.. _l-MiniBatchKMeans-cluster-default--o17:

MiniBatchKMeans - cluster - default - 
======================================

Fitted on a problem type *cluster*
(see :func:`find_suitable_problem
<mlprodict.onnxrt.validate.validate_problems.find_suitable_problem>`),
method `predict` matches output .


::

        MiniBatchKMeans(random_state=0)

+----------------------------+----------+
| index                      | 0        |
+============================+==========+
| skl_nop                    | 1        |
+----------------------------+----------+
| onx_size                   | 768      |
+----------------------------+----------+
| onx_nnodes                 | 7        |
+----------------------------+----------+
| onx_ninits                 | 3        |
+----------------------------+----------+
| onx_doc_string             |          |
+----------------------------+----------+
| onx_ir_version             | 8        |
+----------------------------+----------+
| onx_domain                 | ai.onnx  |
+----------------------------+----------+
| onx_model_version          | 0        |
+----------------------------+----------+
| onx_producer_name          | skl2onnx |
+----------------------------+----------+
| onx_producer_version       | 1.13.1   |
+----------------------------+----------+
| onx_                       | 14       |
+----------------------------+----------+
| onx_size_optim             | 768      |
+----------------------------+----------+
| onx_nnodes_optim           | 7        |
+----------------------------+----------+
| onx_ninits_optim           | 3        |
+----------------------------+----------+
| fit_cluster_centers_.shape | (8, 4)   |
+----------------------------+----------+
| fit_labels_.shape          | 112      |
+----------------------------+----------+


.. gdot::

        digraph{
      size=7;
      ranksep=0.25;
      nodesep=0.05;
      orientation=portrait;

      X [shape=box color=red label="X\nfloat((0, 4))" fontsize=10];

      label [shape=box color=green label="label\nint64((0,))" fontsize=10];
      scores [shape=box color=green label="scores\nfloat((0, 8))" fontsize=10];

      Ad_Addcst [shape=box label="Ad_Addcst\nfloat32((8,))\n[ 30.470116  69.5543    42.72693   88.08638   51.693077  70.446396\n 113.205505  34.860676]" fontsize=10];
      Ge_Gemmcst [shape=box label="Ge_Gemmcst\nfloat32((8, 4))\n[[4.63245    2.738411   1.1462419  0.44469926]\n [5..." fontsize=10];
      Mu_Mulcst [shape=box label="Mu_Mulcst\nfloat32((1,))\n[0.]" fontsize=10];

      Re_reduced0 [shape=box label="Re_reduced0" fontsize=10];
      Re_ReduceSumSquare [shape=box style="filled,rounded" color=orange label="ReduceSumSquare\n(Re_ReduceSumSquare)\naxes=[1]\nkeepdims=1" fontsize=10];
      X -> Re_ReduceSumSquare;
      Re_ReduceSumSquare -> Re_reduced0;

      Mu_C0 [shape=box label="Mu_C0" fontsize=10];
      Mu_Mul [shape=box style="filled,rounded" color=orange label="Mul\n(Mu_Mul)" fontsize=10];
      Re_reduced0 -> Mu_Mul;
      Mu_Mulcst -> Mu_Mul;
      Mu_Mul -> Mu_C0;

      Ge_Y0 [shape=box label="Ge_Y0" fontsize=10];
      Ge_Gemm [shape=box style="filled,rounded" color=orange label="Gemm\n(Ge_Gemm)\nalpha=-2.0\ntransB=1" fontsize=10];
      X -> Ge_Gemm;
      Ge_Gemmcst -> Ge_Gemm;
      Mu_C0 -> Ge_Gemm;
      Ge_Gemm -> Ge_Y0;

      Ad_C01 [shape=box label="Ad_C01" fontsize=10];
      Ad_Add [shape=box style="filled,rounded" color=orange label="Add\n(Ad_Add)" fontsize=10];
      Re_reduced0 -> Ad_Add;
      Ge_Y0 -> Ad_Add;
      Ad_Add -> Ad_C01;

      Ad_C0 [shape=box label="Ad_C0" fontsize=10];
      Ad_Add1 [shape=box style="filled,rounded" color=orange label="Add\n(Ad_Add1)" fontsize=10];
      Ad_Addcst -> Ad_Add1;
      Ad_C01 -> Ad_Add1;
      Ad_Add1 -> Ad_C0;

      Sq_Sqrt [shape=box style="filled,rounded" color=orange label="Sqrt\n(Sq_Sqrt)" fontsize=10];
      Ad_C0 -> Sq_Sqrt;
      Sq_Sqrt -> scores;

      Ar_ArgMin [shape=box style="filled,rounded" color=orange label="ArgMin\n(Ar_ArgMin)\naxis=1\nkeepdims=0" fontsize=10];
      Ad_C0 -> Ar_ArgMin;
      Ar_ArgMin -> label;
    }