Walk through all methods to export an ONNX model

An ONNX model can be exported into many formats (see Export from onnx to…). This example checks the availibility through all onnx examples and all formats.

import os
import numpy
from pandas import DataFrame
import matplotlib.pyplot as plt
from tqdm import tqdm
from mlprodict.testing.onnx_backend import enumerate_onnx_tests
from mlprodict.onnx_tools.onnx_export import (
    export2onnx, export2tf2onnx, export2xop,
    export2python, export2numpy, export2cpp)

Load the tests

tests = []
for test in tqdm(enumerate_onnx_tests('node')):
    tests.append(test)

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Code

conv = dict(onnx=export2onnx,
            tf2onnx=export2tf2onnx,
            xop=export2xop,
            python=export2python,
            numpy=export2numpy,
            cpp=export2cpp)

for fmt in conv:
    if not os.path.exists(fmt):
        os.mkdir(fmt)


data = []
for test in tqdm(tests):
    for fmt, fct in conv.items():
        onx = test.onnx_model
        ext = ".cpp" if 'cpp' in fmt else ".py"
        try:
            code = fct(onx)
            error = ""
        except Exception as e:
            error = str(e)
            code = None
        obs = dict(name=test.name, format=fmt, error=error,
                   ok=1 if error == "" else 0, code=code)
        data.append(obs)
        if code is not None:
            filename = os.path.join(fmt, test.name + ext)
            with open(filename, "w", encoding="utf-8") as f:
                f.write(code)

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Status and summary

df = DataFrame(data)
summary = df.pivot("name", "format", "ok").mean(axis=0).T
print(summary)

somewhere/workspace/mlprodict/mlprodict_UT_39_std/_doc/examples/plot_export_onnx_tests.py:74: FutureWarning: In a future version of pandas all arguments of DataFrame.pivot will be keyword-only.
  summary = df.pivot("name", "format", "ok").mean(axis=0).T
format
cpp        0.999088
numpy      0.212397
onnx       0.999088
python     0.993619
tf2onnx    0.998177
xop        0.999088
dtype: float64

Graph

summary.plot.bar(title="Conversion coverage")

<AxesSubplot: title={'center': 'Conversion coverage'}, xlabel='format'>

Errors

for obs in data:
    if obs['error'] != '':
        print(f"{obs['name']} | {obs['format']} | {obs['error']}")


# plt.show()

test_layer_normalization_2d_axis0_expanded_ver18 | numpy | Unable to convert operator type 'Constant' name=''.
test_not_2d | numpy | Unable to convert operator type 'Not' name=''.
test_nllloss_NCd1_ii_expanded | numpy | Unable to convert operator type 'Constant' name=''.
test_reduce_prod_keepdims_random | numpy | Expecting at most 1 inputs for operator 'ReduceProd' not ['data', 'axes'].
test_reduce_l2_negative_axes_keep_dims_example_expanded | numpy | Unable to convert operator type 'CastLike' name=''.
test_reduce_min_default_axes_keepdims_example | numpy | Unable to convert operator type 'ReduceMin' name=''.
test_dynamicquantizelinear_max_adjusted | numpy | Unable to convert operator type 'DynamicQuantizeLinear' name=''.
test_logsoftmax_axis_0 | numpy | Unable to convert operator type 'LogSoftmax' name=''.
test_thresholdedrelu_default | numpy | Unable to convert operator type 'ThresholdedRelu' name=''.
test_bitshift_right_uint16 | numpy | Unable to convert operator type 'BitShift' name=''.
test_col2im_dilations | numpy | Unable to convert operator type 'Col2Im' name=''.
test_dynamicquantizelinear_min_adjusted | numpy | Unable to convert operator type 'DynamicQuantizeLinear' name=''.
test_depthtospace_example | numpy | Unable to convert operator type 'DepthToSpace' name=''.
test_maxpool_2d_pads | numpy | Unable to convert operator type 'MaxPool' name=''.
test_triu_pos | numpy | Unable to convert operator type 'Trilu' name=''.
test_dropout_default_ratio | numpy | Unable to convert operator type 'Dropout' name=''.
test_logsoftmax_negative_axis | numpy | Unable to convert operator type 'LogSoftmax' name=''.
test_softsign | numpy | Unable to convert operator type 'Softsign' name=''.
test_shrink_hard | numpy | Unable to convert operator type 'Shrink' name=''.
test_reduce_l1_do_not_keepdims_random | numpy | Unable to convert operator type 'ReduceL1' name=''.
test_gathernd_example_int32 | numpy | Unable to convert operator type 'GatherND' name=''.
test_strnormalizer_export_monday_empty_output | numpy | Unable to convert operator type 'StringNormalizer' name=''.
test_mod_int64_fmod | numpy | Unable to convert operator type 'Mod' name=''.
test_expand_dim_unchanged | numpy | Unable to convert operator type 'Expand' name=''.
test_conv_with_autopad_same | numpy | Unable to convert operator type 'Conv' name=''.
test_tril_pos | numpy | Unable to convert operator type 'Trilu' name=''.
test_layer_normalization_4d_axis2_expanded_ver18 | numpy | Unable to convert operator type 'Constant' name=''.
test_hannwindow_symmetric | numpy | Unable to convert operator type 'HannWindow' name=''.
test_spacetodepth | numpy | Unable to convert operator type 'SpaceToDepth' name=''.
test_sce_NCd1d2d3d4d5_none_no_weight_log_prob_expanded | numpy | Unable to convert operator type 'Constant' name=''.
test_sce_mean_3d_expanded | numpy | Unable to convert operator type 'Constant' name=''.
test_tfidfvectorizer_tf_onlybigrams_skip5 | numpy | Unable to convert operator type 'TfIdfVectorizer' name=''.
test_atanh_example | numpy | Unable to convert operator type 'Atanh' name=''.
test_center_crop_pad_crop_axes_hwc_expanded | numpy | Unable to convert operator type 'Constant' name=''.
test_min_int64 | numpy | Unable to convert operator type 'Min' name=''.
test_or_bcast4v3d | numpy | Unable to convert operator type 'Or' name=''.
test_flatten_negative_axis2 | numpy | Unable to convert operator type 'Flatten' name=''.
test_nllloss_NCd1d2_no_weight_reduction_mean_ii_expanded | numpy | Unable to convert operator type 'Constant' name=''.
test_clip_default_int8_min | numpy | Unable to convert operator type 'Clip' name=''.
test_clip | numpy | Unable to convert operator type 'Clip' name=''.
test_averagepool_2d_ceil | numpy | Unable to convert operator type 'AveragePool' name=''.
test_mod_mixed_sign_int8 | numpy | Unable to convert operator type 'Mod' name=''.
test_reciprocal_example | numpy | Unable to convert operator type 'Reciprocal' name=''.
test_mod_mixed_sign_float16 | numpy | Unable to convert operator type 'Mod' name=''.
test_optional_get_element_optional_tensor | numpy | Unable to convert operator type 'OptionalGetElement' name=''.
test_sce_mean_log_prob | numpy | Unable to convert operator type 'SoftmaxCrossEntropyLoss' name=''.
test_group_normalization_example | numpy | Unable to convert operator type 'GroupNormalization' name=''.
test_cast_FLOAT_to_BFLOAT16 | numpy | elem_type '16' is unknown
fields:
['__abs__',
 '__add__',
 '__and__',
 '__bool__',
 '__ceil__',
 '__class__',
 '__delattr__',
 '__dir__',
 '__divmod__',
 '__doc__',
 '__eq__',
 '__float__',
 '__floor__',
 '__floordiv__',
 '__format__',
 '__ge__',
 '__getattribute__',
 '__getnewargs__',
 '__gt__',
 '__hash__',
 '__index__',
 '__init__',
 '__init_subclass__',
 '__int__',
 '__invert__',
 '__le__',
 '__lshift__',
 '__lt__',
 '__mod__',
 '__mul__',
 '__ne__',
 '__neg__',
 '__new__',
 '__or__',
 '__pos__',
 '__pow__',
 '__radd__',
 '__rand__',
 '__rdivmod__',
 '__reduce__',
 '__reduce_ex__',
 '__repr__',
 '__rfloordiv__',
 '__rlshift__',
 '__rmod__',
 '__rmul__',
 '__ror__',
 '__round__',
 '__rpow__',
 '__rrshift__',
 '__rshift__',
 '__rsub__',
 '__rtruediv__',
 '__rxor__',
 '__setattr__',
 '__sizeof__',
 '__str__',
 '__sub__',
 '__subclasshook__',
 '__truediv__',
 '__trunc__',
 '__xor__',
 'as_integer_ratio',
 'bit_length',
 'conjugate',
 'denominator',
 'from_bytes',
 'imag',
 'numerator',
 'real',
 'to_bytes']
-----
<class 'int'>.
test_leakyrelu_example_expanded | numpy | Unable to convert operator type 'Constant' name=''.
test_logsoftmax_large_number_expanded_ver18 | numpy | Unable to convert operator type 'Constant' name=''.
test_adagrad_multiple | numpy | Unable to convert any operator from domain 'ai.onnx.preview.training'.
test_clip_outbounds | numpy | Unable to convert operator type 'Clip' name=''.
test_sce_none_weights_log_prob_expanded | numpy | Unable to convert operator type 'Constant' name=''.
test_sce_NCd1_mean_weight_negative_ii | numpy | Unable to convert operator type 'SoftmaxCrossEntropyLoss' name=''.
test_min_example | numpy | Unable to convert operator type 'Min' name=''.
test_sce_mean_weight_ii_3d_expanded | numpy | Unable to convert operator type 'Constant' name=''.
test_range_int32_type_negative_delta | numpy | Unable to convert operator type 'Range' name=''.
test_layer_normalization_2d_axis0_expanded | numpy | Unable to convert operator type 'Constant' name=''.
test_xor_bcast3v2d | numpy | Unable to convert operator type 'Xor' name=''.
test_dequantizelinear_axis | numpy | Unable to convert operator type 'DequantizeLinear' name=''.
test_sce_mean_weight_ii_log_prob | numpy | Unable to convert operator type 'SoftmaxCrossEntropyLoss' name=''.
test_tfidfvectorizer_tf_onlybigrams_levelempty | numpy | Unable to convert operator type 'TfIdfVectorizer' name=''.
test_dropout_random_old | numpy | Unable to convert operator type 'Dropout' name=''.
test_clip_default_inbounds | numpy | Unable to convert operator type 'Clip' name=''.
test_triu_square | numpy | Unable to convert operator type 'Trilu' name=''.
test_reduce_prod_do_not_keepdims_example | numpy | Expecting at most 1 inputs for operator 'ReduceProd' not ['data', 'axes'].
test_hardsigmoid_expanded_ver18 | numpy | Unable to convert operator type 'Constant' name=''.
test_bernoulli_seed_expanded | numpy | Unable to convert operator type 'RandomUniformLike' name=''.
test_compress_1 | numpy | Unable to convert operator type 'Compress' name=''.
test_dropout_default_old | numpy | Unable to convert operator type 'Dropout' name=''.
test_bitwise_xor_i32_2d | numpy | Unable to convert operator type 'BitwiseXor' name=''.
test_hardswish | numpy | Unable to convert operator type 'HardSwish' name=''.
test_split_variable_parts_default_axis_opset18 | numpy | Unable to convert operator type 'Split' name=''.
test_sce_sum_expanded | numpy | Unable to convert operator type 'Constant' name=''.
test_mvn | numpy | Unable to convert operator type 'MeanVarianceNormalization' name=''.
test_sce_mean_weight_log_prob | numpy | Unable to convert operator type 'SoftmaxCrossEntropyLoss' name=''.
test_hardswish_expanded | numpy | Unable to convert operator type 'HardSigmoid' name=''.
test_gather_elements_1 | numpy | Unable to convert operator type 'GatherElements' name=''.
test_reduce_log_sum_exp_default_axes_keepdims_random_expanded | numpy | Unable to convert operator type 'CastLike' name=''.
test_mod_uint16 | numpy | Unable to convert operator type 'Mod' name=''.
test_dropout_default_mask | numpy | Unable to convert operator type 'Dropout' name=''.
test_sce_mean_log_prob_expanded | numpy | Unable to convert operator type 'Constant' name=''.
test_mod_mixed_sign_float32 | numpy | Unable to convert operator type 'Mod' name=''.
test_lstm_with_peepholes | numpy | Unable to convert operator type 'LSTM' name=''.
test_resize_downsample_sizes_cubic | numpy | Unable to convert operator type 'Resize' name=''.
test_gridsample_reflection_padding | numpy | Unable to convert operator type 'GridSample' name=''.
test_resize_downsample_scales_linear | numpy | Unable to convert operator type 'Resize' name=''.
test_celu | numpy | Unable to convert operator type 'Celu' name=''.
test_dropout_default | numpy | Unable to convert operator type 'Dropout' name=''.
test_scatter_elements_with_reduction_max | numpy | Unable to convert operator type 'ScatterElements' name=''.
test_hardmax_axis_1 | numpy | Unable to convert operator type 'Hardmax' name=''.
test_resize_downsample_scales_nearest | numpy | Unable to convert operator type 'Resize' name=''.
test_nllloss_NC | numpy | Unable to convert operator type 'NegativeLogLikelihoodLoss' name=''.
test_sequence_map_add_2_sequences_expanded | numpy | Unable to convert operator type 'SequenceLength' name=''.
test_layer_normalization_4d_axis_negative_4_expanded | numpy | Unable to convert operator type 'Constant' name=''.
test_logsoftmax_axis_0_expanded_ver18 | numpy | Unable to convert operator type 'Constant' name=''.
test_center_crop_pad_crop_axes_hwc | numpy | Unable to convert operator type 'CenterCropPad' name=''.
test_einsum_sum | numpy | Unable to convert operator type 'Einsum' name=''.
test_split_equal_parts_default_axis_opset13 | numpy | Unable to convert operator type 'Split' name=''.
test_range_float_type_positive_delta | numpy | Unable to convert operator type 'Range' name=''.
test_unique_sorted_without_axis | numpy | Unable to convert operator type 'Unique' name=''.
test_mod_uint32 | numpy | Unable to convert operator type 'Mod' name=''.
test_reduce_sum_square_default_axes_keepdims_random | numpy | Expecting at most 1 inputs for operator 'ReduceSumSquare' not ['data', 'axes'].
test_mod_mixed_sign_int64 | numpy | Unable to convert operator type 'Mod' name=''.
test_resize_upsample_sizes_nearest_not_larger | numpy | Unable to convert operator type 'Resize' name=''.
test_castlike_FLOAT_to_FLOAT16 | numpy | Unable to convert operator type 'CastLike' name=''.
test_averagepool_3d_default | numpy | Unable to convert operator type 'AveragePool' name=''.
test_batchnorm_example | numpy | Unable to convert operator type 'BatchNormalization' name=''.
test_sum_example | numpy | Unable to convert operator type 'Sum' name=''.
test_sce_mean_3d_log_prob_expanded | numpy | Unable to convert operator type 'Constant' name=''.
test_castlike_FLOAT_to_STRING | numpy | Unable to convert operator type 'CastLike' name=''.
test_greater_equal | numpy | Unable to convert operator type 'GreaterOrEqual' name=''.
test_floor | numpy | Unable to convert operator type 'Floor' name=''.
test_mish_expanded | numpy | Unable to convert operator type 'Softplus' name=''.
test_group_normalization_epsilon | numpy | Unable to convert operator type 'GroupNormalization' name=''.
test_sequence_map_identity_1_sequence | python | Unable to export node type 'SequenceMap' into python.
test_sequence_map_identity_1_sequence | numpy | Unable to convert operator type 'SequenceMap' name=''.
test_lrn | numpy | Unable to convert operator type 'LRN' name=''.
test_min_uint8 | numpy | Unable to convert operator type 'Min' name=''.
test_equal_bcast | numpy | Unable to convert operator type 'Equal' name=''.
test_sce_NCd1d2d3d4d5_none_no_weight | numpy | Unable to convert operator type 'SoftmaxCrossEntropyLoss' name=''.
test_tfidfvectorizer_tf_uniandbigrams_skip5 | numpy | Unable to convert operator type 'TfIdfVectorizer' name=''.
test_hammingwindow_expanded | numpy | Unable to convert operator type 'Constant' name=''.
test_resize_downsample_sizes_linear_antialias | numpy | Unable to convert operator type 'Resize' name=''.
test_min_int32 | numpy | Unable to convert operator type 'Min' name=''.
test_softmax_axis_2_expanded_ver18 | numpy | Unable to convert operator type 'Constant' name=''.
test_roialign_aligned_true | numpy | Unable to convert operator type 'RoiAlign' name=''.
test_nllloss_NCd1_ii | numpy | Unable to convert operator type 'NegativeLogLikelihoodLoss' name=''.
test_nllloss_NCd1d2_with_weight_expanded | numpy | Unable to convert operator type 'Constant' name=''.
test_strnormalizer_export_monday_insensintive_upper_twodim | numpy | Unable to convert operator type 'StringNormalizer' name=''.
test_unique_not_sorted_without_axis | numpy | Unable to convert operator type 'Unique' name=''.
test_strnormalizer_export_monday_casesensintive_upper | numpy | Unable to convert operator type 'StringNormalizer' name=''.
test_group_normalization_epsilon_expanded | numpy | Unable to convert operator type 'Constant' name=''.
test_layer_normalization_default_axis | numpy | Unable to convert operator type 'LayerNormalization' name=''.
test_reduce_l2_negative_axes_keep_dims_random_expanded | numpy | Unable to convert operator type 'CastLike' name=''.
test_reduce_l2_default_axes_keepdims_random_expanded | numpy | Unable to convert operator type 'CastLike' name=''.
test_sce_NCd1d2d3d4d5_mean_weight_log_prob_expanded | numpy | Unable to convert operator type 'Constant' name=''.
test_sce_NCd1d2d3_sum_weight_high_ii_log_prob_expanded | numpy | Unable to convert operator type 'Constant' name=''.
test_layer_normalization_4d_axis_negative_1 | numpy | Unable to convert operator type 'LayerNormalization' name=''.
test_top_k_smallest | numpy | Unable to convert operator type 'TopK' name=''.
test_relu_expanded_ver18 | numpy | Unable to convert operator type 'Constant' name=''.
test_split_variable_parts_1d_opset13 | numpy | Unable to convert operator type 'Split' name=''.
test_reduce_sum_square_negative_axes_keepdims_random | numpy | Expecting at most 1 inputs for operator 'ReduceSumSquare' not ['data', 'axes'].
test_reduce_mean_keepdims_example | numpy | Unable to convert operator type 'ReduceMean' name=''.
test_layer_normalization_4d_axis1 | numpy | Unable to convert operator type 'LayerNormalization' name=''.
test_scatternd_max | numpy | Unable to convert operator type 'ScatterND' name=''.
test_thresholdedrelu_example | numpy | Unable to convert operator type 'ThresholdedRelu' name=''.
test_nllloss_NCd1d2_with_weight_reduction_mean | numpy | Unable to convert operator type 'NegativeLogLikelihoodLoss' name=''.
test_sequence_map_add_1_sequence_1_tensor | python | Unable to export node type 'SequenceMap' into python.
test_sequence_map_add_1_sequence_1_tensor | numpy | Unable to convert operator type 'SequenceMap' name=''.
test_sum_one_input | numpy | Unable to convert operator type 'Sum' name=''.
test_isinf | numpy | Unable to convert operator type 'IsInf' name=''.
test_bitwise_or_i32_2d | numpy | Unable to convert operator type 'BitwiseOr' name=''.
test_instancenorm_epsilon | numpy | Unable to convert operator type 'InstanceNormalization' name=''.
test_logsoftmax_negative_axis_expanded_ver18 | numpy | Unable to convert operator type 'Constant' name=''.
test_bitwise_and_ui64_bcast_3v1d | numpy | Unable to convert operator type 'BitwiseAnd' name=''.
test_sce_NCd1_mean_weight_negative_ii_log_prob | numpy | Unable to convert operator type 'SoftmaxCrossEntropyLoss' name=''.
test_softmax_large_number_expanded_ver18 | numpy | Unable to convert operator type 'Constant' name=''.
test_logsoftmax_axis_2_expanded | numpy | Unable to convert operator type 'Constant' name=''.
test_tril_square_neg | numpy | Unable to convert operator type 'Trilu' name=''.
test_reduce_mean_default_axes_keepdims_example | numpy | Unable to convert operator type 'ReduceMean' name=''.
test_atanh | numpy | Unable to convert operator type 'Atanh' name=''.
test_nllloss_NCd1_mean_weight_negative_ii_expanded | numpy | Unable to convert operator type 'Constant' name=''.
test_resize_upsample_scales_cubic_A_n0p5_exclude_outside | numpy | Unable to convert operator type 'Resize' name=''.
test_clip_default_int8_max | numpy | Unable to convert operator type 'Clip' name=''.
test_dequantizelinear | numpy | Unable to convert operator type 'DequantizeLinear' name=''.
test_split_variable_parts_1d_opset18 | numpy | Unable to convert operator type 'Split' name=''.
test_reduce_max_keepdims_example | numpy | Unable to convert operator type 'ReduceMax' name=''.
test_asin | numpy | Unable to convert operator type 'Asin' name=''.
test_reduce_prod_keepdims_example | numpy | Expecting at most 1 inputs for operator 'ReduceProd' not ['data', 'axes'].
test_gru_batchwise | numpy | Unable to convert operator type 'GRU' name=''.
test_convinteger_without_padding | numpy | Unable to convert operator type 'ConvInteger' name=''.
test_col2im_pads | numpy | Unable to convert operator type 'Col2Im' name=''.
test_averagepool_2d_pads | numpy | Unable to convert operator type 'AveragePool' name=''.
test_optional_has_element_empty_optional_input | numpy | Unable to convert operator type 'OptionalHasElement' name=''.
test_hardmax_negative_axis | numpy | Unable to convert operator type 'Hardmax' name=''.
test_logsoftmax_default_axis | numpy | Unable to convert operator type 'LogSoftmax' name=''.
test_softmax_default_axis_expanded_ver18 | numpy | Unable to convert operator type 'Constant' name=''.
test_softmax_large_number_expanded | numpy | Unable to convert operator type 'Constant' name=''.
test_layer_normalization_4d_axis_negative_1_expanded | numpy | Unable to convert operator type 'Constant' name=''.
test_split_equal_parts_2d_opset13 | numpy | Unable to convert operator type 'Split' name=''.
test_cumsum_1d_exclusive | numpy | Unable to convert operator type 'CumSum' name=''.
test_greater_bcast | numpy | Unable to convert operator type 'Greater' name=''.
test_reduce_prod_do_not_keepdims_random | numpy | Expecting at most 1 inputs for operator 'ReduceProd' not ['data', 'axes'].
test_batchnorm_example_training_mode | numpy | Unable to convert operator type 'BatchNormalization' name=''.
test_and_bcast3v2d | numpy | Unable to convert operator type 'And' name=''.
test_averagepool_2d_precomputed_same_upper | numpy | Unable to convert operator type 'AveragePool' name=''.
test_bitshift_right_uint32 | numpy | Unable to convert operator type 'BitShift' name=''.
test_softmax_axis_1_expanded | numpy | Unable to convert operator type 'Constant' name=''.
test_clip_outbounds_expanded | numpy | Unable to convert operator type 'Less' name=''.
test_layer_normalization_default_axis_expanded_ver18 | numpy | Unable to convert operator type 'Constant' name=''.
test_sce_mean_weight_ii_4d_expanded | numpy | Unable to convert operator type 'Constant' name=''.
test_nllloss_NCd1d2d3_none_no_weight_negative_ii | numpy | Unable to convert operator type 'NegativeLogLikelihoodLoss' name=''.
test_nllloss_NCd1d2_reduction_sum | numpy | Unable to convert operator type 'NegativeLogLikelihoodLoss' name=''.
test_sce_none_expanded | numpy | Unable to convert operator type 'Constant' name=''.
test_resize_downsample_scales_cubic_align_corners | numpy | Unable to convert operator type 'Resize' name=''.
test_sce_NCd1d2d3d4d5_mean_weight | numpy | Unable to convert operator type 'SoftmaxCrossEntropyLoss' name=''.
test_reduce_min_keepdims_example | numpy | Unable to convert operator type 'ReduceMin' name=''.
test_layer_normalization_2d_axis_negative_1_expanded | numpy | Unable to convert operator type 'Constant' name=''.
test_sce_mean_weight_ii_3d_log_prob | numpy | Unable to convert operator type 'SoftmaxCrossEntropyLoss' name=''.
test_convtranspose | numpy | Unable to convert operator type 'ConvTranspose' name=''.
test_reduce_min_do_not_keepdims_random | numpy | Unable to convert operator type 'ReduceMin' name=''.
test_softmax_axis_1_expanded_ver18 | numpy | Unable to convert operator type 'Constant' name=''.
test_reduce_log_sum_default | numpy | Unable to convert operator type 'ReduceLogSum' name=''.
test_layer_normalization_3d_axis0_epsilon | numpy | Unable to convert operator type 'LayerNormalization' name=''.
test_tile | numpy | Unable to convert operator type 'Tile' name=''.
test_reduce_log_sum_exp_negative_axes_keepdims_random | numpy | Unable to convert operator type 'ReduceLogSumExp' name=''.
test_reciprocal | numpy | Unable to convert operator type 'Reciprocal' name=''.
test_bitwise_and_i16_3d | numpy | Unable to convert operator type 'BitwiseAnd' name=''.
test_resize_downsample_sizes_nearest_not_larger | numpy | Unable to convert operator type 'Resize' name=''.
test_simple_rnn_defaults | numpy | Unable to convert operator type 'RNN' name=''.
test_layer_normalization_3d_axis1_epsilon | numpy | Unable to convert operator type 'LayerNormalization' name=''.
test_resize_upsample_sizes_nearest_axes_2_3 | numpy | Unable to convert operator type 'Resize' name=''.
test_maxpool_with_argmax_2d_precomputed_pads | numpy | Unable to convert operator type 'MaxPool' name=''.
test_sce_mean_weight_ii_4d | numpy | Unable to convert operator type 'SoftmaxCrossEntropyLoss' name=''.
test_reduce_mean_do_not_keepdims_random | numpy | Unable to convert operator type 'ReduceMean' name=''.
test_averagepool_1d_default | numpy | Unable to convert operator type 'AveragePool' name=''.
test_layer_normalization_4d_axis3_expanded | numpy | Unable to convert operator type 'Constant' name=''.
test_hannwindow_expanded | numpy | Unable to convert operator type 'Constant' name=''.
test_nllloss_NCd1d2 | numpy | Unable to convert operator type 'NegativeLogLikelihoodLoss' name=''.
test_sce_NCd1d2d3_none_no_weight_negative_ii_log_prob_expanded | numpy | Unable to convert operator type 'Constant' name=''.
test_triu_zero | numpy | Unable to convert operator type 'Trilu' name=''.
test_min_one_input | numpy | Unable to convert operator type 'Min' name=''.
test_and_bcast4v3d | numpy | Unable to convert operator type 'And' name=''.
test_bitwise_xor_i16_3d | numpy | Unable to convert operator type 'BitwiseXor' name=''.
test_nllloss_NCd1_weight_ii_expanded | numpy | Unable to convert operator type 'Constant' name=''.
test_nllloss_NCd1d2_expanded | numpy | Unable to convert operator type 'Constant' name=''.
test_reversesequence_time | numpy | Unable to convert operator type 'ReverseSequence' name=''.
test_nllloss_NCd1d2d3_none_no_weight_negative_ii_expanded | numpy | Unable to convert operator type 'Constant' name=''.
test_center_crop_pad_pad | numpy | Unable to convert operator type 'CenterCropPad' name=''.
test_convtranspose_1d | numpy | Unable to convert operator type 'ConvTranspose' name=''.
test_hardmax_example | numpy | Unable to convert operator type 'Hardmax' name=''.
test_reduce_max_keepdims_random | numpy | Unable to convert operator type 'ReduceMax' name=''.
test_batchnorm_epsilon_training_mode | numpy | Unable to convert operator type 'BatchNormalization' name=''.
test_size_example | numpy | Unable to convert operator type 'Size' name=''.
test_softmax_example_expanded_ver18 | numpy | Unable to convert operator type 'Constant' name=''.
test_det_nd | numpy | Unable to convert operator type 'Det' name=''.
test_reduce_log_sum_exp_negative_axes_keepdims_example | numpy | Unable to convert operator type 'ReduceLogSumExp' name=''.
test_nllloss_NCd1d2_reduction_sum_expanded | numpy | Unable to convert operator type 'Constant' name=''.
test_lrn_default | numpy | Unable to convert operator type 'LRN' name=''.
test_gather_elements_0 | numpy | Unable to convert operator type 'GatherElements' name=''.
test_mod_broadcast | numpy | Unable to convert operator type 'Mod' name=''.
test_sequence_insert_at_front | numpy | Unable to convert operator type 'SequenceInsert' name=''.
test_selu_default_expanded_ver18 | numpy | Unable to convert operator type 'Constant' name=''.
test_optional_has_element_optional_input | numpy | Unable to convert operator type 'OptionalHasElement' name=''.
test_loop16_seq_none | numpy | Unable to convert operator type 'Loop' name=''.
test_dynamicquantizelinear_min_adjusted_expanded | numpy | Unable to convert operator type 'Constant' name=''.
test_less_bcast | numpy | Unable to convert operator type 'Less' name=''.
test_less_equal_bcast_expanded | numpy | Unable to convert operator type 'Less' name=''.
test_min_uint64 | numpy | Unable to convert operator type 'Min' name=''.
test_nllloss_NCd1d2_with_weight_reduction_sum_ii_expanded | numpy | Unable to convert operator type 'Constant' name=''.
test_range_float_type_positive_delta_expanded | numpy | Unable to convert operator type 'Relu' name=''.
test_blackmanwindow | numpy | Unable to convert operator type 'BlackmanWindow' name=''.
test_optional_has_element_empty_no_input_name_tensor_input | numpy | list object has no element 0
test_resize_upsample_scales_cubic | numpy | Unable to convert operator type 'Resize' name=''.
test_resize_downsample_sizes_nearest_not_smaller | numpy | Unable to convert operator type 'Resize' name=''.
test_sce_none_log_prob | numpy | Unable to convert operator type 'SoftmaxCrossEntropyLoss' name=''.
test_not_3d | numpy | Unable to convert operator type 'Not' name=''.
test_reflect_pad | numpy | Unable to convert operator type 'Pad' name=''.
test_triu_neg | numpy | Unable to convert operator type 'Trilu' name=''.
test_elu | numpy | Unable to convert operator type 'Elu' name=''.
test_onehot_without_axis | numpy | Unable to convert operator type 'OneHot' name=''.
test_layer_normalization_4d_axis2_expanded | numpy | Unable to convert operator type 'Constant' name=''.
test_reduce_log_sum_exp_default_axes_keepdims_example | numpy | Unable to convert operator type 'ReduceLogSumExp' name=''.
test_sequence_map_add_1_sequence_1_tensor_expanded | numpy | Unable to convert operator type 'SequenceLength' name=''.
test_erf | numpy | Unable to convert operator type 'Erf' name=''.
test_or_bcast3v1d | numpy | Unable to convert operator type 'Or' name=''.
test_castlike_DOUBLE_to_FLOAT | numpy | Unable to convert operator type 'CastLike' name=''.
test_nonmaxsuppression_limit_output_size | numpy | Unable to convert operator type 'NonMaxSuppression' name=''.
test_reduce_log_sum_exp_do_not_keepdims_random | numpy | Unable to convert operator type 'ReduceLogSumExp' name=''.
test_layer_normalization_4d_axis_negative_3_expanded | numpy | Unable to convert operator type 'Constant' name=''.
test_asinh | numpy | Unable to convert operator type 'Asinh' name=''.
test_or_bcast3v2d | numpy | Unable to convert operator type 'Or' name=''.
test_einsum_batch_matmul | numpy | Unable to convert operator type 'Einsum' name=''.
test_reduce_max_negative_axes_keepdims_example | numpy | Unable to convert operator type 'ReduceMax' name=''.
test_clip_default_max | numpy | Unable to convert operator type 'Clip' name=''.
test_layer_normalization_2d_axis1_expanded | numpy | Unable to convert operator type 'Constant' name=''.
test_layer_normalization_4d_axis0 | numpy | Unable to convert operator type 'LayerNormalization' name=''.
test_sce_mean_weight_ii_4d_log_prob | numpy | Unable to convert operator type 'SoftmaxCrossEntropyLoss' name=''.
test_training_dropout_default_mask | numpy | Unable to convert operator type 'Dropout' name=''.
test_reduce_log_sum_exp_keepdims_example_expanded | numpy | Unable to convert operator type 'CastLike' name=''.
test_simple_rnn_batchwise | numpy | Unable to convert operator type 'RNN' name=''.
test_reversesequence_batch | numpy | Unable to convert operator type 'ReverseSequence' name=''.
test_maxpool_2d_precomputed_strides | numpy | Unable to convert operator type 'MaxPool' name=''.
test_equal | numpy | Unable to convert operator type 'Equal' name=''.
test_reduce_mean_keepdims_random | numpy | Unable to convert operator type 'ReduceMean' name=''.
test_softplus_example | numpy | Unable to convert operator type 'Softplus' name=''.
test_reduce_min_negative_axes_keepdims_example | numpy | Unable to convert operator type 'ReduceMin' name=''.
test_mod_uint8 | numpy | Unable to convert operator type 'Mod' name=''.
test_triu_one_row | numpy | Unable to convert operator type 'Trilu' name=''.
test_reduce_l2_negative_axes_keep_dims_example | numpy | Unable to convert operator type 'ReduceL2' name=''.
test_split_zero_size_splits_opset13 | numpy | Unable to convert operator type 'Split' name=''.
test_min_int16 | numpy | Unable to convert operator type 'Min' name=''.
test_unique_sorted_with_axis | numpy | Unable to convert operator type 'Unique' name=''.
test_softmax_axis_2_expanded | numpy | Unable to convert operator type 'Constant' name=''.
test_strnormalizer_export_monday_casesensintive_lower | numpy | Unable to convert operator type 'StringNormalizer' name=''.
test_maxpool_with_argmax_2d_precomputed_strides | numpy | Unable to convert operator type 'MaxPool' name=''.
test_batchnorm_epsilon | numpy | Unable to convert operator type 'BatchNormalization' name=''.
test_layer_normalization_2d_axis1_expanded_ver18 | numpy | Unable to convert operator type 'Constant' name=''.
test_softmax_default_axis_expanded | numpy | Unable to convert operator type 'Constant' name=''.
test_mvn_expanded | numpy | Unable to convert operator type 'Constant' name=''.
test_sce_none_log_prob_expanded | numpy | Unable to convert operator type 'Constant' name=''.
test_sequence_map_identity_2_sequences | python | Unable to export node type 'SequenceMap' into python.
test_sequence_map_identity_2_sequences | numpy | Unable to convert operator type 'SequenceMap' name=''.
test_bitwise_xor_ui64_bcast_3v1d | numpy | Unable to convert operator type 'BitwiseXor' name=''.
test_qlinearmatmul_2D | numpy | Unable to convert operator type 'QLinearMatMul' name=''.
test_nonzero_example | numpy | Unable to convert operator type 'NonZero' name=''.
test_bitwise_or_ui8_bcast_4v3d | numpy | Unable to convert operator type 'BitwiseOr' name=''.
test_isinf_negative | numpy | Unable to convert operator type 'IsInf' name=''.
test_or2d | numpy | Unable to convert operator type 'Or' name=''.
test_tfidfvectorizer_tf_batch_onlybigrams_skip0 | numpy | Unable to convert operator type 'TfIdfVectorizer' name=''.
test_split_2d_uneven_split_opset18 | numpy | Unable to convert operator type 'Split' name=''.
test_sce_none | numpy | Unable to convert operator type 'SoftmaxCrossEntropyLoss' name=''.
test_sce_sum_log_prob_expanded | numpy | Unable to convert operator type 'Constant' name=''.
test_convtranspose_pads | numpy | Unable to convert operator type 'ConvTranspose' name=''.
test_gru_defaults | numpy | Unable to convert operator type 'GRU' name=''.
test_gridsample_bilinear | numpy | Unable to convert operator type 'GridSample' name=''.
test_blackmanwindow_symmetric_expanded | numpy | Unable to convert operator type 'Constant' name=''.
test_hardsigmoid_example | numpy | Unable to convert operator type 'HardSigmoid' name=''.
test_sce_mean_weight_expanded | numpy | Unable to convert operator type 'Constant' name=''.
test_nllloss_NC_expanded | numpy | Unable to convert operator type 'Constant' name=''.
test_selu_expanded_ver18 | numpy | Unable to convert operator type 'Constant' name=''.
test_reduce_sum_square_keepdims_example | numpy | Expecting at most 1 inputs for operator 'ReduceSumSquare' not ['data', 'axes'].
test_resize_upsample_sizes_cubic | numpy | Unable to convert operator type 'Resize' name=''.
test_col2im_strides | numpy | Unable to convert operator type 'Col2Im' name=''.
test_bitwise_not_2d | numpy | Unable to convert operator type 'BitwiseNot' name=''.
test_resize_downsample_scales_cubic_A_n0p5_exclude_outside | numpy | Unable to convert operator type 'Resize' name=''.
test_upsample_nearest | numpy | Unable to convert operator type 'Upsample' name=''.
test_bitshift_right_uint64 | numpy | Unable to convert operator type 'BitShift' name=''.
test_reduce_log_sum_asc_axes | numpy | Unable to convert operator type 'ReduceLogSum' name=''.
test_convtranspose_kernel_shape | numpy | Unable to convert operator type 'ConvTranspose' name='test'.
test_sce_sum_log_prob | numpy | Unable to convert operator type 'SoftmaxCrossEntropyLoss' name=''.
test_sequence_map_identity_2_sequences_expanded | numpy | Unable to convert operator type 'SequenceLength' name=''.
test_reduce_log_sum_exp_keepdims_random_expanded | numpy | Unable to convert operator type 'CastLike' name=''.
test_layer_normalization_4d_axis_negative_2_expanded_ver18 | numpy | Unable to convert operator type 'Constant' name=''.
test_resize_tf_crop_and_resize_axes_2_3 | numpy | Unable to convert operator type 'Resize' name=''.
test_thresholdedrelu_default_expanded_ver18 | numpy | Unable to convert operator type 'Constant' name=''.
test_maxpool_1d_default | numpy | Unable to convert operator type 'MaxPool' name=''.
test_reduce_l1_negative_axes_keep_dims_example | numpy | Unable to convert operator type 'ReduceL1' name=''.
test_tile_precomputed | numpy | Unable to convert operator type 'Tile' name=''.
test_selu_example | numpy | Unable to convert operator type 'Selu' name=''.
test_sce_NCd1d2d3d4d5_none_no_weight_log_prob | numpy | Unable to convert operator type 'SoftmaxCrossEntropyLoss' name=''.
test_xor_bcast4v2d | numpy | Unable to convert operator type 'Xor' name=''.
test_gridsample_bicubic | numpy | Unable to convert operator type 'GridSample' name=''.
test_mod_mixed_sign_float64 | numpy | Unable to convert operator type 'Mod' name=''.
test_layer_normalization_default_axis_expanded | numpy | Unable to convert operator type 'Constant' name=''.
test_tril_one_row_neg | numpy | Unable to convert operator type 'Trilu' name=''.
test_scatternd_add | numpy | Unable to convert operator type 'ScatterND' name=''.
test_clip_expanded | numpy | Unable to convert operator type 'Less' name=''.
test_globalmaxpool_precomputed | numpy | Unable to convert operator type 'GlobalMaxPool' name=''.
test_sce_NCd1d2d3_sum_weight_high_ii_expanded | numpy | Unable to convert operator type 'Constant' name=''.
test_melweightmatrix | numpy | Unable to convert operator type 'MelWeightMatrix' name=''.
test_prelu_broadcast_expanded | numpy | Unable to convert operator type 'Constant' name=''.
test_castlike_DOUBLE_to_FLOAT16 | numpy | Unable to convert operator type 'CastLike' name=''.
test_layer_normalization_3d_axis_negative_3_epsilon | numpy | Unable to convert operator type 'LayerNormalization' name=''.
test_optional_has_element_empty_no_input_tensor_input | numpy | list object has no element 0
test_sce_NCd1d2d3_none_no_weight_negative_ii_log_prob | numpy | Unable to convert operator type 'SoftmaxCrossEntropyLoss' name=''.
test_convinteger_with_padding | numpy | Unable to convert operator type 'ConvInteger' name=''.
test_qlinearconv | numpy | Unable to convert operator type 'QLinearConv' name=''.
test_min_two_inputs | numpy | Unable to convert operator type 'Min' name=''.
test_resize_downsample_sizes_linear_pytorch_half_pixel | numpy | Unable to convert operator type 'Resize' name=''.
test_split_equal_parts_1d_opset13 | numpy | Unable to convert operator type 'Split' name=''.
test_sequence_map_extract_shapes | python | Unable to export node type 'SequenceMap' into python.
test_sequence_map_extract_shapes | numpy | Unable to convert operator type 'SequenceMap' name=''.
test_training_dropout_default | numpy | Unable to convert operator type 'Dropout' name=''.
test_asinh_example | numpy | Unable to convert operator type 'Asinh' name=''.
test_softsign_example | numpy | Unable to convert operator type 'Softsign' name=''.
test_scan_sum | numpy | Unable to convert operator type 'Scan' name=''.
test_instancenorm_example | numpy | Unable to convert operator type 'InstanceNormalization' name=''.
test_split_equal_parts_1d_opset18 | numpy | Unable to convert operator type 'Split' name=''.
test_sce_mean_weight_ii_expanded | numpy | Unable to convert operator type 'Constant' name=''.
test_sign | numpy | Unable to convert operator type 'Sign' name=''.
test_tfidfvectorizer_tf_batch_uniandbigrams_skip5 | numpy | Unable to convert operator type 'TfIdfVectorizer' name=''.
test_center_crop_pad_crop_axes_chw_expanded | numpy | Unable to convert operator type 'Constant' name=''.
test_reduce_max_negative_axes_keepdims_random | numpy | Unable to convert operator type 'ReduceMax' name=''.
test_averagepool_2d_same_upper | numpy | Unable to convert operator type 'AveragePool' name=''.
test_sce_mean_no_weight_ii_4d | numpy | Unable to convert operator type 'SoftmaxCrossEntropyLoss' name=''.
test_split_zero_size_splits_opset18 | numpy | Unable to convert operator type 'Split' name=''.
test_min_int8 | numpy | Unable to convert operator type 'Min' name=''.
test_reduce_log_sum_exp_do_not_keepdims_example | numpy | Unable to convert operator type 'ReduceLogSumExp' name=''.
test_resize_upsample_scales_nearest_axes_3_2 | numpy | Unable to convert operator type 'Resize' name=''.
test_resize_downsample_sizes_nearest | numpy | Unable to convert operator type 'Resize' name=''.
test_det_2d | numpy | Unable to convert operator type 'Det' name=''.
test_xor3d | numpy | Unable to convert operator type 'Xor' name=''.
test_reduce_l2_keep_dims_random | numpy | Unable to convert operator type 'ReduceL2' name=''.
test_round | numpy | Unable to convert operator type 'Round' name=''.
test_triu_square_neg | numpy | Unable to convert operator type 'Trilu' name=''.
test_layer_normalization_4d_axis_negative_4_expanded_ver18 | numpy | Unable to convert operator type 'Constant' name=''.
test_sequence_map_identity_1_sequence_1_tensor_expanded | numpy | Unable to convert operator type 'SequenceLength' name=''.
test_layer_normalization_3d_axis0_epsilon_expanded_ver18 | numpy | Unable to convert operator type 'Constant' name=''.
test_leakyrelu | numpy | Unable to convert operator type 'LeakyRelu' name=''.
test_nllloss_NCd1 | numpy | Unable to convert operator type 'NegativeLogLikelihoodLoss' name=''.
test_bernoulli_double | numpy | Unable to convert operator type 'Bernoulli' name=''.
test_nllloss_NCd1d2_with_weight_reduction_sum_ii | numpy | Unable to convert operator type 'NegativeLogLikelihoodLoss' name=''.
test_lstm_batchwise | numpy | Unable to convert operator type 'LSTM' name=''.
test_shrink_soft_expanded_ver18 | numpy | Unable to convert operator type 'Constant' name=''.
test_reduce_min_default_axes_keepdims_random | numpy | Unable to convert operator type 'ReduceMin' name=''.
test_layer_normalization_4d_axis3_expanded_ver18 | numpy | Unable to convert operator type 'Constant' name=''.
test_reduce_l2_keep_dims_random_expanded | numpy | Unable to convert operator type 'CastLike' name=''.
test_sce_mean_no_weight_ii_3d | numpy | Unable to convert operator type 'SoftmaxCrossEntropyLoss' name=''.
test_resize_downsample_scales_cubic | numpy | Unable to convert operator type 'Resize' name=''.
test_sequence_map_identity_1_sequence_1_tensor | python | Unable to export node type 'SequenceMap' into python.
test_sequence_map_identity_1_sequence_1_tensor | numpy | Unable to convert operator type 'SequenceMap' name=''.
test_nllloss_NCd1_expanded | numpy | Unable to convert operator type 'Constant' name=''.
test_reduce_log_sum_exp_keepdims_random | numpy | Unable to convert operator type 'ReduceLogSumExp' name=''.
test_resize_upsample_scales_linear | numpy | Unable to convert operator type 'Resize' name=''.
test_adagrad | numpy | Unable to convert any operator from domain 'ai.onnx.preview.training'.
test_asin_example | numpy | Unable to convert operator type 'Asin' name=''.
test_clip_default_min_expanded | numpy | Unable to convert operator type 'Less' name=''.
test_less_equal | numpy | Unable to convert operator type 'LessOrEqual' name=''.
test_mean_example | numpy | Unable to convert operator type 'Mean' name=''.
test_bernoulli | numpy | Unable to convert operator type 'Bernoulli' name=''.
test_nonmaxsuppression_two_batches | numpy | Unable to convert operator type 'NonMaxSuppression' name=''.
test_layer_normalization_3d_axis_negative_2_epsilon | numpy | Unable to convert operator type 'LayerNormalization' name=''.
test_nllloss_NCd1d2_with_weight_reduction_sum_expanded | numpy | Unable to convert operator type 'Constant' name=''.
test_thresholdedrelu_example_expanded_ver18 | numpy | Unable to convert operator type 'Constant' name=''.
test_averagepool_2d_precomputed_pads_count_include_pad | numpy | Unable to convert operator type 'AveragePool' name=''.
test_reduce_l1_default_axes_keepdims_random | numpy | Unable to convert operator type 'ReduceL1' name=''.
test_sce_mean_weight_ii | numpy | Unable to convert operator type 'SoftmaxCrossEntropyLoss' name=''.
test_eyelike_without_dtype | numpy | Unable to convert operator type 'EyeLike' name=''.
test_center_crop_pad_crop_and_pad | numpy | Unable to convert operator type 'CenterCropPad' name=''.
test_atan | numpy | Unable to convert operator type 'Atan' name=''.
test_scatter_elements_with_axis | numpy | Unable to convert operator type 'ScatterElements' name=''.
test_maxpool_2d_default | numpy | Unable to convert operator type 'MaxPool' name=''.
test_lstm_defaults | numpy | Unable to convert operator type 'LSTM' name=''.
test_sce_mean | numpy | Unable to convert operator type 'SoftmaxCrossEntropyLoss' name=''.
test_tfidfvectorizer_tf_only_bigrams_skip0 | numpy | Unable to convert operator type 'TfIdfVectorizer' name=''.
test_layer_normalization_4d_axis_negative_1_expanded_ver18 | numpy | Unable to convert operator type 'Constant' name=''.
test_bernoulli_expanded | numpy | Unable to convert operator type 'RandomUniformLike' name=''.
test_logsoftmax_axis_1_expanded | numpy | Unable to convert operator type 'Constant' name=''.
test_sce_mean_no_weight_ii_4d_expanded | numpy | Unable to convert operator type 'Constant' name=''.
test_reduce_l1_negative_axes_keep_dims_random | numpy | Unable to convert operator type 'ReduceL1' name=''.
test_elu_default | numpy | Unable to convert operator type 'Elu' name=''.
test_layer_normalization_3d_axis_negative_2_epsilon_expanded_ver18 | numpy | Unable to convert operator type 'Constant' name=''.
test_sce_mean_weight_ii_3d | numpy | Unable to convert operator type 'SoftmaxCrossEntropyLoss' name=''.
test_tril_neg | numpy | Unable to convert operator type 'Trilu' name=''.
test_sce_mean_weight | numpy | Unable to convert operator type 'SoftmaxCrossEntropyLoss' name=''.
test_gather_elements_negative_indices | numpy | Unable to convert operator type 'GatherElements' name=''.
test_xor_bcast4v3d | numpy | Unable to convert operator type 'Xor' name=''.
test_celu_expanded | numpy | Unable to convert operator type 'Constant' name=''.
test_reduce_sum_square_default_axes_keepdims_example | numpy | Expecting at most 1 inputs for operator 'ReduceSumSquare' not ['data', 'axes'].
test_training_dropout_zero_ratio_mask | numpy | Unable to convert operator type 'Dropout' name=''.
test_adam_multiple | numpy | Unable to convert any operator from domain 'ai.onnx.preview.training'.
test_center_crop_pad_pad_expanded | numpy | Unable to convert operator type 'Constant' name=''.
test_layer_normalization_2d_axis_negative_2_expanded | numpy | Unable to convert operator type 'Constant' name=''.
test_logsoftmax_axis_0_expanded | numpy | Unable to convert operator type 'Constant' name=''.
test_mvn_expanded_ver18 | numpy | Unable to convert operator type 'Constant' name=''.
test_qlinearmatmul_3D | numpy | Unable to convert operator type 'QLinearMatMul' name=''.
test_flatten_negative_axis1 | numpy | Unable to convert operator type 'Flatten' name=''.
test_gridsample_aligncorners_true | numpy | Unable to convert operator type 'GridSample' name=''.
test_bitwise_not_4d | numpy | Unable to convert operator type 'BitwiseNot' name=''.
test_reduce_l2_default_axes_keepdims_random | numpy | Unable to convert operator type 'ReduceL2' name=''.
test_lstm_with_initial_bias | numpy | Unable to convert operator type 'LSTM' name=''.
test_reduce_log_sum_exp_keepdims_example | numpy | Unable to convert operator type 'ReduceLogSumExp' name=''.
test_castlike_BFLOAT16_to_FLOAT | numpy | Unable to convert operator type 'CastLike' name=''.
test_size | numpy | Unable to convert operator type 'Size' name=''.
test_prelu_example | numpy | Unable to convert operator type 'PRelu' name=''.
test_eyelike_populate_off_main_diagonal | numpy | Unable to convert operator type 'EyeLike' name=''.
test_dft_axis | numpy | Unable to convert operator type 'DFT' name=''.
test_shrink_hard_expanded_ver18 | numpy | Unable to convert operator type 'Constant' name=''.
test_maxpool_2d_precomputed_same_upper | numpy | Unable to convert operator type 'MaxPool' name=''.
test_reduce_l1_do_not_keepdims_example | numpy | Unable to convert operator type 'ReduceL1' name=''.
test_sce_NCd1d2d3_sum_weight_high_ii_log_prob | numpy | Unable to convert operator type 'SoftmaxCrossEntropyLoss' name=''.
test_dynamicquantizelinear | numpy | Unable to convert operator type 'DynamicQuantizeLinear' name=''.
test_optional_get_element_sequence | numpy | Unable to convert operator type 'OptionalGetElement' name=''.
test_resize_upsample_scales_nearest_axes_2_3 | numpy | Unable to convert operator type 'Resize' name=''.
test_clip_example | numpy | Unable to convert operator type 'Clip' name=''.
test_hannwindow_symmetric_expanded | numpy | Unable to convert operator type 'Constant' name=''.
test_averagepool_2d_precomputed_pads | numpy | Unable to convert operator type 'AveragePool' name=''.
test_convtranspose_output_shape | numpy | Unable to convert operator type 'ConvTranspose' name=''.
test_hardsigmoid_default | numpy | Unable to convert operator type 'HardSigmoid' name=''.
test_logsoftmax_axis_2_expanded_ver18 | numpy | Unable to convert operator type 'Constant' name=''.
test_sce_mean_no_weight_ii_4d_log_prob | numpy | Unable to convert operator type 'SoftmaxCrossEntropyLoss' name=''.
test_tril | numpy | Unable to convert operator type 'Trilu' name=''.
test_relu | numpy | Unable to convert operator type 'Relu' name=''.
test_cumsum_1d_reverse_exclusive | numpy | Unable to convert operator type 'CumSum' name=''.
test_sce_mean_no_weight_ii_log_prob | numpy | Unable to convert operator type 'SoftmaxCrossEntropyLoss' name=''.
test_onehot_with_negative_axis | numpy | Unable to convert operator type 'OneHot' name=''.
test_sce_NCd1d2d3_sum_weight_high_ii | numpy | Unable to convert operator type 'SoftmaxCrossEntropyLoss' name=''.
test_logsoftmax_axis_1 | numpy | Unable to convert operator type 'LogSoftmax' name=''.
test_nllloss_NCd1_weight_ii | numpy | Unable to convert operator type 'NegativeLogLikelihoodLoss' name=''.
test_nonmaxsuppression_identical_boxes | numpy | Unable to convert operator type 'NonMaxSuppression' name=''.
test_einsum_inner_prod | numpy | Unable to convert operator type 'Einsum' name=''.
test_nllloss_NCd1d2_with_weight | numpy | Unable to convert operator type 'NegativeLogLikelihoodLoss' name=''.
test_less_equal_expanded | numpy | Unable to convert operator type 'Less' name=''.
test_castlike_FLOAT_to_DOUBLE | numpy | Unable to convert operator type 'CastLike' name=''.
test_softmax_negative_axis_expanded_ver18 | numpy | Unable to convert operator type 'Constant' name=''.
test_col2im_5d | numpy | Unable to convert operator type 'Col2Im' name=''.
test_reduce_sum_square_do_not_keepdims_example | numpy | Expecting at most 1 inputs for operator 'ReduceSumSquare' not ['data', 'axes'].
test_layer_normalization_2d_axis_negative_1 | numpy | Unable to convert operator type 'LayerNormalization' name=''.
test_sigmoid_example | numpy | Unable to convert operator type 'Sigmoid' name=''.
test_globalaveragepool | numpy | Unable to convert operator type 'GlobalAveragePool' name=''.
test_bitshift_left_uint64 | numpy | Unable to convert operator type 'BitShift' name=''.
test_nonmaxsuppression_flipped_coordinates | numpy | Unable to convert operator type 'NonMaxSuppression' name=''.
test_nonmaxsuppression_suppress_by_IOU_and_scores | numpy | Unable to convert operator type 'NonMaxSuppression' name=''.
test_einsum_transpose | numpy | Unable to convert operator type 'Einsum' name=''.
test_softmax_example_expanded | numpy | Unable to convert operator type 'Constant' name=''.
test_sce_NCd1d2d3d4d5_none_no_weight_expanded | numpy | Unable to convert operator type 'Constant' name=''.
test_group_normalization_example_expanded | numpy | Unable to convert operator type 'Constant' name=''.
test_or_bcast4v4d | numpy | Unable to convert operator type 'Or' name=''.
test_range_int32_type_negative_delta_expanded | numpy | Unable to convert operator type 'Relu' name=''.
test_and2d | numpy | Unable to convert operator type 'And' name=''.
test_resize_upsample_sizes_nearest_round_prefer_ceil_asymmetric | numpy | Unable to convert operator type 'Resize' name=''.
test_bernoulli_seed | numpy | Unable to convert operator type 'Bernoulli' name=''.
test_elu_example_expanded_ver18 | numpy | Unable to convert operator type 'Constant' name=''.
test_layer_normalization_4d_axis_negative_3 | numpy | Unable to convert operator type 'LayerNormalization' name=''.
test_hammingwindow_symmetric_expanded | numpy | Unable to convert operator type 'Constant' name=''.
test_not_4d | numpy | Unable to convert operator type 'Not' name=''.
test_expand_dim_changed | numpy | Unable to convert operator type 'Expand' name=''.
test_maxpool_2d_strides | numpy | Unable to convert operator type 'MaxPool' name=''.
test_reduce_log_sum_exp_default_axes_keepdims_example_expanded | numpy | Unable to convert operator type 'CastLike' name=''.
test_and_bcast4v2d | numpy | Unable to convert operator type 'And' name=''.
test_strnormalizer_nostopwords_nochangecase | numpy | Unable to convert operator type 'StringNormalizer' name=''.
test_sce_mean_3d | numpy | Unable to convert operator type 'SoftmaxCrossEntropyLoss' name=''.
test_globalaveragepool_precomputed | numpy | Unable to convert operator type 'GlobalAveragePool' name=''.
test_logsoftmax_axis_2 | numpy | Unable to convert operator type 'LogSoftmax' name=''.
test_strnormalizer_export_monday_casesensintive_nochangecase | numpy | Unable to convert operator type 'StringNormalizer' name=''.
test_stft | numpy | Unable to convert operator type 'STFT' name=''.
test_nllloss_NCd1d2d3d4d5_none_no_weight | numpy | Unable to convert operator type 'NegativeLogLikelihoodLoss' name=''.
test_scatter_without_axis | numpy | Unable to convert operator type 'Scatter' name=''.
test_adam | numpy | Unable to convert any operator from domain 'ai.onnx.preview.training'.
test_nllloss_NCd1d2_no_weight_reduction_mean_ii | numpy | Unable to convert operator type 'NegativeLogLikelihoodLoss' name=''.
test_maxpool_2d_precomputed_pads | numpy | Unable to convert operator type 'MaxPool' name=''.
test_cumsum_2d_negative_axis | numpy | Unable to convert operator type 'CumSum' name=''.
test_min_float64 | numpy | Unable to convert operator type 'Min' name=''.
test_center_crop_pad_crop_axes_chw | numpy | Unable to convert operator type 'CenterCropPad' name=''.
test_reduce_log_sum_exp_negative_axes_keepdims_random_expanded | numpy | Unable to convert operator type 'CastLike' name=''.
test_gathernd_example_float32 | numpy | Unable to convert operator type 'GatherND' name=''.
test_resize_upsample_sizes_nearest_floor_align_corners | numpy | Unable to convert operator type 'Resize' name=''.
test_conv_with_strides_no_padding | numpy | Unable to convert operator type 'Conv' name=''.
test_sce_none_weights_expanded | numpy | Unable to convert operator type 'Constant' name=''.
test_cumsum_1d | numpy | Unable to convert operator type 'CumSum' name=''.
test_nllloss_NCd1_mean_weight_negative_ii | numpy | Unable to convert operator type 'NegativeLogLikelihoodLoss' name=''.
test_tril_square | numpy | Unable to convert operator type 'Trilu' name=''.
test_elu_expanded_ver18 | numpy | Unable to convert operator type 'Constant' name=''.
test_selu_example_expanded_ver18 | numpy | Unable to convert operator type 'Constant' name=''.
test_logsoftmax_default_axis_expanded | numpy | Unable to convert operator type 'Constant' name=''.
test_training_dropout_zero_ratio | numpy | Unable to convert operator type 'Dropout' name=''.
test_momentum | numpy | Unable to convert any operator from domain 'ai.onnx.preview.training'.
test_xor_bcast3v1d | numpy | Unable to convert operator type 'Xor' name=''.
test_sequence_insert_at_back | numpy | Unable to convert operator type 'SequenceInsert' name=''.
test_flatten_default_axis | numpy | Unable to convert operator type 'Flatten' name=''.
test_or4d | numpy | Unable to convert operator type 'Or' name=''.
test_scatter_elements_without_axis | numpy | Unable to convert operator type 'ScatterElements' name=''.
test_gridsample_zeros_padding | numpy | Unable to convert operator type 'GridSample' name=''.
test_maxpool_2d_ceil | numpy | Unable to convert operator type 'MaxPool' name=''.
test_layer_normalization_4d_axis3 | numpy | Unable to convert operator type 'LayerNormalization' name=''.
test_sce_mean_no_weight_ii_log_prob_expanded | numpy | Unable to convert operator type 'Constant' name=''.
test_loop11 | tf2onnx | Unable to create code for operator 'Unsqueeze' (opset <= 12).
test_loop11 | numpy | Unable to convert operator type 'Loop' name=''.
test_cumsum_2d_axis_1 | numpy | Unable to convert operator type 'CumSum' name=''.
test_isnan | numpy | Unable to convert operator type 'IsNaN' name=''.
test_optional_has_element_empty_no_input_name_optional_input | numpy | list object has no element 0
test_compress_0 | numpy | Unable to convert operator type 'Compress' name=''.
test_reduce_l1_default_axes_keepdims_example | numpy | Unable to convert operator type 'ReduceL1' name=''.
test_roialign_aligned_false | numpy | Unable to convert operator type 'RoiAlign' name=''.
test_flatten_axis3 | numpy | Unable to convert operator type 'Flatten' name=''.
test_if | numpy | Unable to convert operator type 'If' name=''.
test_spacetodepth_example | numpy | Unable to convert operator type 'SpaceToDepth' name=''.
test_sce_mean_3d_log_prob | numpy | Unable to convert operator type 'SoftmaxCrossEntropyLoss' name=''.
test_softplus_example_expanded | numpy | Unable to convert operator type 'Constant' name=''.
test_clip_default_max_expanded | numpy | Unable to convert operator type 'Less' name=''.
test_sigmoid | numpy | Unable to convert operator type 'Sigmoid' name=''.
test_sce_mean_weight_ii_4d_log_prob_expanded | numpy | Unable to convert operator type 'Constant' name=''.
test_sce_mean_no_weight_ii_3d_expanded | numpy | Unable to convert operator type 'Constant' name=''.
test_tfidfvectorizer_tf_batch_onlybigrams_skip5 | numpy | Unable to convert operator type 'TfIdfVectorizer' name=''.
test_unique_sorted_with_axis_3d | numpy | Unable to convert operator type 'Unique' name=''.
test_basic_conv_with_padding | numpy | Unable to convert operator type 'Conv' name=''.
test_nonmaxsuppression_center_point_box_format | numpy | Unable to convert operator type 'NonMaxSuppression' name=''.
test_mean_two_inputs | numpy | Unable to convert operator type 'Mean' name=''.
test_basic_conv_without_padding | numpy | Unable to convert operator type 'Conv' name=''.
test_resize_downsample_sizes_cubic_antialias | numpy | Unable to convert operator type 'Resize' name=''.
test_or_bcast4v2d | numpy | Unable to convert operator type 'Or' name=''.
test_greater_equal_bcast_expanded | numpy | Unable to convert operator type 'Greater' name=''.
test_logsoftmax_large_number_expanded | numpy | Unable to convert operator type 'Constant' name=''.
test_mod_mixed_sign_int32 | numpy | Unable to convert operator type 'Mod' name=''.
test_nllloss_NCd1d2d3_sum_weight_high_ii | numpy | Unable to convert operator type 'NegativeLogLikelihoodLoss' name=''.
test_reduce_prod_negative_axes_keepdims_random | numpy | Expecting at most 1 inputs for operator 'ReduceProd' not ['data', 'axes'].
test_dynamicquantizelinear_expanded | numpy | Unable to convert operator type 'Constant' name=''.
test_triu | numpy | Unable to convert operator type 'Trilu' name=''.
test_and_bcast3v1d | numpy | Unable to convert operator type 'And' name=''.
test_sce_mean_weight_ii_log_prob_expanded | numpy | Unable to convert operator type 'Constant' name=''.
test_gru_seq_length | numpy | Unable to convert operator type 'GRU' name=''.
test_reduce_l1_keep_dims_example | numpy | Unable to convert operator type 'ReduceL1' name=''.
test_elu_default_expanded_ver18 | numpy | Unable to convert operator type 'Constant' name=''.
test_bitshift_right_uint8 | numpy | Unable to convert operator type 'BitShift' name=''.
test_optional_has_element_empty_no_input_optional_input | numpy | list object has no element 0
test_reduce_log_sum_desc_axes | numpy | Unable to convert operator type 'ReduceLogSum' name=''.
test_nllloss_NCd1_weight_expanded | numpy | Unable to convert operator type 'Constant' name=''.
test_top_k | numpy | Unable to convert operator type 'TopK' name=''.
test_globalmaxpool | numpy | Unable to convert operator type 'GlobalMaxPool' name=''.
test_hammingwindow_symmetric | numpy | Unable to convert operator type 'HammingWindow' name=''.
test_leakyrelu_default | numpy | Unable to convert operator type 'LeakyRelu' name=''.
test_reduce_l2_default_axes_keepdims_example | numpy | Unable to convert operator type 'ReduceL2' name=''.
test_sce_NCd1d2d3_none_no_weight_negative_ii | numpy | Unable to convert operator type 'SoftmaxCrossEntropyLoss' name=''.
test_blackmanwindow_symmetric | numpy | Unable to convert operator type 'BlackmanWindow' name=''.
test_nesterov_momentum | numpy | Unable to convert any operator from domain 'ai.onnx.preview.training'.
test_xor2d | numpy | Unable to convert operator type 'Xor' name=''.
test_acosh | numpy | Unable to convert operator type 'Acosh' name=''.
test_depthtospace_crd_mode_example | numpy | Unable to convert operator type 'DepthToSpace' name=''.
test_sce_NCd1d2d3d4d5_mean_weight_expanded | numpy | Unable to convert operator type 'Constant' name=''.
test_or3d | numpy | Unable to convert operator type 'Or' name=''.
test_bitwise_not_3d | numpy | Unable to convert operator type 'BitwiseNot' name=''.
test_clip_example_expanded | numpy | Unable to convert operator type 'Less' name=''.
test_resize_downsample_scales_linear_antialias | numpy | Unable to convert operator type 'Resize' name=''.
test_hardmax_default_axis | numpy | Unable to convert operator type 'Hardmax' name=''.
test_resize_upsample_scales_linear_align_corners | numpy | Unable to convert operator type 'Resize' name=''.
test_triu_out_pos | numpy | Unable to convert operator type 'Trilu' name=''.
test_resize_downsample_scales_linear_align_corners | numpy | Unable to convert operator type 'Resize' name=''.
test_reduce_log_sum_exp_negative_axes_keepdims_example_expanded | numpy | Unable to convert operator type 'CastLike' name=''.
test_reduce_mean_negative_axes_keepdims_example | numpy | Unable to convert operator type 'ReduceMean' name=''.
test_layer_normalization_2d_axis0 | numpy | Unable to convert operator type 'LayerNormalization' name=''.
test_maxpool_2d_uint8 | numpy | Unable to convert operator type 'MaxPool' name=''.
test_selu_default | numpy | Unable to convert operator type 'Selu' name=''.
test_averagepool_2d_strides | numpy | Unable to convert operator type 'AveragePool' name=''.
test_optional_get_element_tensor | numpy | Unable to convert operator type 'OptionalGetElement' name=''.
test_hardmax_one_hot | numpy | Unable to convert operator type 'Hardmax' name=''.
test_castlike_STRING_to_FLOAT | numpy | Unable to convert operator type 'CastLike' name=''.
test_flatten_axis1 | numpy | Unable to convert operator type 'Flatten' name=''.
test_less_equal_bcast | numpy | Unable to convert operator type 'LessOrEqual' name=''.
test_cumsum_1d_reverse | numpy | Unable to convert operator type 'CumSum' name=''.
test_simple_rnn_with_initial_bias | numpy | Unable to convert operator type 'RNN' name=''.
test_logsoftmax_axis_1_expanded_ver18 | numpy | Unable to convert operator type 'Constant' name=''.
test_gru_with_initial_bias | numpy | Unable to convert operator type 'GRU' name=''.
test_constant | numpy | list object has no element 0
test_training_dropout_mask | numpy | Unable to convert operator type 'Dropout' name=''.
test_convtranspose_3d | numpy | Unable to convert operator type 'ConvTranspose' name=''.
test_min_uint16 | numpy | Unable to convert operator type 'Min' name=''.
test_sce_mean_no_weight_ii_3d_log_prob_expanded | numpy | Unable to convert operator type 'Constant' name=''.
test_maxpool_2d_dilations | numpy | Unable to convert operator type 'MaxPool' name=''.
test_maxpool_2d_same_upper | numpy | Unable to convert operator type 'MaxPool' name=''.
test_resize_downsample_scales_cubic_antialias | numpy | Unable to convert operator type 'Resize' name=''.
test_dft_inverse | numpy | Unable to convert operator type 'DFT' name=''.
test_and4d | numpy | Unable to convert operator type 'And' name=''.
test_mean_one_input | numpy | Unable to convert operator type 'Mean' name=''.
test_logsoftmax_example_1_expanded | numpy | Unable to convert operator type 'Constant' name=''.
test_hardsigmoid | numpy | Unable to convert operator type 'HardSigmoid' name=''.
test_clip_default_int8_inbounds | numpy | Unable to convert operator type 'Clip' name=''.
test_mod_mixed_sign_int16 | numpy | Unable to convert operator type 'Mod' name=''.
test_atan_example | numpy | Unable to convert operator type 'Atan' name=''.
test_nllloss_NCd1d2d3d4d5_mean_weight_expanded | numpy | Unable to convert operator type 'Constant' name=''.
test_acosh_example | numpy | Unable to convert operator type 'Acosh' name=''.
test_hardmax_axis_0 | numpy | Unable to convert operator type 'Hardmax' name=''.
test_matmulinteger | numpy | Unable to convert operator type 'MatMulInteger' name=''.
test_col2im | numpy | Unable to convert operator type 'Col2Im' name=''.
test_greater_equal_bcast | numpy | Unable to convert operator type 'GreaterOrEqual' name=''.
test_split_variable_parts_default_axis_opset13 | numpy | Unable to convert operator type 'Split' name=''.
test_flatten_negative_axis3 | numpy | Unable to convert operator type 'Flatten' name=''.
test_layer_normalization_2d_axis_negative_2_expanded_ver18 | numpy | Unable to convert operator type 'Constant' name=''.
test_min_float16 | numpy | Unable to convert operator type 'Min' name=''.
test_nllloss_NCd1d2d3_sum_weight_high_ii_expanded | numpy | Unable to convert operator type 'Constant' name=''.
test_scan9_sum | numpy | Unable to convert operator type 'Scan' name=''.
test_sce_NCd1d2d3d4d5_mean_weight_log_prob | numpy | Unable to convert operator type 'SoftmaxCrossEntropyLoss' name=''.
test_selu | numpy | Unable to convert operator type 'Selu' name=''.
test_prelu_example_expanded | numpy | Unable to convert operator type 'Constant' name=''.
test_rnn_seq_length | numpy | Unable to convert operator type 'RNN' name=''.
test_gridsample_nearest | numpy | Unable to convert operator type 'GridSample' name=''.
test_clip_inbounds_expanded | numpy | Unable to convert operator type 'Less' name=''.
test_reduce_log_sum_exp_default_axes_keepdims_random | numpy | Unable to convert operator type 'ReduceLogSumExp' name=''.
test_clip_inbounds | numpy | Unable to convert operator type 'Clip' name=''.
test_scatter_elements_with_duplicate_indices | numpy | Unable to convert operator type 'ScatterElements' name=''.
test_clip_splitbounds_expanded | numpy | Unable to convert operator type 'Less' name=''.
test_unique_sorted_with_negative_axis | numpy | Unable to convert operator type 'Unique' name=''.
test_maxpool_3d_default | numpy | Unable to convert operator type 'MaxPool' name=''.
test_layer_normalization_3d_axis_negative_3_epsilon_expanded_ver18 | numpy | Unable to convert operator type 'Constant' name=''.
test_castlike_FLOAT_to_BFLOAT16 | numpy | Unable to convert operator type 'CastLike' name=''.
test_layer_normalization_3d_axis2_epsilon_expanded_ver18 | numpy | Unable to convert operator type 'Constant' name=''.
test_xor4d | numpy | Unable to convert operator type 'Xor' name=''.
test_layer_normalization_3d_axis_negative_3_epsilon_expanded | numpy | Unable to convert operator type 'Constant' name=''.
test_blackmanwindow_expanded | numpy | Unable to convert operator type 'Constant' name=''.
test_transpose_default | numpy | Unable to convert type <class 'NoneType'> (None) into tuple.
test_elu_example | numpy | Unable to convert operator type 'Elu' name=''.
test_nllloss_NCd1d2_with_weight_reduction_mean_expanded | numpy | Unable to convert operator type 'Constant' name=''.
test_einsum_batch_diagonal | numpy | Unable to convert operator type 'Einsum' name=''.
test_center_crop_pad_crop | numpy | Unable to convert operator type 'CenterCropPad' name=''.
test_softsign_example_expanded_ver18 | numpy | Unable to convert operator type 'Constant' name=''.
test_sce_mean_no_weight_ii_4d_log_prob_expanded | numpy | Unable to convert operator type 'Constant' name=''.
test_thresholdedrelu | numpy | Unable to convert operator type 'ThresholdedRelu' name=''.
test_sce_NCd1_mean_weight_negative_ii_expanded | numpy | Unable to convert operator type 'Constant' name=''.
test_nllloss_NCd1d2_reduction_mean_expanded | numpy | Unable to convert operator type 'Constant' name=''.
test_isinf_positive | numpy | Unable to convert operator type 'IsInf' name=''.
test_where_long_example | numpy | Unable to convert operator type 'Where' name=''.
test_and_bcast4v4d | numpy | Unable to convert operator type 'And' name=''.
test_logsoftmax_large_number | numpy | Unable to convert operator type 'LogSoftmax' name=''.
test_convtranspose_autopad_same | numpy | Unable to convert operator type 'ConvTranspose' name=''.
test_averagepool_2d_precomputed_strides | numpy | Unable to convert operator type 'AveragePool' name=''.
test_nonmaxsuppression_two_classes | numpy | Unable to convert operator type 'NonMaxSuppression' name=''.
test_logsoftmax_default_axis_expanded_ver18 | numpy | Unable to convert operator type 'Constant' name=''.
test_resize_upsample_sizes_nearest_axes_3_2 | numpy | Unable to convert operator type 'Resize' name=''.
test_nllloss_NCd1d2_with_weight_reduction_sum | numpy | Unable to convert operator type 'NegativeLogLikelihoodLoss' name=''.
test_compress_default_axis | numpy | Unable to convert operator type 'Compress' name=''.
test_constant_pad_axes | numpy | Unable to convert operator type 'Pad' name=''.
test_dynamicquantizelinear_max_adjusted_expanded | numpy | Unable to convert operator type 'Constant' name=''.
test_clip_default_min | numpy | Unable to convert operator type 'Clip' name=''.
test_sce_mean_weight_ii_3d_log_prob_expanded | numpy | Unable to convert operator type 'Constant' name=''.
test_scatternd_multiply | numpy | Unable to convert operator type 'ScatterND' name=''.
test_castlike_FLOAT16_to_DOUBLE | numpy | Unable to convert operator type 'CastLike' name=''.
test_reduce_min_negative_axes_keepdims_random | numpy | Unable to convert operator type 'ReduceMin' name=''.
test_quantizelinear | numpy | Unable to convert operator type 'QuantizeLinear' name=''.
test_convtranspose_pad | numpy | Unable to convert operator type 'ConvTranspose' name=''.
test_sce_mean_no_weight_ii_3d_log_prob | numpy | Unable to convert operator type 'SoftmaxCrossEntropyLoss' name=''.
test_sce_mean_no_weight_ii_expanded | numpy | Unable to convert operator type 'Constant' name=''.
test_resize_upsample_sizes_nearest | numpy | Unable to convert operator type 'Resize' name=''.
test_reduce_max_default_axes_keepdims_random | numpy | Unable to convert operator type 'ReduceMax' name=''.
test_softsign_expanded_ver18 | numpy | Unable to convert operator type 'Constant' name=''.
test_greater_equal_expanded | numpy | Unable to convert operator type 'Greater' name=''.
test_sequence_map_extract_shapes_expanded | numpy | Unable to convert operator type 'SequenceLength' name=''.
test_center_crop_pad_crop_expanded | numpy | Unable to convert operator type 'Constant' name=''.
test_resize_tf_crop_and_resize | numpy | Unable to convert operator type 'Resize' name=''.
test_logsoftmax_example_1 | numpy | Unable to convert operator type 'LogSoftmax' name=''.
test_softplus_expanded | numpy | Unable to convert operator type 'Constant' name=''.
test_leakyrelu_example | numpy | Unable to convert operator type 'LeakyRelu' name=''.
test_leakyrelu_default_expanded | numpy | Unable to convert operator type 'Constant' name=''.
test_mod_uint64 | numpy | Unable to convert operator type 'Mod' name=''.
test_convtranspose_dilations | numpy | Unable to convert operator type 'ConvTranspose' name=''.
test_nonmaxsuppression_single_box | numpy | Unable to convert operator type 'NonMaxSuppression' name=''.
test_bitwise_and_i32_2d | numpy | Unable to convert operator type 'BitwiseAnd' name=''.
test_conv_with_strides_padding | numpy | Unable to convert operator type 'Conv' name=''.
test_resize_tf_crop_and_resize_axes_3_2 | numpy | Unable to convert operator type 'Resize' name=''.
test_optional_has_element_tensor_input | numpy | Unable to convert operator type 'OptionalHasElement' name=''.
test_hannwindow | numpy | Unable to convert operator type 'HannWindow' name=''.
test_reduce_log_sum_exp_do_not_keepdims_example_expanded | numpy | Unable to convert operator type 'CastLike' name=''.
test_maxpool_2d_same_lower | numpy | Unable to convert operator type 'MaxPool' name=''.
test_layer_normalization_4d_axis_negative_3_expanded_ver18 | numpy | Unable to convert operator type 'Constant' name=''.
test_sce_none_weights_log_prob | numpy | Unable to convert operator type 'SoftmaxCrossEntropyLoss' name=''.
test_gridsample | numpy | Unable to convert operator type 'GridSample' name=''.
test_clip_default_int8_min_expanded | numpy | Unable to convert operator type 'Less' name=''.
test_reduce_l1_keep_dims_random | numpy | Unable to convert operator type 'ReduceL1' name=''.
test_reduce_mean_do_not_keepdims_example | numpy | Unable to convert operator type 'ReduceMean' name=''.
test_bitshift_left_uint16 | numpy | Unable to convert operator type 'BitShift' name=''.
test_constant_pad | numpy | Unable to convert operator type 'Pad' name=''.
test_tril_zero | numpy | Unable to convert operator type 'Trilu' name=''.
test_sce_mean_weight_log_prob_expanded | numpy | Unable to convert operator type 'Constant' name=''.
test_sce_mean_expanded | numpy | Unable to convert operator type 'Constant' name=''.
test_acos | numpy | Unable to convert operator type 'Acos' name=''.
test_layer_normalization_3d_axis_negative_2_epsilon_expanded | numpy | Unable to convert operator type 'Constant' name=''.
test_top_k_negative_axis | numpy | Unable to convert operator type 'TopK' name=''.
test_layer_normalization_3d_axis_negative_1_epsilon | numpy | Unable to convert operator type 'LayerNormalization' name=''.
test_split_equal_parts_default_axis_opset18 | numpy | Unable to convert operator type 'Split' name=''.
test_layer_normalization_2d_axis_negative_1_expanded_ver18 | numpy | Unable to convert operator type 'Constant' name=''.
test_hardmax_axis_2 | numpy | Unable to convert operator type 'Hardmax' name=''.
test_castlike_FLOAT_to_BFLOAT16_expanded | numpy | elem_type '16' is unknown
fields:
['__abs__',
 '__add__',
 '__and__',
 '__bool__',
 '__ceil__',
 '__class__',
 '__delattr__',
 '__dir__',
 '__divmod__',
 '__doc__',
 '__eq__',
 '__float__',
 '__floor__',
 '__floordiv__',
 '__format__',
 '__ge__',
 '__getattribute__',
 '__getnewargs__',
 '__gt__',
 '__hash__',
 '__index__',
 '__init__',
 '__init_subclass__',
 '__int__',
 '__invert__',
 '__le__',
 '__lshift__',
 '__lt__',
 '__mod__',
 '__mul__',
 '__ne__',
 '__neg__',
 '__new__',
 '__or__',
 '__pos__',
 '__pow__',
 '__radd__',
 '__rand__',
 '__rdivmod__',
 '__reduce__',
 '__reduce_ex__',
 '__repr__',
 '__rfloordiv__',
 '__rlshift__',
 '__rmod__',
 '__rmul__',
 '__ror__',
 '__round__',
 '__rpow__',
 '__rrshift__',
 '__rshift__',
 '__rsub__',
 '__rtruediv__',
 '__rxor__',
 '__setattr__',
 '__sizeof__',
 '__str__',
 '__sub__',
 '__subclasshook__',
 '__truediv__',
 '__trunc__',
 '__xor__',
 'as_integer_ratio',
 'bit_length',
 'conjugate',
 'denominator',
 'from_bytes',
 'imag',
 'numerator',
 'real',
 'to_bytes']
-----
<class 'int'>.
test_resize_upsample_scales_cubic_align_corners | numpy | Unable to convert operator type 'Resize' name=''.
test_stft_with_window | numpy | Unable to convert operator type 'STFT' name=''.
test_reduce_min_do_not_keepdims_example | numpy | Unable to convert operator type 'ReduceMin' name=''.
test_logsoftmax_example_1_expanded_ver18 | numpy | Unable to convert operator type 'Constant' name=''.
test_logsoftmax_negative_axis_expanded | numpy | Unable to convert operator type 'Constant' name=''.
test_bitwise_or_i16_4d | numpy | Unable to convert operator type 'BitwiseOr' name=''.
test_layer_normalization_4d_axis_negative_4 | numpy | Unable to convert operator type 'LayerNormalization' name=''.
test_cumsum_2d_axis_0 | numpy | Unable to convert operator type 'CumSum' name=''.
test_resize_upsample_scales_nearest | numpy | Unable to convert operator type 'Resize' name=''.
test_prelu_broadcast | numpy | Unable to convert operator type 'PRelu' name=''.
test_reduce_l2_keep_dims_example | numpy | Unable to convert operator type 'ReduceL2' name=''.
test_greater | numpy | Unable to convert operator type 'Greater' name=''.
test_reduce_l2_do_not_keepdims_example_expanded | numpy | Unable to convert operator type 'CastLike' name=''.
test_reduce_l2_keep_dims_example_expanded | numpy | Unable to convert operator type 'CastLike' name=''.
test_clip_default_int8_max_expanded | numpy | Unable to convert operator type 'Less' name=''.
test_softmax_axis_0_expanded | numpy | Unable to convert operator type 'Constant' name=''.
test_onehot_with_axis | numpy | Unable to convert operator type 'OneHot' name=''.
test_sequence_map_identity_1_sequence_expanded | numpy | Unable to convert operator type 'SequenceLength' name=''.
test_onehot_negative_indices | numpy | Unable to convert operator type 'OneHot' name=''.
test_dropout_default_mask_ratio | numpy | Unable to convert operator type 'Dropout' name=''.
test_gridsample_border_padding | numpy | Unable to convert operator type 'GridSample' name=''.
test_edge_pad | numpy | Unable to convert operator type 'Pad' name=''.
test_reduce_sum_square_negative_axes_keepdims_example | numpy | Expecting at most 1 inputs for operator 'ReduceSumSquare' not ['data', 'axes'].
test_scatternd | numpy | Unable to convert operator type 'ScatterND' name=''.
test_flatten_axis2 | numpy | Unable to convert operator type 'Flatten' name=''.
test_less | numpy | Unable to convert operator type 'Less' name=''.
test_acos_example | numpy | Unable to convert operator type 'Acos' name=''.
test_maxunpool_export_with_output_shape | numpy | Unable to convert operator type 'MaxUnpool' name=''.
test_reduce_mean_negative_axes_keepdims_random | numpy | Unable to convert operator type 'ReduceMean' name=''.
test_reduce_log_sum_negative_axes | numpy | Unable to convert operator type 'ReduceLogSum' name=''.
test_reduce_min_keepdims_random | numpy | Unable to convert operator type 'ReduceMin' name=''.
test_split_variable_parts_2d_opset13 | numpy | Unable to convert operator type 'Split' name=''.
test_bitshift_left_uint8 | numpy | Unable to convert operator type 'BitShift' name=''.
test_min_float32 | numpy | Unable to convert operator type 'Min' name=''.
test_layer_normalization_4d_axis2 | numpy | Unable to convert operator type 'LayerNormalization' name=''.
test_bitwise_or_ui64_bcast_3v1d | numpy | Unable to convert operator type 'BitwiseOr' name=''.
test_layer_normalization_3d_axis_negative_1_epsilon_expanded_ver18 | numpy | Unable to convert operator type 'Constant' name=''.
test_xor_bcast4v4d | numpy | Unable to convert operator type 'Xor' name=''.
test_dft | numpy | Unable to convert operator type 'DFT' name=''.
test_tril_out_neg | numpy | Unable to convert operator type 'Trilu' name=''.
test_reduce_log_sum_exp_do_not_keepdims_random_expanded | numpy | Unable to convert operator type 'CastLike' name=''.
test_center_crop_pad_crop_and_pad_expanded | numpy | Unable to convert operator type 'Constant' name=''.
test_reduce_mean_default_axes_keepdims_random | numpy | Unable to convert operator type 'ReduceMean' name=''.
test_thresholdedrelu_expanded_ver18 | numpy | Unable to convert operator type 'Constant' name=''.
test_softmax_negative_axis_expanded | numpy | Unable to convert operator type 'Constant' name=''.
test_split_variable_parts_2d_opset18 | numpy | Unable to convert operator type 'Split' name=''.
test_eyelike_with_dtype | numpy | Unable to convert operator type 'EyeLike' name=''.
test_averagepool_2d_same_lower | numpy | Unable to convert operator type 'AveragePool' name=''.
test_hammingwindow | numpy | Unable to convert operator type 'HammingWindow' name=''.
test_leakyrelu_expanded | numpy | Unable to convert operator type 'Constant' name=''.
test_reduce_prod_negative_axes_keepdims_example | numpy | Expecting at most 1 inputs for operator 'ReduceProd' not ['data', 'axes'].
test_sum_two_inputs | numpy | Unable to convert operator type 'Sum' name=''.
test_flatten_negative_axis4 | numpy | Unable to convert operator type 'Flatten' name=''.
test_tril_out_pos | numpy | Unable to convert operator type 'Trilu' name=''.
test_quantizelinear_axis | numpy | Unable to convert operator type 'QuantizeLinear' name=''.
test_layer_normalization_4d_axis1_expanded | numpy | Unable to convert operator type 'Constant' name=''.
test_bernoulli_double_expanded | numpy | Unable to convert operator type 'RandomUniformLike' name=''.
test_clip_splitbounds | numpy | Unable to convert operator type 'Clip' name=''.
test_averagepool_2d_pads_count_include_pad | numpy | Unable to convert operator type 'AveragePool' name=''.
test_where_example | numpy | Unable to convert operator type 'Where' name=''.
test_sce_NCd1d2d3_none_no_weight_negative_ii_expanded | numpy | Unable to convert operator type 'Constant' name=''.
test_hardsigmoid_default_expanded_ver18 | numpy | Unable to convert operator type 'Constant' name=''.
test_loop13_seq | numpy | Unable to convert operator type 'Loop' name=''.
test_split_1d_uneven_split_opset18 | numpy | Unable to convert operator type 'Split' name=''.
test_gathernd_example_int32_batch_dim1 | numpy | Unable to convert operator type 'GatherND' name=''.
test_scatternd_min | numpy | Unable to convert operator type 'ScatterND' name=''.
test_and3d | numpy | Unable to convert operator type 'And' name=''.
test_bitshift_left_uint32 | numpy | Unable to convert operator type 'BitShift' name=''.
test_flatten_axis0 | numpy | Unable to convert operator type 'Flatten' name=''.
test_scatter_elements_with_reduction_min | numpy | Unable to convert operator type 'ScatterElements' name=''.
test_nllloss_NCd1d2d3d4d5_mean_weight | numpy | Unable to convert operator type 'NegativeLogLikelihoodLoss' name=''.
test_optional_get_element_optional_sequence | numpy | Unable to convert operator type 'OptionalGetElement' name=''.
test_reduce_l2_do_not_keepdims_random_expanded | numpy | Unable to convert operator type 'CastLike' name=''.
test_averagepool_2d_default | numpy | Unable to convert operator type 'AveragePool' name=''.
test_reduce_l2_do_not_keepdims_example | numpy | Unable to convert operator type 'ReduceL2' name=''.
test_softmax_axis_0_expanded_ver18 | numpy | Unable to convert operator type 'Constant' name=''.
test_momentum_multiple | numpy | Unable to convert any operator from domain 'ai.onnx.preview.training'.
test_reduce_max_do_not_keepdims_example | numpy | Unable to convert operator type 'ReduceMax' name=''.
test_nllloss_NCd1d2_reduction_mean | numpy | Unable to convert operator type 'NegativeLogLikelihoodLoss' name=''.
test_min_uint32 | numpy | Unable to convert operator type 'Min' name=''.
test_layer_normalization_4d_axis0_expanded_ver18 | numpy | Unable to convert operator type 'Constant' name=''.
test_layer_normalization_2d_axis_negative_2 | numpy | Unable to convert operator type 'LayerNormalization' name=''.
test_nllloss_NCd1d2d3d4d5_none_no_weight_expanded | numpy | Unable to convert operator type 'Constant' name=''.
test_reduce_l2_do_not_keepdims_random | numpy | Unable to convert operator type 'ReduceL2' name=''.
test_nonmaxsuppression_suppress_by_IOU | numpy | Unable to convert operator type 'NonMaxSuppression' name=''.
test_sce_mean_no_weight_ii | numpy | Unable to convert operator type 'SoftmaxCrossEntropyLoss' name=''.
test_triu_out_neg_out | numpy | Unable to convert operator type 'Trilu' name=''.
test_reduce_sum_square_keepdims_random | numpy | Expecting at most 1 inputs for operator 'ReduceSumSquare' not ['data', 'axes'].
test_reduce_sum_square_do_not_keepdims_random | numpy | Expecting at most 1 inputs for operator 'ReduceSumSquare' not ['data', 'axes'].
test_sce_NCd1_mean_weight_negative_ii_log_prob_expanded | numpy | Unable to convert operator type 'Constant' name=''.
test_mish | numpy | Unable to convert operator type 'Mish' name=''.
test_reduce_max_default_axes_keepdim_example | numpy | Unable to convert operator type 'ReduceMax' name=''.
test_scatter_with_axis | numpy | Unable to convert operator type 'Scatter' name=''.
test_layer_normalization_3d_axis2_epsilon_expanded | numpy | Unable to convert operator type 'Constant' name=''.
test_layer_normalization_4d_axis_negative_2_expanded | numpy | Unable to convert operator type 'Constant' name=''.
test_layer_normalization_2d_axis1 | numpy | Unable to convert operator type 'LayerNormalization' name=''.
test_sequence_map_add_2_sequences | python | Unable to export node type 'SequenceMap' into python.
test_sequence_map_add_2_sequences | numpy | Unable to convert operator type 'SequenceMap' name=''.
test_reduce_l2_default_axes_keepdims_example_expanded | numpy | Unable to convert operator type 'CastLike' name=''.
test_scatter_elements_with_negative_indices | numpy | Unable to convert operator type 'ScatterElements' name=''.
test_training_dropout | numpy | Unable to convert operator type 'Dropout' name=''.
test_maxunpool_export_without_output_shape | numpy | Unable to convert operator type 'MaxUnpool' name=''.
test_if_seq | numpy | Unable to convert operator type 'If' name=''.
test_layer_normalization_3d_axis_negative_1_epsilon_expanded | numpy | Unable to convert operator type 'Constant' name=''.
test_layer_normalization_4d_axis1_expanded_ver18 | numpy | Unable to convert operator type 'Constant' name=''.
test_reduce_l2_negative_axes_keep_dims_random | numpy | Unable to convert operator type 'ReduceL2' name=''.
test_layer_normalization_3d_axis1_epsilon_expanded_ver18 | numpy | Unable to convert operator type 'Constant' name=''.
test_layer_normalization_3d_axis0_epsilon_expanded | numpy | Unable to convert operator type 'Constant' name=''.
test_floor_example | numpy | Unable to convert operator type 'Floor' name=''.
test_softplus | numpy | Unable to convert operator type 'Softplus' name=''.
test_sce_sum | numpy | Unable to convert operator type 'SoftmaxCrossEntropyLoss' name=''.
test_compress_negative_axis | numpy | Unable to convert operator type 'Compress' name=''.
test_conv_with_strides_and_asymmetric_padding | numpy | Unable to convert operator type 'Conv' name=''.
test_nllloss_NCd1_weight | numpy | Unable to convert operator type 'NegativeLogLikelihoodLoss' name=''.
test_layer_normalization_3d_axis1_epsilon_expanded | numpy | Unable to convert operator type 'Constant' name=''.
test_reduce_max_do_not_keepdims_random | numpy | Unable to convert operator type 'ReduceMax' name=''.
test_resize_upsample_scales_cubic_asymmetric | numpy | Unable to convert operator type 'Resize' name=''.
test_sce_none_weights | numpy | Unable to convert operator type 'SoftmaxCrossEntropyLoss' name=''.
test_shrink_soft | numpy | Unable to convert operator type 'Shrink' name=''.
test_hardsigmoid_example_expanded_ver18 | numpy | Unable to convert operator type 'Constant' name=''.
test_if_opt | onnx | 'value'
test_if_opt | tf2onnx | 'value'
test_if_opt | xop | 'value'
test_if_opt | python | 'value'
test_if_opt | numpy | Unable to convert operator type 'If' name=''.
test_if_opt | cpp | 'value'
test_layer_normalization_3d_axis2_epsilon | numpy | Unable to convert operator type 'LayerNormalization' name=''.
test_layer_normalization_4d_axis0_expanded | numpy | Unable to convert operator type 'Constant' name=''.
test_layer_normalization_4d_axis_negative_2 | numpy | Unable to convert operator type 'LayerNormalization' name=''.
test_bitwise_and_ui8_bcast_4v3d | numpy | Unable to convert operator type 'BitwiseAnd' name=''.
test_castlike_FLOAT16_to_FLOAT | numpy | Unable to convert operator type 'CastLike' name=''.
test_resize_upsample_sizes_nearest_ceil_half_pixel | numpy | Unable to convert operator type 'Resize' name=''.
test_bitwise_xor_ui8_bcast_4v3d | numpy | Unable to convert operator type 'BitwiseXor' name=''.
test_split_equal_parts_2d | numpy | Unable to convert operator type 'Split' name=''.