Files Coverage
mlprodict/__init__.py 100.00%
mlprodict/__main__.py 100.00%
mlprodict/asv_benchmark/__init__.py 100.00%
mlprodict/asv_benchmark/_create_asv_helper.py 97.20%
mlprodict/asv_benchmark/asv_exports.py 92.43%
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mlprodict/asv_benchmark/template/skl_model_classifier_raw_scores.py 100.00%
mlprodict/asv_benchmark/template/skl_model_clustering.py 100.00%
mlprodict/asv_benchmark/template/skl_model_multi_classifier.py 100.00%
mlprodict/asv_benchmark/template/skl_model_outlier.py 100.00%
mlprodict/asv_benchmark/template/skl_model_regressor.py 100.00%
mlprodict/asv_benchmark/template/skl_model_trainable_transform.py 100.00%
mlprodict/asv_benchmark/template/skl_model_transform.py 100.00%
mlprodict/asv_benchmark/template/skl_model_transform_positive.py 100.00%
mlprodict/cli/__init__.py 100.00%
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mlprodict/cli/asv_bench.py 100.00%
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mlprodict/onnx_conv/operator_converters/conv_lightgbm.py 94.58%
mlprodict/onnx_conv/operator_converters/conv_transfer_transformer.py 96.36%
mlprodict/onnx_conv/operator_converters/conv_xgboost.py 91.80%
mlprodict/onnx_conv/parsers/parse_lightgbm.py 98.25%
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mlprodict/onnx_conv/scorers/cdist_score.py 97.14%
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mlprodict/onnx_conv/sklconv/function_transformer_converters.py 81.72%
mlprodict/onnx_conv/sklconv/svm_converters.py 100.00%
mlprodict/onnx_conv/sklconv/tree_converters.py 100.00%
mlprodict/onnx_conv/validate_scenarios.py 100.00%
mlprodict/onnx_grammar/__init__.py 100.00%
mlprodict/onnx_grammar/node_visitor_translator.py 94.74%
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mlprodict/onnxrt/__init__.py 100.00%
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mlprodict/onnxrt/onnx_inference.py 97.94%
mlprodict/onnxrt/onnx_inference_exports.py 100.00%
mlprodict/onnxrt/onnx_inference_node.py 92.19%
mlprodict/onnxrt/onnx_tools.py 78.18%
mlprodict/onnxrt/ops.py 100.00%
mlprodict/onnxrt/ops_cpu/__init__.py 86.00%
mlprodict/onnxrt/ops_cpu/_new_ops.py 100.00%
mlprodict/onnxrt/ops_cpu/_op.py 95.94%
mlprodict/onnxrt/ops_cpu/_op_classifier_string.py 100.00%
mlprodict/onnxrt/ops_cpu/_op_helper.py 68.89%
mlprodict/onnxrt/ops_cpu/_op_list.py 100.00%
mlprodict/onnxrt/ops_cpu/_op_numpy_helper.py 90.32%
mlprodict/onnxrt/ops_cpu/op_abs.py 100.00%
mlprodict/onnxrt/ops_cpu/op_acos.py 100.00%
mlprodict/onnxrt/ops_cpu/op_acosh.py 100.00%
mlprodict/onnxrt/ops_cpu/op_add.py 100.00%
mlprodict/onnxrt/ops_cpu/op_and.py 100.00%
mlprodict/onnxrt/ops_cpu/op_argmax.py 92.50%
mlprodict/onnxrt/ops_cpu/op_argmin.py 92.50%
mlprodict/onnxrt/ops_cpu/op_array_feature_extractor.py 100.00%
mlprodict/onnxrt/ops_cpu/op_asin.py 100.00%
mlprodict/onnxrt/ops_cpu/op_asinh.py 100.00%
mlprodict/onnxrt/ops_cpu/op_atan.py 100.00%
mlprodict/onnxrt/ops_cpu/op_atanh.py 100.00%
mlprodict/onnxrt/ops_cpu/op_batch_normalization.py 100.00%
mlprodict/onnxrt/ops_cpu/op_binarizer.py 100.00%
mlprodict/onnxrt/ops_cpu/op_cast.py 75.61%
mlprodict/onnxrt/ops_cpu/op_cdist.py 96.67%
mlprodict/onnxrt/ops_cpu/op_ceil.py 100.00%
mlprodict/onnxrt/ops_cpu/op_celu.py 100.00%
mlprodict/onnxrt/ops_cpu/op_clip.py 90.74%
mlprodict/onnxrt/ops_cpu/op_compress.py 77.78%
mlprodict/onnxrt/ops_cpu/op_concat.py 95.65%
mlprodict/onnxrt/ops_cpu/op_constant.py 73.08%
mlprodict/onnxrt/ops_cpu/op_constant_of_shape.py 100.00%
mlprodict/onnxrt/ops_cpu/op_conv.py 75.86%
mlprodict/onnxrt/ops_cpu/op_conv_transpose.py 77.78%
mlprodict/onnxrt/ops_cpu/op_cos.py 100.00%
mlprodict/onnxrt/ops_cpu/op_cosh.py 100.00%
mlprodict/onnxrt/ops_cpu/op_cum_sum.py 86.21%
mlprodict/onnxrt/ops_cpu/op_dequantize_linear.py 82.14%
mlprodict/onnxrt/ops_cpu/op_det.py 100.00%
mlprodict/onnxrt/ops_cpu/op_dict_vectorizer.py 100.00%
mlprodict/onnxrt/ops_cpu/op_div.py 100.00%
mlprodict/onnxrt/ops_cpu/op_dropout.py 97.78%
mlprodict/onnxrt/ops_cpu/op_einsum.py 86.36%
mlprodict/onnxrt/ops_cpu/op_equal.py 100.00%
mlprodict/onnxrt/ops_cpu/op_erf.py 100.00%
mlprodict/onnxrt/ops_cpu/op_exp.py 100.00%
mlprodict/onnxrt/ops_cpu/op_eyelike.py 100.00%
mlprodict/onnxrt/ops_cpu/op_feature_vectorizer.py 88.89%
mlprodict/onnxrt/ops_cpu/op_flatten.py 100.00%
mlprodict/onnxrt/ops_cpu/op_floor.py 100.00%
mlprodict/onnxrt/ops_cpu/op_gather.py 86.96%
mlprodict/onnxrt/ops_cpu/op_gather_elements.py 100.00%
mlprodict/onnxrt/ops_cpu/op_gemm.py 100.00%
mlprodict/onnxrt/ops_cpu/op_global_average_pool.py 100.00%
mlprodict/onnxrt/ops_cpu/op_greater.py 100.00%
mlprodict/onnxrt/ops_cpu/op_identity.py 100.00%
mlprodict/onnxrt/ops_cpu/op_if.py 79.31%
mlprodict/onnxrt/ops_cpu/op_imputer.py 100.00%
mlprodict/onnxrt/ops_cpu/op_isnan.py 100.00%
mlprodict/onnxrt/ops_cpu/op_label_encoder.py 100.00%
mlprodict/onnxrt/ops_cpu/op_less.py 100.00%
mlprodict/onnxrt/ops_cpu/op_linear_classifier.py 84.21%
mlprodict/onnxrt/ops_cpu/op_linear_regressor.py 100.00%
mlprodict/onnxrt/ops_cpu/op_log.py 100.00%
mlprodict/onnxrt/ops_cpu/op_loop.py 21.62%
mlprodict/onnxrt/ops_cpu/op_lp_normalization.py 81.25%
mlprodict/onnxrt/ops_cpu/op_matmul.py 100.00%
mlprodict/onnxrt/ops_cpu/op_max.py 100.00%
mlprodict/onnxrt/ops_cpu/op_max_pool.py 80.00%
mlprodict/onnxrt/ops_cpu/op_mean.py 73.68%
mlprodict/onnxrt/ops_cpu/op_min.py 100.00%
mlprodict/onnxrt/ops_cpu/op_mod.py 100.00%
mlprodict/onnxrt/ops_cpu/op_mul.py 100.00%
mlprodict/onnxrt/ops_cpu/op_neg.py 100.00%
mlprodict/onnxrt/ops_cpu/op_normalizer.py 92.86%
mlprodict/onnxrt/ops_cpu/op_not.py 100.00%
mlprodict/onnxrt/ops_cpu/op_one_hot_encoder.py 77.27%
mlprodict/onnxrt/ops_cpu/op_or.py 100.00%
mlprodict/onnxrt/ops_cpu/op_pad.py 96.00%
mlprodict/onnxrt/ops_cpu/op_pow.py 100.00%
mlprodict/onnxrt/ops_cpu/op_quantize_linear.py 80.56%
mlprodict/onnxrt/ops_cpu/op_reciprocal.py 100.00%
mlprodict/onnxrt/ops_cpu/op_reduce_log_sum_exp.py 100.00%
mlprodict/onnxrt/ops_cpu/op_reduce_max.py 100.00%
mlprodict/onnxrt/ops_cpu/op_reduce_mean.py 100.00%
mlprodict/onnxrt/ops_cpu/op_reduce_min.py 100.00%
mlprodict/onnxrt/ops_cpu/op_reduce_prod.py 100.00%
mlprodict/onnxrt/ops_cpu/op_reduce_sum.py 86.96%
mlprodict/onnxrt/ops_cpu/op_reduce_sum_square.py 100.00%
mlprodict/onnxrt/ops_cpu/op_relu.py 100.00%
mlprodict/onnxrt/ops_cpu/op_reshape.py 93.33%
mlprodict/onnxrt/ops_cpu/op_rnn.py 84.42%
mlprodict/onnxrt/ops_cpu/op_round.py 100.00%
mlprodict/onnxrt/ops_cpu/op_scaler.py 100.00%
mlprodict/onnxrt/ops_cpu/op_scan.py 90.41%
mlprodict/onnxrt/ops_cpu/op_scatter_elements.py 95.00%
mlprodict/onnxrt/ops_cpu/op_shape.py 100.00%
mlprodict/onnxrt/ops_cpu/op_sigmoid.py 100.00%
mlprodict/onnxrt/ops_cpu/op_sign.py 100.00%
mlprodict/onnxrt/ops_cpu/op_sin.py 100.00%
mlprodict/onnxrt/ops_cpu/op_sinh.py 100.00%
mlprodict/onnxrt/ops_cpu/op_size.py 100.00%
mlprodict/onnxrt/ops_cpu/op_slice.py 97.73%
mlprodict/onnxrt/ops_cpu/op_softmax.py 100.00%
mlprodict/onnxrt/ops_cpu/op_solve.py 95.65%
mlprodict/onnxrt/ops_cpu/op_split.py 94.74%
mlprodict/onnxrt/ops_cpu/op_sqrt.py 100.00%
mlprodict/onnxrt/ops_cpu/op_squeeze.py 82.22%
mlprodict/onnxrt/ops_cpu/op_string_normalizer.py 100.00%
mlprodict/onnxrt/ops_cpu/op_sub.py 100.00%
mlprodict/onnxrt/ops_cpu/op_sum.py 100.00%
mlprodict/onnxrt/ops_cpu/op_svm_classifier.py 100.00%
mlprodict/onnxrt/ops_cpu/op_svm_regressor.py 97.50%
mlprodict/onnxrt/ops_cpu/op_tan.py 100.00%
mlprodict/onnxrt/ops_cpu/op_tanh.py 100.00%
mlprodict/onnxrt/ops_cpu/op_tfidfvectorizer.py 88.37%
mlprodict/onnxrt/ops_cpu/op_tokenizer.py 94.12%
mlprodict/onnxrt/ops_cpu/op_topk.py 90.10%
mlprodict/onnxrt/ops_cpu/op_transpose.py 100.00%
mlprodict/onnxrt/ops_cpu/op_tree_ensemble_classifier.py 98.31%
mlprodict/onnxrt/ops_cpu/op_tree_ensemble_regressor.py 100.00%
mlprodict/onnxrt/ops_cpu/op_unsqueeze.py 83.72%
mlprodict/onnxrt/ops_cpu/op_where.py 100.00%
mlprodict/onnxrt/ops_cpu/op_zipmap.py 95.61%
mlprodict/onnxrt/ops_onnxruntime/__init__.py 100.00%
mlprodict/onnxrt/ops_onnxruntime/_op.py 100.00%
mlprodict/onnxrt/ops_whole/__init__.py 100.00%
mlprodict/onnxrt/ops_whole/session.py 95.24%
mlprodict/onnxrt/optim/__init__.py 100.00%
mlprodict/onnxrt/optim/_main_onnx_optim.py 100.00%
mlprodict/onnxrt/optim/_onnx_optimisation_common.py 93.50%
mlprodict/onnxrt/optim/graph_schema_helper.py 76.11%
mlprodict/onnxrt/optim/onnx_helper.py 100.00%
mlprodict/onnxrt/optim/onnx_optimisation.py 100.00%
mlprodict/onnxrt/optim/onnx_optimisation_identity.py 100.00%
mlprodict/onnxrt/optim/onnx_optimisation_redundant.py 100.00%
mlprodict/onnxrt/optim/onnx_optimisation_unused.py 100.00%
mlprodict/onnxrt/optim/sklearn_helper.py 93.89%
mlprodict/onnxrt/shape_object.py 89.51%
mlprodict/onnxrt/validate/__init__.py 100.00%
mlprodict/onnxrt/validate/_validate_problems_helper.py 100.00%
mlprodict/onnxrt/validate/data/__init__.py 100.00%
mlprodict/onnxrt/validate/side_by_side.py 97.80%
mlprodict/onnxrt/validate/validate.py 96.03%
mlprodict/onnxrt/validate/validate_benchmark.py 97.73%
mlprodict/onnxrt/validate/validate_benchmark_replay.py 100.00%
mlprodict/onnxrt/validate/validate_difference.py 94.92%
mlprodict/onnxrt/validate/validate_helper.py 97.01%
mlprodict/onnxrt/validate/validate_problems.py 98.87%
mlprodict/onnxrt/validate/validate_python.py 100.00%
mlprodict/onnxrt/validate/validate_scenarios.py 100.00%
mlprodict/onnxrt/validate/validate_summary.py 94.54%
mlprodict/plotting/plotting.py 100.00%
mlprodict/plotting/plotting_benchmark.py 100.00%
mlprodict/plotting/plotting_onnx.py 84.62%
mlprodict/plotting/plotting_validate_graph.py 97.41%
mlprodict/sklapi/__init__.py 100.00%
mlprodict/sklapi/onnx_pipeline.py 94.52%
mlprodict/sklapi/onnx_transformer.py 96.69%
mlprodict/testing/__init__.py 100.00%
mlprodict/testing/experimental.py 87.63%
mlprodict/testing/model_verification.py 98.97%
mlprodict/testing/script_testing.py 90.41%
mlprodict/testing/test_utils/__init__.py 100.00%
mlprodict/testing/test_utils/tests_helper.py 97.81%
mlprodict/testing/test_utils/utils_backend.py 100.00%
mlprodict/testing/test_utils/utils_backend_common.py 78.95%
mlprodict/testing/test_utils/utils_backend_common_compare.py 70.24%
mlprodict/testing/test_utils/utils_backend_onnxruntime.py 100.00%
mlprodict/testing/test_utils/utils_backend_python.py 100.00%
mlprodict/testing/verify_code.py 84.55%
mlprodict/tools/__init__.py 100.00%
mlprodict/tools/asv_options_helper.py 93.88%
mlprodict/tools/cleaning.py 100.00%
mlprodict/tools/code_helper.py 100.00%
mlprodict/tools/filename_helper.py 100.00%
mlprodict/tools/model_info.py 92.27%
mlprodict/tools/onnx2py_helper.py 94.94%
mlprodict/tools/onnx_manipulations.py 95.61%
mlprodict/tools/speed_measure.py 83.33%
mlprodict/tools/zoo.py 97.96%
Project Totals (257 files) 94.33%
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