | +------------------------------------------------------------------------------------------------------------------+---------------------------+------------+-------------------------------------+-----------------------+------------+-------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`RadiusNeighborsClassifier ` | ~m-cl-nop | default_k3 | {'optim': 'cdist', 'zipmap': False} | OK 15/1 | 0.12 | 0.12 | 0.12 | 0.13 | 0.27 | 0.11 | 0.14 | 0.11 | 0.18 | 0.11 | 0.12 | 0.13 | 0.14 | 0.27 | 0.27 | +------------------------------------------------------------------------------------------------------------------+---------------------------+------------+-------------------------------------+-----------------------+------------+-------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`RadiusNeighborsClassifier ` | ~m-cl-nop | weights_k3 | {'optim': 'cdist', 'zipmap': False} | OK 15/1 | 0.14 | 0.13 | 0.12 | 0.1 | 0.18 | 0.13 | 0.18 | 0.13 | 0.14 | 0.11 | 0.12 | 0.1 | 0.1 | 0.17 | 0.18 | +------------------------------------------------------------------------------------------------------------------+---------------------------+------------+-------------------------------------+-----------------------+------------+-------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`RadiusNeighborsRegressor ` | b-reg | default_k3 | | OK 15/1 | 1.3 | 1.2 | 0.7 | 0.25 | 0.22 | 1.2 | 1.6 | 1.2 | 2.1 | 0.66 | 0.72 | 0.25 | 0.25 | 0.22 | 0.22 | +------------------------------------------------------------------------------------------------------------------+---------------------------+------------+-------------------------------------+-----------------------+------------+-------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`RadiusNeighborsRegressor ` | b-reg | default_k3 | cdist | OK 15/1 | 0.083 | 0.081 | 0.078 | 0.068 | 0.14 | 0.077 | 0.1 | 0.076 | 0.084 | 0.065 | 0.16 | 0.067 | 0.069 | 0.14 | 0.15 | +------------------------------------------------------------------------------------------------------------------+---------------------------+------------+-------------------------------------+-----------------------+------------+-------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`RadiusNeighborsRegressor ` | b-reg | weights_k3 | cdist | OK 15/1 | 0.097 | 0.091 | 0.056 | 0.04 | 0.072 | 0.092 | 0.12 | 0.084 | 0.14 | 0.054 | 0.058 | 0.04 | 0.04 | 0.071 | 0.074 | +------------------------------------------------------------------------------------------------------------------+---------------------------+------------+-------------------------------------+-----------------------+------------+-------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`RadiusNeighborsRegressor ` | m-reg | default_k3 | | OK 15/1 | 1.3 | 1.3 | 0.73 | 0.27 | 0.24 | 1.2 | 1.6 | 1.2 | 2.3 | 0.72 | 0.74 | 0.27 | 0.28 | 0.24 | 0.24 | +------------------------------------------------------------------------------------------------------------------+---------------------------+------------+-------------------------------------+-----------------------+------------+-------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`RadiusNeighborsRegressor ` | m-reg | default_k3 | cdist | OK 15/1 | 0.1 | 0.1 | 0.088 | 0.093 | 0.17 | 0.094 | 0.13 | 0.092 | 0.16 | 0.085 | 0.091 | 0.092 | 0.093 | 0.17 | 0.17 | +------------------------------------------------------------------------------------------------------------------+---------------------------+------------+-------------------------------------+-----------------------+------------+-------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`RadiusNeighborsRegressor ` | m-reg | weights_k3 | cdist | OK 15/1 | 0.11 | 0.11 | 0.067 | 0.051 | 0.078 | 0.11 | 0.14 | 0.098 | 0.16 | 0.064 | 0.069 | 0.051 | 0.051 | 0.077 | 0.079 | +------------------------------------------------------------------------------------------------------------------+---------------------------+------------+-------------------------------------+-----------------------+------------+-------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`RadiusNeighborsRegressor ` | ~b-reg-64 | default_k3 | | OK 15/1 | 1.4 | 1.4 | 0.77 | 0.26 | 0.25 | 1.3 | 1.8 | 1.3 | 2.5 | 0.76 | 0.78 | 0.26 | 0.27 | 0.25 | 0.26 | +------------------------------------------------------------------------------------------------------------------+---------------------------+------------+-------------------------------------+-----------------------+------------+-------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`RadiusNeighborsRegressor ` | ~b-reg-64 | default_k3 | cdist | OK 15/1 | 0.094 | 0.094 | 0.11 | 0.089 | 0.17 | 0.087 | 0.12 | 0.089 | 0.097 | 0.099 | 0.19 | 0.088 | 0.092 | 0.16 | 0.17 | +------------------------------------------------------------------------------------------------------------------+---------------------------+------------+-------------------------------------+-----------------------+------------+-------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`RadiusNeighborsRegressor ` | ~b-reg-64 | weights_k3 | cdist | OK 15/1 | 0.11 | 0.1 | 0.071 | 0.052 | 0.085 | 0.1 | 0.13 | 0.096 | 0.16 | 0.07 | 0.073 | 0.052 | 0.053 | 0.083 | 0.087 | +------------------------------------------------------------------------------------------------------------------+---------------------------+------------+-------------------------------------+-----------------------+------------+-------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ .. _lpy-Nystroem: Nystroem ++++++++ +--------------------------------------------------+---------------------------+----------+-------+---------------+------------+ | name | problem | scenario | optim | opset15 | onx_nnodes | +==================================================+===========================+==========+=======+===============+============+ | :ref:`Nystroem ` | num-tr | default | | | | +--------------------------------------------------+---------------------------+----------+-------+---------------+------------+ +--------------------------------------------------+---------------------------+----------+-------+---------------+--------------+ | name | problem | scenario | optim | opset15 | ERROR-msg | +==================================================+===========================+==========+=======+===============+==============+ | :ref:`Nystroem ` | num-tr | default | | | NO CONVERTER | +--------------------------------------------------+---------------------------+----------+-------+---------------+--------------+ +--------------------------------------------------+---------------------------+----------+-------+---------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | name | problem | scenario | optim | opset15 | skl_version | skl_nop | skl_ncoef | skl_nlin | onx_size | onx_nnodes | onx_ninits | onx_producer_name | onx_producer_version | onx_ai.onnx.ml | onx_size_optim | onx_nnodes_optim | onx_ninits_optim | onx_op_Reshape | skl_nnodes | skl_ntrees | skl_max_depth | onx_op_Cast | onx_mlprodict | onx_op_ZipMap | onx_com.microsoft | onx_op_Identity | onx_op_Identity_optim | onx_subgraphs | onx_subgraphs_optim | +==================================================+===========================+==========+=======+===============+=============+=========+===========+==========+==========+============+============+===================+======================+================+================+==================+==================+================+============+============+===============+=============+===============+===============+===================+=================+=======================+===============+=====================+ | :ref:`Nystroem ` | num-tr | default | | | 1.0.2 | 1 | | | | | | | | | | | | | | | | | | | | | | | | +--------------------------------------------------+---------------------------+----------+-------+---------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ .. _lpy-OneHotEncoder: OneHotEncoder +++++++++++++ +------------------------------------------------------+---------------------------+----------+-------+---------+------------+ | name | problem | scenario | optim | opset15 | onx_nnodes | +======================================================+===========================+==========+=======+=========+============+ | :ref:`OneHotEncoder ` | | CRASH | | | | +------------------------------------------------------+---------------------------+----------+-------+---------+------------+ +------------------------------------------------------+---------------------------+----------+-------+---------+--------------------------------------------------------------------------------+ | name | problem | scenario | optim | opset15 | ERROR-msg | +======================================================+===========================+==========+=======+=========+================================================================================+ | :ref:`OneHotEncoder ` | | CRASH | | | Unable to find './bench_onnxruntime1/bench_sum_onnxruntime1_OneHotEncoder.c... | +------------------------------------------------------+---------------------------+----------+-------+---------+--------------------------------------------------------------------------------+ +------------------------------------------------------+---------------------------+----------+-------+---------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | name | problem | scenario | optim | opset15 | skl_version | skl_nop | skl_ncoef | skl_nlin | onx_size | onx_nnodes | onx_ninits | onx_producer_name | onx_producer_version | onx_ai.onnx.ml | onx_size_optim | onx_nnodes_optim | onx_ninits_optim | onx_op_Reshape | skl_nnodes | skl_ntrees | skl_max_depth | onx_op_Cast | onx_mlprodict | onx_op_ZipMap | onx_com.microsoft | onx_op_Identity | onx_op_Identity_optim | onx_subgraphs | onx_subgraphs_optim | +======================================================+===========================+==========+=======+=========+=============+=========+===========+==========+==========+============+============+===================+======================+================+================+==================+==================+================+============+============+===============+=============+===============+===============+===================+=================+=======================+===============+=====================+ | :ref:`OneHotEncoder ` | | CRASH | | | | | | | | | | | | | | | | | | | | | | | | | | | | +------------------------------------------------------+---------------------------+----------+-------+---------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ .. _lpy-OneVsDDD: OneVs... ++++++++ +-------------------------------------------------------------------------------------+---------------------------+----------+-------------------+----------------+------------+ | name | problem | scenario | optim | opset15 | onx_nnodes | +=====================================================================================+===========================+==========+===================+================+============+ | :ref:`OneVsOneClassifier ` | ~b-cl-nop | logreg | | | | +-------------------------------------------------------------------------------------+---------------------------+----------+-------------------+----------------+------------+ | :ref:`OneVsOneClassifier ` | ~m-cl-nop | logreg | | | | +-------------------------------------------------------------------------------------+---------------------------+----------+-------------------+----------------+------------+ | :ref:`OneVsRestClassifier ` | b-cl | logreg | {'zipmap': False} | OK 15/1 | 14 | +-------------------------------------------------------------------------------------+---------------------------+----------+-------------------+----------------+------------+ | :ref:`OneVsRestClassifier ` | m-cl | logreg | {'zipmap': False} | OK 15/1 | 18 | +-------------------------------------------------------------------------------------+---------------------------+----------+-------------------+----------------+------------+ | :ref:`OneVsRestClassifier ` | ~b-cl-64 | logreg | {'zipmap': False} | ERR: 5ort_load | 23 | +-------------------------------------------------------------------------------------+---------------------------+----------+-------------------+----------------+------------+ | :ref:`OneVsRestClassifier ` | ~m-label | logreg | {'zipmap': False} | OK 15/1 | 17 | +-------------------------------------------------------------------------------------+---------------------------+----------+-------------------+----------------+------------+ +-------------------------------------------------------------------------------------+---------------------------+----------+-------------------+----------------+--------------------------------------------------------------------------------+ | name | problem | scenario | optim | opset15 | ERROR-msg | +=====================================================================================+===========================+==========+===================+================+================================================================================+ | :ref:`OneVsOneClassifier ` | ~b-cl-nop | logreg | | | NO CONVERTER | +-------------------------------------------------------------------------------------+---------------------------+----------+-------------------+----------------+--------------------------------------------------------------------------------+ | :ref:`OneVsOneClassifier ` | ~m-cl-nop | logreg | | | NO CONVERTER | +-------------------------------------------------------------------------------------+---------------------------+----------+-------------------+----------------+--------------------------------------------------------------------------------+ | :ref:`OneVsRestClassifier ` | ~b-cl-64 | logreg | {'zipmap': False} | ERR: 5ort_load | Unable to create InferenceSession due to '[ONNXRuntimeError] : 10 : INVALID... | +-------------------------------------------------------------------------------------+---------------------------+----------+-------------------+----------------+--------------------------------------------------------------------------------+ +-------------------------------------------------------------------------------------+---------------------------+----------+-------------------+----------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | name | problem | scenario | optim | opset15 | skl_version | skl_nop | skl_ncoef | skl_nlin | onx_size | onx_nnodes | onx_ninits | onx_producer_name | onx_producer_version | onx_ai.onnx.ml | onx_size_optim | onx_nnodes_optim | onx_ninits_optim | onx_op_Reshape | skl_nnodes | skl_ntrees | skl_max_depth | onx_op_Cast | onx_mlprodict | onx_op_ZipMap | onx_com.microsoft | onx_op_Identity | onx_op_Identity_optim | onx_subgraphs | onx_subgraphs_optim | +=====================================================================================+===========================+==========+===================+================+=============+=========+===========+==========+==========+============+============+===================+======================+================+================+==================+==================+================+============+============+===============+=============+===============+===============+===================+=================+=======================+===============+=====================+ | :ref:`OneVsOneClassifier ` | ~b-cl-nop | logreg | | | 1.0.2 | 2 | 1 | 1 | | | | | | | | | | | | | | | | | | | | | | +-------------------------------------------------------------------------------------+---------------------------+----------+-------------------+----------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`OneVsOneClassifier ` | ~m-cl-nop | logreg | | | 1.0.2 | 4 | 3 | 3 | | | | | | | | | | | | | | | | | | | | | | +-------------------------------------------------------------------------------------+---------------------------+----------+-------------------+----------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`OneVsRestClassifier ` | b-cl | logreg | {'zipmap': False} | OK 15/1 | 1.0.2 | 2 | 2 | 2 | 1.5e+03 | 14 | 5 | skl2onnx | 1.1 | 1 | 1.5e+03 | 14 | 5 | 1 | | | | 3 | | 1 | | | | | | +-------------------------------------------------------------------------------------+---------------------------+----------+-------------------+----------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`OneVsRestClassifier ` | m-cl | logreg | {'zipmap': False} | OK 15/1 | 1.0.2 | 4 | 6 | 4 | 2.1e+03 | 18 | 4 | skl2onnx | 1.1 | 1 | 2.1e+03 | 18 | 4 | 1 | | | | 3 | | 1 | | | | | | +-------------------------------------------------------------------------------------+---------------------------+----------+-------------------+----------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`OneVsRestClassifier ` | ~b-cl-64 | logreg | {'zipmap': False} | ERR: 5ort_load | 1.0.2 | 2 | 2 | 2 | 1.9e+03 | 23 | 7 | skl2onnx | 1.1 | 1 | 1.6e+03 | 18 | 7 | 2 | | | | 5 | | 1 | | | | | | +-------------------------------------------------------------------------------------+---------------------------+----------+-------------------+----------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`OneVsRestClassifier ` | ~m-label | logreg | {'zipmap': False} | OK 15/1 | 1.0.2 | 4 | 6 | 4 | 1.9e+03 | 17 | 5 | skl2onnx | 1.1 | 1 | 1.9e+03 | 17 | 5 | 1 | | | | 2 | | 1 | | | | | | +-------------------------------------------------------------------------------------+---------------------------+----------+-------------------+----------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ +-------------------------------------------------------------------------------------+---------------------------+----------+-------------------+---------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | name | problem | scenario | optim | opset15 | RT/SKL-N=1 | N=10 | N=100 | N=1000 | N=10000 | RT/SKL-N=1-min | RT/SKL-N=1-max | N=10-min | N=10-max | N=100-min | N=100-max | N=1000-min | N=1000-max | N=10000-min | N=10000-max | +=====================================================================================+===========================+==========+===================+=========+============+======+=======+========+=========+================+================+==========+==========+===========+===========+============+============+=============+=============+ | :ref:`OneVsRestClassifier ` | b-cl | logreg | {'zipmap': False} | OK 15/1 | 1.8 | 1.8 | 1.9 | 3.4 | 7 | 1.6 | 2.1 | 1.7 | 2.9 | 1.8 | 2 | 3.2 | 3.5 | 6.9 | 7.2 | +-------------------------------------------------------------------------------------+---------------------------+----------+-------------------+---------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`OneVsRestClassifier ` | m-cl | logreg | {'zipmap': False} | OK 15/1 | 1 | 1 | 1.2 | 2.2 | 4.8 | 0.94 | 1.2 | 0.94 | 1.5 | 1.1 | 1.3 | 2.1 | 2.3 | 4.7 | 4.9 | +-------------------------------------------------------------------------------------+---------------------------+----------+-------------------+---------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`OneVsRestClassifier ` | ~m-label | logreg | {'zipmap': False} | OK 15/1 | 1.1 | 1.1 | 1.3 | 2.6 | 5.5 | 1 | 1.2 | 1.1 | 1.7 | 1.2 | 1.3 | 2.5 | 2.7 | 5.4 | 5.6 | +-------------------------------------------------------------------------------------+---------------------------+----------+-------------------+---------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ .. _lpy-OrdinalEncoder: OrdinalEncoder ++++++++++++++ +--------------------------------------------------------------+---------------------------+----------+-------+------------------+------------+ | name | problem | scenario | optim | opset15 | onx_nnodes | +==============================================================+===========================+==========+=======+==================+============+ | :ref:`OrdinalEncoder ` | num-tr | default | | ERR: 3prediction | | +--------------------------------------------------------------+---------------------------+----------+-------+------------------+------------+ +--------------------------------------------------------------+---------------------------+----------+-------+------------------+--------------------------------------------------------------------------------+ | name | problem | scenario | optim | opset15 | ERROR-msg | +==============================================================+===========================+==========+=======+==================+================================================================================+ | :ref:`OrdinalEncoder ` | num-tr | default | | ERR: 3prediction | Found unknown categories [4.03909, 4.312008, 4.366583, 4.3827257, 4.5485244... | +--------------------------------------------------------------+---------------------------+----------+-------+------------------+--------------------------------------------------------------------------------+ +--------------------------------------------------------------+---------------------------+----------+-------+------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | name | problem | scenario | optim | opset15 | skl_version | skl_nop | skl_ncoef | skl_nlin | onx_size | onx_nnodes | onx_ninits | onx_producer_name | onx_producer_version | onx_ai.onnx.ml | onx_size_optim | onx_nnodes_optim | onx_ninits_optim | onx_op_Reshape | skl_nnodes | skl_ntrees | skl_max_depth | onx_op_Cast | onx_mlprodict | onx_op_ZipMap | onx_com.microsoft | onx_op_Identity | onx_op_Identity_optim | onx_subgraphs | onx_subgraphs_optim | +==============================================================+===========================+==========+=======+==================+=============+=========+===========+==========+==========+============+============+===================+======================+================+================+==================+==================+================+============+============+===============+=============+===============+===============+===================+=================+=======================+===============+=====================+ | :ref:`OrdinalEncoder ` | num-tr | default | | ERR: 3prediction | 1.0.2 | 1 | | | | | | | | | | | | | | | | | | | | | | | | +--------------------------------------------------------------+---------------------------+----------+-------+------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ .. _lpy-OrthogonalMatchingPursuit: OrthogonalMatchingPursuit +++++++++++++++++++++++++ +-------------------------------------------------------------------------------------------+---------------------------+----------+-------+---------+------------+ | name | problem | scenario | optim | opset15 | onx_nnodes | +===========================================================================================+===========================+==========+=======+=========+============+ | :ref:`OrthogonalMatchingPursuit ` | b-reg | default | | OK 15/1 | 1 | +-------------------------------------------------------------------------------------------+---------------------------+----------+-------+---------+------------+ | :ref:`OrthogonalMatchingPursuit ` | m-reg | default | | OK 15/1 | 1 | +-------------------------------------------------------------------------------------------+---------------------------+----------+-------+---------+------------+ | :ref:`OrthogonalMatchingPursuit ` | ~b-reg-64 | default | | OK 13/ | 3 | +-------------------------------------------------------------------------------------------+---------------------------+----------+-------+---------+------------+ | :ref:`OrthogonalMatchingPursuit ` | ~m-reg-64 | default | | OK 13/ | 3 | +-------------------------------------------------------------------------------------------+---------------------------+----------+-------+---------+------------+ | :ref:`OrthogonalMatchingPursuitCV ` | b-reg | default | | OK 15/1 | 1 | +-------------------------------------------------------------------------------------------+---------------------------+----------+-------+---------+------------+ | :ref:`OrthogonalMatchingPursuitCV ` | ~b-reg-64 | default | | OK 13/ | 3 | +-------------------------------------------------------------------------------------------+---------------------------+----------+-------+---------+------------+ +-------------------------------------------------------------------------------------------+---------------------------+----------+-------+---------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | name | problem | scenario | optim | opset15 | skl_version | skl_nop | skl_ncoef | skl_nlin | onx_size | onx_nnodes | onx_ninits | onx_producer_name | onx_producer_version | onx_ai.onnx.ml | onx_size_optim | onx_nnodes_optim | onx_ninits_optim | onx_op_Reshape | skl_nnodes | skl_ntrees | skl_max_depth | onx_op_Cast | onx_mlprodict | onx_op_ZipMap | onx_com.microsoft | onx_op_Identity | onx_op_Identity_optim | onx_subgraphs | onx_subgraphs_optim | +===========================================================================================+===========================+==========+=======+=========+=============+=========+===========+==========+==========+============+============+===================+======================+================+================+==================+==================+================+============+============+===============+=============+===============+===============+===================+=================+=======================+===============+=====================+ | :ref:`OrthogonalMatchingPursuit ` | b-reg | default | | OK 15/1 | 1.0.2 | 1 | 4 | 1 | 2.7e+02 | 1 | 0 | skl2onnx | 1.1 | 1 | 2.7e+02 | 1 | 0 | -1 | | | | | | | | | | | | +-------------------------------------------------------------------------------------------+---------------------------+----------+-------+---------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`OrthogonalMatchingPursuit ` | m-reg | default | | OK 15/1 | 1.0.2 | 1 | 2 | 1 | 3.1e+02 | 1 | 0 | skl2onnx | 1.1 | 1 | 3.1e+02 | 1 | 0 | -1 | | | | | | | | | | | | +-------------------------------------------------------------------------------------------+---------------------------+----------+-------+---------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`OrthogonalMatchingPursuit ` | ~b-reg-64 | default | | OK 13/ | 1.0.2 | 1 | 4 | 1 | 3.7e+02 | 3 | 3 | skl2onnx | 1.1 | -1 | 3.7e+02 | 3 | 3 | 1 | | | | | | | | | | | | +-------------------------------------------------------------------------------------------+---------------------------+----------+-------+---------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`OrthogonalMatchingPursuit ` | ~m-reg-64 | default | | OK 13/ | 1.0.2 | 1 | 2 | 1 | 4.1e+02 | 3 | 3 | skl2onnx | 1.1 | -1 | 4.1e+02 | 3 | 3 | 1 | | | | | | | | | | | | +-------------------------------------------------------------------------------------------+---------------------------+----------+-------+---------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`OrthogonalMatchingPursuitCV ` | b-reg | default | | OK 15/1 | 1.0.2 | 1 | 4 | 1 | 2.7e+02 | 1 | 0 | skl2onnx | 1.1 | 1 | 2.7e+02 | 1 | 0 | -1 | | | | | | | | | | | | +-------------------------------------------------------------------------------------------+---------------------------+----------+-------+---------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`OrthogonalMatchingPursuitCV ` | ~b-reg-64 | default | | OK 13/ | 1.0.2 | 1 | 4 | 1 | 3.7e+02 | 3 | 3 | skl2onnx | 1.1 | -1 | 3.7e+02 | 3 | 3 | 1 | | | | | | | | | | | | +-------------------------------------------------------------------------------------------+---------------------------+----------+-------+---------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ +-------------------------------------------------------------------------------------------+---------------------------+----------+-------+---------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | name | problem | scenario | optim | opset15 | RT/SKL-N=1 | N=10 | N=100 | N=1000 | N=10000 | RT/SKL-N=1-min | RT/SKL-N=1-max | N=10-min | N=10-max | N=100-min | N=100-max | N=1000-min | N=1000-max | N=10000-min | N=10000-max | +===========================================================================================+===========================+==========+=======+=========+============+======+=======+========+=========+================+================+==========+==========+===========+===========+============+============+=============+=============+ | :ref:`OrthogonalMatchingPursuit ` | b-reg | default | | OK 15/1 | 0.75 | 0.76 | 0.75 | 0.85 | 1.1 | 0.7 | 0.84 | 0.74 | 1 | 0.73 | 0.76 | 0.8 | 0.89 | 1.1 | 1.2 | +-------------------------------------------------------------------------------------------+---------------------------+----------+-------+---------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`OrthogonalMatchingPursuit ` | m-reg | default | | OK 15/1 | 0.76 | 0.74 | 0.73 | 0.73 | 0.51 | 0.73 | 0.85 | 0.72 | 0.99 | 0.71 | 0.75 | 0.71 | 0.75 | 0.5 | 0.52 | +-------------------------------------------------------------------------------------------+---------------------------+----------+-------+---------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`OrthogonalMatchingPursuit ` | ~b-reg-64 | default | | OK 13/ | 1.5 | 1.5 | 1.5 | 2 | 5.4 | 1.4 | 1.8 | 1.4 | 1.5 | 1.5 | 1.6 | 2 | 2.1 | 5 | 5.7 | +-------------------------------------------------------------------------------------------+---------------------------+----------+-------+---------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`OrthogonalMatchingPursuit ` | ~m-reg-64 | default | | OK 13/ | 1.5 | 1.4 | 1.5 | 1.6 | 1.7 | 1.3 | 1.8 | 1.3 | 1.4 | 1.4 | 1.5 | 1.6 | 1.7 | 1.7 | 1.7 | +-------------------------------------------------------------------------------------------+---------------------------+----------+-------+---------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`OrthogonalMatchingPursuitCV ` | b-reg | default | | OK 15/1 | 0.78 | 0.81 | 0.81 | 0.9 | 0.71 | 0.56 | 0.9 | 0.79 | 1 | 0.78 | 0.82 | 0.88 | 0.93 | 0.5 | 1.2 | +-------------------------------------------------------------------------------------------+---------------------------+----------+-------+---------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`OrthogonalMatchingPursuitCV ` | ~b-reg-64 | default | | OK 13/ | 1.6 | 1.6 | 1.6 | 2.1 | 5.5 | 1.5 | 1.9 | 1.5 | 1.6 | 1.5 | 1.7 | 2.1 | 2.2 | 5.2 | 5.7 | +-------------------------------------------------------------------------------------------+---------------------------+----------+-------+---------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ .. _lpy-OutputCode: OutputCode ++++++++++ +----------------------------------------------------------------------------+---------------------------+----------+-------+---------------+------------+ | name | problem | scenario | optim | opset15 | onx_nnodes | +============================================================================+===========================+==========+=======+===============+============+ | :ref:`OutputCodeClassifier ` | ~b-cl-nop | logreg | | | | +----------------------------------------------------------------------------+---------------------------+----------+-------+---------------+------------+ | :ref:`OutputCodeClassifier ` | ~m-cl-nop | logreg | | | | +----------------------------------------------------------------------------+---------------------------+----------+-------+---------------+------------+ +----------------------------------------------------------------------------+---------------------------+----------+-------+---------------+--------------+ | name | problem | scenario | optim | opset15 | ERROR-msg | +============================================================================+===========================+==========+=======+===============+==============+ | :ref:`OutputCodeClassifier ` | ~b-cl-nop | logreg | | | NO CONVERTER | +----------------------------------------------------------------------------+---------------------------+----------+-------+---------------+--------------+ | :ref:`OutputCodeClassifier ` | ~m-cl-nop | logreg | | | NO CONVERTER | +----------------------------------------------------------------------------+---------------------------+----------+-------+---------------+--------------+ +----------------------------------------------------------------------------+---------------------------+----------+-------+---------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | name | problem | scenario | optim | opset15 | skl_version | skl_nop | skl_ncoef | skl_nlin | onx_size | onx_nnodes | onx_ninits | onx_producer_name | onx_producer_version | onx_ai.onnx.ml | onx_size_optim | onx_nnodes_optim | onx_ninits_optim | onx_op_Reshape | skl_nnodes | skl_ntrees | skl_max_depth | onx_op_Cast | onx_mlprodict | onx_op_ZipMap | onx_com.microsoft | onx_op_Identity | onx_op_Identity_optim | onx_subgraphs | onx_subgraphs_optim | +============================================================================+===========================+==========+=======+===============+=============+=========+===========+==========+==========+============+============+===================+======================+================+================+==================+==================+================+============+============+===============+=============+===============+===============+===================+=================+=======================+===============+=====================+ | :ref:`OutputCodeClassifier ` | ~b-cl-nop | logreg | | | 1.0.2 | 4 | 1 | 1 | | | | | | | | | | | | | | | | | | | | | | +----------------------------------------------------------------------------+---------------------------+----------+-------+---------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`OutputCodeClassifier ` | ~m-cl-nop | logreg | | | 1.0.2 | 5 | 3 | 3 | | | | | | | | | | | | | | | | | | | | | | +----------------------------------------------------------------------------+---------------------------+----------+-------+---------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ .. _lpy-PCA: PCA +++ +----------------------------------------+---------------------------+----------+-------+---------+------------+ | name | problem | scenario | optim | opset15 | onx_nnodes | +========================================+===========================+==========+=======+=========+============+ | :ref:`PCA ` | num-tr | default | | OK 13/ | 2 | +----------------------------------------+---------------------------+----------+-------+---------+------------+ +----------------------------------------+---------------------------+----------+-------+---------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | name | problem | scenario | optim | opset15 | skl_version | skl_nop | skl_ncoef | skl_nlin | onx_size | onx_nnodes | onx_ninits | onx_producer_name | onx_producer_version | onx_ai.onnx.ml | onx_size_optim | onx_nnodes_optim | onx_ninits_optim | onx_op_Reshape | skl_nnodes | skl_ntrees | skl_max_depth | onx_op_Cast | onx_mlprodict | onx_op_ZipMap | onx_com.microsoft | onx_op_Identity | onx_op_Identity_optim | onx_subgraphs | onx_subgraphs_optim | +========================================+===========================+==========+=======+=========+=============+=========+===========+==========+==========+============+============+===================+======================+================+================+==================+==================+================+============+============+===============+=============+===============+===============+===================+=================+=======================+===============+=====================+ | :ref:`PCA ` | num-tr | default | | OK 13/ | 1.0.2 | 1 | | | 3.2e+02 | 2 | 2 | skl2onnx | 1.1 | | 3.2e+02 | 2 | 2 | | | | | | | | | | | | | +----------------------------------------+---------------------------+----------+-------+---------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ +----------------------------------------+---------------------------+----------+-------+---------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | name | problem | scenario | optim | opset15 | RT/SKL-N=1 | N=10 | N=100 | N=1000 | N=10000 | RT/SKL-N=1-min | RT/SKL-N=1-max | N=10-min | N=10-max | N=100-min | N=100-max | N=1000-min | N=1000-max | N=10000-min | N=10000-max | +========================================+===========================+==========+=======+=========+============+======+=======+========+=========+================+================+==========+==========+===========+===========+============+============+=============+=============+ | :ref:`PCA ` | num-tr | default | | OK 13/ | 1.2 | 1.2 | 1.4 | 1.4 | 1.5 | 1.1 | 1.5 | 1.1 | 1.2 | 1.1 | 3.1 | 1.3 | 1.5 | 1.5 | 1.6 | +----------------------------------------+---------------------------+----------+-------+---------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ .. _lpy-PLSDDD: PLS... ++++++ +---------------------------------------------------------------+---------------------------+----------+-------+---------------+------------+ | name | problem | scenario | optim | opset15 | onx_nnodes | +===============================================================+===========================+==========+=======+===============+============+ | :ref:`PLSCanonical ` | b-reg | default | | | | +---------------------------------------------------------------+---------------------------+----------+-------+---------------+------------+ | :ref:`PLSCanonical ` | m-reg | default | | | | +---------------------------------------------------------------+---------------------------+----------+-------+---------------+------------+ | :ref:`PLSCanonical ` | num+y-tr | default | | | | +---------------------------------------------------------------+---------------------------+----------+-------+---------------+------------+ | :ref:`PLSCanonical ` | ~b-reg-64 | default | | | | +---------------------------------------------------------------+---------------------------+----------+-------+---------------+------------+ | :ref:`PLSCanonical ` | ~m-reg-64 | default | | | | +---------------------------------------------------------------+---------------------------+----------+-------+---------------+------------+ | :ref:`PLSRegression ` | b-reg | default | | OK 14/ | 4 | +---------------------------------------------------------------+---------------------------+----------+-------+---------------+------------+ | :ref:`PLSRegression ` | m-reg | default | | OK 14/ | 4 | +---------------------------------------------------------------+---------------------------+----------+-------+---------------+------------+ | :ref:`PLSRegression ` | num+y-tr | default | | big-diff | 4 | +---------------------------------------------------------------+---------------------------+----------+-------+---------------+------------+ | :ref:`PLSRegression ` | ~b-reg-64 | default | | OK 14/ | 4 | +---------------------------------------------------------------+---------------------------+----------+-------+---------------+------------+ | :ref:`PLSRegression ` | ~m-reg-64 | default | | OK 14/ | 4 | +---------------------------------------------------------------+---------------------------+----------+-------+---------------+------------+ | :ref:`PLSSVD ` | num+y-tr | default | | | | +---------------------------------------------------------------+---------------------------+----------+-------+---------------+------------+ +-------------------------------------------------------------+---------------------------+----------+-------+---------------+--------------+ | name | problem | scenario | optim | opset15 | ERROR-msg | +=============================================================+===========================+==========+=======+===============+==============+ | :ref:`PLSCanonical ` | b-reg | default | | | NO CONVERTER | +-------------------------------------------------------------+---------------------------+----------+-------+---------------+--------------+ | :ref:`PLSCanonical ` | m-reg | default | | | NO CONVERTER | +-------------------------------------------------------------+---------------------------+----------+-------+---------------+--------------+ | :ref:`PLSCanonical ` | num+y-tr | default | | | NO CONVERTER | +-------------------------------------------------------------+---------------------------+----------+-------+---------------+--------------+ | :ref:`PLSCanonical ` | ~b-reg-64 | default | | | NO CONVERTER | +-------------------------------------------------------------+---------------------------+----------+-------+---------------+--------------+ | :ref:`PLSCanonical ` | ~m-reg-64 | default | | | NO CONVERTER | +-------------------------------------------------------------+---------------------------+----------+-------+---------------+--------------+ | :ref:`PLSSVD ` | num+y-tr | default | | | NO CONVERTER | +-------------------------------------------------------------+---------------------------+----------+-------+---------------+--------------+ +---------------------------------------------------------------+---------------------------+----------+-------+---------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | name | problem | scenario | optim | opset15 | skl_version | skl_nop | skl_ncoef | skl_nlin | onx_size | onx_nnodes | onx_ninits | onx_producer_name | onx_producer_version | onx_ai.onnx.ml | onx_size_optim | onx_nnodes_optim | onx_ninits_optim | onx_op_Reshape | skl_nnodes | skl_ntrees | skl_max_depth | onx_op_Cast | onx_mlprodict | onx_op_ZipMap | onx_com.microsoft | onx_op_Identity | onx_op_Identity_optim | onx_subgraphs | onx_subgraphs_optim | +===============================================================+===========================+==========+=======+===============+=============+=========+===========+==========+==========+============+============+===================+======================+================+================+==================+==================+================+============+============+===============+=============+===============+===============+===================+=================+=======================+===============+=====================+ | :ref:`PLSCanonical ` | b-reg | default | | | 1.0.2 | 1 | 4 | 1 | | | | | | | | | | | | | | | | | | | | | | +---------------------------------------------------------------+---------------------------+----------+-------+---------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`PLSCanonical ` | m-reg | default | | | 1.0.2 | 1 | 4 | 1 | | | | | | | | | | | | | | | | | | | | | | +---------------------------------------------------------------+---------------------------+----------+-------+---------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`PLSCanonical ` | num+y-tr | default | | | 1.0.2 | 1 | 4 | 1 | | | | | | | | | | | | | | | | | | | | | | +---------------------------------------------------------------+---------------------------+----------+-------+---------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`PLSCanonical ` | ~b-reg-64 | default | | | 1.0.2 | 1 | 4 | 1 | | | | | | | | | | | | | | | | | | | | | | +---------------------------------------------------------------+---------------------------+----------+-------+---------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`PLSCanonical ` | ~m-reg-64 | default | | | 1.0.2 | 1 | 4 | 1 | | | | | | | | | | | | | | | | | | | | | | +---------------------------------------------------------------+---------------------------+----------+-------+---------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`PLSRegression ` | b-reg | default | | OK 14/ | 1.0.2 | 1 | 4 | 1 | 4.2e+02 | 4 | 4 | skl2onnx | 1.1 | | 4.2e+02 | 4 | 4 | | | | | | | | | | | | | +---------------------------------------------------------------+---------------------------+----------+-------+---------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`PLSRegression ` | m-reg | default | | OK 14/ | 1.0.2 | 1 | 4 | 1 | 4.4e+02 | 4 | 4 | skl2onnx | 1.1 | | 4.4e+02 | 4 | 4 | | | | | | | | | | | | | +---------------------------------------------------------------+---------------------------+----------+-------+---------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`PLSRegression ` | num+y-tr | default | | big-diff | 1.0.2 | 1 | 4 | 1 | 4.2e+02 | 4 | 4 | skl2onnx | 1.1 | | 4.2e+02 | 4 | 4 | | | | | | | | | | | | | +---------------------------------------------------------------+---------------------------+----------+-------+---------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`PLSRegression ` | ~b-reg-64 | default | | OK 14/ | 1.0.2 | 1 | 4 | 1 | 4.8e+02 | 4 | 4 | skl2onnx | 1.1 | | 4.8e+02 | 4 | 4 | | | | | | | | | | | | | +---------------------------------------------------------------+---------------------------+----------+-------+---------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`PLSRegression ` | ~m-reg-64 | default | | OK 14/ | 1.0.2 | 1 | 4 | 1 | 5.2e+02 | 4 | 4 | skl2onnx | 1.1 | | 5.2e+02 | 4 | 4 | | | | | | | | | | | | | +---------------------------------------------------------------+---------------------------+----------+-------+---------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`PLSSVD ` | num+y-tr | default | | | 1.0.2 | 1 | | | | | | | | | | | | | | | | | | | | | | | | +---------------------------------------------------------------+---------------------------+----------+-------+---------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ +---------------------------------------------------------------+---------------------------+----------+-------+----------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | name | problem | scenario | optim | opset15 | RT/SKL-N=1 | N=10 | N=100 | N=1000 | N=10000 | RT/SKL-N=1-min | RT/SKL-N=1-max | N=10-min | N=10-max | N=100-min | N=100-max | N=1000-min | N=1000-max | N=10000-min | N=10000-max | +===============================================================+===========================+==========+=======+==========+============+======+=======+========+=========+================+================+==========+==========+===========+===========+============+============+=============+=============+ | :ref:`PLSRegression ` | b-reg | default | | OK 14/ | 1.4 | 1.1 | 1.1 | 0.98 | 0.82 | 0.99 | 3.3 | 0.99 | 1.7 | 0.94 | 1.1 | 0.9 | 1 | 0.81 | 0.82 | +---------------------------------------------------------------+---------------------------+----------+-------+----------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`PLSRegression ` | m-reg | default | | OK 14/ | 1.1 | 1.1 | 1 | 0.91 | 0.7 | 0.92 | 1.3 | 0.99 | 1.7 | 0.97 | 1.1 | 0.86 | 0.95 | 0.68 | 0.71 | +---------------------------------------------------------------+---------------------------+----------+-------+----------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`PLSRegression ` | num+y-tr | default | | big-diff | 1.2 | 1.2 | 1.1 | 0.96 | 0.76 | 1 | 1.4 | 1.1 | 1.8 | 1 | 1.2 | 0.92 | 1 | 0.75 | 0.77 | +---------------------------------------------------------------+---------------------------+----------+-------+----------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`PLSRegression ` | ~b-reg-64 | default | | OK 14/ | 1.5 | 1.4 | 1.5 | 1.7 | 2.1 | 1.3 | 1.8 | 1.3 | 1.5 | 1.3 | 1.6 | 1.7 | 1.8 | 2.1 | 2.2 | +---------------------------------------------------------------+---------------------------+----------+-------+----------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`PLSRegression ` | ~m-reg-64 | default | | OK 14/ | 1.5 | 1.4 | 1.4 | 1.5 | 1.6 | 1.3 | 1.9 | 1.3 | 1.5 | 1.3 | 1.5 | 1.4 | 1.7 | 1.6 | 1.7 | +---------------------------------------------------------------+---------------------------+----------+-------+----------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ .. _lpy-PassiveAggressive: PassiveAggressive +++++++++++++++++ +------------------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+---------+------------+ | name | problem | scenario | optim | opset15 | onx_nnodes | +======================================================================================================+===========================+==========+===================+=========+============+ | :ref:`PassiveAggressiveClassifier ` | ~b-cl-nop | logreg | {'zipmap': False} | OK 13/1 | 8 | +------------------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+---------+------------+ | :ref:`PassiveAggressiveClassifier ` | ~m-cl-nop | logreg | {'zipmap': False} | OK 14/1 | 7 | +------------------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+---------+------------+ | :ref:`PassiveAggressiveRegressor ` | b-reg | default | | OK 15/1 | 1 | +------------------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+---------+------------+ | :ref:`PassiveAggressiveRegressor ` | ~b-reg-64 | default | | OK 13/ | 3 | +------------------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+---------+------------+ +------------------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+---------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | name | problem | scenario | optim | opset15 | skl_version | skl_nop | skl_ncoef | skl_nlin | onx_size | onx_nnodes | onx_ninits | onx_producer_name | onx_producer_version | onx_ai.onnx.ml | onx_size_optim | onx_nnodes_optim | onx_ninits_optim | onx_op_Reshape | skl_nnodes | skl_ntrees | skl_max_depth | onx_op_Cast | onx_mlprodict | onx_op_ZipMap | onx_com.microsoft | onx_op_Identity | onx_op_Identity_optim | onx_subgraphs | onx_subgraphs_optim | +======================================================================================================+===========================+==========+===================+=========+=============+=========+===========+==========+==========+============+============+===================+======================+================+================+==================+==================+================+============+============+===============+=============+===============+===============+===================+=================+=======================+===============+=====================+ | :ref:`PassiveAggressiveClassifier ` | ~b-cl-nop | logreg | {'zipmap': False} | OK 13/1 | 1.0.2 | 1 | 1 | 1 | 7.9e+02 | 8 | 5 | skl2onnx | 1.1 | 1 | 7.9e+02 | 8 | 5 | 1 | | | | 1 | | | | -1 | | | | +------------------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+---------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`PassiveAggressiveClassifier ` | ~m-cl-nop | logreg | {'zipmap': False} | OK 14/1 | 1.0.2 | 1 | 3 | 1 | 7.4e+02 | 7 | 4 | skl2onnx | 1.1 | 1 | 7.1e+02 | 6 | 4 | 1 | | | | 1 | | | | 1 | | | | +------------------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+---------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`PassiveAggressiveRegressor ` | b-reg | default | | OK 15/1 | 1.0.2 | 1 | 4 | 1 | 2.7e+02 | 1 | 0 | skl2onnx | 1.1 | 1 | 2.7e+02 | 1 | 0 | -1 | | | | | | | | | | | | +------------------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+---------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`PassiveAggressiveRegressor ` | ~b-reg-64 | default | | OK 13/ | 1.0.2 | 1 | 4 | 1 | 3.7e+02 | 3 | 3 | skl2onnx | 1.1 | -1 | 3.7e+02 | 3 | 3 | 1 | | | | | | | | | | | | +------------------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+---------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ +------------------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+---------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | name | problem | scenario | optim | opset15 | RT/SKL-N=1 | N=10 | N=100 | N=1000 | N=10000 | RT/SKL-N=1-min | RT/SKL-N=1-max | N=10-min | N=10-max | N=100-min | N=100-max | N=1000-min | N=1000-max | N=10000-min | N=10000-max | +======================================================================================================+===========================+==========+===================+=========+============+======+=======+========+=========+================+================+==========+==========+===========+===========+============+============+=============+=============+ | :ref:`PassiveAggressiveClassifier ` | ~b-cl-nop | logreg | {'zipmap': False} | OK 13/1 | 2.2 | 2.2 | 2.2 | 2.4 | 1.4 | 2 | 2.6 | 2 | 3.4 | 2 | 2.4 | 2.2 | 2.6 | 1.2 | 1.6 | +------------------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+---------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`PassiveAggressiveClassifier ` | ~m-cl-nop | logreg | {'zipmap': False} | OK 14/1 | 1.9 | 1.9 | 1.9 | 1.5 | 0.79 | 1.7 | 2.4 | 1.7 | 3.2 | 1.7 | 2 | 1.4 | 1.6 | 0.78 | 0.81 | +------------------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+---------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`PassiveAggressiveRegressor ` | b-reg | default | | OK 15/1 | 0.96 | 0.72 | 0.71 | 0.81 | 1.1 | 0.68 | 3.7 | 0.67 | 1.1 | 0.64 | 0.76 | 0.73 | 0.86 | 0.98 | 1.1 | +------------------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+---------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`PassiveAggressiveRegressor ` | ~b-reg-64 | default | | OK 13/ | 1.5 | 1.4 | 1.5 | 2 | 5.1 | 1.3 | 4.4 | 1.3 | 2.2 | 1.4 | 1.6 | 1.8 | 2.1 | 4.4 | 6.2 | +------------------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+---------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ .. _lpy-Perceptron: Perceptron ++++++++++ +--------------------------------------------------------------------+---------------------------+----------+-------------------+---------+------------+ | name | problem | scenario | optim | opset15 | onx_nnodes | +====================================================================+===========================+==========+===================+=========+============+ | :ref:`Perceptron ` | ~b-cl-dec | logreg | {'zipmap': False} | OK 13/1 | 8 | +--------------------------------------------------------------------+---------------------------+----------+-------------------+---------+------------+ | :ref:`Perceptron ` | ~b-cl-nop | logreg | {'zipmap': False} | OK 13/1 | 8 | +--------------------------------------------------------------------+---------------------------+----------+-------------------+---------+------------+ | :ref:`Perceptron ` | ~m-cl-dec | logreg | {'zipmap': False} | OK 14/1 | 7 | +--------------------------------------------------------------------+---------------------------+----------+-------------------+---------+------------+ | :ref:`Perceptron ` | ~m-cl-nop | logreg | {'zipmap': False} | OK 14/1 | 7 | +--------------------------------------------------------------------+---------------------------+----------+-------------------+---------+------------+ +--------------------------------------------------------------------+---------------------------+----------+-------------------+---------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | name | problem | scenario | optim | opset15 | skl_version | skl_nop | skl_ncoef | skl_nlin | onx_size | onx_nnodes | onx_ninits | onx_producer_name | onx_producer_version | onx_ai.onnx.ml | onx_size_optim | onx_nnodes_optim | onx_ninits_optim | onx_op_Reshape | skl_nnodes | skl_ntrees | skl_max_depth | onx_op_Cast | onx_mlprodict | onx_op_ZipMap | onx_com.microsoft | onx_op_Identity | onx_op_Identity_optim | onx_subgraphs | onx_subgraphs_optim | +====================================================================+===========================+==========+===================+=========+=============+=========+===========+==========+==========+============+============+===================+======================+================+================+==================+==================+================+============+============+===============+=============+===============+===============+===================+=================+=======================+===============+=====================+ | :ref:`Perceptron ` | ~b-cl-dec | logreg | {'zipmap': False} | OK 13/1 | 1.0.2 | 1 | 1 | 1 | 7.8e+02 | 8 | 5 | skl2onnx | 1.1 | 1 | 7.8e+02 | 8 | 5 | 1 | | | | 1 | | | | -1 | | | | +--------------------------------------------------------------------+---------------------------+----------+-------------------+---------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`Perceptron ` | ~b-cl-nop | logreg | {'zipmap': False} | OK 13/1 | 1.0.2 | 1 | 1 | 1 | 7.8e+02 | 8 | 5 | skl2onnx | 1.1 | 1 | 7.8e+02 | 8 | 5 | 1 | | | | 1 | | | | -1 | | | | +--------------------------------------------------------------------+---------------------------+----------+-------------------+---------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`Perceptron ` | ~m-cl-dec | logreg | {'zipmap': False} | OK 14/1 | 1.0.2 | 1 | 3 | 1 | 7.3e+02 | 7 | 4 | skl2onnx | 1.1 | 1 | 6.9e+02 | 6 | 4 | 1 | | | | 1 | | | | 1 | | | | +--------------------------------------------------------------------+---------------------------+----------+-------------------+---------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`Perceptron ` | ~m-cl-nop | logreg | {'zipmap': False} | OK 14/1 | 1.0.2 | 1 | 3 | 1 | 7.3e+02 | 7 | 4 | skl2onnx | 1.1 | 1 | 6.9e+02 | 6 | 4 | 1 | | | | 1 | | | | 1 | | | | +--------------------------------------------------------------------+---------------------------+----------+-------------------+---------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ +--------------------------------------------------------------------+---------------------------+----------+-------------------+---------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | name | problem | scenario | optim | opset15 | RT/SKL-N=1 | N=10 | N=100 | N=1000 | N=10000 | RT/SKL-N=1-min | RT/SKL-N=1-max | N=10-min | N=10-max | N=100-min | N=100-max | N=1000-min | N=1000-max | N=10000-min | N=10000-max | +====================================================================+===========================+==========+===================+=========+============+======+=======+========+=========+================+================+==========+==========+===========+===========+============+============+=============+=============+ | :ref:`Perceptron ` | ~b-cl-dec | logreg | {'zipmap': False} | OK 13/1 | 2.7 | 2.9 | 2.8 | 3.1 | 4.1 | 2.5 | 3.3 | 2.6 | 4.3 | 2.4 | 3 | 3 | 3.3 | 4 | 4.2 | +--------------------------------------------------------------------+---------------------------+----------+-------------------+---------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`Perceptron ` | ~b-cl-nop | logreg | {'zipmap': False} | OK 13/1 | 2.4 | 2.4 | 2.5 | 2.5 | 3 | 2.2 | 2.8 | 2.2 | 3.7 | 2.3 | 2.5 | 2.3 | 2.7 | 2.9 | 3.2 | +--------------------------------------------------------------------+---------------------------+----------+-------------------+---------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`Perceptron ` | ~m-cl-dec | logreg | {'zipmap': False} | OK 14/1 | 2.4 | 2.4 | 2.3 | 1.8 | 1.1 | 2.2 | 2.9 | 2.1 | 3.8 | 2.1 | 2.4 | 1.3 | 2.1 | 1 | 1.1 | +--------------------------------------------------------------------+---------------------------+----------+-------------------+---------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`Perceptron ` | ~m-cl-nop | logreg | {'zipmap': False} | OK 14/1 | 2.1 | 2.1 | 2.2 | 1.7 | 0.82 | 1.8 | 2.6 | 1.8 | 3.6 | 1.9 | 2.3 | 1.6 | 1.8 | 0.81 | 0.83 | +--------------------------------------------------------------------+---------------------------+----------+-------------------+---------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ .. _lpy-Poisson: Poisson +++++++ +---------------------------------------------------------------------+---------------------------+----------+-------+---------------------+------------+ | name | problem | scenario | optim | opset15 | onx_nnodes | +=====================================================================+===========================+==========+=======+=====================+============+ | :ref:`PoissonRegressor ` | b-reg | default | | OK 14/ | 4 | +---------------------------------------------------------------------+---------------------------+----------+-------+---------------------+------------+ | :ref:`PoissonRegressor ` | m-reg | default | | ERR: 1training_time | -1 | +---------------------------------------------------------------------+---------------------------+----------+-------+---------------------+------------+ | :ref:`PoissonRegressor ` | ~b-reg-64 | default | | OK 14/ | 4 | +---------------------------------------------------------------------+---------------------------+----------+-------+---------------------+------------+ | :ref:`PoissonRegressor ` | ~m-reg-64 | default | | ERR: 1training_time | -1 | +---------------------------------------------------------------------+---------------------------+----------+-------+---------------------+------------+ +---------------------------------------------------------------------+---------------------------+----------+-------+---------------------+-----------------------------------------------------------------+ | name | problem | scenario | optim | opset15 | ERROR-msg | +=====================================================================+===========================+==========+=======+=====================+=================================================================+ | :ref:`PoissonRegressor ` | m-reg | default | | ERR: 1training_time | y should be a 1d array, got an array of shape (112, 2) instead. | +---------------------------------------------------------------------+---------------------------+----------+-------+---------------------+-----------------------------------------------------------------+ | :ref:`PoissonRegressor ` | ~m-reg-64 | default | | ERR: 1training_time | y should be a 1d array, got an array of shape (112, 2) instead. | +---------------------------------------------------------------------+---------------------------+----------+-------+---------------------+-----------------------------------------------------------------+ +---------------------------------------------------------------------+---------------------------+----------+-------+---------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | name | problem | scenario | optim | opset15 | skl_version | skl_nop | skl_ncoef | skl_nlin | onx_size | onx_nnodes | onx_ninits | onx_producer_name | onx_producer_version | onx_ai.onnx.ml | onx_size_optim | onx_nnodes_optim | onx_ninits_optim | onx_op_Reshape | skl_nnodes | skl_ntrees | skl_max_depth | onx_op_Cast | onx_mlprodict | onx_op_ZipMap | onx_com.microsoft | onx_op_Identity | onx_op_Identity_optim | onx_subgraphs | onx_subgraphs_optim | +=====================================================================+===========================+==========+=======+=====================+=============+=========+===========+==========+==========+============+============+===================+======================+================+================+==================+==================+================+============+============+===============+=============+===============+===============+===================+=================+=======================+===============+=====================+ | :ref:`PoissonRegressor ` | b-reg | default | | OK 14/ | 1.0.2 | 1 | 4 | 1 | 4e+02 | 4 | 3 | skl2onnx | 1.1 | | 4e+02 | 4 | 3 | 1 | | | | | | | | | | | | +---------------------------------------------------------------------+---------------------------+----------+-------+---------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`PoissonRegressor ` | m-reg | default | | ERR: 1training_time | 1.0.2 | -1 | -1 | -1 | -1 | -1 | -1 | | | | -1 | -1 | -1 | -1 | | | | | | | | | | | | +---------------------------------------------------------------------+---------------------------+----------+-------+---------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`PoissonRegressor ` | ~b-reg-64 | default | | OK 14/ | 1.0.2 | 1 | 4 | 1 | 4.2e+02 | 4 | 3 | skl2onnx | 1.1 | | 4.2e+02 | 4 | 3 | 1 | | | | | | | | | | | | +---------------------------------------------------------------------+---------------------------+----------+-------+---------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`PoissonRegressor ` | ~m-reg-64 | default | | ERR: 1training_time | 1.0.2 | -1 | -1 | -1 | -1 | -1 | -1 | | | | -1 | -1 | -1 | -1 | | | | | | | | | | | | +---------------------------------------------------------------------+---------------------------+----------+-------+---------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ +---------------------------------------------------------------------+---------------------------+----------+-------+---------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | name | problem | scenario | optim | opset15 | RT/SKL-N=1 | N=10 | N=100 | N=1000 | N=10000 | RT/SKL-N=1-min | RT/SKL-N=1-max | N=10-min | N=10-max | N=100-min | N=100-max | N=1000-min | N=1000-max | N=10000-min | N=10000-max | +=====================================================================+===========================+==========+=======+=========+============+======+=======+========+=========+================+================+==========+==========+===========+===========+============+============+=============+=============+ | :ref:`PoissonRegressor ` | b-reg | default | | OK 14/ | 1.6 | 1.6 | 1.7 | 2.2 | 3.7 | 1.5 | 2.1 | 1.5 | 1.7 | 1.6 | 1.8 | 2.1 | 2.5 | 3.2 | 4.2 | +---------------------------------------------------------------------+---------------------------+----------+-------+---------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`PoissonRegressor ` | ~b-reg-64 | default | | OK 14/ | 1.6 | 1.6 | 1.9 | 3 | 5.8 | 1.3 | 2.1 | 1.4 | 1.7 | 1.7 | 2 | 2.8 | 3.1 | 5.5 | 6 | +---------------------------------------------------------------------+---------------------------+----------+-------+---------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ .. _lpy-PolynomialCountSketch: PolynomialCountSketch +++++++++++++++++++++ +----------------------------------------------------------------------------+---------------------------+----------+-------+---------------+------------+ | name | problem | scenario | optim | opset15 | onx_nnodes | +============================================================================+===========================+==========+=======+===============+============+ | :ref:`PolynomialCountSketch ` | num-tr | default | | | | +----------------------------------------------------------------------------+---------------------------+----------+-------+---------------+------------+ +----------------------------------------------------------------------------+---------------------------+----------+-------+---------------+--------------+ | name | problem | scenario | optim | opset15 | ERROR-msg | +============================================================================+===========================+==========+=======+===============+==============+ | :ref:`PolynomialCountSketch ` | num-tr | default | | | NO CONVERTER | +----------------------------------------------------------------------------+---------------------------+----------+-------+---------------+--------------+ +----------------------------------------------------------------------------+---------------------------+----------+-------+---------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | name | problem | scenario | optim | opset15 | skl_version | skl_nop | skl_ncoef | skl_nlin | onx_size | onx_nnodes | onx_ninits | onx_producer_name | onx_producer_version | onx_ai.onnx.ml | onx_size_optim | onx_nnodes_optim | onx_ninits_optim | onx_op_Reshape | skl_nnodes | skl_ntrees | skl_max_depth | onx_op_Cast | onx_mlprodict | onx_op_ZipMap | onx_com.microsoft | onx_op_Identity | onx_op_Identity_optim | onx_subgraphs | onx_subgraphs_optim | +============================================================================+===========================+==========+=======+===============+=============+=========+===========+==========+==========+============+============+===================+======================+================+================+==================+==================+================+============+============+===============+=============+===============+===============+===================+=================+=======================+===============+=====================+ | :ref:`PolynomialCountSketch ` | num-tr | default | | | 1.0.2 | 1 | | | | | | | | | | | | | | | | | | | | | | | | +----------------------------------------------------------------------------+---------------------------+----------+-------+---------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ .. _lpy-PolynomialFeatures: PolynomialFeatures ++++++++++++++++++ +----------------------------------------------------------------------+---------------------------+----------+-------+---------+------------+ | name | problem | scenario | optim | opset15 | onx_nnodes | +======================================================================+===========================+==========+=======+=========+============+ | :ref:`PolynomialFeatures ` | num-tr | default | | OK 15/1 | 31 | +----------------------------------------------------------------------+---------------------------+----------+-------+---------+------------+ +----------------------------------------------------------------------+---------------------------+----------+-------+---------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | name | problem | scenario | optim | opset15 | skl_version | skl_nop | skl_ncoef | skl_nlin | onx_size | onx_nnodes | onx_ninits | onx_producer_name | onx_producer_version | onx_ai.onnx.ml | onx_size_optim | onx_nnodes_optim | onx_ninits_optim | onx_op_Reshape | skl_nnodes | skl_ntrees | skl_max_depth | onx_op_Cast | onx_mlprodict | onx_op_ZipMap | onx_com.microsoft | onx_op_Identity | onx_op_Identity_optim | onx_subgraphs | onx_subgraphs_optim | +======================================================================+===========================+==========+=======+=========+=============+=========+===========+==========+==========+============+============+===================+======================+================+================+==================+==================+================+============+============+===============+=============+===============+===============+===================+=================+=======================+===============+=====================+ | :ref:`PolynomialFeatures ` | num-tr | default | | OK 15/1 | 1.0.2 | 1 | | | 2.5e+03 | 31 | 14 | skl2onnx | 1.1 | 1 | 2.5e+03 | 31 | 14 | | | | | | | | | | | | | +----------------------------------------------------------------------+---------------------------+----------+-------+---------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ +----------------------------------------------------------------------+---------------------------+----------+-------+---------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | name | problem | scenario | optim | opset15 | RT/SKL-N=1 | N=10 | N=100 | N=1000 | N=10000 | RT/SKL-N=1-min | RT/SKL-N=1-max | N=10-min | N=10-max | N=100-min | N=100-max | N=1000-min | N=1000-max | N=10000-min | N=10000-max | +======================================================================+===========================+==========+=======+=========+============+======+=======+========+=========+================+================+==========+==========+===========+===========+============+============+=============+=============+ | :ref:`PolynomialFeatures ` | num-tr | default | | OK 15/1 | 6.4 | 5.8 | 5.2 | 3.7 | 1.4 | 5.7 | 7.7 | 5.4 | 8.9 | 5.1 | 5.4 | 3.6 | 3.8 | 1.4 | 1.4 | +----------------------------------------------------------------------+---------------------------+----------+-------+---------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ .. _lpy-PowerTransformer: PowerTransformer ++++++++++++++++ +--------------------------------------------------------------------------+---------------------------+-------------+-------+---------+------------+ | name | problem | scenario | optim | opset15 | onx_nnodes | +==========================================================================+===========================+=============+=======+=========+============+ | :ref:`PowerTransformer ` | num-tr-pos | box-cox | | OK 15/1 | 11 | +--------------------------------------------------------------------------+---------------------------+-------------+-------+---------+------------+ | :ref:`PowerTransformer ` | num-tr-pos | yeo-johnson | | OK 15/1 | 31 | +--------------------------------------------------------------------------+---------------------------+-------------+-------+---------+------------+ +--------------------------------------------------------------------------+---------------------------+-------------+-------+---------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | name | problem | scenario | optim | opset15 | skl_version | skl_nop | skl_ncoef | skl_nlin | onx_size | onx_nnodes | onx_ninits | onx_producer_name | onx_producer_version | onx_ai.onnx.ml | onx_size_optim | onx_nnodes_optim | onx_ninits_optim | onx_op_Reshape | skl_nnodes | skl_ntrees | skl_max_depth | onx_op_Cast | onx_mlprodict | onx_op_ZipMap | onx_com.microsoft | onx_op_Identity | onx_op_Identity_optim | onx_subgraphs | onx_subgraphs_optim | +==========================================================================+===========================+=============+=======+=========+=============+=========+===========+==========+==========+============+============+===================+======================+================+================+==================+==================+================+============+============+===============+=============+===============+===============+===================+=================+=======================+===============+=====================+ | :ref:`PowerTransformer ` | num-tr-pos | box-cox | | OK 15/1 | 1.0.2 | 1 | | | 9.8e+02 | 11 | 3 | skl2onnx | 1.1 | 1 | 9.8e+02 | 11 | 3 | | | | | -1 | | | | | | | | +--------------------------------------------------------------------------+---------------------------+-------------+-------+---------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`PowerTransformer ` | num-tr-pos | yeo-johnson | | OK 15/1 | 1.0.2 | 1 | | | 2.2e+03 | 31 | 4 | skl2onnx | 1.1 | 1 | 2.2e+03 | 31 | 4 | | | | | 2 | | | | | | | | +--------------------------------------------------------------------------+---------------------------+-------------+-------+---------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ +--------------------------------------------------------------------------+---------------------------+-------------+-------+---------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | name | problem | scenario | optim | opset15 | RT/SKL-N=1 | N=10 | N=100 | N=1000 | N=10000 | RT/SKL-N=1-min | RT/SKL-N=1-max | N=10-min | N=10-max | N=100-min | N=100-max | N=1000-min | N=1000-max | N=10000-min | N=10000-max | +==========================================================================+===========================+=============+=======+=========+============+======+=======+========+=========+================+================+==========+==========+===========+===========+============+============+=============+=============+ | :ref:`PowerTransformer ` | num-tr-pos | box-cox | | OK 15/1 | 0.85 | 0.86 | 0.79 | 0.78 | 0.72 | 0.78 | 1.1 | 0.76 | 1.3 | 0.74 | 0.83 | 0.75 | 0.83 | 0.72 | 0.72 | +--------------------------------------------------------------------------+---------------------------+-------------+-------+---------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`PowerTransformer ` | num-tr-pos | yeo-johnson | | OK 15/1 | 1.1 | 1.1 | 1.1 | 1.3 | 1.8 | 1 | 1.3 | 1.1 | 1.7 | 1.1 | 1.2 | 1.3 | 1.4 | 1.8 | 1.8 | +--------------------------------------------------------------------------+---------------------------+-------------+-------+---------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ .. _lpy-QuadraticDiscriminantAnalysis: QuadraticDiscriminantAnalysis +++++++++++++++++++++++++++++ +------------------------------------------------------------------------------------------+---------------------------+----------+-------+---------------+------------+ | name | problem | scenario | optim | opset15 | onx_nnodes | +==========================================================================================+===========================+==========+=======+===============+============+ | :ref:`QuadraticDiscriminantAnalysis ` | b-cl | default | | | | +------------------------------------------------------------------------------------------+---------------------------+----------+-------+---------------+------------+ | :ref:`QuadraticDiscriminantAnalysis ` | m-cl | default | | | | +------------------------------------------------------------------------------------------+---------------------------+----------+-------+---------------+------------+ +------------------------------------------------------------------------------------------+---------------------------+----------+-------+---------------+--------------+ | name | problem | scenario | optim | opset15 | ERROR-msg | +==========================================================================================+===========================+==========+=======+===============+==============+ | :ref:`QuadraticDiscriminantAnalysis ` | b-cl | default | | | NO CONVERTER | +------------------------------------------------------------------------------------------+---------------------------+----------+-------+---------------+--------------+ | :ref:`QuadraticDiscriminantAnalysis ` | m-cl | default | | | NO CONVERTER | +------------------------------------------------------------------------------------------+---------------------------+----------+-------+---------------+--------------+ +------------------------------------------------------------------------------------------+---------------------------+----------+-------+---------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | name | problem | scenario | optim | opset15 | skl_version | skl_nop | skl_ncoef | skl_nlin | onx_size | onx_nnodes | onx_ninits | onx_producer_name | onx_producer_version | onx_ai.onnx.ml | onx_size_optim | onx_nnodes_optim | onx_ninits_optim | onx_op_Reshape | skl_nnodes | skl_ntrees | skl_max_depth | onx_op_Cast | onx_mlprodict | onx_op_ZipMap | onx_com.microsoft | onx_op_Identity | onx_op_Identity_optim | onx_subgraphs | onx_subgraphs_optim | +==========================================================================================+===========================+==========+=======+===============+=============+=========+===========+==========+==========+============+============+===================+======================+================+================+==================+==================+================+============+============+===============+=============+===============+===============+===================+=================+=======================+===============+=====================+ | :ref:`QuadraticDiscriminantAnalysis ` | b-cl | default | | | 1.0.2 | 1 | | | | | | | | | | | | | | | | | | | | | | | | +------------------------------------------------------------------------------------------+---------------------------+----------+-------+---------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`QuadraticDiscriminantAnalysis ` | m-cl | default | | | 1.0.2 | 1 | | | | | | | | | | | | | | | | | | | | | | | | +------------------------------------------------------------------------------------------+---------------------------+----------+-------+---------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ .. _lpy-Quantile: Quantile ++++++++ +-----------------------------------------------------------------------+---------------------------+----------+-------+---------------------+------------+ | name | problem | scenario | optim | opset15 | onx_nnodes | +=======================================================================+===========================+==========+=======+=====================+============+ | :ref:`QuantileRegressor ` | b-reg | default | | OK 15/1 | 1 | +-----------------------------------------------------------------------+---------------------------+----------+-------+---------------------+------------+ | :ref:`QuantileRegressor ` | m-reg | default | | ERR: 1training_time | -1 | +-----------------------------------------------------------------------+---------------------------+----------+-------+---------------------+------------+ | :ref:`QuantileRegressor ` | ~b-reg-64 | default | | OK 13/ | 3 | +-----------------------------------------------------------------------+---------------------------+----------+-------+---------------------+------------+ | :ref:`QuantileRegressor ` | ~m-reg-64 | default | | ERR: 1training_time | -1 | +-----------------------------------------------------------------------+---------------------------+----------+-------+---------------------+------------+ +-----------------------------------------------------------------------+---------------------------+----------+-------+---------------------+-----------------------------------------------------------------+ | name | problem | scenario | optim | opset15 | ERROR-msg | +=======================================================================+===========================+==========+=======+=====================+=================================================================+ | :ref:`QuantileRegressor ` | m-reg | default | | ERR: 1training_time | y should be a 1d array, got an array of shape (112, 2) instead. | +-----------------------------------------------------------------------+---------------------------+----------+-------+---------------------+-----------------------------------------------------------------+ | :ref:`QuantileRegressor ` | ~m-reg-64 | default | | ERR: 1training_time | y should be a 1d array, got an array of shape (112, 2) instead. | +-----------------------------------------------------------------------+---------------------------+----------+-------+---------------------+-----------------------------------------------------------------+ +-----------------------------------------------------------------------+---------------------------+----------+-------+---------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | name | problem | scenario | optim | opset15 | skl_version | skl_nop | skl_ncoef | skl_nlin | onx_size | onx_nnodes | onx_ninits | onx_producer_name | onx_producer_version | onx_ai.onnx.ml | onx_size_optim | onx_nnodes_optim | onx_ninits_optim | onx_op_Reshape | skl_nnodes | skl_ntrees | skl_max_depth | onx_op_Cast | onx_mlprodict | onx_op_ZipMap | onx_com.microsoft | onx_op_Identity | onx_op_Identity_optim | onx_subgraphs | onx_subgraphs_optim | +=======================================================================+===========================+==========+=======+=====================+=============+=========+===========+==========+==========+============+============+===================+======================+================+================+==================+==================+================+============+============+===============+=============+===============+===============+===================+=================+=======================+===============+=====================+ | :ref:`QuantileRegressor ` | b-reg | default | | OK 15/1 | 1.0.2 | 1 | 4 | 1 | 2.6e+02 | 1 | 0 | skl2onnx | 1.1 | 1 | 2.6e+02 | 1 | 0 | -1 | | | | | | | | | | | | +-----------------------------------------------------------------------+---------------------------+----------+-------+---------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`QuantileRegressor ` | m-reg | default | | ERR: 1training_time | 1.0.2 | -1 | -1 | -1 | -1 | -1 | -1 | | | -1 | -1 | -1 | -1 | -1 | | | | | | | | | | | | +-----------------------------------------------------------------------+---------------------------+----------+-------+---------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`QuantileRegressor ` | ~b-reg-64 | default | | OK 13/ | 1.0.2 | 1 | 4 | 1 | 3.6e+02 | 3 | 3 | skl2onnx | 1.1 | -1 | 3.6e+02 | 3 | 3 | 1 | | | | | | | | | | | | +-----------------------------------------------------------------------+---------------------------+----------+-------+---------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`QuantileRegressor ` | ~m-reg-64 | default | | ERR: 1training_time | 1.0.2 | -1 | -1 | -1 | -1 | -1 | -1 | | | -1 | -1 | -1 | -1 | -1 | | | | | | | | | | | | +-----------------------------------------------------------------------+---------------------------+----------+-------+---------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ +-----------------------------------------------------------------------+---------------------------+----------+-------+---------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | name | problem | scenario | optim | opset15 | RT/SKL-N=1 | N=10 | N=100 | N=1000 | N=10000 | RT/SKL-N=1-min | RT/SKL-N=1-max | N=10-min | N=10-max | N=100-min | N=100-max | N=1000-min | N=1000-max | N=10000-min | N=10000-max | +=======================================================================+===========================+==========+=======+=========+============+======+=======+========+=========+================+================+==========+==========+===========+===========+============+============+=============+=============+ | :ref:`QuantileRegressor ` | b-reg | default | | OK 15/1 | 0.75 | 0.77 | 0.77 | 0.86 | 1.2 | 0.51 | 0.86 | 0.75 | 1 | 0.75 | 0.79 | 0.83 | 0.88 | 1.1 | 1.2 | +-----------------------------------------------------------------------+---------------------------+----------+-------+---------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`QuantileRegressor ` | ~b-reg-64 | default | | OK 13/ | 1.5 | 1.5 | 1.5 | 2 | 6.1 | 1.4 | 1.8 | 1.5 | 1.5 | 1.5 | 1.6 | 1.9 | 2.1 | 5.8 | 6.4 | +-----------------------------------------------------------------------+---------------------------+----------+-------+---------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ .. _lpy-QuantileTransformer: QuantileTransformer +++++++++++++++++++ +------------------------------------------------------------------------+---------------------------+----------+-------+---------------+------------+ | name | problem | scenario | optim | opset15 | onx_nnodes | +========================================================================+===========================+==========+=======+===============+============+ | :ref:`QuantileTransformer ` | num-tr | default | | | | +------------------------------------------------------------------------+---------------------------+----------+-------+---------------+------------+ +------------------------------------------------------------------------+---------------------------+----------+-------+---------------+--------------+ | name | problem | scenario | optim | opset15 | ERROR-msg | +========================================================================+===========================+==========+=======+===============+==============+ | :ref:`QuantileTransformer ` | num-tr | default | | | NO CONVERTER | +------------------------------------------------------------------------+---------------------------+----------+-------+---------------+--------------+ +------------------------------------------------------------------------+---------------------------+----------+-------+---------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | name | problem | scenario | optim | opset15 | skl_version | skl_nop | skl_ncoef | skl_nlin | onx_size | onx_nnodes | onx_ninits | onx_producer_name | onx_producer_version | onx_ai.onnx.ml | onx_size_optim | onx_nnodes_optim | onx_ninits_optim | onx_op_Reshape | skl_nnodes | skl_ntrees | skl_max_depth | onx_op_Cast | onx_mlprodict | onx_op_ZipMap | onx_com.microsoft | onx_op_Identity | onx_op_Identity_optim | onx_subgraphs | onx_subgraphs_optim | +========================================================================+===========================+==========+=======+===============+=============+=========+===========+==========+==========+============+============+===================+======================+================+================+==================+==================+================+============+============+===============+=============+===============+===============+===================+=================+=======================+===============+=====================+ | :ref:`QuantileTransformer ` | num-tr | default | | | 1.0.2 | 1 | | | | | | | | | | | | | | | | | | | | | | | | +------------------------------------------------------------------------+---------------------------+----------+-------+---------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ .. _lpy-RANSAC: RANSAC ++++++ +-------------------------------------------------------------------+---------------------------+----------+-------+---------+------------+ | name | problem | scenario | optim | opset15 | onx_nnodes | +===================================================================+===========================+==========+=======+=========+============+ | :ref:`RANSACRegressor ` | b-reg | default | | OK 14/1 | 2 | +-------------------------------------------------------------------+---------------------------+----------+-------+---------+------------+ | :ref:`RANSACRegressor ` | m-reg | default | | OK 14/1 | 2 | +-------------------------------------------------------------------+---------------------------+----------+-------+---------+------------+ | :ref:`RANSACRegressor ` | ~b-reg-64 | default | | OK 14/ | 4 | +-------------------------------------------------------------------+---------------------------+----------+-------+---------+------------+ | :ref:`RANSACRegressor ` | ~m-reg-64 | default | | OK 14/ | 4 | +-------------------------------------------------------------------+---------------------------+----------+-------+---------+------------+ +-------------------------------------------------------------------+---------------------------+----------+-------+---------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | name | problem | scenario | optim | opset15 | skl_version | skl_nop | skl_ncoef | skl_nlin | onx_size | onx_nnodes | onx_ninits | onx_producer_name | onx_producer_version | onx_ai.onnx.ml | onx_size_optim | onx_nnodes_optim | onx_ninits_optim | onx_op_Reshape | skl_nnodes | skl_ntrees | skl_max_depth | onx_op_Cast | onx_mlprodict | onx_op_ZipMap | onx_com.microsoft | onx_op_Identity | onx_op_Identity_optim | onx_subgraphs | onx_subgraphs_optim | +===================================================================+===========================+==========+=======+=========+=============+=========+===========+==========+==========+============+============+===================+======================+================+================+==================+==================+================+============+============+===============+=============+===============+===============+===================+=================+=======================+===============+=====================+ | :ref:`RANSACRegressor ` | b-reg | default | | OK 14/1 | 1.0.2 | 1 | | | 2.9e+02 | 2 | 0 | skl2onnx | 1.1 | 1 | 2.6e+02 | 1 | 0 | -1 | | | | | | | | 1 | | | | +-------------------------------------------------------------------+---------------------------+----------+-------+---------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`RANSACRegressor ` | m-reg | default | | OK 14/1 | 1.0.2 | 1 | | | 3.4e+02 | 2 | 0 | skl2onnx | 1.1 | 1 | 3e+02 | 1 | 0 | -1 | | | | | | | | 1 | | | | +-------------------------------------------------------------------+---------------------------+----------+-------+---------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`RANSACRegressor ` | ~b-reg-64 | default | | OK 14/ | 1.0.2 | 1 | | | 4e+02 | 4 | 3 | skl2onnx | 1.1 | -1 | 3.6e+02 | 3 | 3 | 1 | | | | | | | | 1 | | | | +-------------------------------------------------------------------+---------------------------+----------+-------+---------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`RANSACRegressor ` | ~m-reg-64 | default | | OK 14/ | 1.0.2 | 1 | | | 4.4e+02 | 4 | 3 | skl2onnx | 1.1 | -1 | 4e+02 | 3 | 3 | 1 | | | | | | | | 1 | | | | +-------------------------------------------------------------------+---------------------------+----------+-------+---------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ +-------------------------------------------------------------------+---------------------------+----------+-------+---------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | name | problem | scenario | optim | opset15 | RT/SKL-N=1 | N=10 | N=100 | N=1000 | N=10000 | RT/SKL-N=1-min | RT/SKL-N=1-max | N=10-min | N=10-max | N=100-min | N=100-max | N=1000-min | N=1000-max | N=10000-min | N=10000-max | +===================================================================+===========================+==========+=======+=========+============+======+=======+========+=========+================+================+==========+==========+===========+===========+============+============+=============+=============+ | :ref:`RANSACRegressor ` | b-reg | default | | OK 14/1 | 0.77 | 0.46 | 0.47 | 0.57 | 1.4 | 0.43 | 3.9 | 0.43 | 0.69 | 0.43 | 0.5 | 0.54 | 0.61 | 1.3 | 1.6 | +-------------------------------------------------------------------+---------------------------+----------+-------+---------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`RANSACRegressor ` | m-reg | default | | OK 14/1 | 0.46 | 0.47 | 0.47 | 0.55 | 0.62 | 0.44 | 0.49 | 0.43 | 0.7 | 0.43 | 0.51 | 0.52 | 0.58 | 0.61 | 0.64 | +-------------------------------------------------------------------+---------------------------+----------+-------+---------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`RANSACRegressor ` | ~b-reg-64 | default | | OK 14/ | 0.85 | 0.9 | 0.92 | 1.3 | 1.2 | 0.8 | 1 | 0.82 | 1.4 | 0.88 | 0.97 | 1.2 | 1.3 | 0.78 | 2.2 | +-------------------------------------------------------------------+---------------------------+----------+-------+---------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`RANSACRegressor ` | ~m-reg-64 | default | | OK 14/ | 0.85 | 0.88 | 0.91 | 1.1 | 1.5 | 0.8 | 1 | 0.8 | 1.3 | 0.86 | 0.94 | 1 | 1.2 | 1.4 | 1.6 | +-------------------------------------------------------------------+---------------------------+----------+-------+---------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ .. _lpy-RBFSampler: RBFSampler ++++++++++ +------------------------------------------------------+---------------------------+----------+-------+---------------+------------+ | name | problem | scenario | optim | opset15 | onx_nnodes | +======================================================+===========================+==========+=======+===============+============+ | :ref:`RBFSampler ` | num-tr | default | | | | +------------------------------------------------------+---------------------------+----------+-------+---------------+------------+ +------------------------------------------------------+---------------------------+----------+-------+---------------+--------------+ | name | problem | scenario | optim | opset15 | ERROR-msg | +======================================================+===========================+==========+=======+===============+==============+ | :ref:`RBFSampler ` | num-tr | default | | | NO CONVERTER | +------------------------------------------------------+---------------------------+----------+-------+---------------+--------------+ +------------------------------------------------------+---------------------------+----------+-------+---------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | name | problem | scenario | optim | opset15 | skl_version | skl_nop | skl_ncoef | skl_nlin | onx_size | onx_nnodes | onx_ninits | onx_producer_name | onx_producer_version | onx_ai.onnx.ml | onx_size_optim | onx_nnodes_optim | onx_ninits_optim | onx_op_Reshape | skl_nnodes | skl_ntrees | skl_max_depth | onx_op_Cast | onx_mlprodict | onx_op_ZipMap | onx_com.microsoft | onx_op_Identity | onx_op_Identity_optim | onx_subgraphs | onx_subgraphs_optim | +======================================================+===========================+==========+=======+===============+=============+=========+===========+==========+==========+============+============+===================+======================+================+================+==================+==================+================+============+============+===============+=============+===============+===============+===================+=================+=======================+===============+=====================+ | :ref:`RBFSampler ` | num-tr | default | | | 1.0.2 | 1 | | | | | | | | | | | | | | | | | | | | | | | | +------------------------------------------------------+---------------------------+----------+-------+---------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ .. _lpy-RFE: RFE +++ +------------------------------------------+---------------------------+----------+-------+---------+------------+ | name | problem | scenario | optim | opset15 | onx_nnodes | +==========================================+===========================+==========+=======+=========+============+ | :ref:`RFE ` | num+y-tr | reg | | OK 15/1 | 1 | +------------------------------------------+---------------------------+----------+-------+---------+------------+ | :ref:`RFECV ` | num+y-tr | reg | | OK 15/1 | 1 | +------------------------------------------+---------------------------+----------+-------+---------+------------+ +------------------------------------------+---------------------------+----------+-------+---------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | name | problem | scenario | optim | opset15 | skl_version | skl_nop | skl_ncoef | skl_nlin | onx_size | onx_nnodes | onx_ninits | onx_producer_name | onx_producer_version | onx_ai.onnx.ml | onx_size_optim | onx_nnodes_optim | onx_ninits_optim | onx_op_Reshape | skl_nnodes | skl_ntrees | skl_max_depth | onx_op_Cast | onx_mlprodict | onx_op_ZipMap | onx_com.microsoft | onx_op_Identity | onx_op_Identity_optim | onx_subgraphs | onx_subgraphs_optim | +==========================================+===========================+==========+=======+=========+=============+=========+===========+==========+==========+============+============+===================+======================+================+================+==================+==================+================+============+============+===============+=============+===============+===============+===================+=================+=======================+===============+=====================+ | :ref:`RFE ` | num+y-tr | reg | | OK 15/1 | 1.0.2 | 1 | | | 2.4e+02 | 1 | 1 | skl2onnx | 1.1 | 1 | 2.4e+02 | 1 | 1 | | | | | | | | | | | | | +------------------------------------------+---------------------------+----------+-------+---------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`RFECV ` | num+y-tr | reg | | OK 15/1 | 1.0.2 | 1 | | | 2.4e+02 | 1 | 1 | skl2onnx | 1.1 | 1 | 2.4e+02 | 1 | 1 | | | | | | | | | | | | | +------------------------------------------+---------------------------+----------+-------+---------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ +------------------------------------------+---------------------------+----------+-------+---------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | name | problem | scenario | optim | opset15 | RT/SKL-N=1 | N=10 | N=100 | N=1000 | N=10000 | RT/SKL-N=1-min | RT/SKL-N=1-max | N=10-min | N=10-max | N=100-min | N=100-max | N=1000-min | N=1000-max | N=10000-min | N=10000-max | +==========================================+===========================+==========+=======+=========+============+======+=======+========+=========+================+================+==========+==========+===========+===========+============+============+=============+=============+ | :ref:`RFE ` | num+y-tr | reg | | OK 15/1 | 0.55 | 0.56 | 0.53 | 0.6 | 0.76 | 0.51 | 0.63 | 0.52 | 0.84 | 0.46 | 0.61 | 0.55 | 0.65 | 0.63 | 0.91 | +------------------------------------------+---------------------------+----------+-------+---------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`RFECV ` | num+y-tr | reg | | OK 15/1 | 0.5 | 0.52 | 0.53 | 0.56 | 0.78 | 0.46 | 0.59 | 0.48 | 0.77 | 0.48 | 0.58 | 0.51 | 0.61 | 0.68 | 0.88 | +------------------------------------------+---------------------------+----------+-------+---------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ .. _lpy-RandomizedSearch: RandomizedSearch ++++++++++++++++ +----------------------------------------------------------------+---------------------------+----------+-------+----------------+------------+ | name | problem | scenario | optim | opset15 | onx_nnodes | +================================================================+===========================+==========+=======+================+============+ | :ref:`RandomizedSearchCV ` | b-cl | cl | | | | +----------------------------------------------------------------+---------------------------+----------+-------+----------------+------------+ | :ref:`RandomizedSearchCV ` | b-cl | reg | | ERR: 2skl_meth | | +----------------------------------------------------------------+---------------------------+----------+-------+----------------+------------+ | :ref:`RandomizedSearchCV ` | m-cl | cl | | | | +----------------------------------------------------------------+---------------------------+----------+-------+----------------+------------+ | :ref:`RandomizedSearchCV ` | m-cl | reg | | ERR: 2skl_meth | | +----------------------------------------------------------------+---------------------------+----------+-------+----------------+------------+ +----------------------------------------------------------------+---------------------------+----------+-------+----------------+------------------------------------------------------------+ | name | problem | scenario | optim | opset15 | ERROR-msg | +================================================================+===========================+==========+=======+================+============================================================+ | :ref:`RandomizedSearchCV ` | b-cl | cl | | | NO CONVERTER | +----------------------------------------------------------------+---------------------------+----------+-------+----------------+------------------------------------------------------------+ | :ref:`RandomizedSearchCV ` | b-cl | reg | | ERR: 2skl_meth | 'LinearRegression' object has no attribute 'predict_proba' | +----------------------------------------------------------------+---------------------------+----------+-------+----------------+------------------------------------------------------------+ | :ref:`RandomizedSearchCV ` | m-cl | cl | | | NO CONVERTER | +----------------------------------------------------------------+---------------------------+----------+-------+----------------+------------------------------------------------------------+ | :ref:`RandomizedSearchCV ` | m-cl | reg | | ERR: 2skl_meth | 'LinearRegression' object has no attribute 'predict_proba' | +----------------------------------------------------------------+---------------------------+----------+-------+----------------+------------------------------------------------------------+ +----------------------------------------------------------------+---------------------------+----------+-------+----------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | name | problem | scenario | optim | opset15 | skl_version | skl_nop | skl_ncoef | skl_nlin | onx_size | onx_nnodes | onx_ninits | onx_producer_name | onx_producer_version | onx_ai.onnx.ml | onx_size_optim | onx_nnodes_optim | onx_ninits_optim | onx_op_Reshape | skl_nnodes | skl_ntrees | skl_max_depth | onx_op_Cast | onx_mlprodict | onx_op_ZipMap | onx_com.microsoft | onx_op_Identity | onx_op_Identity_optim | onx_subgraphs | onx_subgraphs_optim | +================================================================+===========================+==========+=======+================+=============+=========+===========+==========+==========+============+============+===================+======================+================+================+==================+==================+================+============+============+===============+=============+===============+===============+===================+=================+=======================+===============+=====================+ | :ref:`RandomizedSearchCV ` | b-cl | cl | | | 1.0.2 | 1 | | | | | | | | | | | | | | | | | | | | | | | | +----------------------------------------------------------------+---------------------------+----------+-------+----------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`RandomizedSearchCV ` | b-cl | reg | | ERR: 2skl_meth | 1.0.2 | 1 | | | | | | | | | | | | | | | | | | | | | | | | +----------------------------------------------------------------+---------------------------+----------+-------+----------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`RandomizedSearchCV ` | m-cl | cl | | | 1.0.2 | 1 | | | | | | | | | | | | | | | | | | | | | | | | +----------------------------------------------------------------+---------------------------+----------+-------+----------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`RandomizedSearchCV ` | m-cl | reg | | ERR: 2skl_meth | 1.0.2 | 1 | | | | | | | | | | | | | | | | | | | | | | | | +----------------------------------------------------------------+---------------------------+----------+-------+----------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ .. _lpy-RegressorChain: RegressorChain ++++++++++++++ +----------------------------------------------------------------+---------------------------+----------+-------+---------------------+------------+ | name | problem | scenario | optim | opset15 | onx_nnodes | +================================================================+===========================+==========+=======+=====================+============+ | :ref:`RegressorChain ` | b-reg | linreg | | ERR: 1training_time | | +----------------------------------------------------------------+---------------------------+----------+-------+---------------------+------------+ | :ref:`RegressorChain ` | m-reg | linreg | | | | +----------------------------------------------------------------+---------------------------+----------+-------+---------------------+------------+ | :ref:`RegressorChain ` | ~b-reg-64 | linreg | | ERR: 1training_time | | +----------------------------------------------------------------+---------------------------+----------+-------+---------------------+------------+ | :ref:`RegressorChain ` | ~m-reg-64 | linreg | | | | +----------------------------------------------------------------+---------------------------+----------+-------+---------------------+------------+ +----------------------------------------------------------------+---------------------------+----------+-------+---------------------+--------------------------+ | name | problem | scenario | optim | opset15 | ERROR-msg | +================================================================+===========================+==========+=======+=====================+==========================+ | :ref:`RegressorChain ` | b-reg | linreg | | ERR: 1training_time | tuple index out of range | +----------------------------------------------------------------+---------------------------+----------+-------+---------------------+--------------------------+ | :ref:`RegressorChain ` | m-reg | linreg | | | NO CONVERTER | +----------------------------------------------------------------+---------------------------+----------+-------+---------------------+--------------------------+ | :ref:`RegressorChain ` | ~b-reg-64 | linreg | | ERR: 1training_time | tuple index out of range | +----------------------------------------------------------------+---------------------------+----------+-------+---------------------+--------------------------+ | :ref:`RegressorChain ` | ~m-reg-64 | linreg | | | NO CONVERTER | +----------------------------------------------------------------+---------------------------+----------+-------+---------------------+--------------------------+ +----------------------------------------------------------------+---------------------------+----------+-------+---------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | name | problem | scenario | optim | opset15 | skl_version | skl_nop | skl_ncoef | skl_nlin | onx_size | onx_nnodes | onx_ninits | onx_producer_name | onx_producer_version | onx_ai.onnx.ml | onx_size_optim | onx_nnodes_optim | onx_ninits_optim | onx_op_Reshape | skl_nnodes | skl_ntrees | skl_max_depth | onx_op_Cast | onx_mlprodict | onx_op_ZipMap | onx_com.microsoft | onx_op_Identity | onx_op_Identity_optim | onx_subgraphs | onx_subgraphs_optim | +================================================================+===========================+==========+=======+=====================+=============+=========+===========+==========+==========+============+============+===================+======================+================+================+==================+==================+================+============+============+===============+=============+===============+===============+===================+=================+=======================+===============+=====================+ | :ref:`RegressorChain ` | b-reg | linreg | | ERR: 1training_time | 1.0.2 | -1 | -1 | -1 | | | | | | | | | | | | | | | | | | | | | | +----------------------------------------------------------------+---------------------------+----------+-------+---------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`RegressorChain ` | m-reg | linreg | | | 1.0.2 | 3 | 9 | 2 | | | | | | | | | | | | | | | | | | | | | | +----------------------------------------------------------------+---------------------------+----------+-------+---------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`RegressorChain ` | ~b-reg-64 | linreg | | ERR: 1training_time | 1.0.2 | -1 | -1 | -1 | | | | | | | | | | | | | | | | | | | | | | +----------------------------------------------------------------+---------------------------+----------+-------+---------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`RegressorChain ` | ~m-reg-64 | linreg | | | 1.0.2 | 3 | 9 | 2 | | | | | | | | | | | | | | | | | | | | | | +----------------------------------------------------------------+---------------------------+----------+-------+---------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ .. _lpy-SVM: SVM +++ +---------------------------------------------------------------+---------------------------+----------+-------------------+---------------------+------------+ | name | problem | scenario | optim | opset15 | onx_nnodes | +===============================================================+===========================+==========+===================+=====================+============+ | :ref:`LinearSVC ` | ~b-cl-nop | default | | OK 15/1 | 2 | +---------------------------------------------------------------+---------------------------+----------+-------------------+---------------------+------------+ | :ref:`LinearSVC ` | ~b-cl-nop-64 | default | | | -1 | +---------------------------------------------------------------+---------------------------+----------+-------------------+---------------------+------------+ | :ref:`LinearSVR ` | b-reg | default | | OK 15/1 | 1 | +---------------------------------------------------------------+---------------------------+----------+-------------------+---------------------+------------+ | :ref:`LinearSVR ` | ~b-reg-64 | default | | OK 13/ | 3 | +---------------------------------------------------------------+---------------------------+----------+-------------------+---------------------+------------+ | :ref:`NuSVC ` | b-cl | prob | | OK 9/1 | 4 | +---------------------------------------------------------------+---------------------------+----------+-------------------+---------------------+------------+ | :ref:`NuSVC ` | m-cl | prob | | OK 9/1 | 4 | +---------------------------------------------------------------+---------------------------+----------+-------------------+---------------------+------------+ | :ref:`NuSVC ` | ~b-cl-64 | prob | | ERR: 5ort_load | 4 | +---------------------------------------------------------------+---------------------------+----------+-------------------+---------------------+------------+ | :ref:`NuSVC ` | ~b-cl-nan | prob | | ERR: 1training_time | -1 | +---------------------------------------------------------------+---------------------------+----------+-------------------+---------------------+------------+ | :ref:`NuSVR ` | b-reg | default | | OK 9/1 | 2 | +---------------------------------------------------------------+---------------------------+----------+-------------------+---------------------+------------+ | :ref:`NuSVR ` | ~b-reg-64 | default | | ERR: 5ort_load | 2 | +---------------------------------------------------------------+---------------------------+----------+-------------------+---------------------+------------+ | :ref:`OneClassSVM ` | outlier | default | | OK 9/1 | 4 | +---------------------------------------------------------------+---------------------------+----------+-------------------+---------------------+------------+ | :ref:`SGDOneClassSVM ` | outlier | default | | | | +---------------------------------------------------------------+---------------------------+----------+-------------------+---------------------+------------+ | :ref:`SVC ` | b-cl | linear | {'zipmap': False} | OK 9/1 | 2 | +---------------------------------------------------------------+---------------------------+----------+-------------------+---------------------+------------+ | :ref:`SVC ` | b-cl | poly | {'zipmap': False} | OK 9/1 | 2 | +---------------------------------------------------------------+---------------------------+----------+-------------------+---------------------+------------+ | :ref:`SVC ` | b-cl | rbf | {'zipmap': False} | OK 9/1 | 2 | +---------------------------------------------------------------+---------------------------+----------+-------------------+---------------------+------------+ | :ref:`SVC ` | b-cl | sigmoid | {'zipmap': False} | e<0.0001 9/1 | 2 | +---------------------------------------------------------------+---------------------------+----------+-------------------+---------------------+------------+ | :ref:`SVC ` | m-cl | linear | {'zipmap': False} | e<0.0001 9/1 | 2 | +---------------------------------------------------------------+---------------------------+----------+-------------------+---------------------+------------+ | :ref:`SVC ` | m-cl | poly | {'zipmap': False} | e<0.0001 9/1 | 2 | +---------------------------------------------------------------+---------------------------+----------+-------------------+---------------------+------------+ | :ref:`SVC ` | m-cl | rbf | {'zipmap': False} | OK 9/1 | 2 | +---------------------------------------------------------------+---------------------------+----------+-------------------+---------------------+------------+ | :ref:`SVC ` | m-cl | sigmoid | {'zipmap': False} | OK 9/1 | 2 | +---------------------------------------------------------------+---------------------------+----------+-------------------+---------------------+------------+ | :ref:`SVC ` | ~b-cl-64 | linear | {'zipmap': False} | ERR: 5ort_load | 2 | +---------------------------------------------------------------+---------------------------+----------+-------------------+---------------------+------------+ | :ref:`SVC ` | ~b-cl-64 | poly | {'zipmap': False} | ERR: 5ort_load | 2 | +---------------------------------------------------------------+---------------------------+----------+-------------------+---------------------+------------+ | :ref:`SVC ` | ~b-cl-64 | rbf | {'zipmap': False} | ERR: 5ort_load | 2 | +---------------------------------------------------------------+---------------------------+----------+-------------------+---------------------+------------+ | :ref:`SVC ` | ~b-cl-64 | sigmoid | {'zipmap': False} | ERR: 5ort_load | 2 | +---------------------------------------------------------------+---------------------------+----------+-------------------+---------------------+------------+ | :ref:`SVC ` | ~b-cl-nan | linear | | ERR: 1training_time | -1 | +---------------------------------------------------------------+---------------------------+----------+-------------------+---------------------+------------+ | :ref:`SVC ` | ~b-cl-nan | poly | | ERR: 1training_time | -1 | +---------------------------------------------------------------+---------------------------+----------+-------------------+---------------------+------------+ | :ref:`SVC ` | ~b-cl-nan | rbf | | ERR: 1training_time | -1 | +---------------------------------------------------------------+---------------------------+----------+-------------------+---------------------+------------+ | :ref:`SVC ` | ~b-cl-nan | sigmoid | | ERR: 1training_time | -1 | +---------------------------------------------------------------+---------------------------+----------+-------------------+---------------------+------------+ | :ref:`SVR ` | b-reg | linear | | e<0.0001 9/1 | 2 | +---------------------------------------------------------------+---------------------------+----------+-------------------+---------------------+------------+ | :ref:`SVR ` | b-reg | poly | | e<0.0001 9/1 | 2 | +---------------------------------------------------------------+---------------------------+----------+-------------------+---------------------+------------+ | :ref:`SVR ` | b-reg | rbf | | OK 9/1 | 2 | +---------------------------------------------------------------+---------------------------+----------+-------------------+---------------------+------------+ | :ref:`SVR ` | b-reg | sigmoid | | OK 9/1 | 2 | +---------------------------------------------------------------+---------------------------+----------+-------------------+---------------------+------------+ | :ref:`SVR ` | ~b-reg-64 | linear | | ERR: 5ort_load | 2 | +---------------------------------------------------------------+---------------------------+----------+-------------------+---------------------+------------+ | :ref:`SVR ` | ~b-reg-64 | poly | | ERR: 5ort_load | 2 | +---------------------------------------------------------------+---------------------------+----------+-------------------+---------------------+------------+ | :ref:`SVR ` | ~b-reg-64 | rbf | | ERR: 5ort_load | 2 | +---------------------------------------------------------------+---------------------------+----------+-------------------+---------------------+------------+ | :ref:`SVR ` | ~b-reg-64 | sigmoid | | ERR: 5ort_load | 2 | +---------------------------------------------------------------+---------------------------+----------+-------------------+---------------------+------------+ +---------------------------------------------------------------+---------------------------+----------+-------------------+---------------------+--------------------------------------------------------------------------------+ | name | problem | scenario | optim | opset15 | ERROR-msg | +===============================================================+===========================+==========+===================+=====================+================================================================================+ | :ref:`LinearSVC ` | ~b-cl-nop-64 | default | | | post_transform 'NONE' is not supported with double. | +---------------------------------------------------------------+---------------------------+----------+-------------------+---------------------+--------------------------------------------------------------------------------+ | :ref:`NuSVC ` | ~b-cl-64 | prob | | ERR: 5ort_load | Unable to create InferenceSession due to '[ONNXRuntimeError] : 1 : FAIL : F... | +---------------------------------------------------------------+---------------------------+----------+-------------------+---------------------+--------------------------------------------------------------------------------+ | :ref:`NuSVC ` | ~b-cl-nan | prob | | ERR: 1training_time | Input contains NaN, infinity or a value too large for dtype('float64'). | +---------------------------------------------------------------+---------------------------+----------+-------------------+---------------------+--------------------------------------------------------------------------------+ | :ref:`NuSVR ` | ~b-reg-64 | default | | ERR: 5ort_load | Unable to create InferenceSession due to '[ONNXRuntimeError] : 1 : FAIL : F... | +---------------------------------------------------------------+---------------------------+----------+-------------------+---------------------+--------------------------------------------------------------------------------+ | :ref:`SGDOneClassSVM ` | outlier | default | | | NO CONVERTER | +---------------------------------------------------------------+---------------------------+----------+-------------------+---------------------+--------------------------------------------------------------------------------+ | :ref:`SVC ` | ~b-cl-64 | linear | {'zipmap': False} | ERR: 5ort_load | Unable to create InferenceSession due to '[ONNXRuntimeError] : 1 : FAIL : F... | +---------------------------------------------------------------+---------------------------+----------+-------------------+---------------------+--------------------------------------------------------------------------------+ | :ref:`SVC ` | ~b-cl-64 | poly | {'zipmap': False} | ERR: 5ort_load | Unable to create InferenceSession due to '[ONNXRuntimeError] : 1 : FAIL : F... | +---------------------------------------------------------------+---------------------------+----------+-------------------+---------------------+--------------------------------------------------------------------------------+ | :ref:`SVC ` | ~b-cl-64 | rbf | {'zipmap': False} | ERR: 5ort_load | Unable to create InferenceSession due to '[ONNXRuntimeError] : 1 : FAIL : F... | +---------------------------------------------------------------+---------------------------+----------+-------------------+---------------------+--------------------------------------------------------------------------------+ | :ref:`SVC ` | ~b-cl-64 | sigmoid | {'zipmap': False} | ERR: 5ort_load | Unable to create InferenceSession due to '[ONNXRuntimeError] : 1 : FAIL : F... | +---------------------------------------------------------------+---------------------------+----------+-------------------+---------------------+--------------------------------------------------------------------------------+ | :ref:`SVC ` | ~b-cl-nan | linear | | ERR: 1training_time | Input contains NaN, infinity or a value too large for dtype('float64'). | +---------------------------------------------------------------+---------------------------+----------+-------------------+---------------------+--------------------------------------------------------------------------------+ | :ref:`SVC ` | ~b-cl-nan | poly | | ERR: 1training_time | Input contains NaN, infinity or a value too large for dtype('float64'). | +---------------------------------------------------------------+---------------------------+----------+-------------------+---------------------+--------------------------------------------------------------------------------+ | :ref:`SVC ` | ~b-cl-nan | rbf | | ERR: 1training_time | Input contains NaN, infinity or a value too large for dtype('float64'). | +---------------------------------------------------------------+---------------------------+----------+-------------------+---------------------+--------------------------------------------------------------------------------+ | :ref:`SVC ` | ~b-cl-nan | sigmoid | | ERR: 1training_time | Input contains NaN, infinity or a value too large for dtype('float64'). | +---------------------------------------------------------------+---------------------------+----------+-------------------+---------------------+--------------------------------------------------------------------------------+ | :ref:`SVR ` | ~b-reg-64 | linear | | ERR: 5ort_load | Unable to create InferenceSession due to '[ONNXRuntimeError] : 1 : FAIL : F... | +---------------------------------------------------------------+---------------------------+----------+-------------------+---------------------+--------------------------------------------------------------------------------+ | :ref:`SVR ` | ~b-reg-64 | poly | | ERR: 5ort_load | Unable to create InferenceSession due to '[ONNXRuntimeError] : 1 : FAIL : F... | +---------------------------------------------------------------+---------------------------+----------+-------------------+---------------------+--------------------------------------------------------------------------------+ | :ref:`SVR ` | ~b-reg-64 | rbf | | ERR: 5ort_load | Unable to create InferenceSession due to '[ONNXRuntimeError] : 1 : FAIL : F... | +---------------------------------------------------------------+---------------------------+----------+-------------------+---------------------+--------------------------------------------------------------------------------+ | :ref:`SVR ` | ~b-reg-64 | sigmoid | | ERR: 5ort_load | Unable to create InferenceSession due to '[ONNXRuntimeError] : 1 : FAIL : F... | +---------------------------------------------------------------+---------------------------+----------+-------------------+---------------------+--------------------------------------------------------------------------------+ +---------------------------------------------------------------+---------------------------+----------+-------------------+---------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | name | problem | scenario | optim | opset15 | skl_version | skl_nop | skl_ncoef | skl_nlin | onx_size | onx_nnodes | onx_ninits | onx_producer_name | onx_producer_version | onx_ai.onnx.ml | onx_size_optim | onx_nnodes_optim | onx_ninits_optim | onx_op_Reshape | skl_nnodes | skl_ntrees | skl_max_depth | onx_op_Cast | onx_mlprodict | onx_op_ZipMap | onx_com.microsoft | onx_op_Identity | onx_op_Identity_optim | onx_subgraphs | onx_subgraphs_optim | +===============================================================+===========================+==========+===================+=====================+=============+=========+===========+==========+==========+============+============+===================+======================+================+================+==================+==================+================+============+============+===============+=============+===============+===============+===================+=================+=======================+===============+=====================+ | :ref:`LinearSVC ` | ~b-cl-nop | default | | OK 15/1 | 1.0.2 | 1 | 1 | 1 | 5.4e+02 | 2 | 1 | skl2onnx | 1.1 | 1 | 5.4e+02 | 2 | 1 | | | | | | | | | | | | | +---------------------------------------------------------------+---------------------------+----------+-------------------+---------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`LinearSVC ` | ~b-cl-nop-64 | default | | | 1.0.2 | 1 | 3 | 1 | -1 | -1 | -1 | | | -1 | -1 | -1 | -1 | | | | | | | | | | | | | +---------------------------------------------------------------+---------------------------+----------+-------------------+---------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`LinearSVR ` | b-reg | default | | OK 15/1 | 1.0.2 | 1 | 4 | 1 | 2.5e+02 | 1 | 0 | skl2onnx | 1.1 | 1 | 2.5e+02 | 1 | 0 | -1 | | | | | | | | | | | | +---------------------------------------------------------------+---------------------------+----------+-------------------+---------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`LinearSVR ` | ~b-reg-64 | default | | OK 13/ | 1.0.2 | 1 | 4 | 1 | 3.6e+02 | 3 | 3 | skl2onnx | 1.1 | -1 | 3.6e+02 | 3 | 3 | 1 | | | | | | | | | | | | +---------------------------------------------------------------+---------------------------+----------+-------------------+---------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`NuSVC ` | b-cl | prob | | OK 9/1 | 1.0.2 | 1 | | | 2e+03 | 4 | 0 | skl2onnx | 1.1 | 1 | 2e+03 | 4 | 0 | | | | | 2 | -1 | 1 | | | | | | +---------------------------------------------------------------+---------------------------+----------+-------------------+---------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`NuSVC ` | m-cl | prob | | OK 9/1 | 1.0.2 | 1 | | | 3.2e+03 | 4 | 0 | skl2onnx | 1.1 | 1 | 3.2e+03 | 4 | 0 | | | | | 2 | -1 | 1 | | | | | | +---------------------------------------------------------------+---------------------------+----------+-------------------+---------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`NuSVC ` | ~b-cl-64 | prob | | ERR: 5ort_load | 1.0.2 | 1 | | | 2.1e+03 | 4 | 0 | skl2onnx | 1.1 | 1 | 2.1e+03 | 4 | 0 | | | | | 2 | 1 | 1 | | | | | | +---------------------------------------------------------------+---------------------------+----------+-------------------+---------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`NuSVC ` | ~b-cl-nan | prob | | ERR: 1training_time | 1.0.2 | -1 | | | -1 | -1 | -1 | | | -1 | -1 | -1 | -1 | | | | | -1 | -1 | -1 | | | | | | +---------------------------------------------------------------+---------------------------+----------+-------------------+---------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`NuSVR ` | b-reg | default | | OK 9/1 | 1.0.2 | 1 | | | 1.8e+03 | 2 | 0 | skl2onnx | 1.1 | 1 | 1.8e+03 | 2 | 0 | | | | | 1 | -1 | | | | | | | +---------------------------------------------------------------+---------------------------+----------+-------------------+---------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`NuSVR ` | ~b-reg-64 | default | | ERR: 5ort_load | 1.0.2 | 1 | | | 1.9e+03 | 2 | 0 | skl2onnx | 1.1 | -1 | 1.9e+03 | 2 | 0 | | | | | 1 | 1 | | | | | | | +---------------------------------------------------------------+---------------------------+----------+-------------------+---------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`OneClassSVM ` | outlier | default | | OK 9/1 | 1.0.2 | 1 | | | 1.9e+03 | 4 | 0 | skl2onnx | 1.1 | 1 | 1.9e+03 | 4 | 0 | | | | | 2 | | | | | | | | +---------------------------------------------------------------+---------------------------+----------+-------------------+---------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`SGDOneClassSVM ` | outlier | default | | | 1.0.2 | 1 | 4 | 1 | | | | | | | | | | | | | | | | | | | | | | +---------------------------------------------------------------+---------------------------+----------+-------------------+---------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`SVC ` | b-cl | linear | {'zipmap': False} | OK 9/1 | 1.0.2 | 1 | 1 | 1 | 5.8e+02 | 2 | 0 | skl2onnx | 1.1 | 1 | 5.8e+02 | 2 | 0 | | | | | 1 | -1 | | | | | | | +---------------------------------------------------------------+---------------------------+----------+-------------------+---------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`SVC ` | b-cl | poly | {'zipmap': False} | OK 9/1 | 1.0.2 | 1 | -1 | -1 | 5.8e+02 | 2 | 0 | skl2onnx | 1.1 | 1 | 5.8e+02 | 2 | 0 | | | | | 1 | -1 | | | | | | | +---------------------------------------------------------------+---------------------------+----------+-------------------+---------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`SVC ` | b-cl | rbf | {'zipmap': False} | OK 9/1 | 1.0.2 | 1 | -1 | -1 | 8.3e+02 | 2 | 0 | skl2onnx | 1.1 | 1 | 8.3e+02 | 2 | 0 | | | | | 1 | -1 | | | | | | | +---------------------------------------------------------------+---------------------------+----------+-------------------+---------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`SVC ` | b-cl | sigmoid | {'zipmap': False} | e<0.0001 9/1 | 1.0.2 | 1 | -1 | -1 | 2.2e+03 | 2 | 0 | skl2onnx | 1.1 | 1 | 2.2e+03 | 2 | 0 | | | | | 1 | -1 | | | | | | | +---------------------------------------------------------------+---------------------------+----------+-------------------+---------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`SVC ` | m-cl | linear | {'zipmap': False} | e<0.0001 9/1 | 1.0.2 | 1 | 3 | 1 | 1.5e+03 | 2 | 0 | skl2onnx | 1.1 | 1 | 1.5e+03 | 2 | 0 | | | | | 1 | -1 | | | | | | | +---------------------------------------------------------------+---------------------------+----------+-------------------+---------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`SVC ` | m-cl | poly | {'zipmap': False} | e<0.0001 9/1 | 1.0.2 | 1 | -1 | -1 | 1.3e+03 | 2 | 0 | skl2onnx | 1.1 | 1 | 1.3e+03 | 2 | 0 | | | | | 1 | -1 | | | | | | | +---------------------------------------------------------------+---------------------------+----------+-------------------+---------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`SVC ` | m-cl | rbf | {'zipmap': False} | OK 9/1 | 1.0.2 | 1 | -1 | -1 | 2.3e+03 | 2 | 0 | skl2onnx | 1.1 | 1 | 2.3e+03 | 2 | 0 | | | | | 1 | -1 | | | | | | | +---------------------------------------------------------------+---------------------------+----------+-------------------+---------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`SVC ` | m-cl | sigmoid | {'zipmap': False} | OK 9/1 | 1.0.2 | 1 | -1 | -1 | 3.9e+03 | 2 | 0 | skl2onnx | 1.1 | 1 | 3.9e+03 | 2 | 0 | | | | | 1 | -1 | | | | | | | +---------------------------------------------------------------+---------------------------+----------+-------------------+---------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`SVC ` | ~b-cl-64 | linear | {'zipmap': False} | ERR: 5ort_load | 1.0.2 | 1 | 1 | 1 | 5.9e+02 | 2 | 0 | skl2onnx | 1.1 | -1 | 5.9e+02 | 2 | 0 | | | | | 1 | 1 | | | | | | | +---------------------------------------------------------------+---------------------------+----------+-------------------+---------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`SVC ` | ~b-cl-64 | poly | {'zipmap': False} | ERR: 5ort_load | 1.0.2 | 1 | -1 | -1 | 5.8e+02 | 2 | 0 | skl2onnx | 1.1 | -1 | 5.8e+02 | 2 | 0 | | | | | 1 | 1 | | | | | | | +---------------------------------------------------------------+---------------------------+----------+-------------------+---------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`SVC ` | ~b-cl-64 | rbf | {'zipmap': False} | ERR: 5ort_load | 1.0.2 | 1 | -1 | -1 | 8.6e+02 | 2 | 0 | skl2onnx | 1.1 | -1 | 8.6e+02 | 2 | 0 | | | | | 1 | 1 | | | | | | | +---------------------------------------------------------------+---------------------------+----------+-------------------+---------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`SVC ` | ~b-cl-64 | sigmoid | {'zipmap': False} | ERR: 5ort_load | 1.0.2 | 1 | -1 | -1 | 2.2e+03 | 2 | 0 | skl2onnx | 1.1 | -1 | 2.2e+03 | 2 | 0 | | | | | 1 | 1 | | | | | | | +---------------------------------------------------------------+---------------------------+----------+-------------------+---------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`SVC ` | ~b-cl-nan | linear | | ERR: 1training_time | 1.0.2 | -1 | -1 | -1 | -1 | -1 | -1 | | | -1 | -1 | -1 | -1 | | | | | -1 | -1 | | | | | | | +---------------------------------------------------------------+---------------------------+----------+-------------------+---------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`SVC ` | ~b-cl-nan | poly | | ERR: 1training_time | 1.0.2 | -1 | -1 | -1 | -1 | -1 | -1 | | | -1 | -1 | -1 | -1 | | | | | -1 | -1 | | | | | | | +---------------------------------------------------------------+---------------------------+----------+-------------------+---------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`SVC ` | ~b-cl-nan | rbf | | ERR: 1training_time | 1.0.2 | -1 | -1 | -1 | -1 | -1 | -1 | | | -1 | -1 | -1 | -1 | | | | | -1 | -1 | | | | | | | +---------------------------------------------------------------+---------------------------+----------+-------------------+---------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`SVC ` | ~b-cl-nan | sigmoid | | ERR: 1training_time | 1.0.2 | -1 | -1 | -1 | -1 | -1 | -1 | | | -1 | -1 | -1 | -1 | | | | | -1 | -1 | | | | | | | +---------------------------------------------------------------+---------------------------+----------+-------------------+---------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`SVR ` | b-reg | linear | | e<0.0001 9/1 | 1.0.2 | 1 | 1 | 1 | 2.8e+03 | 2 | 0 | skl2onnx | 1.1 | 1 | 2.8e+03 | 2 | 0 | | | | | 1 | -1 | | | | | | | +---------------------------------------------------------------+---------------------------+----------+-------------------+---------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`SVR ` | b-reg | poly | | e<0.0001 9/1 | 1.0.2 | 1 | -1 | -1 | 2.8e+03 | 2 | 0 | skl2onnx | 1.1 | 1 | 2.8e+03 | 2 | 0 | | | | | 1 | -1 | | | | | | | +---------------------------------------------------------------+---------------------------+----------+-------------------+---------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`SVR ` | b-reg | rbf | | OK 9/1 | 1.0.2 | 1 | -1 | -1 | 2.6e+03 | 2 | 0 | skl2onnx | 1.1 | 1 | 2.6e+03 | 2 | 0 | | | | | 1 | -1 | | | | | | | +---------------------------------------------------------------+---------------------------+----------+-------------------+---------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`SVR ` | b-reg | sigmoid | | OK 9/1 | 1.0.2 | 1 | -1 | -1 | 2.7e+03 | 2 | 0 | skl2onnx | 1.1 | 1 | 2.7e+03 | 2 | 0 | | | | | 1 | -1 | | | | | | | +---------------------------------------------------------------+---------------------------+----------+-------------------+---------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`SVR ` | ~b-reg-64 | linear | | ERR: 5ort_load | 1.0.2 | 1 | 1 | 1 | 2.8e+03 | 2 | 0 | skl2onnx | 1.1 | -1 | 2.8e+03 | 2 | 0 | | | | | 1 | 1 | | | | | | | +---------------------------------------------------------------+---------------------------+----------+-------------------+---------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`SVR ` | ~b-reg-64 | poly | | ERR: 5ort_load | 1.0.2 | 1 | -1 | -1 | 2.9e+03 | 2 | 0 | skl2onnx | 1.1 | -1 | 2.9e+03 | 2 | 0 | | | | | 1 | 1 | | | | | | | +---------------------------------------------------------------+---------------------------+----------+-------------------+---------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`SVR ` | ~b-reg-64 | rbf | | ERR: 5ort_load | 1.0.2 | 1 | -1 | -1 | 2.6e+03 | 2 | 0 | skl2onnx | 1.1 | -1 | 2.6e+03 | 2 | 0 | | | | | 1 | 1 | | | | | | | +---------------------------------------------------------------+---------------------------+----------+-------------------+---------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`SVR ` | ~b-reg-64 | sigmoid | | ERR: 5ort_load | 1.0.2 | 1 | -1 | -1 | 2.7e+03 | 2 | 0 | skl2onnx | 1.1 | -1 | 2.7e+03 | 2 | 0 | | | | | 1 | 1 | | | | | | | +---------------------------------------------------------------+---------------------------+----------+-------------------+---------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ +---------------------------------------------------------+---------------------------+----------+-------------------+--------------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | name | problem | scenario | optim | opset15 | RT/SKL-N=1 | N=10 | N=100 | N=1000 | N=10000 | RT/SKL-N=1-min | RT/SKL-N=1-max | N=10-min | N=10-max | N=100-min | N=100-max | N=1000-min | N=1000-max | N=10000-min | N=10000-max | +=========================================================+===========================+==========+===================+==============+============+======+=======+========+=========+================+================+==========+==========+===========+===========+============+============+=============+=============+ | :ref:`LinearSVC ` | ~b-cl-nop | default | | OK 15/1 | 0.98 | 0.98 | 1.1 | 1.1 | 1.2 | 0.88 | 1.2 | 0.89 | 1 | 0.88 | 2.5 | 0.96 | 1.1 | 1.1 | 1.2 | +---------------------------------------------------------+---------------------------+----------+-------------------+--------------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`LinearSVR ` | b-reg | default | | OK 15/1 | 0.85 | 0.78 | 0.77 | 0.86 | 0.58 | 0.75 | 1.4 | 0.75 | 1 | 0.75 | 0.79 | 0.84 | 0.89 | 0.53 | 0.62 | +---------------------------------------------------------+---------------------------+----------+-------------------+--------------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`LinearSVR ` | ~b-reg-64 | default | | OK 13/ | 1.5 | 1.5 | 1.5 | 2 | 6 | 1.4 | 1.9 | 1.4 | 1.5 | 1.5 | 1.6 | 1.9 | 2.1 | 5.9 | 6.1 | +---------------------------------------------------------+---------------------------+----------+-------------------+--------------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`NuSVC ` | b-cl | prob | | OK 9/1 | 0.87 | 0.75 | 0.45 | 0.34 | 0.34 | 0.79 | 1 | 0.68 | 1.1 | 0.44 | 0.47 | 0.33 | 0.34 | 0.33 | 0.34 | +---------------------------------------------------------+---------------------------+----------+-------------------+--------------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`NuSVC ` | m-cl | prob | | OK 9/1 | 0.82 | 0.68 | 0.43 | 0.33 | 0.33 | 0.77 | 0.99 | 0.59 | 0.97 | 0.42 | 0.44 | 0.32 | 0.33 | 0.33 | 0.33 | +---------------------------------------------------------+---------------------------+----------+-------------------+--------------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`NuSVR ` | b-reg | default | | OK 9/1 | 0.69 | 0.54 | 0.34 | 0.24 | 0.2 | 0.61 | 0.85 | 0.51 | 0.57 | 0.31 | 0.56 | 0.24 | 0.24 | 0.2 | 0.2 | +---------------------------------------------------------+---------------------------+----------+-------------------+--------------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`OneClassSVM ` | outlier | default | | OK 9/1 | 1 | 0.8 | 0.4 | 0.25 | 0.2 | 0.93 | 1.3 | 0.73 | 0.83 | 0.38 | 0.41 | 0.25 | 0.25 | 0.2 | 0.2 | +---------------------------------------------------------+---------------------------+----------+-------------------+--------------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`SVC ` | b-cl | linear | {'zipmap': False} | OK 9/1 | 0.85 | 0.72 | 0.68 | 0.25 | 0.19 | 0.68 | 3.1 | 0.67 | 0.74 | 0.57 | 1.3 | 0.24 | 0.26 | 0.16 | 0.23 | +---------------------------------------------------------+---------------------------+----------+-------------------+--------------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`SVC ` | b-cl | poly | {'zipmap': False} | OK 9/1 | 0.74 | 0.71 | 0.67 | 0.23 | 0.16 | 0.67 | 0.92 | 0.57 | 0.74 | 0.55 | 1.3 | 0.23 | 0.24 | 0.16 | 0.16 | +---------------------------------------------------------+---------------------------+----------+-------------------+--------------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`SVC ` | b-cl | rbf | {'zipmap': False} | OK 9/1 | 0.74 | 0.68 | 0.52 | 0.23 | 0.2 | 0.67 | 0.9 | 0.65 | 0.7 | 0.44 | 0.96 | 0.22 | 0.23 | 0.2 | 0.2 | +---------------------------------------------------------+---------------------------+----------+-------------------+--------------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`SVC ` | b-cl | sigmoid | {'zipmap': False} | e<0.0001 9/1 | 0.72 | 0.55 | 0.27 | 0.14 | 0.13 | 0.66 | 0.87 | 0.52 | 0.57 | 0.25 | 0.45 | 0.14 | 0.14 | 0.13 | 0.14 | +---------------------------------------------------------+---------------------------+----------+-------------------+--------------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`SVC ` | m-cl | linear | {'zipmap': False} | e<0.0001 9/1 | 0.72 | 0.7 | 0.54 | 0.19 | 0.16 | 0.67 | 0.87 | 0.66 | 0.72 | 0.47 | 0.94 | 0.19 | 0.19 | 0.16 | 0.16 | +---------------------------------------------------------+---------------------------+----------+-------------------+--------------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`SVC ` | m-cl | poly | {'zipmap': False} | e<0.0001 9/1 | 0.75 | 0.7 | 0.53 | 0.19 | 0.16 | 0.69 | 0.91 | 0.67 | 0.73 | 0.45 | 0.92 | 0.18 | 0.19 | 0.16 | 0.16 | +---------------------------------------------------------+---------------------------+----------+-------------------+--------------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`SVC ` | m-cl | rbf | {'zipmap': False} | OK 9/1 | 0.73 | 0.6 | 0.38 | 0.23 | 0.22 | 0.66 | 0.89 | 0.56 | 0.64 | 0.35 | 0.56 | 0.23 | 0.23 | 0.22 | 0.22 | +---------------------------------------------------------+---------------------------+----------+-------------------+--------------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`SVC ` | m-cl | sigmoid | {'zipmap': False} | OK 9/1 | 0.7 | 0.49 | 0.25 | 0.15 | 0.14 | 0.65 | 0.86 | 0.46 | 0.51 | 0.23 | 0.37 | 0.15 | 0.15 | 0.14 | 0.14 | +---------------------------------------------------------+---------------------------+----------+-------------------+--------------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`SVR ` | b-reg | linear | | e<0.0001 9/1 | 0.72 | 0.63 | 0.37 | 0.1 | 0.043 | 0.66 | 0.9 | 0.59 | 0.65 | 0.31 | 0.73 | 0.098 | 0.11 | 0.043 | 0.043 | +---------------------------------------------------------+---------------------------+----------+-------------------+--------------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`SVR ` | b-reg | poly | | e<0.0001 9/1 | 0.72 | 0.61 | 0.33 | 0.13 | 0.075 | 0.67 | 0.89 | 0.58 | 0.64 | 0.28 | 0.65 | 0.13 | 0.13 | 0.075 | 0.075 | +---------------------------------------------------------+---------------------------+----------+-------------------+--------------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`SVR ` | b-reg | rbf | | OK 9/1 | 0.73 | 0.53 | 0.31 | 0.24 | 0.23 | 0.67 | 0.91 | 0.5 | 0.56 | 0.29 | 0.45 | 0.24 | 0.24 | 0.23 | 0.23 | +---------------------------------------------------------+---------------------------+----------+-------------------+--------------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`SVR ` | b-reg | sigmoid | | OK 9/1 | 0.71 | 0.5 | 0.22 | 0.12 | 0.098 | 0.64 | 0.88 | 0.46 | 0.51 | 0.2 | 0.37 | 0.12 | 0.12 | 0.098 | 0.099 | +---------------------------------------------------------+---------------------------+----------+-------------------+--------------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ .. _lpy-Scaler: Scaler ++++++ +--------------------------------------------------------------+---------------------------+----------+-------+---------+------------+ | name | problem | scenario | optim | opset15 | onx_nnodes | +==============================================================+===========================+==========+=======+=========+============+ | :ref:`MaxAbsScaler ` | num-tr | default | | OK 15/1 | 1 | +--------------------------------------------------------------+---------------------------+----------+-------+---------+------------+ | :ref:`MinMaxScaler ` | num-tr | default | | OK 14/ | 3 | +--------------------------------------------------------------+---------------------------+----------+-------+---------+------------+ | :ref:`Normalizer ` | num-tr | l1 | | OK 15/1 | 1 | +--------------------------------------------------------------+---------------------------+----------+-------+---------+------------+ | :ref:`Normalizer ` | num-tr | l2 | | OK 15/1 | 1 | +--------------------------------------------------------------+---------------------------+----------+-------+---------+------------+ | :ref:`Normalizer ` | num-tr | max | | OK 15/1 | 1 | +--------------------------------------------------------------+---------------------------+----------+-------+---------+------------+ | :ref:`RobustScaler ` | num-tr | default | | OK 15/1 | 1 | +--------------------------------------------------------------+---------------------------+----------+-------+---------+------------+ | :ref:`StandardScaler ` | num-tr | default | | OK 15/1 | 1 | +--------------------------------------------------------------+---------------------------+----------+-------+---------+------------+ +--------------------------------------------------------------+---------------------------+----------+-------+---------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | name | problem | scenario | optim | opset15 | skl_version | skl_nop | skl_ncoef | skl_nlin | onx_size | onx_nnodes | onx_ninits | onx_producer_name | onx_producer_version | onx_ai.onnx.ml | onx_size_optim | onx_nnodes_optim | onx_ninits_optim | onx_op_Reshape | skl_nnodes | skl_ntrees | skl_max_depth | onx_op_Cast | onx_mlprodict | onx_op_ZipMap | onx_com.microsoft | onx_op_Identity | onx_op_Identity_optim | onx_subgraphs | onx_subgraphs_optim | +==============================================================+===========================+==========+=======+=========+=============+=========+===========+==========+==========+============+============+===================+======================+================+================+==================+==================+================+============+============+===============+=============+===============+===============+===================+=================+=======================+===============+=====================+ | :ref:`MaxAbsScaler ` | num-tr | default | | OK 15/1 | 1.0.2 | 1 | | | 2.4e+02 | 1 | 0 | skl2onnx | 1.1 | 1 | 2.4e+02 | 1 | 0 | | | | | | | | | | | | | +--------------------------------------------------------------+---------------------------+----------+-------+---------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`MinMaxScaler ` | num-tr | default | | OK 14/ | 1.0.2 | 1 | | | 3.2e+02 | 3 | 2 | skl2onnx | 1.1 | | 3.2e+02 | 3 | 2 | | | | | 1 | | | | | | | | +--------------------------------------------------------------+---------------------------+----------+-------+---------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`Normalizer ` | num-tr | l1 | | OK 15/1 | 1.0.2 | 1 | | | 2e+02 | 1 | 0 | skl2onnx | 1.1 | 1 | 2e+02 | 1 | 0 | | | | | | | | | | | | | +--------------------------------------------------------------+---------------------------+----------+-------+---------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`Normalizer ` | num-tr | l2 | | OK 15/1 | 1.0.2 | 1 | | | 2e+02 | 1 | 0 | skl2onnx | 1.1 | 1 | 2e+02 | 1 | 0 | | | | | | | | | | | | | +--------------------------------------------------------------+---------------------------+----------+-------+---------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`Normalizer ` | num-tr | max | | OK 15/1 | 1.0.2 | 1 | | | 2e+02 | 1 | 0 | skl2onnx | 1.1 | 1 | 2e+02 | 1 | 0 | | | | | | | | | | | | | +--------------------------------------------------------------+---------------------------+----------+-------+---------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`RobustScaler ` | num-tr | default | | OK 15/1 | 1.0.2 | 1 | | | 2.4e+02 | 1 | 0 | skl2onnx | 1.1 | 1 | 2.4e+02 | 1 | 0 | | | | | | | | | | | | | +--------------------------------------------------------------+---------------------------+----------+-------+---------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`StandardScaler ` | num-tr | default | | OK 15/1 | 1.0.2 | 1 | | | 2.4e+02 | 1 | 0 | skl2onnx | 1.1 | 1 | 2.4e+02 | 1 | 0 | | | | | | | | | | | | | +--------------------------------------------------------------+---------------------------+----------+-------+---------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ +--------------------------------------------------------------+---------------------------+----------+-------+---------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | name | problem | scenario | optim | opset15 | RT/SKL-N=1 | N=10 | N=100 | N=1000 | N=10000 | RT/SKL-N=1-min | RT/SKL-N=1-max | N=10-min | N=10-max | N=100-min | N=100-max | N=1000-min | N=1000-max | N=10000-min | N=10000-max | +==============================================================+===========================+==========+=======+=========+============+======+=======+========+=========+================+================+==========+==========+===========+===========+============+============+=============+=============+ | :ref:`MaxAbsScaler ` | num-tr | default | | OK 15/1 | 0.79 | 0.81 | 0.86 | 1.3 | 0.93 | 0.75 | 0.93 | 0.7 | 1.2 | 0.77 | 0.98 | 1.2 | 1.4 | 0.91 | 0.96 | +--------------------------------------------------------------+---------------------------+----------+-------+---------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`MinMaxScaler ` | num-tr | default | | OK 14/ | 1.1 | 1.1 | 1.3 | 1.4 | 2.4 | 1 | 1.4 | 1 | 1.1 | 0.97 | 2.9 | 1.4 | 1.5 | 2.3 | 2.5 | +--------------------------------------------------------------+---------------------------+----------+-------+---------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`Normalizer ` | num-tr | l1 | | OK 15/1 | 0.38 | 0.39 | 0.4 | 0.41 | 0.42 | 0.35 | 0.42 | 0.36 | 0.59 | 0.37 | 0.43 | 0.37 | 0.45 | 0.4 | 0.45 | +--------------------------------------------------------------+---------------------------+----------+-------+---------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`Normalizer ` | num-tr | l2 | | OK 15/1 | 0.37 | 0.38 | 0.39 | 0.54 | 0.98 | 0.34 | 0.51 | 0.35 | 0.56 | 0.36 | 0.44 | 0.49 | 0.57 | 0.95 | 1 | +--------------------------------------------------------------+---------------------------+----------+-------+---------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`Normalizer ` | num-tr | max | | OK 15/1 | 0.36 | 0.37 | 0.37 | 0.31 | 0.25 | 0.35 | 0.4 | 0.34 | 0.56 | 0.34 | 0.4 | 0.29 | 0.34 | 0.24 | 0.25 | +--------------------------------------------------------------+---------------------------+----------+-------+---------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`RobustScaler ` | num-tr | default | | OK 15/1 | 0.68 | 0.69 | 0.68 | 0.77 | 0.31 | 0.64 | 0.8 | 0.63 | 1 | 0.63 | 0.76 | 0.72 | 0.81 | 0.29 | 0.33 | +--------------------------------------------------------------+---------------------------+----------+-------+---------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`StandardScaler ` | num-tr | default | | OK 15/1 | 0.68 | 0.68 | 0.66 | 0.67 | 0.24 | 0.63 | 0.8 | 0.63 | 0.99 | 0.6 | 0.73 | 0.63 | 0.7 | 0.23 | 0.25 | +--------------------------------------------------------------+---------------------------+----------+-------+---------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ .. _lpy-SelectDDD: Select... +++++++++ +----------------------------------------------------------------+---------------------------+----------+-------+---------+------------+ | name | problem | scenario | optim | opset15 | onx_nnodes | +================================================================+===========================+==========+=======+=========+============+ | :ref:`SelectFdr ` | num+y-tr-cl | default | | OK 15/1 | 1 | +----------------------------------------------------------------+---------------------------+----------+-------+---------+------------+ | :ref:`SelectFpr ` | num+y-tr-cl | default | | OK 15/1 | 1 | +----------------------------------------------------------------+---------------------------+----------+-------+---------+------------+ | :ref:`SelectFromModel ` | num+y-tr | rf | | OK 15/1 | 1 | +----------------------------------------------------------------+---------------------------+----------+-------+---------+------------+ | :ref:`SelectFwe ` | num+y-tr-cl | alpha100 | | OK 15/1 | 1 | +----------------------------------------------------------------+---------------------------+----------+-------+---------+------------+ | :ref:`SelectKBest ` | num+y-tr | k2 | | OK 15/1 | 1 | +----------------------------------------------------------------+---------------------------+----------+-------+---------+------------+ | :ref:`SelectPercentile ` | num+y-tr | p50 | | OK 15/1 | 1 | +----------------------------------------------------------------+---------------------------+----------+-------+---------+------------+ +----------------------------------------------------------------+---------------------------+----------+-------+---------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | name | problem | scenario | optim | opset15 | skl_version | skl_nop | skl_ncoef | skl_nlin | onx_size | onx_nnodes | onx_ninits | onx_producer_name | onx_producer_version | onx_ai.onnx.ml | onx_size_optim | onx_nnodes_optim | onx_ninits_optim | onx_op_Reshape | skl_nnodes | skl_ntrees | skl_max_depth | onx_op_Cast | onx_mlprodict | onx_op_ZipMap | onx_com.microsoft | onx_op_Identity | onx_op_Identity_optim | onx_subgraphs | onx_subgraphs_optim | +================================================================+===========================+==========+=======+=========+=============+=========+===========+==========+==========+============+============+===================+======================+================+================+==================+==================+================+============+============+===============+=============+===============+===============+===================+=================+=======================+===============+=====================+ | :ref:`SelectFdr ` | num+y-tr-cl | default | | OK 15/1 | 1.0.2 | 1 | | | 2.4e+02 | 1 | 1 | skl2onnx | 1.1 | 1 | 2.4e+02 | 1 | 1 | | | | | | | | | | | | | +----------------------------------------------------------------+---------------------------+----------+-------+---------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`SelectFpr ` | num+y-tr-cl | default | | OK 15/1 | 1.0.2 | 1 | | | 2.4e+02 | 1 | 1 | skl2onnx | 1.1 | 1 | 2.4e+02 | 1 | 1 | | | | | | | | | | | | | +----------------------------------------------------------------+---------------------------+----------+-------+---------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`SelectFromModel ` | num+y-tr | rf | | OK 15/1 | 1.0.2 | 1 | | | 2.5e+02 | 1 | 1 | skl2onnx | 1.1 | 1 | 2.5e+02 | 1 | 1 | | | | | | | | | | | | | +----------------------------------------------------------------+---------------------------+----------+-------+---------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`SelectFwe ` | num+y-tr-cl | alpha100 | | OK 15/1 | 1.0.2 | 1 | | | 2.4e+02 | 1 | 1 | skl2onnx | 1.1 | 1 | 2.4e+02 | 1 | 1 | | | | | | | | | | | | | +----------------------------------------------------------------+---------------------------+----------+-------+---------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`SelectKBest ` | num+y-tr | k2 | | OK 15/1 | 1.0.2 | 1 | | | 2.4e+02 | 1 | 1 | skl2onnx | 1.1 | 1 | 2.4e+02 | 1 | 1 | | | | | | | | | | | | | +----------------------------------------------------------------+---------------------------+----------+-------+---------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`SelectPercentile ` | num+y-tr | p50 | | OK 15/1 | 1.0.2 | 1 | | | 2.5e+02 | 1 | 1 | skl2onnx | 1.1 | 1 | 2.5e+02 | 1 | 1 | | | | | | | | | | | | | +----------------------------------------------------------------+---------------------------+----------+-------+---------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ +----------------------------------------------------------------+---------------------------+----------+-------+---------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | name | problem | scenario | optim | opset15 | RT/SKL-N=1 | N=10 | N=100 | N=1000 | N=10000 | RT/SKL-N=1-min | RT/SKL-N=1-max | N=10-min | N=10-max | N=100-min | N=100-max | N=1000-min | N=1000-max | N=10000-min | N=10000-max | +================================================================+===========================+==========+=======+=========+============+======+=======+========+=========+================+================+==========+==========+===========+===========+============+============+=============+=============+ | :ref:`SelectFdr ` | num+y-tr-cl | default | | OK 15/1 | 0.46 | 0.43 | 0.42 | 0.45 | 0.68 | 0.39 | 1.2 | 0.38 | 0.63 | 0.37 | 0.47 | 0.4 | 0.52 | 0.62 | 0.74 | +----------------------------------------------------------------+---------------------------+----------+-------+---------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`SelectFpr ` | num+y-tr-cl | default | | OK 15/1 | 0.56 | 0.57 | 0.57 | 0.62 | 0.85 | 0.52 | 0.66 | 0.51 | 0.86 | 0.51 | 0.62 | 0.55 | 0.68 | 0.77 | 0.94 | +----------------------------------------------------------------+---------------------------+----------+-------+---------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`SelectFromModel ` | num+y-tr | rf | | OK 15/1 | 0.22 | 0.21 | 0.2 | 0.22 | 0.27 | 0.19 | 0.62 | 0.19 | 0.31 | 0.15 | 0.23 | 0.19 | 0.23 | 0.24 | 0.31 | +----------------------------------------------------------------+---------------------------+----------+-------+---------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`SelectFwe ` | num+y-tr-cl | alpha100 | | OK 15/1 | 0.62 | 0.58 | 0.57 | 0.61 | 0.88 | 0.53 | 1.7 | 0.51 | 0.86 | 0.52 | 0.61 | 0.57 | 0.67 | 0.8 | 0.96 | +----------------------------------------------------------------+---------------------------+----------+-------+---------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`SelectKBest ` | num+y-tr | k2 | | OK 15/1 | 0.43 | 0.44 | 0.43 | 0.47 | 0.66 | 0.4 | 0.5 | 0.41 | 0.65 | 0.39 | 0.48 | 0.44 | 0.51 | 0.57 | 0.76 | +----------------------------------------------------------------+---------------------------+----------+-------+---------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`SelectPercentile ` | num+y-tr | p50 | | OK 15/1 | 0.13 | 0.13 | 0.13 | 0.14 | 0.23 | 0.12 | 0.15 | 0.12 | 0.19 | 0.12 | 0.14 | 0.13 | 0.15 | 0.21 | 0.24 | +----------------------------------------------------------------+---------------------------+----------+-------+---------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ .. _lpy-SelfTraining: SelfTraining ++++++++++++ +--------------------------------------------------------------------------------+---------------------------+----------+-------+---------+------------+ | name | problem | scenario | optim | opset15 | onx_nnodes | +================================================================================+===========================+==========+=======+=========+============+ | :ref:`SelfTrainingClassifier ` | b-cl | default | | ? | | +--------------------------------------------------------------------------------+---------------------------+----------+-------+---------+------------+ | :ref:`SelfTrainingClassifier ` | m-cl | default | | ? | | +--------------------------------------------------------------------------------+---------------------------+----------+-------+---------+------------+ | :ref:`SelfTrainingClassifier ` | ~b-cl-64 | default | | ? | | +--------------------------------------------------------------------------------+---------------------------+----------+-------+---------+------------+ | :ref:`SelfTrainingClassifier ` | ~m-label | default | | ? | | +--------------------------------------------------------------------------------+---------------------------+----------+-------+---------+------------+ +--------------------------------------------------------------------------------+---------------------------+----------+-------+---------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | name | problem | scenario | optim | opset15 | skl_version | skl_nop | skl_ncoef | skl_nlin | onx_size | onx_nnodes | onx_ninits | onx_producer_name | onx_producer_version | onx_ai.onnx.ml | onx_size_optim | onx_nnodes_optim | onx_ninits_optim | onx_op_Reshape | skl_nnodes | skl_ntrees | skl_max_depth | onx_op_Cast | onx_mlprodict | onx_op_ZipMap | onx_com.microsoft | onx_op_Identity | onx_op_Identity_optim | onx_subgraphs | onx_subgraphs_optim | +================================================================================+===========================+==========+=======+=========+=============+=========+===========+==========+==========+============+============+===================+======================+================+================+==================+==================+================+============+============+===============+=============+===============+===============+===================+=================+=======================+===============+=====================+ | :ref:`SelfTrainingClassifier ` | b-cl | default | | ? | 1.0.2 | | | | | | | | | | | | | | | | | | | | | | | | | +--------------------------------------------------------------------------------+---------------------------+----------+-------+---------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`SelfTrainingClassifier ` | m-cl | default | | ? | 1.0.2 | | | | | | | | | | | | | | | | | | | | | | | | | +--------------------------------------------------------------------------------+---------------------------+----------+-------+---------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`SelfTrainingClassifier ` | ~b-cl-64 | default | | ? | 1.0.2 | | | | | | | | | | | | | | | | | | | | | | | | | +--------------------------------------------------------------------------------+---------------------------+----------+-------+---------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`SelfTrainingClassifier ` | ~m-label | default | | ? | 1.0.2 | | | | | | | | | | | | | | | | | | | | | | | | | +--------------------------------------------------------------------------------+---------------------------+----------+-------+---------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ .. _lpy-SequentialFeatureSelector: SequentialFeatureSelector +++++++++++++++++++++++++ +------------------------------------------------------------------------------------+---------------------------+----------+-------+---------+------------+ | name | problem | scenario | optim | opset15 | onx_nnodes | +====================================================================================+===========================+==========+=======+=========+============+ | :ref:`SequentialFeatureSelector ` | num-tr | default | | ? | | +------------------------------------------------------------------------------------+---------------------------+----------+-------+---------+------------+ +------------------------------------------------------------------------------------+---------------------------+----------+-------+---------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | name | problem | scenario | optim | opset15 | skl_version | skl_nop | skl_ncoef | skl_nlin | onx_size | onx_nnodes | onx_ninits | onx_producer_name | onx_producer_version | onx_ai.onnx.ml | onx_size_optim | onx_nnodes_optim | onx_ninits_optim | onx_op_Reshape | skl_nnodes | skl_ntrees | skl_max_depth | onx_op_Cast | onx_mlprodict | onx_op_ZipMap | onx_com.microsoft | onx_op_Identity | onx_op_Identity_optim | onx_subgraphs | onx_subgraphs_optim | +====================================================================================+===========================+==========+=======+=========+=============+=========+===========+==========+==========+============+============+===================+======================+================+================+==================+==================+================+============+============+===============+=============+===============+===============+===================+=================+=======================+===============+=====================+ | :ref:`SequentialFeatureSelector ` | num-tr | default | | ? | 1.0.2 | | | | | | | | | | | | | | | | | | | | | | | | | +------------------------------------------------------------------------------------+---------------------------+----------+-------+---------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ .. _lpy-SimpleImputer: SimpleImputer +++++++++++++ +------------------------------------------------------------+---------------------------+----------+-------+---------+------------+ | name | problem | scenario | optim | opset15 | onx_nnodes | +============================================================+===========================+==========+=======+=========+============+ | :ref:`SimpleImputer ` | num-tr | default | | OK 15/1 | 1 | +------------------------------------------------------------+---------------------------+----------+-------+---------+------------+ +------------------------------------------------------------+---------------------------+----------+-------+---------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | name | problem | scenario | optim | opset15 | skl_version | skl_nop | skl_ncoef | skl_nlin | onx_size | onx_nnodes | onx_ninits | onx_producer_name | onx_producer_version | onx_ai.onnx.ml | onx_size_optim | onx_nnodes_optim | onx_ninits_optim | onx_op_Reshape | skl_nnodes | skl_ntrees | skl_max_depth | onx_op_Cast | onx_mlprodict | onx_op_ZipMap | onx_com.microsoft | onx_op_Identity | onx_op_Identity_optim | onx_subgraphs | onx_subgraphs_optim | +============================================================+===========================+==========+=======+=========+=============+=========+===========+==========+==========+============+============+===================+======================+================+================+==================+==================+================+============+============+===============+=============+===============+===============+===================+=================+=======================+===============+=====================+ | :ref:`SimpleImputer ` | num-tr | default | | OK 15/1 | 1.0.2 | 1 | | | 2.6e+02 | 1 | 0 | skl2onnx | 1.1 | 1 | 2.6e+02 | 1 | 0 | | | | | | | | | | | | | +------------------------------------------------------------+---------------------------+----------+-------+---------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ +------------------------------------------------------------+---------------------------+----------+-------+---------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | name | problem | scenario | optim | opset15 | RT/SKL-N=1 | N=10 | N=100 | N=1000 | N=10000 | RT/SKL-N=1-min | RT/SKL-N=1-max | N=10-min | N=10-max | N=100-min | N=100-max | N=1000-min | N=1000-max | N=10000-min | N=10000-max | +============================================================+===========================+==========+=======+=========+============+======+=======+========+=========+================+================+==========+==========+===========+===========+============+============+=============+=============+ | :ref:`SimpleImputer ` | num-tr | default | | OK 15/1 | 0.31 | 0.32 | 0.31 | 0.31 | 0.34 | 0.29 | 0.36 | 0.29 | 0.48 | 0.29 | 0.35 | 0.29 | 0.34 | 0.3 | 0.38 | +------------------------------------------------------------+---------------------------+----------+-------+---------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ .. _lpy-SkewedChi2Sampler: SkewedChi2Sampler +++++++++++++++++ +--------------------------------------------------------------------+---------------------------+----------+-------+---------------+------------+ | name | problem | scenario | optim | opset15 | onx_nnodes | +====================================================================+===========================+==========+=======+===============+============+ | :ref:`SkewedChi2Sampler ` | num-tr | default | | | | +--------------------------------------------------------------------+---------------------------+----------+-------+---------------+------------+ +--------------------------------------------------------------------+---------------------------+----------+-------+---------------+--------------+ | name | problem | scenario | optim | opset15 | ERROR-msg | +====================================================================+===========================+==========+=======+===============+==============+ | :ref:`SkewedChi2Sampler ` | num-tr | default | | | NO CONVERTER | +--------------------------------------------------------------------+---------------------------+----------+-------+---------------+--------------+ +--------------------------------------------------------------------+---------------------------+----------+-------+---------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | name | problem | scenario | optim | opset15 | skl_version | skl_nop | skl_ncoef | skl_nlin | onx_size | onx_nnodes | onx_ninits | onx_producer_name | onx_producer_version | onx_ai.onnx.ml | onx_size_optim | onx_nnodes_optim | onx_ninits_optim | onx_op_Reshape | skl_nnodes | skl_ntrees | skl_max_depth | onx_op_Cast | onx_mlprodict | onx_op_ZipMap | onx_com.microsoft | onx_op_Identity | onx_op_Identity_optim | onx_subgraphs | onx_subgraphs_optim | +====================================================================+===========================+==========+=======+===============+=============+=========+===========+==========+==========+============+============+===================+======================+================+================+==================+==================+================+============+============+===============+=============+===============+===============+===================+=================+=======================+===============+=====================+ | :ref:`SkewedChi2Sampler ` | num-tr | default | | | 1.0.2 | 1 | | | | | | | | | | | | | | | | | | | | | | | | +--------------------------------------------------------------------+---------------------------+----------+-------+---------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ .. _lpy-SparseDDD: Sparse... +++++++++ +----------------------------------------------------------------------------+---------------------------+----------+-------+---------------------+------------+ | name | problem | scenario | optim | opset15 | onx_nnodes | +============================================================================+===========================+==========+=======+=====================+============+ | :ref:`SparseCoder ` | | | | ERR: 0problem | | +----------------------------------------------------------------------------+---------------------------+----------+-------+---------------------+------------+ | :ref:`SparsePCA ` | num-tr | default | | | | +----------------------------------------------------------------------------+---------------------------+----------+-------+---------------------+------------+ | :ref:`SparseRandomProjection ` | num-tr | eps95 | | ERR: 1training_time | | +----------------------------------------------------------------------------+---------------------------+----------+-------+---------------------+------------+ +----------------------------------------------------------------------------+---------------------------+----------+-------+---------------------+--------------------------------------------------------------------------------+ | name | problem | scenario | optim | opset15 | ERROR-msg | +============================================================================+===========================+==========+=======+=====================+================================================================================+ | :ref:`SparseCoder ` | | | | ERR: 0problem | SKIPPED | +----------------------------------------------------------------------------+---------------------------+----------+-------+---------------------+--------------------------------------------------------------------------------+ | :ref:`SparsePCA ` | num-tr | default | | | NO CONVERTER | +----------------------------------------------------------------------------+---------------------------+----------+-------+---------------------+--------------------------------------------------------------------------------+ | :ref:`SparseRandomProjection ` | num-tr | eps95 | | ERR: 1training_time | eps=0.950000 and n_samples=112 lead to a target dimension of 114 which is l... | +----------------------------------------------------------------------------+---------------------------+----------+-------+---------------------+--------------------------------------------------------------------------------+ +----------------------------------------------------------------------------+---------------------------+----------+-------+---------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | name | problem | scenario | optim | opset15 | skl_version | skl_nop | skl_ncoef | skl_nlin | onx_size | onx_nnodes | onx_ninits | onx_producer_name | onx_producer_version | onx_ai.onnx.ml | onx_size_optim | onx_nnodes_optim | onx_ninits_optim | onx_op_Reshape | skl_nnodes | skl_ntrees | skl_max_depth | onx_op_Cast | onx_mlprodict | onx_op_ZipMap | onx_com.microsoft | onx_op_Identity | onx_op_Identity_optim | onx_subgraphs | onx_subgraphs_optim | +============================================================================+===========================+==========+=======+=====================+=============+=========+===========+==========+==========+============+============+===================+======================+================+================+==================+==================+================+============+============+===============+=============+===============+===============+===================+=================+=======================+===============+=====================+ | :ref:`SparseCoder ` | | | | ERR: 0problem | 1.0.2 | | | | | | | | | | | | | | | | | | | | | | | | | +----------------------------------------------------------------------------+---------------------------+----------+-------+---------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`SparsePCA ` | num-tr | default | | | 1.0.2 | 1 | | | | | | | | | | | | | | | | | | | | | | | | +----------------------------------------------------------------------------+---------------------------+----------+-------+---------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`SparseRandomProjection ` | num-tr | eps95 | | ERR: 1training_time | 1.0.2 | | | | | | | | | | | | | | | | | | | | | | | | | +----------------------------------------------------------------------------+---------------------------+----------+-------+---------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ .. _lpy-SplineTransformer: SplineTransformer +++++++++++++++++ +--------------------------------------------------------------------+---------------------------+----------+-------+---------------+------------+ | name | problem | scenario | optim | opset15 | onx_nnodes | +====================================================================+===========================+==========+=======+===============+============+ | :ref:`SplineTransformer ` | num-tr | default | | | | +--------------------------------------------------------------------+---------------------------+----------+-------+---------------+------------+ +--------------------------------------------------------------------+---------------------------+----------+-------+---------------+--------------+ | name | problem | scenario | optim | opset15 | ERROR-msg | +====================================================================+===========================+==========+=======+===============+==============+ | :ref:`SplineTransformer ` | num-tr | default | | | NO CONVERTER | +--------------------------------------------------------------------+---------------------------+----------+-------+---------------+--------------+ +--------------------------------------------------------------------+---------------------------+----------+-------+---------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | name | problem | scenario | optim | opset15 | skl_version | skl_nop | skl_ncoef | skl_nlin | onx_size | onx_nnodes | onx_ninits | onx_producer_name | onx_producer_version | onx_ai.onnx.ml | onx_size_optim | onx_nnodes_optim | onx_ninits_optim | onx_op_Reshape | skl_nnodes | skl_ntrees | skl_max_depth | onx_op_Cast | onx_mlprodict | onx_op_ZipMap | onx_com.microsoft | onx_op_Identity | onx_op_Identity_optim | onx_subgraphs | onx_subgraphs_optim | +====================================================================+===========================+==========+=======+===============+=============+=========+===========+==========+==========+============+============+===================+======================+================+================+==================+==================+================+============+============+===============+=============+===============+===============+===================+=================+=======================+===============+=====================+ | :ref:`SplineTransformer ` | num-tr | default | | | 1.0.2 | 1 | | | | | | | | | | | | | | | | | | | | | | | | +--------------------------------------------------------------------+---------------------------+----------+-------+---------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ .. _lpy-Stacking: Stacking ++++++++ +-------------------------------------------------------------------------------+---------------------------+----------+-------------------+---------+------------+ | name | problem | scenario | optim | opset15 | onx_nnodes | +===============================================================================+===========================+==========+===================+=========+============+ | :ref:`StackingClassifier ` | b-cl | logreg | {'zipmap': False} | OK 14/1 | 17 | +-------------------------------------------------------------------------------+---------------------------+----------+-------------------+---------+------------+ | :ref:`StackingRegressor ` | b-reg | linreg | | OK 14/1 | 8 | +-------------------------------------------------------------------------------+---------------------------+----------+-------------------+---------+------------+ +-------------------------------------------------------------------------------+---------------------------+----------+-------------------+---------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | name | problem | scenario | optim | opset15 | skl_version | skl_nop | skl_ncoef | skl_nlin | onx_size | onx_nnodes | onx_ninits | onx_producer_name | onx_producer_version | onx_ai.onnx.ml | onx_size_optim | onx_nnodes_optim | onx_ninits_optim | onx_op_Reshape | skl_nnodes | skl_ntrees | skl_max_depth | onx_op_Cast | onx_mlprodict | onx_op_ZipMap | onx_com.microsoft | onx_op_Identity | onx_op_Identity_optim | onx_subgraphs | onx_subgraphs_optim | +===============================================================================+===========================+==========+===================+=========+=============+=========+===========+==========+==========+============+============+===================+======================+================+================+==================+==================+================+============+============+===============+=============+===============+===============+===================+=================+=======================+===============+=====================+ | :ref:`StackingClassifier ` | b-cl | logreg | {'zipmap': False} | OK 14/1 | 1.0.2 | 3 | 2 | 2 | 2.2e+03 | 17 | 3 | skl2onnx | 1.1 | 1 | 2.1e+03 | 16 | 3 | 1 | | | | 4 | | | | 1 | | | | +-------------------------------------------------------------------------------+---------------------------+----------+-------------------+---------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`StackingRegressor ` | b-reg | linreg | | OK 14/1 | 1.0.2 | 3 | 8 | 2 | 8.4e+02 | 8 | 0 | skl2onnx | 1.1 | 1 | 7.8e+02 | 7 | 0 | | | | | 3 | | | | 1 | | | | +-------------------------------------------------------------------------------+---------------------------+----------+-------------------+---------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ +-------------------------------------------------------------------------------+---------------------------+----------+-------------------+---------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | name | problem | scenario | optim | opset15 | RT/SKL-N=1 | N=10 | N=100 | N=1000 | N=10000 | RT/SKL-N=1-min | RT/SKL-N=1-max | N=10-min | N=10-max | N=100-min | N=100-max | N=1000-min | N=1000-max | N=10000-min | N=10000-max | +===============================================================================+===========================+==========+===================+=========+============+======+=======+========+=========+================+================+==========+==========+===========+===========+============+============+=============+=============+ | :ref:`StackingClassifier ` | b-cl | logreg | {'zipmap': False} | OK 14/1 | 0.96 | 1 | 0.98 | 1 | 1 | 0.86 | 1.1 | 0.95 | 1.6 | 0.92 | 1 | 0.98 | 1 | 1 | 1 | +-------------------------------------------------------------------------------+---------------------------+----------+-------------------+---------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`StackingRegressor ` | b-reg | linreg | | OK 14/1 | 0.49 | 0.49 | 0.51 | 0.6 | 1.4 | 0.44 | 0.62 | 0.45 | 0.51 | 0.48 | 0.55 | 0.57 | 0.64 | 1.3 | 1.4 | +-------------------------------------------------------------------------------+---------------------------+----------+-------------------+---------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ .. _lpy-TfidfDDD: Tfidf... ++++++++ +------------------------------------------------------------------+---------------------------+----------+-------+---------+------------+ | name | problem | scenario | optim | opset15 | onx_nnodes | +==================================================================+===========================+==========+=======+=========+============+ | :ref:`TfidfTransformer ` | | CRASH | | | | +------------------------------------------------------------------+---------------------------+----------+-------+---------+------------+ | :ref:`TfidfVectorizer ` | text-col | default | | OK 14/1 | 8 | +------------------------------------------------------------------+---------------------------+----------+-------+---------+------------+ +------------------------------------------------------------+---------------------------+----------+-------+---------+--------------------------------------------------------------------------------+ | name | problem | scenario | optim | opset15 | ERROR-msg | +============================================================+===========================+==========+=======+=========+================================================================================+ | :ref:`TfidfTransformer ` | | CRASH | | | Unable to find './bench_onnxruntime1/bench_sum_onnxruntime1_TfidfTransforme... | +------------------------------------------------------------+---------------------------+----------+-------+---------+--------------------------------------------------------------------------------+ +------------------------------------------------------------------+---------------------------+----------+-------+---------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | name | problem | scenario | optim | opset15 | skl_version | skl_nop | skl_ncoef | skl_nlin | onx_size | onx_nnodes | onx_ninits | onx_producer_name | onx_producer_version | onx_ai.onnx.ml | onx_size_optim | onx_nnodes_optim | onx_ninits_optim | onx_op_Reshape | skl_nnodes | skl_ntrees | skl_max_depth | onx_op_Cast | onx_mlprodict | onx_op_ZipMap | onx_com.microsoft | onx_op_Identity | onx_op_Identity_optim | onx_subgraphs | onx_subgraphs_optim | +==================================================================+===========================+==========+=======+=========+=============+=========+===========+==========+==========+============+============+===================+======================+================+================+==================+==================+================+============+============+===============+=============+===============+===============+===================+=================+=======================+===============+=====================+ | :ref:`TfidfTransformer ` | | CRASH | | | | | | | | | | | | | | | | | | | | | | | | | | | | +------------------------------------------------------------------+---------------------------+----------+-------+---------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`TfidfVectorizer ` | text-col | default | | OK 14/1 | 1.0.2 | 1 | | | 1.3e+03 | 8 | 2 | skl2onnx | 1.1 | 1 | 1.2e+03 | 7 | 2 | 1 | | | | | | | 1 | 1 | | | | +------------------------------------------------------------------+---------------------------+----------+-------+---------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ +------------------------------------------------------------------+---------------------------+----------+-------+---------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | name | problem | scenario | optim | opset15 | RT/SKL-N=1 | N=10 | N=100 | N=1000 | N=10000 | RT/SKL-N=1-min | RT/SKL-N=1-max | N=10-min | N=10-max | N=100-min | N=100-max | N=1000-min | N=1000-max | N=10000-min | N=10000-max | +==================================================================+===========================+==========+=======+=========+============+======+=======+========+=========+================+================+==========+==========+===========+===========+============+============+=============+=============+ | :ref:`TfidfVectorizer ` | text-col | default | | OK 14/1 | 0.26 | 0.26 | 0.22 | 0.19 | 0.18 | 0.23 | 0.48 | 0.24 | 0.36 | 0.22 | 0.23 | 0.19 | 0.19 | 0.18 | 0.18 | +------------------------------------------------------------------+---------------------------+----------+-------+---------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ .. _lpy-TransferTransformer: TransferTransformer +++++++++++++++++++ +------------------------------------------------------------------------+---------------------------+----------+-------+---------+------------+ | name | problem | scenario | optim | opset15 | onx_nnodes | +========================================================================+===========================+==========+=======+=========+============+ | :ref:`TransferTransformer ` | num-tr | default | | ? | | +------------------------------------------------------------------------+---------------------------+----------+-------+---------+------------+ +------------------------------------------------------------------------+---------------------------+----------+-------+---------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | name | problem | scenario | optim | opset15 | skl_version | skl_nop | skl_ncoef | skl_nlin | onx_size | onx_nnodes | onx_ninits | onx_producer_name | onx_producer_version | onx_ai.onnx.ml | onx_size_optim | onx_nnodes_optim | onx_ninits_optim | onx_op_Reshape | skl_nnodes | skl_ntrees | skl_max_depth | onx_op_Cast | onx_mlprodict | onx_op_ZipMap | onx_com.microsoft | onx_op_Identity | onx_op_Identity_optim | onx_subgraphs | onx_subgraphs_optim | +========================================================================+===========================+==========+=======+=========+=============+=========+===========+==========+==========+============+============+===================+======================+================+================+==================+==================+================+============+============+===============+=============+===============+===============+===================+=================+=======================+===============+=====================+ | :ref:`TransferTransformer ` | num-tr | default | | ? | 1.0.2 | | | | | | | | | | | | | | | | | | | | | | | | | +------------------------------------------------------------------------+---------------------------+----------+-------+---------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ .. _lpy-TransformedTarget: TransformedTarget +++++++++++++++++ +-----------------------------------------------------------------------------------------+---------------------------+----------+-------+---------------+------------+ | name | problem | scenario | optim | opset15 | onx_nnodes | +=========================================================================================+===========================+==========+=======+===============+============+ | :ref:`TransformedTargetRegressor ` | b-reg | default | | | | +-----------------------------------------------------------------------------------------+---------------------------+----------+-------+---------------+------------+ | :ref:`TransformedTargetRegressor ` | m-reg | default | | | | +-----------------------------------------------------------------------------------------+---------------------------+----------+-------+---------------+------------+ | :ref:`TransformedTargetRegressor ` | ~b-reg-64 | default | | | | +-----------------------------------------------------------------------------------------+---------------------------+----------+-------+---------------+------------+ | :ref:`TransformedTargetRegressor ` | ~m-reg-64 | default | | | | +-----------------------------------------------------------------------------------------+---------------------------+----------+-------+---------------+------------+ +-----------------------------------------------------------------------------------------+---------------------------+----------+-------+---------------+--------------+ | name | problem | scenario | optim | opset15 | ERROR-msg | +=========================================================================================+===========================+==========+=======+===============+==============+ | :ref:`TransformedTargetRegressor ` | b-reg | default | | | NO CONVERTER | +-----------------------------------------------------------------------------------------+---------------------------+----------+-------+---------------+--------------+ | :ref:`TransformedTargetRegressor ` | m-reg | default | | | NO CONVERTER | +-----------------------------------------------------------------------------------------+---------------------------+----------+-------+---------------+--------------+ | :ref:`TransformedTargetRegressor ` | ~b-reg-64 | default | | | NO CONVERTER | +-----------------------------------------------------------------------------------------+---------------------------+----------+-------+---------------+--------------+ | :ref:`TransformedTargetRegressor ` | ~m-reg-64 | default | | | NO CONVERTER | +-----------------------------------------------------------------------------------------+---------------------------+----------+-------+---------------+--------------+ +-----------------------------------------------------------------------------------------+---------------------------+----------+-------+---------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | name | problem | scenario | optim | opset15 | skl_version | skl_nop | skl_ncoef | skl_nlin | onx_size | onx_nnodes | onx_ninits | onx_producer_name | onx_producer_version | onx_ai.onnx.ml | onx_size_optim | onx_nnodes_optim | onx_ninits_optim | onx_op_Reshape | skl_nnodes | skl_ntrees | skl_max_depth | onx_op_Cast | onx_mlprodict | onx_op_ZipMap | onx_com.microsoft | onx_op_Identity | onx_op_Identity_optim | onx_subgraphs | onx_subgraphs_optim | +=========================================================================================+===========================+==========+=======+===============+=============+=========+===========+==========+==========+============+============+===================+======================+================+================+==================+==================+================+============+============+===============+=============+===============+===============+===================+=================+=======================+===============+=====================+ | :ref:`TransformedTargetRegressor ` | b-reg | default | | | 1.0.2 | | | | | | | | | | | | | | | | | | | | | | | | | +-----------------------------------------------------------------------------------------+---------------------------+----------+-------+---------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`TransformedTargetRegressor ` | m-reg | default | | | 1.0.2 | | | | | | | | | | | | | | | | | | | | | | | | | +-----------------------------------------------------------------------------------------+---------------------------+----------+-------+---------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`TransformedTargetRegressor ` | ~b-reg-64 | default | | | 1.0.2 | | | | | | | | | | | | | | | | | | | | | | | | | +-----------------------------------------------------------------------------------------+---------------------------+----------+-------+---------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`TransformedTargetRegressor ` | ~m-reg-64 | default | | | 1.0.2 | | | | | | | | | | | | | | | | | | | | | | | | | +-----------------------------------------------------------------------------------------+---------------------------+----------+-------+---------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ .. _lpy-Trees: Trees +++++ +----------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+----------------+------------+ | name | problem | scenario | optim | opset15 | onx_nnodes | +==============================================================================================+===========================+==========+===================+================+============+ | :ref:`DecisionTreeClassifier ` | b-cl | default | {'zipmap': False} | OK 15/1 | 1 | +----------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+----------------+------------+ | :ref:`DecisionTreeClassifier ` | m-cl | default | {'zipmap': False} | OK 15/1 | 1 | +----------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+----------------+------------+ | :ref:`DecisionTreeClassifier ` | ~b-cl-64 | default | {'zipmap': False} | ERR: 5ort_load | 1 | +----------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+----------------+------------+ | :ref:`DecisionTreeClassifier ` | ~b-cl-f100 | default | {'zipmap': False} | OK 15/1 | 1 | +----------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+----------------+------------+ | :ref:`DecisionTreeClassifier ` | ~m-label | default | {'zipmap': False} | OK 15/1 | 23 | +----------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+----------------+------------+ | :ref:`DecisionTreeRegressor ` | b-reg | default | | OK 15/1 | 1 | +----------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+----------------+------------+ | :ref:`DecisionTreeRegressor ` | m-reg | default | | OK 15/1 | 1 | +----------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+----------------+------------+ | :ref:`DecisionTreeRegressor ` | ~b-reg-64 | default | | ERR: 5ort_load | 1 | +----------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+----------------+------------+ | :ref:`DecisionTreeRegressor ` | ~b-reg-f100 | default | | OK 15/1 | 1 | +----------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+----------------+------------+ | :ref:`DecisionTreeRegressor ` | ~m-reg-64 | default | | ERR: 5ort_load | 1 | +----------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+----------------+------------+ | :ref:`ExtraTreeClassifier ` | b-cl | default | {'zipmap': False} | OK 15/1 | 1 | +----------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+----------------+------------+ | :ref:`ExtraTreeClassifier ` | m-cl | default | {'zipmap': False} | OK 15/1 | 1 | +----------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+----------------+------------+ | :ref:`ExtraTreeClassifier ` | ~b-cl-64 | default | {'zipmap': False} | ERR: 5ort_load | 1 | +----------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+----------------+------------+ | :ref:`ExtraTreeClassifier ` | ~b-cl-f100 | default | {'zipmap': False} | OK 15/1 | 1 | +----------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+----------------+------------+ | :ref:`ExtraTreeClassifier ` | ~m-label | default | {'zipmap': False} | OK 15/1 | 23 | +----------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+----------------+------------+ | :ref:`ExtraTreeRegressor ` | b-reg | default | | OK 15/1 | 1 | +----------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+----------------+------------+ | :ref:`ExtraTreeRegressor ` | m-reg | default | | OK 15/1 | 1 | +----------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+----------------+------------+ | :ref:`ExtraTreeRegressor ` | ~b-reg-64 | default | | ERR: 5ort_load | 1 | +----------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+----------------+------------+ | :ref:`ExtraTreeRegressor ` | ~m-reg-64 | default | | ERR: 5ort_load | 1 | +----------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+----------------+------------+ | :ref:`ExtraTreesClassifier ` | b-cl | default | {'zipmap': False} | OK 15/1 | 1 | +----------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+----------------+------------+ | :ref:`ExtraTreesClassifier ` | m-cl | default | {'zipmap': False} | OK 15/1 | 1 | +----------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+----------------+------------+ | :ref:`ExtraTreesClassifier ` | ~b-cl-64 | default | {'zipmap': False} | ERR: 5ort_load | 1 | +----------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+----------------+------------+ | :ref:`ExtraTreesClassifier ` | ~m-label | default | {'zipmap': False} | OK 15/1 | 89 | +----------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+----------------+------------+ | :ref:`ExtraTreesRegressor ` | b-reg | default | | OK 15/1 | 1 | +----------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+----------------+------------+ | :ref:`ExtraTreesRegressor ` | m-reg | default | | OK 15/1 | 1 | +----------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+----------------+------------+ | :ref:`ExtraTreesRegressor ` | ~b-reg-64 | default | | ERR: 5ort_load | 1 | +----------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+----------------+------------+ | :ref:`ExtraTreesRegressor ` | ~m-reg-64 | default | | ERR: 5ort_load | 1 | +----------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+----------------+------------+ | :ref:`IsolationForest ` | outlier | default | | OK 15/2 | 2.8e+02 | +----------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+----------------+------------+ | :ref:`IsolationForest ` | outlier | default | | OK 15/2 | 2.8e+02 | +----------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+----------------+------------+ | :ref:`LGBMClassifier ` | b-cl | default | {'zipmap': False} | OK 14/1 | 3 | +----------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+----------------+------------+ | :ref:`LGBMClassifier ` | m-cl | default | {'zipmap': False} | OK 14/1 | 3 | +----------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+----------------+------------+ | :ref:`LGBMClassifier ` | ~b-cl-64 | default | {'zipmap': False} | ERR: 5ort_load | 3 | +----------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+----------------+------------+ | :ref:`LGBMRegressor ` | b-reg | default | | OK 14/1 | 2 | +----------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+----------------+------------+ | :ref:`LGBMRegressor ` | ~b-reg-64 | default | | ERR: 5ort_load | 2 | +----------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+----------------+------------+ | :ref:`RandomForestClassifier ` | b-cl | default | {'zipmap': False} | OK 15/1 | 1 | +----------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+----------------+------------+ | :ref:`RandomForestClassifier ` | m-cl | default | {'zipmap': False} | OK 15/1 | 1 | +----------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+----------------+------------+ | :ref:`RandomForestClassifier ` | ~b-cl-64 | default | {'zipmap': False} | ERR: 5ort_load | 1 | +----------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+----------------+------------+ | :ref:`RandomForestClassifier ` | ~m-label | default | {'zipmap': False} | OK 15/1 | 89 | +----------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+----------------+------------+ | :ref:`RandomForestRegressor ` | b-reg | default | | OK 15/1 | 1 | +----------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+----------------+------------+ | :ref:`RandomForestRegressor ` | m-reg | default | | OK 15/1 | 1 | +----------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+----------------+------------+ | :ref:`RandomForestRegressor ` | ~b-reg-64 | default | | ERR: 5ort_load | 1 | +----------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+----------------+------------+ | :ref:`RandomForestRegressor ` | ~m-reg-64 | default | | ERR: 5ort_load | 1 | +----------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+----------------+------------+ | :ref:`RandomTreesEmbedding ` | num-tr | default | | | | +----------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+----------------+------------+ | :ref:`XGBClassifier ` | b-cl | default | | | -1 | +----------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+----------------+------------+ | :ref:`XGBClassifier ` | b-cl | default | {'zipmap': False} | OK 15/1 | 1 | +----------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+----------------+------------+ | :ref:`XGBClassifier ` | m-cl | default | {'zipmap': False} | OK 15/1 | 1 | +----------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+----------------+------------+ | :ref:`XGBClassifier ` | ~b-cl-64 | default | {'zipmap': False} | ERR: 5ort_load | 1 | +----------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+----------------+------------+ | :ref:`XGBRegressor ` | b-reg | default | | OK 15/1 | 1 | +----------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+----------------+------------+ | :ref:`XGBRegressor ` | ~b-reg-64 | default | | ERR: 5ort_load | 1 | +----------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+----------------+------------+ +--------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+----------------+--------------------------------------------------------------------------------+ | name | problem | scenario | optim | opset15 | ERROR-msg | +============================================================================================+===========================+==========+===================+================+================================================================================+ | :ref:`DecisionTreeClassifier ` | ~b-cl-64 | default | {'zipmap': False} | ERR: 5ort_load | Unable to create InferenceSession due to '[ONNXRuntimeError] : 1 : FAIL : F... | +--------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+----------------+--------------------------------------------------------------------------------+ | :ref:`DecisionTreeRegressor ` | ~b-reg-64 | default | | ERR: 5ort_load | Unable to create InferenceSession due to '[ONNXRuntimeError] : 1 : FAIL : F... | +--------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+----------------+--------------------------------------------------------------------------------+ | :ref:`DecisionTreeRegressor ` | ~m-reg-64 | default | | ERR: 5ort_load | Unable to create InferenceSession due to '[ONNXRuntimeError] : 1 : FAIL : F... | +--------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+----------------+--------------------------------------------------------------------------------+ | :ref:`ExtraTreeClassifier ` | ~b-cl-64 | default | {'zipmap': False} | ERR: 5ort_load | Unable to create InferenceSession due to '[ONNXRuntimeError] : 1 : FAIL : F... | +--------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+----------------+--------------------------------------------------------------------------------+ | :ref:`ExtraTreeRegressor ` | ~b-reg-64 | default | | ERR: 5ort_load | Unable to create InferenceSession due to '[ONNXRuntimeError] : 1 : FAIL : F... | +--------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+----------------+--------------------------------------------------------------------------------+ | :ref:`ExtraTreeRegressor ` | ~m-reg-64 | default | | ERR: 5ort_load | Unable to create InferenceSession due to '[ONNXRuntimeError] : 1 : FAIL : F... | +--------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+----------------+--------------------------------------------------------------------------------+ | :ref:`ExtraTreesClassifier ` | ~b-cl-64 | default | {'zipmap': False} | ERR: 5ort_load | Unable to create InferenceSession due to '[ONNXRuntimeError] : 1 : FAIL : F... | +--------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+----------------+--------------------------------------------------------------------------------+ | :ref:`ExtraTreesRegressor ` | ~b-reg-64 | default | | ERR: 5ort_load | Unable to create InferenceSession due to '[ONNXRuntimeError] : 1 : FAIL : F... | +--------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+----------------+--------------------------------------------------------------------------------+ | :ref:`ExtraTreesRegressor ` | ~m-reg-64 | default | | ERR: 5ort_load | Unable to create InferenceSession due to '[ONNXRuntimeError] : 1 : FAIL : F... | +--------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+----------------+--------------------------------------------------------------------------------+ | :ref:`LGBMClassifier ` | ~b-cl-64 | default | {'zipmap': False} | ERR: 5ort_load | Unable to create InferenceSession due to '[ONNXRuntimeError] : 1 : FAIL : F... | +--------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+----------------+--------------------------------------------------------------------------------+ | :ref:`LGBMRegressor ` | ~b-reg-64 | default | | ERR: 5ort_load | Unable to create InferenceSession due to '[ONNXRuntimeError] : 1 : FAIL : F... | +--------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+----------------+--------------------------------------------------------------------------------+ | :ref:`RandomForestClassifier ` | ~b-cl-64 | default | {'zipmap': False} | ERR: 5ort_load | Unable to create InferenceSession due to '[ONNXRuntimeError] : 1 : FAIL : F... | +--------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+----------------+--------------------------------------------------------------------------------+ | :ref:`RandomForestRegressor ` | ~b-reg-64 | default | | ERR: 5ort_load | Unable to create InferenceSession due to '[ONNXRuntimeError] : 1 : FAIL : F... | +--------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+----------------+--------------------------------------------------------------------------------+ | :ref:`RandomForestRegressor ` | ~m-reg-64 | default | | ERR: 5ort_load | Unable to create InferenceSession due to '[ONNXRuntimeError] : 1 : FAIL : F... | +--------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+----------------+--------------------------------------------------------------------------------+ | :ref:`RandomTreesEmbedding ` | num-tr | default | | | The converter cannot convert the model with sparse outputs. | +--------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+----------------+--------------------------------------------------------------------------------+ | :ref:`XGBClassifier ` | b-cl | default | | | The model is using version 3 of domain 'ai.onnx.ml' not supported yet by th... | +--------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+----------------+--------------------------------------------------------------------------------+ | :ref:`XGBClassifier ` | ~b-cl-64 | default | {'zipmap': False} | ERR: 5ort_load | Unable to create InferenceSession due to '[ONNXRuntimeError] : 10 : INVALID... | +--------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+----------------+--------------------------------------------------------------------------------+ | :ref:`XGBRegressor ` | ~b-reg-64 | default | | ERR: 5ort_load | Unable to create InferenceSession due to '[ONNXRuntimeError] : 1 : FAIL : F... | +--------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+----------------+--------------------------------------------------------------------------------+ +----------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+----------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | name | problem | scenario | optim | opset15 | skl_version | skl_nop | skl_ncoef | skl_nlin | onx_size | onx_nnodes | onx_ninits | onx_producer_name | onx_producer_version | onx_ai.onnx.ml | onx_size_optim | onx_nnodes_optim | onx_ninits_optim | onx_op_Reshape | skl_nnodes | skl_ntrees | skl_max_depth | onx_op_Cast | onx_mlprodict | onx_op_ZipMap | onx_com.microsoft | onx_op_Identity | onx_op_Identity_optim | onx_subgraphs | onx_subgraphs_optim | +==============================================================================================+===========================+==========+===================+================+=============+=========+===========+==========+==========+============+============+===================+======================+================+================+==================+==================+================+============+============+===============+=============+===============+===============+===================+=================+=======================+===============+=====================+ | :ref:`DecisionTreeClassifier ` | b-cl | default | {'zipmap': False} | OK 15/1 | 1.0.2 | 1 | | | 7e+02 | 1 | 0 | skl2onnx | 1.1 | 1 | 7e+02 | 1 | 0 | -1 | 3 | 1 | 1 | -1 | -1 | | | | | | | +----------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+----------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`DecisionTreeClassifier ` | m-cl | default | {'zipmap': False} | OK 15/1 | 1.0.2 | 1 | | | 1.6e+03 | 1 | 0 | skl2onnx | 1.1 | 1 | 1.6e+03 | 1 | 0 | -1 | 21 | 1 | 6 | -1 | -1 | | | | | | | +----------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+----------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`DecisionTreeClassifier ` | ~b-cl-64 | default | {'zipmap': False} | ERR: 5ort_load | 1.0.2 | 1 | | | 8.1e+02 | 1 | 0 | skl2onnx | 1.1 | -1 | 8.1e+02 | 1 | 0 | -1 | 3 | 1 | 1 | -1 | 1 | | | | | | | +----------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+----------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`DecisionTreeClassifier ` | ~b-cl-f100 | default | {'zipmap': False} | OK 15/1 | 1.0.2 | 1 | | | 7e+02 | 1 | 0 | skl2onnx | 1.1 | 1 | 7e+02 | 1 | 0 | -1 | 3 | 1 | 1 | -1 | -1 | | | | | | | +----------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+----------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`DecisionTreeClassifier ` | ~m-label | default | {'zipmap': False} | OK 15/1 | 1.0.2 | 1 | | | 6.4e+03 | 23 | 7 | skl2onnx | 1.1 | 1 | 6.4e+03 | 23 | 7 | 7 | 63 | 1 | 9 | 2 | -1 | | | | | | | +----------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+----------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`DecisionTreeRegressor ` | b-reg | default | | OK 15/1 | 1.0.2 | 1 | | | 8.9e+03 | 1 | 0 | skl2onnx | 1.1 | 1 | 8.9e+03 | 1 | 0 | | 2.2e+02 | 1 | 13 | | -1 | | | | | | | +----------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+----------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`DecisionTreeRegressor ` | m-reg | default | | OK 15/1 | 1.0.2 | 1 | | | 1e+04 | 1 | 0 | skl2onnx | 1.1 | 1 | 1e+04 | 1 | 0 | | 2.2e+02 | 1 | 13 | | -1 | | | | | | | +----------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+----------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`DecisionTreeRegressor ` | ~b-reg-64 | default | | ERR: 5ort_load | 1.0.2 | 1 | | | 1.1e+04 | 1 | 0 | skl2onnx | 1.1 | -1 | 1.1e+04 | 1 | 0 | | 2.2e+02 | 1 | 13 | | 1 | | | | | | | +----------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+----------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`DecisionTreeRegressor ` | ~b-reg-f100 | default | | OK 15/1 | 1.0.2 | 1 | | | 8.9e+03 | 1 | 0 | skl2onnx | 1.1 | 1 | 8.9e+03 | 1 | 0 | | 2.2e+02 | 1 | 11 | | -1 | | | | | | | +----------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+----------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`DecisionTreeRegressor ` | ~m-reg-64 | default | | ERR: 5ort_load | 1.0.2 | 1 | | | 1.2e+04 | 1 | 0 | skl2onnx | 1.1 | -1 | 1.2e+04 | 1 | 0 | | 2.2e+02 | 1 | 13 | | 1 | | | | | | | +----------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+----------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`ExtraTreeClassifier ` | b-cl | default | {'zipmap': False} | OK 15/1 | 1.0.2 | 1 | | | 1.4e+03 | 1 | 0 | skl2onnx | 1.1 | 1 | 1.4e+03 | 1 | 0 | -1 | 23 | 1 | 8 | -1 | -1 | | | | | | | +----------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+----------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`ExtraTreeClassifier ` | m-cl | default | {'zipmap': False} | OK 15/1 | 1.0.2 | 1 | | | 4.5e+03 | 1 | 0 | skl2onnx | 1.1 | 1 | 4.5e+03 | 1 | 0 | -1 | 81 | 1 | 14 | -1 | -1 | | | | | | | +----------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+----------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`ExtraTreeClassifier ` | ~b-cl-64 | default | {'zipmap': False} | ERR: 5ort_load | 1.0.2 | 1 | | | 1.7e+03 | 1 | 0 | skl2onnx | 1.1 | -1 | 1.7e+03 | 1 | 0 | -1 | 23 | 1 | 8 | -1 | 1 | | | | | | | +----------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+----------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`ExtraTreeClassifier ` | ~b-cl-f100 | default | {'zipmap': False} | OK 15/1 | 1.0.2 | 1 | | | 7.8e+02 | 1 | 0 | skl2onnx | 1.1 | 1 | 7.8e+02 | 1 | 0 | -1 | 5 | 1 | 2 | -1 | -1 | | | | | | | +----------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+----------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`ExtraTreeClassifier ` | ~m-label | default | {'zipmap': False} | OK 15/1 | 1.0.2 | 1 | | | 1e+04 | 23 | 7 | skl2onnx | 1.1 | 1 | 1e+04 | 23 | 7 | 7 | 1.3e+02 | 1 | 13 | 2 | -1 | | | | | | | +----------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+----------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`ExtraTreeRegressor ` | b-reg | default | | OK 15/1 | 1.0.2 | 1 | | | 8.9e+03 | 1 | 0 | skl2onnx | 1.1 | 1 | 8.9e+03 | 1 | 0 | | 2.2e+02 | 1 | 14 | | -1 | | | | | | | +----------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+----------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`ExtraTreeRegressor ` | m-reg | default | | OK 15/1 | 1.0.2 | 1 | | | 1e+04 | 1 | 0 | skl2onnx | 1.1 | 1 | 1e+04 | 1 | 0 | | 2.2e+02 | 1 | 14 | | -1 | | | | | | | +----------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+----------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`ExtraTreeRegressor ` | ~b-reg-64 | default | | ERR: 5ort_load | 1.0.2 | 1 | | | 1.1e+04 | 1 | 0 | skl2onnx | 1.1 | -1 | 1.1e+04 | 1 | 0 | | 2.2e+02 | 1 | 14 | | 1 | | | | | | | +----------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+----------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`ExtraTreeRegressor ` | ~m-reg-64 | default | | ERR: 5ort_load | 1.0.2 | 1 | | | 1.2e+04 | 1 | 0 | skl2onnx | 1.1 | -1 | 1.2e+04 | 1 | 0 | | 2.2e+02 | 1 | 14 | | 1 | | | | | | | +----------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+----------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`ExtraTreesClassifier ` | b-cl | default | {'zipmap': False} | OK 15/1 | 1.0.2 | 11 | | | 6.9e+03 | 1 | 0 | skl2onnx | 1.1 | 1 | 6.9e+03 | 1 | 0 | -1 | 1.7e+02 | 10 | 8 | -1 | -1 | | | | | | | +----------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+----------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`ExtraTreesClassifier ` | m-cl | default | {'zipmap': False} | OK 15/1 | 1.0.2 | 11 | | | 3.1e+04 | 1 | 0 | skl2onnx | 1.1 | 1 | 3.1e+04 | 1 | 0 | -1 | 6.5e+02 | 10 | 16 | -1 | -1 | | | | | | | +----------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+----------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`ExtraTreesClassifier ` | ~b-cl-64 | default | {'zipmap': False} | ERR: 5ort_load | 1.0.2 | 11 | | | 6.9e+03 | 1 | 0 | skl2onnx | 1.1 | -1 | 6.9e+03 | 1 | 0 | -1 | 1.7e+02 | 10 | 8 | -1 | 1 | | | | | | | +----------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+----------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`ExtraTreesClassifier ` | ~m-label | default | {'zipmap': False} | OK 15/1 | 1.0.2 | 11 | | | 9.2e+04 | 89 | 17 | skl2onnx | 1.1 | 1 | 9.2e+04 | 89 | 17 | 26 | 1.3e+03 | 10 | 18 | 20 | -1 | | | | | | | +----------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+----------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`ExtraTreesRegressor ` | b-reg | default | | OK 15/1 | 1.0.2 | 11 | | | 8.4e+04 | 1 | 0 | skl2onnx | 1.1 | 1 | 8.4e+04 | 1 | 0 | | 2.2e+03 | 10 | 15 | | -1 | | | | | | | +----------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+----------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`ExtraTreesRegressor ` | m-reg | default | | OK 15/1 | 1.0.2 | 11 | | | 9.7e+04 | 1 | 0 | skl2onnx | 1.1 | 1 | 9.7e+04 | 1 | 0 | | 2.2e+03 | 10 | 15 | | -1 | | | | | | | +----------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+----------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`ExtraTreesRegressor ` | ~b-reg-64 | default | | ERR: 5ort_load | 1.0.2 | 11 | | | 1e+05 | 1 | 0 | skl2onnx | 1.1 | -1 | 1e+05 | 1 | 0 | | 2.2e+03 | 10 | 15 | | 1 | | | | | | | +----------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+----------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`ExtraTreesRegressor ` | ~m-reg-64 | default | | ERR: 5ort_load | 1.0.2 | 11 | | | 1.2e+05 | 1 | 0 | skl2onnx | 1.1 | -1 | 1.2e+05 | 1 | 0 | | 2.2e+03 | 10 | 15 | | 1 | | | | | | | +----------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+----------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`IsolationForest ` | outlier | default | | OK 15/2 | 1.0.2 | 11 | | | 6.2e+04 | 2.8e+02 | 12 | skl2onnx | 1.1 | 2 | 6e+04 | 2.6e+02 | 12 | 20 | 8.2e+02 | 10 | 7 | 41 | | | | | | | | +----------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+----------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`IsolationForest ` | outlier | default | | OK 15/2 | 1.0.2 | 11 | | | 6.2e+04 | 2.8e+02 | 12 | skl2onnx | 1.1 | 2 | 6e+04 | 2.6e+02 | 12 | 20 | 8.2e+02 | 10 | 7 | 41 | | | | | | | | +----------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+----------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`LGBMClassifier ` | b-cl | default | {'zipmap': False} | OK 14/1 | 1.0.2 | 1 | | | 1.5e+03 | 3 | 0 | skl2onnx | 1.1 | 1 | 1.4e+03 | 1 | 0 | | | | | | -1 | | | 2 | | | | +----------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+----------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`LGBMClassifier ` | m-cl | default | {'zipmap': False} | OK 14/1 | 1.0.2 | 1 | | | 4.1e+03 | 3 | 0 | skl2onnx | 1.1 | 1 | 4e+03 | 1 | 0 | | | | | | -1 | | | 2 | | | | +----------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+----------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`LGBMClassifier ` | ~b-cl-64 | default | {'zipmap': False} | ERR: 5ort_load | 1.0.2 | 1 | | | 1.6e+03 | 3 | 0 | skl2onnx | 1.1 | -1 | 1.4e+03 | 1 | 0 | | | | | | 1 | | | 2 | | | | +----------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+----------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`LGBMRegressor ` | b-reg | default | | OK 14/1 | 1.0.2 | 1 | | | 2.8e+04 | 2 | 0 | skl2onnx | 1.1 | 1 | 2.8e+04 | 1 | 0 | | | | | | -1 | | | 1 | | | | +----------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+----------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`LGBMRegressor ` | ~b-reg-64 | default | | ERR: 5ort_load | 1.0.2 | 1 | | | 2.8e+04 | 2 | 0 | skl2onnx | 1.1 | -1 | 2.8e+04 | 1 | 0 | | | | | | 1 | | | 1 | | | | +----------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+----------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`RandomForestClassifier ` | b-cl | default | {'zipmap': False} | OK 15/1 | 1.0.2 | 11 | | | 3.3e+03 | 1 | 0 | skl2onnx | 1.1 | 1 | 3.3e+03 | 1 | 0 | -1 | 74 | 10 | 5 | -1 | -1 | | | | | | | +----------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+----------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`RandomForestClassifier ` | m-cl | default | {'zipmap': False} | OK 15/1 | 1.0.2 | 11 | | | 1.1e+04 | 1 | 0 | skl2onnx | 1.1 | 1 | 1.1e+04 | 1 | 0 | -1 | 2.2e+02 | 10 | 8 | -1 | -1 | | | | | | | +----------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+----------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`RandomForestClassifier ` | ~b-cl-64 | default | {'zipmap': False} | ERR: 5ort_load | 1.0.2 | 11 | | | 3.3e+03 | 1 | 0 | skl2onnx | 1.1 | -1 | 3.3e+03 | 1 | 0 | -1 | 74 | 10 | 5 | -1 | 1 | | | | | | | +----------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+----------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`RandomForestClassifier ` | ~m-label | default | {'zipmap': False} | OK 15/1 | 1.0.2 | 11 | | | 4.4e+04 | 89 | 17 | skl2onnx | 1.1 | 1 | 4.4e+04 | 89 | 17 | 26 | 5.3e+02 | 10 | 10 | 20 | -1 | | | | | | | +----------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+----------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`RandomForestRegressor ` | b-reg | default | | OK 15/1 | 1.0.2 | 11 | | | 5.2e+04 | 1 | 0 | skl2onnx | 1.1 | 1 | 5.2e+04 | 1 | 0 | | 1.4e+03 | 10 | 14 | | -1 | | | | | | | +----------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+----------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`RandomForestRegressor ` | m-reg | default | | OK 15/1 | 1.0.2 | 11 | | | 5.9e+04 | 1 | 0 | skl2onnx | 1.1 | 1 | 5.9e+04 | 1 | 0 | | 1.4e+03 | 10 | 14 | | -1 | | | | | | | +----------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+----------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`RandomForestRegressor ` | ~b-reg-64 | default | | ERR: 5ort_load | 1.0.2 | 11 | | | 6.2e+04 | 1 | 0 | skl2onnx | 1.1 | -1 | 6.2e+04 | 1 | 0 | | 1.4e+03 | 10 | 14 | | 1 | | | | | | | +----------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+----------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`RandomForestRegressor ` | ~m-reg-64 | default | | ERR: 5ort_load | 1.0.2 | 11 | | | 7.2e+04 | 1 | 0 | skl2onnx | 1.1 | -1 | 7.2e+04 | 1 | 0 | | 1.4e+03 | 10 | 14 | | 1 | | | | | | | +----------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+----------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`RandomTreesEmbedding ` | num-tr | default | | | 1.0.2 | 1e+02 | | | | | | | | | | | | | 4.1e+03 | 1e+02 | 5 | | | | | | | | | +----------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+----------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`XGBClassifier ` | b-cl | default | | | 1.0.2 | 1 | | | -1 | -1 | -1 | | | -1 | -1 | -1 | -1 | | | | | | | | | | | | | +----------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+----------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`XGBClassifier ` | b-cl | default | {'zipmap': False} | OK 15/1 | 1.0.2 | 1 | | | 1e+03 | 1 | 0 | skl2onnx | 1.1 | 1 | 1e+03 | 1 | 0 | | | | | | | | | | | | | +----------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+----------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`XGBClassifier ` | m-cl | default | {'zipmap': False} | OK 15/1 | 1.0.2 | 1 | | | 5.7e+03 | 1 | 0 | skl2onnx | 1.1 | 1 | 5.7e+03 | 1 | 0 | | | | | | | | | | | | | +----------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+----------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`XGBClassifier ` | ~b-cl-64 | default | {'zipmap': False} | ERR: 5ort_load | 1.0.2 | 1 | | | 1.1e+03 | 1 | 0 | skl2onnx | 1.1 | 1 | 1.1e+03 | 1 | 0 | | | | | | | | | | | | | +----------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+----------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`XGBRegressor ` | b-reg | default | | OK 15/1 | 1.0.2 | 1 | | | 8.2e+04 | 1 | 0 | skl2onnx | 1.1 | 1 | 8.2e+04 | 1 | 0 | | | | | | -1 | | | | | | | +----------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+----------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`XGBRegressor ` | ~b-reg-64 | default | | ERR: 5ort_load | 1.0.2 | 1 | | | 8.2e+04 | 1 | 0 | skl2onnx | 1.1 | -1 | 8.2e+04 | 1 | 0 | | | | | | 1 | | | | | | | +----------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+----------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ +----------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+---------+------------+-------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | name | problem | scenario | optim | opset15 | RT/SKL-N=1 | N=10 | N=100 | N=1000 | N=10000 | RT/SKL-N=1-min | RT/SKL-N=1-max | N=10-min | N=10-max | N=100-min | N=100-max | N=1000-min | N=1000-max | N=10000-min | N=10000-max | +==============================================================================================+===========================+==========+===================+=========+============+=======+=======+========+=========+================+================+==========+==========+===========+===========+============+============+=============+=============+ | :ref:`DecisionTreeClassifier ` | b-cl | default | {'zipmap': False} | OK 15/1 | 0.64 | 0.63 | 0.64 | 0.64 | 0.65 | 0.59 | 0.72 | 0.57 | 0.91 | 0.56 | 0.71 | 0.58 | 0.69 | 0.62 | 0.67 | +----------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+---------+------------+-------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`DecisionTreeClassifier ` | m-cl | default | {'zipmap': False} | OK 15/1 | 0.64 | 0.64 | 0.63 | 0.51 | 0.33 | 0.6 | 0.73 | 0.56 | 0.96 | 0.57 | 0.69 | 0.47 | 0.59 | 0.31 | 0.35 | +----------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+---------+------------+-------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`DecisionTreeClassifier ` | ~b-cl-f100 | default | {'zipmap': False} | OK 15/1 | 0.64 | 0.63 | 0.63 | 0.49 | 0.34 | 0.59 | 0.72 | 0.58 | 0.92 | 0.56 | 0.71 | 0.43 | 0.53 | 0.34 | 0.35 | +----------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+---------+------------+-------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`DecisionTreeClassifier ` | ~m-label | default | {'zipmap': False} | OK 15/1 | 4 | 3.8 | 3.2 | 2.1 | 1 | 3.7 | 4.8 | 3.3 | 5.9 | 2.9 | 3.6 | 2 | 2.2 | 0.98 | 1 | +----------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+---------+------------+-------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`DecisionTreeRegressor ` | b-reg | default | | OK 15/1 | 0.74 | 0.74 | 0.74 | 0.58 | 0.32 | 0.67 | 0.84 | 0.68 | 1.1 | 0.66 | 0.83 | 0.56 | 0.63 | 0.3 | 0.33 | +----------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+---------+------------+-------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`DecisionTreeRegressor ` | m-reg | default | | OK 15/1 | 0.75 | 0.77 | 0.77 | 0.63 | 0.4 | 0.7 | 0.87 | 0.69 | 1.2 | 0.7 | 0.85 | 0.58 | 0.69 | 0.38 | 0.43 | +----------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+---------+------------+-------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`DecisionTreeRegressor ` | ~b-reg-f100 | default | | OK 15/1 | 0.75 | 0.76 | 0.75 | 0.48 | 0.38 | 0.67 | 0.87 | 0.69 | 1.1 | 0.55 | 0.85 | 0.43 | 0.52 | 0.37 | 0.39 | +----------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+---------+------------+-------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`ExtraTreeClassifier ` | b-cl | default | {'zipmap': False} | OK 15/1 | 0.59 | 0.6 | 0.59 | 0.62 | 0.58 | 0.55 | 0.68 | 0.54 | 0.87 | 0.54 | 0.69 | 0.57 | 0.72 | 0.56 | 0.6 | +----------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+---------+------------+-------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`ExtraTreeClassifier ` | m-cl | default | {'zipmap': False} | OK 15/1 | 0.61 | 0.6 | 0.62 | 0.54 | 0.47 | 0.56 | 0.69 | 0.55 | 0.89 | 0.54 | 0.67 | 0.51 | 0.62 | 0.46 | 0.49 | +----------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+---------+------------+-------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`ExtraTreeClassifier ` | ~b-cl-f100 | default | {'zipmap': False} | OK 15/1 | 0.6 | 0.59 | 0.6 | 0.41 | 0.35 | 0.56 | 0.68 | 0.55 | 0.87 | 0.5 | 0.67 | 0.38 | 0.46 | 0.33 | 0.38 | +----------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+---------+------------+-------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`ExtraTreeClassifier ` | ~m-label | default | {'zipmap': False} | OK 15/1 | 3.7 | 3.5 | 2.9 | 1.9 | 1.1 | 3.2 | 4.5 | 3 | 5.9 | 2.7 | 3 | 1.8 | 2 | 1 | 1.1 | +----------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+---------+------------+-------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`ExtraTreeRegressor ` | b-reg | default | | OK 15/1 | 0.75 | 0.74 | 0.75 | 0.58 | 1.1 | 0.66 | 0.86 | 0.68 | 1.1 | 0.68 | 0.9 | 0.53 | 0.64 | 0.29 | 2 | +----------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+---------+------------+-------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`ExtraTreeRegressor ` | m-reg | default | | OK 15/1 | 0.75 | 0.77 | 0.77 | 0.64 | 0.39 | 0.7 | 0.86 | 0.68 | 1.1 | 0.71 | 0.87 | 0.59 | 0.69 | 0.37 | 0.41 | +----------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+---------+------------+-------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`ExtraTreesClassifier ` | b-cl | default | {'zipmap': False} | OK 15/1 | 0.011 | 0.012 | 0.017 | 0.049 | 0.34 | 0.01 | 0.013 | 0.011 | 0.017 | 0.016 | 0.019 | 0.047 | 0.052 | 0.33 | 0.35 | +----------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+---------+------------+-------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`ExtraTreesClassifier ` | m-cl | default | {'zipmap': False} | OK 15/1 | 0.011 | 0.012 | 0.025 | 0.055 | 0.36 | 0.01 | 0.013 | 0.011 | 0.018 | 0.017 | 0.093 | 0.054 | 0.058 | 0.36 | 0.37 | +----------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+---------+------------+-------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`ExtraTreesClassifier ` | ~m-label | default | {'zipmap': False} | OK 15/1 | 0.34 | 0.35 | 0.33 | 0.33 | 0.85 | 0.33 | 0.43 | 0.33 | 0.57 | 0.32 | 0.35 | 0.32 | 0.34 | 0.82 | 0.88 | +----------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+---------+------------+-------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`ExtraTreesRegressor ` | b-reg | default | | OK 15/1 | 0.012 | 0.013 | 0.015 | 0.03 | 0.16 | 0.011 | 0.014 | 0.012 | 0.019 | 0.014 | 0.018 | 0.028 | 0.031 | 0.16 | 0.16 | +----------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+---------+------------+-------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`ExtraTreesRegressor ` | m-reg | default | | OK 15/1 | 0.012 | 0.014 | 0.021 | 0.073 | 0.5 | 0.011 | 0.014 | 0.012 | 0.019 | 0.02 | 0.023 | 0.072 | 0.076 | 0.49 | 0.52 | +----------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+---------+------------+-------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`IsolationForest ` | outlier | default | | OK 15/2 | 1.1 | 1.1 | 1.1 | 1.2 | 1.5 | 1.1 | 1.3 | 1.1 | 1.6 | 1.1 | 1.1 | 1.2 | 1.2 | 1.5 | 1.5 | +----------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+---------+------------+-------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`IsolationForest ` | outlier | default | | OK 15/2 | 1.1 | 1.1 | 1.1 | 1.2 | 1.5 | 0.98 | 1.3 | 1 | 1.6 | 1.1 | 1.1 | 1.2 | 1.2 | 1.5 | 1.5 | +----------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+---------+------------+-------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`LGBMClassifier ` | b-cl | default | {'zipmap': False} | OK 14/1 | 0.33 | 0.31 | 0.49 | 1.4 | 3.8 | 0.26 | 0.9 | 0.26 | 0.47 | 0.41 | 0.53 | 1.3 | 1.7 | 3.7 | 3.9 | +----------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+---------+------------+-------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`LGBMClassifier ` | m-cl | default | {'zipmap': False} | OK 14/1 | 0.35 | 0.38 | 0.57 | 1.7 | 3 | 0.25 | 0.39 | 0.35 | 0.57 | 0.5 | 0.72 | 1.3 | 2 | 2.9 | 3.1 | +----------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+---------+------------+-------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`LGBMRegressor ` | b-reg | default | | OK 14/1 | 0.37 | 0.42 | 0.46 | 0.67 | 0.77 | 0.34 | 0.43 | 0.25 | 0.59 | 0.32 | 0.53 | 0.66 | 0.68 | 0.77 | 0.77 | +----------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+---------+------------+-------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`RandomForestClassifier ` | b-cl | default | {'zipmap': False} | OK 15/1 | 0.012 | 0.012 | 0.022 | 0.055 | 0.36 | 0.011 | 0.014 | 0.012 | 0.018 | 0.018 | 0.024 | 0.053 | 0.056 | 0.36 | 0.37 | +----------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+---------+------------+-------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`RandomForestClassifier ` | m-cl | default | {'zipmap': False} | OK 15/1 | 0.012 | 0.013 | 0.02 | 0.062 | 0.39 | 0.011 | 0.014 | 0.012 | 0.018 | 0.018 | 0.022 | 0.057 | 0.07 | 0.39 | 0.39 | +----------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+---------+------------+-------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`RandomForestClassifier ` | ~m-label | default | {'zipmap': False} | OK 15/1 | 0.37 | 0.37 | 0.35 | 0.31 | 0.64 | 0.35 | 0.45 | 0.35 | 0.61 | 0.34 | 0.36 | 0.31 | 0.32 | 0.62 | 0.65 | +----------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+---------+------------+-------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`RandomForestRegressor ` | b-reg | default | | OK 15/1 | 0.011 | 0.013 | 0.015 | 0.027 | 0.15 | 0.011 | 0.013 | 0.012 | 0.019 | 0.013 | 0.017 | 0.026 | 0.028 | 0.15 | 0.15 | +----------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+---------+------------+-------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`RandomForestRegressor ` | m-reg | default | | OK 15/1 | 0.012 | 0.013 | 0.02 | 0.07 | 0.51 | 0.011 | 0.013 | 0.012 | 0.019 | 0.018 | 0.022 | 0.068 | 0.074 | 0.48 | 0.54 | +----------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+---------+------------+-------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`XGBClassifier ` | b-cl | default | {'zipmap': False} | OK 15/1 | 0.019 | 0.02 | 0.031 | 0.11 | 0.71 | 0.016 | 0.022 | 0.015 | 0.029 | 0.029 | 0.034 | 0.1 | 0.12 | 0.71 | 0.71 | +----------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+---------+------------+-------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`XGBClassifier ` | m-cl | default | {'zipmap': False} | OK 15/1 | 0.019 | 0.021 | 0.033 | 0.12 | 0.79 | 0.017 | 0.022 | 0.015 | 0.03 | 0.028 | 0.037 | 0.12 | 0.12 | 0.77 | 0.81 | +----------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+---------+------------+-------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`XGBRegressor ` | b-reg | default | | OK 15/1 | 0.019 | 0.028 | 0.04 | 0.19 | 1.1 | 0.017 | 0.022 | 0.023 | 0.037 | 0.038 | 0.042 | 0.19 | 0.19 | 1.1 | 1.1 | +----------------------------------------------------------------------------------------------+---------------------------+----------+-------------------+---------+------------+-------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ .. _lpy-TruncatedSVD: TruncatedSVD ++++++++++++ +----------------------------------------------------------+---------------------------+----------+-------+---------+------------+ | name | problem | scenario | optim | opset15 | onx_nnodes | +==========================================================+===========================+==========+=======+=========+============+ | :ref:`TruncatedSVD ` | num-tr | default | | OK 13/ | 1 | +----------------------------------------------------------+---------------------------+----------+-------+---------+------------+ +----------------------------------------------------------+---------------------------+----------+-------+---------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | name | problem | scenario | optim | opset15 | skl_version | skl_nop | skl_ncoef | skl_nlin | onx_size | onx_nnodes | onx_ninits | onx_producer_name | onx_producer_version | onx_ai.onnx.ml | onx_size_optim | onx_nnodes_optim | onx_ninits_optim | onx_op_Reshape | skl_nnodes | skl_ntrees | skl_max_depth | onx_op_Cast | onx_mlprodict | onx_op_ZipMap | onx_com.microsoft | onx_op_Identity | onx_op_Identity_optim | onx_subgraphs | onx_subgraphs_optim | +==========================================================+===========================+==========+=======+=========+=============+=========+===========+==========+==========+============+============+===================+======================+================+================+==================+==================+================+============+============+===============+=============+===============+===============+===================+=================+=======================+===============+=====================+ | :ref:`TruncatedSVD ` | num-tr | default | | OK 13/ | 1.0.2 | 1 | | | 2.4e+02 | 1 | 1 | skl2onnx | 1.1 | | 2.4e+02 | 1 | 1 | | | | | | | | | | | | | +----------------------------------------------------------+---------------------------+----------+-------+---------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ +----------------------------------------------------------+---------------------------+----------+-------+---------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | name | problem | scenario | optim | opset15 | RT/SKL-N=1 | N=10 | N=100 | N=1000 | N=10000 | RT/SKL-N=1-min | RT/SKL-N=1-max | N=10-min | N=10-max | N=100-min | N=100-max | N=1000-min | N=1000-max | N=10000-min | N=10000-max | +==========================================================+===========================+==========+=======+=========+============+======+=======+========+=========+================+================+==========+==========+===========+===========+============+============+=============+=============+ | :ref:`TruncatedSVD ` | num-tr | default | | OK 13/ | 0.89 | 0.85 | 0.84 | 0.93 | 0.82 | 0.79 | 1.9 | 0.77 | 1.2 | 0.76 | 0.98 | 0.81 | 1 | 0.74 | 0.91 | +----------------------------------------------------------+---------------------------+----------+-------+---------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ .. _lpy-Tweedie: Tweedie +++++++ +---------------------------------------------------------------------+---------------------------+----------+-------+---------------------+------------+ | name | problem | scenario | optim | opset15 | onx_nnodes | +=====================================================================+===========================+==========+=======+=====================+============+ | :ref:`TweedieRegressor ` | b-reg | default | | OK 15/ | 3 | +---------------------------------------------------------------------+---------------------------+----------+-------+---------------------+------------+ | :ref:`TweedieRegressor ` | m-reg | default | | ERR: 1training_time | -1 | +---------------------------------------------------------------------+---------------------------+----------+-------+---------------------+------------+ | :ref:`TweedieRegressor ` | ~b-reg-64 | default | | OK 15/ | 3 | +---------------------------------------------------------------------+---------------------------+----------+-------+---------------------+------------+ | :ref:`TweedieRegressor ` | ~m-reg-64 | default | | ERR: 1training_time | -1 | +---------------------------------------------------------------------+---------------------------+----------+-------+---------------------+------------+ +---------------------------------------------------------------------+---------------------------+----------+-------+---------------------+-----------------------------------------------------------------+ | name | problem | scenario | optim | opset15 | ERROR-msg | +=====================================================================+===========================+==========+=======+=====================+=================================================================+ | :ref:`TweedieRegressor ` | m-reg | default | | ERR: 1training_time | y should be a 1d array, got an array of shape (112, 2) instead. | +---------------------------------------------------------------------+---------------------------+----------+-------+---------------------+-----------------------------------------------------------------+ | :ref:`TweedieRegressor ` | ~m-reg-64 | default | | ERR: 1training_time | y should be a 1d array, got an array of shape (112, 2) instead. | +---------------------------------------------------------------------+---------------------------+----------+-------+---------------------+-----------------------------------------------------------------+ +---------------------------------------------------------------------+---------------------------+----------+-------+---------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | name | problem | scenario | optim | opset15 | skl_version | skl_nop | skl_ncoef | skl_nlin | onx_size | onx_nnodes | onx_ninits | onx_producer_name | onx_producer_version | onx_ai.onnx.ml | onx_size_optim | onx_nnodes_optim | onx_ninits_optim | onx_op_Reshape | skl_nnodes | skl_ntrees | skl_max_depth | onx_op_Cast | onx_mlprodict | onx_op_ZipMap | onx_com.microsoft | onx_op_Identity | onx_op_Identity_optim | onx_subgraphs | onx_subgraphs_optim | +=====================================================================+===========================+==========+=======+=====================+=============+=========+===========+==========+==========+============+============+===================+======================+================+================+==================+==================+================+============+============+===============+=============+===============+===============+===================+=================+=======================+===============+=====================+ | :ref:`TweedieRegressor ` | b-reg | default | | OK 15/ | 1.0.2 | 1 | 4 | 1 | 3.6e+02 | 3 | 3 | skl2onnx | 1.1 | | 3.6e+02 | 3 | 3 | 1 | | | | | | | | | | | | +---------------------------------------------------------------------+---------------------------+----------+-------+---------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`TweedieRegressor ` | m-reg | default | | ERR: 1training_time | 1.0.2 | -1 | -1 | -1 | -1 | -1 | -1 | | | | -1 | -1 | -1 | -1 | | | | | | | | | | | | +---------------------------------------------------------------------+---------------------------+----------+-------+---------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`TweedieRegressor ` | ~b-reg-64 | default | | OK 15/ | 1.0.2 | 1 | 4 | 1 | 3.8e+02 | 3 | 3 | skl2onnx | 1.1 | | 3.8e+02 | 3 | 3 | 1 | | | | | | | | | | | | +---------------------------------------------------------------------+---------------------------+----------+-------+---------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`TweedieRegressor ` | ~m-reg-64 | default | | ERR: 1training_time | 1.0.2 | -1 | -1 | -1 | -1 | -1 | -1 | | | | -1 | -1 | -1 | -1 | | | | | | | | | | | | +---------------------------------------------------------------------+---------------------------+----------+-------+---------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ +---------------------------------------------------------------------+---------------------------+----------+-------+---------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | name | problem | scenario | optim | opset15 | RT/SKL-N=1 | N=10 | N=100 | N=1000 | N=10000 | RT/SKL-N=1-min | RT/SKL-N=1-max | N=10-min | N=10-max | N=100-min | N=100-max | N=1000-min | N=1000-max | N=10000-min | N=10000-max | +=====================================================================+===========================+==========+=======+=========+============+======+=======+========+=========+================+================+==========+==========+===========+===========+============+============+=============+=============+ | :ref:`TweedieRegressor ` | b-reg | default | | OK 15/ | 1.9 | 1.6 | 1.8 | 3.5 | 11 | 1.4 | 4.4 | 1.4 | 2.4 | 1.6 | 1.8 | 3.3 | 3.7 | 10 | 11 | +---------------------------------------------------------------------+---------------------------+----------+-------+---------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`TweedieRegressor ` | ~b-reg-64 | default | | OK 15/ | 1.5 | 1.6 | 1.8 | 3.8 | 4.1 | 1.4 | 1.8 | 1.4 | 2.5 | 1.6 | 1.9 | 3.5 | 4 | 3.4 | 5.2 | +---------------------------------------------------------------------+---------------------------+----------+-------+---------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ .. _lpy-VarianceThreshold: VarianceThreshold +++++++++++++++++ +--------------------------------------------------------------------+---------------------------+----------+-------+---------+------------+ | name | problem | scenario | optim | opset15 | onx_nnodes | +====================================================================+===========================+==========+=======+=========+============+ | :ref:`VarianceThreshold ` | num-tr | default | | OK 15/1 | 1 | +--------------------------------------------------------------------+---------------------------+----------+-------+---------+------------+ +--------------------------------------------------------------------+---------------------------+----------+-------+---------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | name | problem | scenario | optim | opset15 | skl_version | skl_nop | skl_ncoef | skl_nlin | onx_size | onx_nnodes | onx_ninits | onx_producer_name | onx_producer_version | onx_ai.onnx.ml | onx_size_optim | onx_nnodes_optim | onx_ninits_optim | onx_op_Reshape | skl_nnodes | skl_ntrees | skl_max_depth | onx_op_Cast | onx_mlprodict | onx_op_ZipMap | onx_com.microsoft | onx_op_Identity | onx_op_Identity_optim | onx_subgraphs | onx_subgraphs_optim | +====================================================================+===========================+==========+=======+=========+=============+=========+===========+==========+==========+============+============+===================+======================+================+================+==================+==================+================+============+============+===============+=============+===============+===============+===================+=================+=======================+===============+=====================+ | :ref:`VarianceThreshold ` | num-tr | default | | OK 15/1 | 1.0.2 | 1 | | | 2.5e+02 | 1 | 1 | skl2onnx | 1.1 | 1 | 2.5e+02 | 1 | 1 | | | | | | | | | | | | | +--------------------------------------------------------------------+---------------------------+----------+-------+---------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ +--------------------------------------------------------------------+---------------------------+----------+-------+---------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | name | problem | scenario | optim | opset15 | RT/SKL-N=1 | N=10 | N=100 | N=1000 | N=10000 | RT/SKL-N=1-min | RT/SKL-N=1-max | N=10-min | N=10-max | N=100-min | N=100-max | N=1000-min | N=1000-max | N=10000-min | N=10000-max | +====================================================================+===========================+==========+=======+=========+============+======+=======+========+=========+================+================+==========+==========+===========+===========+============+============+=============+=============+ | :ref:`VarianceThreshold ` | num-tr | default | | OK 15/1 | 0.7 | 0.65 | 0.64 | 0.72 | 0.98 | 0.59 | 1.9 | 0.59 | 0.95 | 0.59 | 0.71 | 0.63 | 0.79 | 0.84 | 1.2 | +--------------------------------------------------------------------+---------------------------+----------+-------+---------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ .. _lpy-Voting: Voting ++++++ +-------------------------------------------------------------------------------------+---------------------------+------------------+-------------------+---------------------+------------+ | name | problem | scenario | optim | opset15 | onx_nnodes | +=====================================================================================+===========================+==================+===================+=====================+============+ | :ref:`VotingClassifier ` | b-cl | logreg-noflatten | {'zipmap': False} | OK 15/1 | 12 | +-------------------------------------------------------------------------------------+---------------------------+------------------+-------------------+---------------------+------------+ | :ref:`VotingClassifier ` | m-cl | logreg-noflatten | {'zipmap': False} | OK 15/1 | 12 | +-------------------------------------------------------------------------------------+---------------------------+------------------+-------------------+---------------------+------------+ | :ref:`VotingRegressor ` | b-reg | linreg | | OK 15/1 | 7 | +-------------------------------------------------------------------------------------+---------------------------+------------------+-------------------+---------------------+------------+ | :ref:`VotingRegressor ` | m-reg | linreg | | ERR: 1training_time | -1 | +-------------------------------------------------------------------------------------+---------------------------+------------------+-------------------+---------------------+------------+ | :ref:`VotingRegressor ` | ~b-reg-64 | linreg | | | -1 | +-------------------------------------------------------------------------------------+---------------------------+------------------+-------------------+---------------------+------------+ | :ref:`VotingRegressor ` | ~m-reg-64 | linreg | | ERR: 1training_time | -1 | +-------------------------------------------------------------------------------------+---------------------------+------------------+-------------------+---------------------+------------+ +------------------------------------------------------------------+---------------------------+----------+-------+---------------------+-----------------------------------------------------------------+ | name | problem | scenario | optim | opset15 | ERROR-msg | +==================================================================+===========================+==========+=======+=====================+=================================================================+ | :ref:`VotingRegressor ` | m-reg | linreg | | ERR: 1training_time | y should be a 1d array, got an array of shape (112, 2) instead. | +------------------------------------------------------------------+---------------------------+----------+-------+---------------------+-----------------------------------------------------------------+ | :ref:`VotingRegressor ` | ~b-reg-64 | linreg | | | 'float' object has no attribute 'reshape' | +------------------------------------------------------------------+---------------------------+----------+-------+---------------------+-----------------------------------------------------------------+ | :ref:`VotingRegressor ` | ~m-reg-64 | linreg | | ERR: 1training_time | y should be a 1d array, got an array of shape (112, 2) instead. | +------------------------------------------------------------------+---------------------------+----------+-------+---------------------+-----------------------------------------------------------------+ +-------------------------------------------------------------------------------------+---------------------------+------------------+-------------------+---------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | name | problem | scenario | optim | opset15 | skl_version | skl_nop | skl_ncoef | skl_nlin | onx_size | onx_nnodes | onx_ninits | onx_producer_name | onx_producer_version | onx_ai.onnx.ml | onx_size_optim | onx_nnodes_optim | onx_ninits_optim | onx_op_Reshape | skl_nnodes | skl_ntrees | skl_max_depth | onx_op_Cast | onx_mlprodict | onx_op_ZipMap | onx_com.microsoft | onx_op_Identity | onx_op_Identity_optim | onx_subgraphs | onx_subgraphs_optim | +=====================================================================================+===========================+==================+===================+=====================+=============+=========+===========+==========+==========+============+============+===================+======================+================+================+==================+==================+================+============+============+===============+=============+===============+===============+===================+=================+=======================+===============+=====================+ | :ref:`VotingClassifier ` | b-cl | logreg-noflatten | {'zipmap': False} | OK 15/1 | 1.0.2 | 3 | 2 | 2 | 1.4e+03 | 12 | 4 | skl2onnx | 1.1 | 1 | 1.4e+03 | 12 | 3 | 1 | | | | 2 | | | | | | | | +-------------------------------------------------------------------------------------+---------------------------+------------------+-------------------+---------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`VotingClassifier ` | m-cl | logreg-noflatten | {'zipmap': False} | OK 15/1 | 1.0.2 | 3 | 6 | 2 | 1.5e+03 | 12 | 4 | skl2onnx | 1.1 | 1 | 1.5e+03 | 12 | 3 | 1 | | | | 2 | | | | | | | | +-------------------------------------------------------------------------------------+---------------------------+------------------+-------------------+---------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`VotingRegressor ` | b-reg | linreg | | OK 15/1 | 1.0.2 | 3 | 8 | 2 | 5.6e+02 | 7 | 1 | skl2onnx | 1.1 | 1 | 5.6e+02 | 7 | 1 | | | | | | | | | | | | | +-------------------------------------------------------------------------------------+---------------------------+------------------+-------------------+---------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`VotingRegressor ` | m-reg | linreg | | ERR: 1training_time | 1.0.2 | -1 | -1 | -1 | -1 | -1 | -1 | | | -1 | -1 | -1 | -1 | | | | | | | | | | | | | +-------------------------------------------------------------------------------------+---------------------------+------------------+-------------------+---------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`VotingRegressor ` | ~b-reg-64 | linreg | | | 1.0.2 | 3 | 8 | 2 | -1 | -1 | -1 | | | -1 | -1 | -1 | -1 | | | | | | | | | | | | | +-------------------------------------------------------------------------------------+---------------------------+------------------+-------------------+---------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | :ref:`VotingRegressor ` | ~m-reg-64 | linreg | | ERR: 1training_time | 1.0.2 | -1 | -1 | -1 | -1 | -1 | -1 | | | -1 | -1 | -1 | -1 | | | | | | | | | | | | | +-------------------------------------------------------------------------------------+---------------------------+------------------+-------------------+---------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ +-------------------------------------------------------------------------------------+---------------------------+------------------+-------------------+---------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | name | problem | scenario | optim | opset15 | RT/SKL-N=1 | N=10 | N=100 | N=1000 | N=10000 | RT/SKL-N=1-min | RT/SKL-N=1-max | N=10-min | N=10-max | N=100-min | N=100-max | N=1000-min | N=1000-max | N=10000-min | N=10000-max | +=====================================================================================+===========================+==================+===================+=========+============+======+=======+========+=========+================+================+==========+==========+===========+===========+============+============+=============+=============+ | :ref:`VotingClassifier ` | b-cl | logreg-noflatten | {'zipmap': False} | OK 15/1 | 1.1 | 1.1 | 0.99 | 0.95 | 0.82 | 0.91 | 1.9 | 0.99 | 1.9 | 0.94 | 1 | 0.91 | 1 | 0.81 | 0.83 | +-------------------------------------------------------------------------------------+---------------------------+------------------+-------------------+---------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`VotingClassifier ` | m-cl | logreg-noflatten | {'zipmap': False} | OK 15/1 | 1.1 | 1.1 | 0.94 | 0.68 | 0.43 | 0.98 | 1.3 | 0.95 | 1.7 | 0.86 | 1 | 0.65 | 0.7 | 0.42 | 0.43 | +-------------------------------------------------------------------------------------+---------------------------+------------------+-------------------+---------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ | :ref:`VotingRegressor ` | b-reg | linreg | | OK 15/1 | 0.97 | 0.99 | 1 | 1.3 | 3.6 | 0.86 | 1.2 | 0.89 | 1.5 | 0.95 | 1.1 | 1.2 | 1.4 | 3.5 | 3.8 | +-------------------------------------------------------------------------------------+---------------------------+------------------+-------------------+---------+------------+------+-------+--------+---------+----------------+----------------+----------+----------+-----------+-----------+------------+------------+-------------+-------------+ .. _lpy-WOETransformer: WOETransformer ++++++++++++++ +--------------------------------------------------------------+---------------------------+----------+-------+---------------------+------------+ | name | problem | scenario | optim | opset15 | onx_nnodes | +==============================================================+===========================+==========+=======+=====================+============+ | :ref:`WOETransformer ` | num-tr | default | | ERR: 1training_time | | +--------------------------------------------------------------+---------------------------+----------+-------+---------------------+------------+ +--------------------------------------------------------------+---------------------------+----------+-------+---------------------+----------------------------------------+ | name | problem | scenario | optim | opset15 | ERROR-msg | +==============================================================+===========================+==========+=======+=====================+========================================+ | :ref:`WOETransformer ` | num-tr | default | | ERR: 1training_time | object of type 'NoneType' has no len() | +--------------------------------------------------------------+---------------------------+----------+-------+---------------------+----------------------------------------+ +--------------------------------------------------------------+---------------------------+----------+-------+---------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+ | name | problem | scenario | optim | opset15 | skl_version | skl_nop | skl_ncoef | skl_nlin | onx_size | onx_nnodes | onx_ninits | onx_producer_name | onx_producer_version | onx_ai.onnx.ml | onx_size_optim | onx_nnodes_optim | onx_ninits_optim | onx_op_Reshape | skl_nnodes | skl_ntrees | skl_max_depth | onx_op_Cast | onx_mlprodict | onx_op_ZipMap | onx_com.microsoft | onx_op_Identity | onx_op_Identity_optim | onx_subgraphs | onx_subgraphs_optim | +==============================================================+===========================+==========+=======+=====================+=============+=========+===========+==========+==========+============+============+===================+======================+================+================+==================+==================+================+============+============+===============+=============+===============+===============+===================+=================+=======================+===============+=====================+ | :ref:`WOETransformer ` | num-tr | default | | ERR: 1training_time | 1.0.2 | | | | | | | | | | | | | | | | | | | | | | | | | +--------------------------------------------------------------+---------------------------+----------+-------+---------------------+-------------+---------+-----------+----------+----------+------------+------------+-------------------+----------------------+----------------+----------------+------------------+------------------+----------------+------------+------------+---------------+-------------+---------------+---------------+-------------------+-----------------+-----------------------+---------------+---------------------+