.. DO NOT EDIT. .. THIS FILE WAS AUTOMATICALLY GENERATED BY SPHINX-GALLERY. .. TO MAKE CHANGES, EDIT THE SOURCE PYTHON FILE: .. "gyexamples/plot_orttraining_benchmark.py" .. LINE NUMBERS ARE GIVEN BELOW. .. only:: html .. note:: :class: sphx-glr-download-link-note Click :ref:`here ` to download the full example code .. rst-class:: sphx-glr-example-title .. _sphx_glr_gyexamples_plot_orttraining_benchmark.py: .. _l-orttraining-benchmark: Benchmark, comparison scikit-learn - onnxruntime-training ========================================================= The benchmark compares the processing time between :epkg:`scikit-learn` and :epkg:`onnxruntime-training` on a linear regression and a neural network. It uses the model trained in :ref:`l-orttraining-nn-gpu`. .. contents:: :local: First comparison: neural network ++++++++++++++++++++++++++++++++ .. GENERATED FROM PYTHON SOURCE LINES 20-42 .. code-block:: default import warnings from pprint import pprint import time import numpy import matplotlib.pyplot as plt from pandas import DataFrame from onnxruntime import get_device from pyquickhelper.pycode.profiling import profile, profile2graph from sklearn.datasets import make_regression from sklearn.model_selection import train_test_split from sklearn.neural_network import MLPRegressor from mlprodict.onnx_conv import to_onnx from onnxcustom.utils.orttraining_helper import ( add_loss_output, get_train_initializer) from onnxcustom.training.optimizers import OrtGradientOptimizer X, y = make_regression(1000, n_features=100, bias=2) X = X.astype(numpy.float32) y = y.astype(numpy.float32) X_train, X_test, y_train, y_test = train_test_split(X, y) .. GENERATED FROM PYTHON SOURCE LINES 43-44 Benchmark function. .. GENERATED FROM PYTHON SOURCE LINES 44-74 .. code-block:: default def benchmark(skl_model, train_session, name, verbose=True): """ :param skl_model: model from scikit-learn :param train_session: instance of OrtGradientOptimizer :param name: experiment name :param verbose: to debug """ print(f"[benchmark] {name}") begin = time.perf_counter() skl_model.fit(X, y) duration_skl = time.perf_counter() - begin length_skl = len(skl_model.loss_curve_) print( f"[benchmark] skl={length_skl!r} iterations - {duration_skl!r} seconds") begin = time.perf_counter() train_session.fit(X, y) duration_ort = time.perf_counter() - begin length_ort = len(train_session.train_losses_) print( f"[benchmark] ort={length_ort!r} iterations - {duration_ort!r} seconds") return dict(skl=duration_skl, ort=duration_ort, name=name, iter_skl=length_skl, iter_ort=length_ort, losses_skl=skl_model.loss_curve_, losses_ort=train_session.train_losses_) .. GENERATED FROM PYTHON SOURCE LINES 75-76 Common parameters and model .. GENERATED FROM PYTHON SOURCE LINES 76-90 .. code-block:: default batch_size = 15 max_iter = 100 nn = MLPRegressor(hidden_layer_sizes=(50, 10), max_iter=max_iter, solver='sgd', learning_rate_init=5e-4, alpha=0, n_iter_no_change=max_iter * 3, batch_size=batch_size, nesterovs_momentum=False, momentum=0, learning_rate='invscaling') with warnings.catch_warnings(): warnings.simplefilter('ignore') nn.fit(X_train, y_train) .. GENERATED FROM PYTHON SOURCE LINES 91-92 Conversion to ONNX and trainer initialization .. GENERATED FROM PYTHON SOURCE LINES 92-106 .. code-block:: default onx = to_onnx(nn, X_train[:1].astype(numpy.float32), target_opset=15) onx_train = add_loss_output(onx) weights = get_train_initializer(onx) pprint(list((k, v[0].shape) for k, v in weights.items())) train_session = OrtGradientOptimizer( onx_train, list(weights), device='cpu', learning_rate=1e-5, warm_start=False, max_iter=max_iter, batch_size=batch_size) benches = [benchmark(nn, train_session, name='NN-CPU')] .. rst-class:: sphx-glr-script-out .. code-block:: none [('coefficient', (100, 50)), ('intercepts', (1, 50)), ('coefficient1', (50, 10)), ('intercepts1', (1, 10)), ('coefficient2', (10, 1)), ('intercepts2', (1, 1))] [benchmark] NN-CPU somewhere/workspace/onnxcustom/onnxcustom_UT_39_std/_venv/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:679: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (100) reached and the optimization hasn't converged yet. warnings.warn( [benchmark] skl=100 iterations - 9.01983135798946 seconds [benchmark] ort=100 iterations - 3.5001193080097437 seconds .. GENERATED FROM PYTHON SOURCE LINES 107-109 Profiling +++++++++ .. GENERATED FROM PYTHON SOURCE LINES 109-129 .. code-block:: default def clean_name(text): pos = text.find('onnxruntime') if pos >= 0: return text[pos:] pos = text.find('onnxcustom') if pos >= 0: return text[pos:] pos = text.find('site-packages') if pos >= 0: return text[pos:] return text ps = profile(lambda: benchmark(nn, train_session, name='NN-CPU'))[0] root, nodes = profile2graph(ps, clean_text=clean_name) text = root.to_text() print(text) .. rst-class:: sphx-glr-script-out .. code-block:: none [benchmark] NN-CPU somewhere/workspace/onnxcustom/onnxcustom_UT_39_std/_venv/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:679: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (100) reached and the optimization hasn't converged yet. warnings.warn( [benchmark] skl=100 iterations - 10.36645060707815 seconds [benchmark] ort=100 iterations - 3.5928091478999704 seconds isfunction -- 6 6 -- 0.00001 0.00001 -- /usr/local/lib/python3.9/inspect.py:159:isfunction (isfunction) name -- 101 101 -- 0.00003 0.00003 -- /usr/local/lib/python3.9/inspect.py:2565:name (name) kind -- 82 82 -- 0.00003 0.00003 -- /usr/local/lib/python3.9/inspect.py:2577:kind (kind) parameters -- 7 7 -- 0.00000 0.00000 -- /usr/local/lib/python3.9/inspect.py:2882:parameters (parameters) signature -- 3 3 -- 0.00001 0.00100 -- /usr/local/lib/python3.9/inspect.py:3128:signature (signature) from_callable -- 3 3 -- 0.00001 0.00099 -- /usr/local/lib/python3.9/inspect.py:2876:from_callable (from_callable) _signature_from_callable -- 3 3 -- 0.00007 0.00098 -- /usr/local/lib/python3.9/inspect.py:2244:_signature_from_callable (_signature_from_callable) isfunction -- 3 3 -- 0.00001 0.00001 -- /usr/local/lib/python3.9/inspect.py:159:isfunction (isfunction) +++ unwrap -- 3 3 -- 0.00002 0.00003 -- /usr/local/lib/python3.9/inspect.py:494:unwrap (unwrap) _is_wrapper -- 3 3 -- 0.00000 0.00001 -- /usr/local/lib/python3.9/inspect.py:514:_is_wrapper (_is_wrapper) _signature_from_function -- 3 3 -- 0.00029 0.00087 -- /usr/local/lib/python3.9/inspect.py:2150:_signature_from_function (_signature_from_function) isfunction -- 3 3 -- 0.00000 0.00000 -- /usr/local/lib/python3.9/inspect.py:159:isfunction (isfunction) +++ __init__ -- 34 34 -- 0.00023 0.00039 -- /usr/local/lib/python3.9/inspect.py:2515:__init__ (__init__) __call__ -- 34 34 -- 0.00009 0.00012 -- /usr/local/lib/python3.9/enum.py:289:__call__ (__call__) __new__ -- 34 34 -- 0.00003 0.00003 -- /usr/local/lib/python3.9/enum.py:580:__new__ (__new__) -- 34 34 -- 0.00003 0.00003 -- ~:0: () -- 34 34 -- 0.00002 0.00002 -- ~:0: () +++ __init__ -- 3 3 -- 0.00009 0.00014 -- /usr/local/lib/python3.9/inspect.py:2798:__init__ (__init__) -- 37 37 -- 0.00004 0.00005 -- /usr/local/lib/python3.9/inspect.py:2847: () name -- 34 34 -- 0.00001 0.00001 -- /usr/local/lib/python3.9/inspect.py:2565:name (name) +++ -- 34 34 -- 0.00002 0.00002 -- ~:0: () +++ -- 58 58 -- 0.00002 0.00002 -- ~:0: () +++ filter -- 18 18 -- 0.00006 0.00015 -- /usr/local/lib/python3.9/logging/__init__.py:787:filter (filter) filter -- 12 12 -- 0.00002 0.00002 -- onnxcustom/onnxcustom_UT_39_std/_venv/lib/python3.9/site-packages/sphinx/util/logging.py:351:filter (filter) filter -- 6 6 -- 0.00004 0.00005 -- onnxcustom/onnxcustom_UT_39_std/_venv/lib/python3.9/site-packages/sphinx/util/logging.py:484:filter (filter) -- 18 18 -- 0.00001 0.00001 -- ~:0: () +++ -- 18 18 -- 0.00002 0.00002 -- ~:0: () +++ acquire -- 30 30 -- 0.00006 0.00009 -- /usr/local/lib/python3.9/logging/__init__.py:892:acquire (acquire) -- 30 30 -- 0.00003 0.00003 -- ~:0: () release -- 30 30 -- 0.00005 0.00006 -- /usr/local/lib/python3.9/logging/__init__.py:899:release (release) -- 30 30 -- 0.00001 0.00001 -- ~:0: () emit -- 12 12 -- 0.00007 0.00091 -- /usr/local/lib/python3.9/logging/__init__.py:1067:emit (emit) format -- 12 12 -- 0.00003 0.00046 -- /usr/local/lib/python3.9/logging/__init__.py:912:format (format) format -- 12 12 -- 0.00008 0.00043 -- onnxcustom/onnxcustom_UT_39_std/_venv/lib/python3.9/site-packages/sphinx/util/logging.py:531:format (format) format -- 12 12 -- 0.00007 0.00032 -- /usr/local/lib/python3.9/logging/__init__.py:646:format (format) usesTime -- 12 12 -- 0.00002 0.00007 -- /usr/local/lib/python3.9/logging/__init__.py:624:usesTime (usesTime) usesTime -- 12 12 -- 0.00003 0.00005 -- /usr/local/lib/python3.9/logging/__init__.py:417:usesTime (usesTime) -- 12 12 -- 0.00002 0.00002 -- ~:0: () formatMessage -- 12 12 -- 0.00002 0.00008 -- /usr/local/lib/python3.9/logging/__init__.py:630:formatMessage (formatMessage) format -- 12 12 -- 0.00002 0.00006 -- /usr/local/lib/python3.9/logging/__init__.py:428:format (format) _format -- 12 12 -- 0.00004 0.00004 -- /usr/local/lib/python3.9/logging/__init__.py:425:_format (_format) getMessage -- 12 12 -- 0.00005 0.00011 -- onnxcustom/onnxcustom_UT_39_std/_venv/lib/python3.9/site-packages/sphinx/util/logging.py:89:getMessage (getMessage) getMessage -- 12 12 -- 0.00004 0.00004 -- /usr/local/lib/python3.9/logging/__init__.py:354:getMessage (getMessage) -- 12 12 -- 0.00001 0.00001 -- ~:0: () +++ colorize -- 2 2 -- 0.00001 0.00002 -- onnxcustom/onnxcustom_UT_39_std/_venv/lib/python3.9/site-packages/sphinx/util/console.py:72:colorize (colorize) escseq -- 4 4 -- 0.00001 0.00001 -- onnxcustom/onnxcustom_UT_39_std/_venv/lib/python3.9/site-packages/sphinx/util/console.py:73:escseq (escseq) -- 12 12 -- 0.00001 0.00001 -- ~:0: () +++ flush -- 12 12 -- 0.00006 0.00032 -- /usr/local/lib/python3.9/logging/__init__.py:1056:flush (flush) acquire -- 12 12 -- 0.00002 0.00003 -- /usr/local/lib/python3.9/logging/__init__.py:892:acquire (acquire) +++ release -- 12 12 -- 0.00002 0.00003 -- /usr/local/lib/python3.9/logging/__init__.py:899:release (release) +++ flush -- 6 6 -- 0.00002 0.00019 -- onnxcustom/onnxcustom_UT_39_std/_venv/lib/python3.9/site-packages/sphinx/util/logging.py:557:flush (flush) -- 6 6 -- 0.00017 0.00017 -- ~:0: () -- 12 12 -- 0.00001 0.00001 -- ~:0: () +++ write -- 6 6 -- 0.00002 0.00003 -- onnxcustom/onnxcustom_UT_39_std/_venv/lib/python3.9/site-packages/sphinx/util/logging.py:549:write (write) write -- 6 6 -- 0.00002 0.00003 -- onnxcustom/onnxcustom_UT_39_std/_venv/lib/python3.9/site-packages/sphinx/util/logging.py:567:write (write) isEnabledFor -- 12 12 -- 0.00002 0.00002 -- /usr/local/lib/python3.9/logging/__init__.py:1677:isEnabledFor (isEnabledFor) __init__ -- 2 2 -- 0.00001 0.00001 -- /usr/local/lib/python3.9/warnings.py:403:__init__ (__init__) -- 1 1 -- 0.00000 13.96119 -- onnxcustom/onnxcustom_UT_39_std/_doc/examples/plot_orttraining_benchmark.py:124: () benchmark -- 1 1 -- 0.00011 13.96118 -- onnxcustom/onnxcustom_UT_39_std/_doc/examples/plot_orttraining_benchmark.py:46:benchmark (benchmark) fit -- 1 1 -- 0.00576 3.59277 -- onnxcustom/onnxcustom_UT_39_std/_doc/sphinxdoc/source/onnxcustom/training/optimizers.py:79:fit (fit) __init__ -- 1 1 -- 0.00004 0.00009 -- onnxcustom/onnxcustom_UT_39_std/_doc/sphinxdoc/source/onnxcustom/training/data_loader.py:31:__init__ (__init__) get_ort_device -- 1 1 -- 0.00000 0.00000 -- onnxruntime_helper.py:63:get_ort_device (get_ort_device) numpy_to_ort_value -- 2 2 -- 0.00001 0.00004 -- onnxruntime_helper.py:133:numpy_to_ort_value (numpy_to_ort_value) +++ -- 1 1 -- 0.00003 0.00003 -- onnxcustom/onnxcustom_UT_39_std/_doc/sphinxdoc/source/onnxcustom/training/optimizers.py:96: () -- 1 1 -- 0.00001 0.00001 -- onnxcustom/onnxcustom_UT_39_std/_doc/sphinxdoc/source/onnxcustom/training/optimizers.py:131: () -- 1 1 -- 0.00001 0.00001 -- onnxcustom/onnxcustom_UT_39_std/_doc/sphinxdoc/source/onnxcustom/training/optimizers.py:132: () _iteration -- 100 100 -- 2.95887 3.55918 -- onnxcustom/onnxcustom_UT_39_std/_doc/sphinxdoc/source/onnxcustom/training/optimizers.py:194:_iteration (_iteration) iter_bind -- 6800 6800 -- 0.05062 0.56841 -- onnxcustom/onnxcustom_UT_39_std/_doc/sphinxdoc/source/onnxcustom/training/data_loader.py:188:iter_bind (iter_bind) _next_iter -- 6700 6700 -- 0.02880 0.26717 -- onnxcustom/onnxcustom_UT_39_std/_doc/sphinxdoc/source/onnxcustom/training/data_loader.py:98:_next_iter (_next_iter) -- 6700 6700 -- 0.22612 0.22612 -- ~:0: () -- 6700 6700 -- 0.00735 0.01225 -- ~:0: () +++ local_bind -- 6700 6700 -- 0.21841 0.21841 -- onnxcustom/onnxcustom_UT_39_std/_doc/sphinxdoc/source/onnxcustom/training/data_loader.py:209:local_bind (local_bind) -- 7100 7100 -- 0.01728 0.03221 -- ~:0: () +++ _bind_input_ortvalue -- 100 100 -- 0.00133 0.00140 -- onnxcustom/onnxcustom_UT_39_std/_doc/sphinxdoc/source/onnxcustom/training/optimizers.py:167:_bind_input_ortvalue (_bind_input_ortvalue) -- 200 200 -- 0.00007 0.00007 -- ~:0: () +++ -- 100 100 -- 0.00060 0.01175 -- ~:0: () +++ -- 100 100 -- 0.01226 0.01226 -- ~:0: () +++ -- 6700 6700 -- 0.00650 0.00650 -- ~:0: () +++ _create_training_session -- 1 1 -- 0.00018 0.02071 -- onnxcustom/onnxcustom_UT_39_std/_doc/sphinxdoc/source/onnxcustom/training/optimizers.py:275:_create_training_session (_create_training_session) -- 1 1 -- 0.00000 0.00000 -- onnxcustom/onnxcustom_UT_39_std/_doc/sphinxdoc/source/onnxcustom/training/optimizers.py:323: () -- 1 1 -- 0.00000 0.00000 -- onnxcustom/onnxcustom_UT_39_std/_doc/sphinxdoc/source/onnxcustom/training/optimizers.py:325: () __init__ -- 1 1 -- 0.02018 0.02026 -- onnxruntime/capi/training/training_session.py:19:__init__ (__init__) check_and_normalize_provider_args -- 1 1 -- 0.00004 0.00007 -- onnxruntime/capi/onnxruntime_inference_collection.py:24:check_and_normalize_provider_args (check_and_normalize_provider_args) set_provider_options -- 1 1 -- 0.00001 0.00001 -- onnxruntime/capi/onnxruntime_inference_collection.py:52:set_provider_options (set_provider_options) -- 1 1 -- 0.00000 0.00000 -- onnxruntime/capi/onnxruntime_inference_collection.py:63: () __init__ -- 1 1 -- 0.00000 0.00000 -- onnxruntime/capi/onnxruntime_inference_collection.py:107:__init__ (__init__) device_to_providers -- 1 1 -- 0.00002 0.00002 -- onnxruntime_helper.py:149:device_to_providers (device_to_providers) -- 1 1 -- 0.00024 0.00024 -- ~:0: () get_state -- 1 1 -- 0.00001 0.00022 -- onnxcustom/onnxcustom_UT_39_std/_doc/sphinxdoc/source/onnxcustom/training/optimizers.py:340:get_state (get_state) get_state -- 1 1 -- 0.00020 0.00020 -- onnxruntime/capi/training/training_session.py:52:get_state (get_state) +++ set_state -- 1 1 -- 0.00001 0.00007 -- onnxcustom/onnxcustom_UT_39_std/_doc/sphinxdoc/source/onnxcustom/training/optimizers.py:372:set_state (set_state) load_state -- 1 1 -- 0.00007 0.00007 -- onnxruntime/capi/training/training_session.py:64:load_state (load_state) value -- 101 101 -- 0.00013 0.00013 -- onnxcustom/onnxcustom_UT_39_std/_doc/sphinxdoc/source/onnxcustom/training/sgd_learning_rate.py:186:value (value) init_learning_rate -- 1 1 -- 0.00000 0.00000 -- onnxcustom/onnxcustom_UT_39_std/_doc/sphinxdoc/source/onnxcustom/training/sgd_learning_rate.py:205:init_learning_rate (init_learning_rate) update_learning_rate -- 100 100 -- 0.00270 0.00270 -- onnxcustom/onnxcustom_UT_39_std/_doc/sphinxdoc/source/onnxcustom/training/sgd_learning_rate.py:226:update_learning_rate (update_learning_rate) get_inputs -- 1 1 -- 0.00000 0.00000 -- onnxruntime/capi/onnxruntime_inference_collection.py:117:get_inputs (get_inputs) get_outputs -- 1 1 -- 0.00000 0.00000 -- onnxruntime/capi/onnxruntime_inference_collection.py:121:get_outputs (get_outputs) io_binding -- 1 1 -- 0.00000 0.00002 -- onnxruntime/capi/onnxruntime_inference_collection.py:276:io_binding (io_binding) __init__ -- 1 1 -- 0.00002 0.00002 -- onnxruntime/capi/onnxruntime_inference_collection.py:444:__init__ (__init__) __del__ -- 1 1 -- 0.00001 0.00001 -- onnxruntime/capi/training/training_session.py:48:__del__ (__del__) get_state -- 1 1 -- 0.00007 0.00007 -- onnxruntime/capi/training/training_session.py:52:get_state (get_state) +++ numpy_to_ort_value -- 100 100 -- 0.00053 0.00230 -- onnxruntime_helper.py:133:numpy_to_ort_value (numpy_to_ort_value) +++ -- 6 6 -- 0.00055 0.00055 -- ~:0: () -- 100 100 -- 0.00077 0.00077 -- ~:0: () +++ -- 100 100 -- 0.00007 0.00007 -- ~:0: () +++ fit -- 1 1 -- 0.00002 10.36644 -- onnxcustom/onnxcustom_UT_39_std/_venv/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:723:fit (fit) _validate_params -- 1 1 -- 0.00002 0.00285 -- onnxcustom/onnxcustom_UT_39_std/_venv/lib/python3.9/site-packages/sklearn/base.py:562:_validate_params (_validate_params) get_params -- 1 1 -- 0.00003 0.00085 -- onnxcustom/onnxcustom_UT_39_std/_venv/lib/python3.9/site-packages/sklearn/base.py:153:get_params (get_params) _get_param_names -- 1 1 -- 0.00005 0.00081 -- onnxcustom/onnxcustom_UT_39_std/_venv/lib/python3.9/site-packages/sklearn/base.py:122:_get_param_names (_get_param_names) kind -- 23 23 -- 0.00001 0.00001 -- /usr/local/lib/python3.9/inspect.py:2577:kind (kind) +++ parameters -- 1 1 -- 0.00000 0.00000 -- /usr/local/lib/python3.9/inspect.py:2882:parameters (parameters) +++ signature -- 1 1 -- 0.00001 0.00067 -- /usr/local/lib/python3.9/inspect.py:3128:signature (signature) +++ -- 1 1 -- 0.00004 0.00006 -- onnxcustom/onnxcustom_UT_39_std/_venv/lib/python3.9/site-packages/sklearn/base.py:136: () name -- 24 24 -- 0.00001 0.00001 -- /usr/local/lib/python3.9/inspect.py:2565:name (name) +++ kind -- 23 23 -- 0.00001 0.00001 -- /usr/local/lib/python3.9/inspect.py:2577:kind (kind) +++ -- 1 1 -- 0.00001 0.00002 -- onnxcustom/onnxcustom_UT_39_std/_venv/lib/python3.9/site-packages/sklearn/base.py:151: () name -- 23 23 -- 0.00001 0.00001 -- /usr/local/lib/python3.9/inspect.py:2565:name (name) +++ -- 23 23 -- 0.00001 0.00001 -- ~:0: () +++ validate_parameter_constraints -- 1 1 -- 0.00015 0.00199 -- onnxcustom/onnxcustom_UT_39_std/_venv/lib/python3.9/site-packages/sklearn/utils/_param_validation.py:28:validate_parameter_constraints (validate_parameter_constraints) +++ _fit -- 1 1 -- 0.00011 10.36356 -- onnxcustom/onnxcustom_UT_39_std/_venv/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:417:_fit (_fit) any -- 1 1 -- 0.00001 0.00008 -- <__array_function__ internals>:177:any (any) _any_dispatcher -- 1 1 -- 0.00000 0.00000 -- onnxcustom/onnxcustom_UT_39_std/_venv/lib/python3.9/site-packages/numpy/core/fromnumeric.py:2328:_any_dispatcher (_any_dispatcher) _initialize -- 1 1 -- 0.00004 0.00049 -- onnxcustom/onnxcustom_UT_39_std/_venv/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:357:_initialize (_initialize) is_classifier -- 1 1 -- 0.00000 0.00000 -- onnxcustom/onnxcustom_UT_39_std/_venv/lib/python3.9/site-packages/sklearn/base.py:993:is_classifier (is_classifier) _init_coef -- 3 3 -- 0.00008 0.00044 -- onnxcustom/onnxcustom_UT_39_std/_venv/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:400:_init_coef (_init_coef) -- 6 6 -- 0.00031 0.00031 -- ~:0: () -- 1 1 -- 0.00001 0.00002 -- onnxcustom/onnxcustom_UT_39_std/_venv/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:455: () -- 1 1 -- 0.00000 0.00001 -- onnxcustom/onnxcustom_UT_39_std/_venv/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:460: () _fit_stochastic -- 1 1 -- 0.26838 10.36153 -- onnxcustom/onnxcustom_UT_39_std/_venv/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:540:_fit_stochastic (_fit_stochastic) clip -- 1 1 -- 0.00000 0.00017 -- <__array_function__ internals>:177:clip (clip) _clip_dispatcher -- 1 1 -- 0.00000 0.00000 -- onnxcustom/onnxcustom_UT_39_std/_venv/lib/python3.9/site-packages/numpy/core/fromnumeric.py:2107:_clip_dispatcher (_clip_dispatcher) -- 1 1 -- 0.00000 0.00016 -- ~:0: () +++ _backprop -- 6700 6700 -- 0.56387 7.78020 -- onnxcustom/onnxcustom_UT_39_std/_venv/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:278:_backprop (_backprop) dot -- 20100 20100 -- 0.06823 0.28436 -- <__array_function__ internals>:177:dot (dot) dot -- 20100 20100 -- 0.01246 0.01246 -- onnxcustom/onnxcustom_UT_39_std/_venv/lib/python3.9/site-packages/numpy/core/multiarray.py:740:dot (dot) -- 20100 20100 -- 0.20367 0.20367 -- ~:0: () +++ inplace_relu_derivative -- 13400 13400 -- 0.42397 0.42397 -- onnxcustom/onnxcustom_UT_39_std/_venv/lib/python3.9/site-packages/sklearn/neural_network/_base.py:132:inplace_relu_derivative (inplace_relu_derivative) squared_loss -- 6700 6700 -- 0.21644 0.75569 -- onnxcustom/onnxcustom_UT_39_std/_venv/lib/python3.9/site-packages/sklearn/neural_network/_base.py:158:squared_loss (squared_loss) -- 6700 6700 -- 0.02714 0.53925 -- ~:0: () +++ _forward_pass -- 6700 6700 -- 0.49250 1.40606 -- onnxcustom/onnxcustom_UT_39_std/_venv/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:156:_forward_pass (_forward_pass) inplace_identity -- 6700 6700 -- 0.00467 0.00467 -- onnxcustom/onnxcustom_UT_39_std/_venv/lib/python3.9/site-packages/sklearn/neural_network/_base.py:13:inplace_identity (inplace_identity) inplace_relu -- 13400 13400 -- 0.24747 0.24747 -- onnxcustom/onnxcustom_UT_39_std/_venv/lib/python3.9/site-packages/sklearn/neural_network/_base.py:47:inplace_relu (inplace_relu) safe_sparse_dot -- 20100 20100 -- 0.61913 0.66142 -- onnxcustom/onnxcustom_UT_39_std/_venv/lib/python3.9/site-packages/sklearn/utils/extmath.py:156:safe_sparse_dot (safe_sparse_dot) +++ _compute_loss_grad -- 20100 20100 -- 1.13216 3.99297 -- onnxcustom/onnxcustom_UT_39_std/_venv/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:214:_compute_loss_grad (_compute_loss_grad) mean -- 20100 20100 -- 0.07698 2.16640 -- <__array_function__ internals>:177:mean (mean) _mean_dispatcher -- 20100 20100 -- 0.01363 0.01363 -- onnxcustom/onnxcustom_UT_39_std/_venv/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3340:_mean_dispatcher (_mean_dispatcher) -- 20100 20100 -- 0.06673 2.07579 -- ~:0: () +++ safe_sparse_dot -- 20100 20100 -- 0.65156 0.69440 -- onnxcustom/onnxcustom_UT_39_std/_venv/lib/python3.9/site-packages/sklearn/utils/extmath.py:156:safe_sparse_dot (safe_sparse_dot) +++ safe_sparse_dot -- 13400 13400 -- 0.29209 0.32024 -- onnxcustom/onnxcustom_UT_39_std/_venv/lib/python3.9/site-packages/sklearn/utils/extmath.py:156:safe_sparse_dot (safe_sparse_dot) +++ -- 20100 20100 -- 0.03304 0.03304 -- ~:0: () _update_no_improvement_count -- 100 100 -- 0.00054 0.00054 -- onnxcustom/onnxcustom_UT_39_std/_venv/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:694:_update_no_improvement_count (_update_no_improvement_count) update_params -- 6700 6700 -- 0.34336 1.88125 -- onnxcustom/onnxcustom_UT_39_std/_venv/lib/python3.9/site-packages/sklearn/neural_network/_stochastic_optimizers.py:29:update_params (update_params) -- 46900 46900 -- 0.03107 0.03107 -- onnxcustom/onnxcustom_UT_39_std/_venv/lib/python3.9/site-packages/sklearn/neural_network/_stochastic_optimizers.py:43: () _get_updates -- 6700 6700 -- 0.06631 1.50682 -- onnxcustom/onnxcustom_UT_39_std/_venv/lib/python3.9/site-packages/sklearn/neural_network/_stochastic_optimizers.py:169:_get_updates (_get_updates) -- 6700 6700 -- 1.44051 1.44051 -- onnxcustom/onnxcustom_UT_39_std/_venv/lib/python3.9/site-packages/sklearn/neural_network/_stochastic_optimizers.py:183: () __init__ -- 1 1 -- 0.00007 0.00035 -- onnxcustom/onnxcustom_UT_39_std/_venv/lib/python3.9/site-packages/sklearn/neural_network/_stochastic_optimizers.py:121:__init__ (__init__) __init__ -- 1 1 -- 0.00000 0.00000 -- onnxcustom/onnxcustom_UT_39_std/_venv/lib/python3.9/site-packages/sklearn/neural_network/_stochastic_optimizers.py:25:__init__ (__init__) -- 1 1 -- 0.00002 0.00028 -- onnxcustom/onnxcustom_UT_39_std/_venv/lib/python3.9/site-packages/sklearn/neural_network/_stochastic_optimizers.py:136: () zeros_like -- 6 6 -- 0.00002 0.00025 -- <__array_function__ internals>:177:zeros_like (zeros_like) _zeros_like_dispatcher -- 6 6 -- 0.00000 0.00000 -- onnxcustom/onnxcustom_UT_39_std/_venv/lib/python3.9/site-packages/numpy/core/numeric.py:73:_zeros_like_dispatcher (_zeros_like_dispatcher) -- 6 6 -- 0.00002 0.00023 -- ~:0: () +++ iteration_ends -- 100 100 -- 0.00098 0.00098 -- onnxcustom/onnxcustom_UT_39_std/_venv/lib/python3.9/site-packages/sklearn/neural_network/_stochastic_optimizers.py:138:iteration_ends (iteration_ends) _safe_indexing -- 6700 6700 -- 0.05383 0.36439 -- onnxcustom/onnxcustom_UT_39_std/_venv/lib/python3.9/site-packages/sklearn/utils/__init__.py:285:_safe_indexing (_safe_indexing) +++ shuffle -- 100 100 -- 0.00094 0.03182 -- onnxcustom/onnxcustom_UT_39_std/_venv/lib/python3.9/site-packages/sklearn/utils/__init__.py:617:shuffle (shuffle) resample -- 100 100 -- 0.00238 0.03088 -- onnxcustom/onnxcustom_UT_39_std/_venv/lib/python3.9/site-packages/sklearn/utils/__init__.py:467:resample (resample) -- 100 100 -- 0.00033 0.00057 -- onnxcustom/onnxcustom_UT_39_std/_venv/lib/python3.9/site-packages/sklearn/utils/__init__.py:608: () isspmatrix -- 100 100 -- 0.00012 0.00024 -- onnxcustom/onnxcustom_UT_39_std/_venv/lib/python3.9/site-packages/scipy/sparse/_base.py:1301:isspmatrix (isspmatrix) +++ -- 100 100 -- 0.00032 0.00491 -- onnxcustom/onnxcustom_UT_39_std/_venv/lib/python3.9/site-packages/sklearn/utils/__init__.py:609: () _safe_indexing -- 100 100 -- 0.00078 0.00459 -- onnxcustom/onnxcustom_UT_39_std/_venv/lib/python3.9/site-packages/sklearn/utils/__init__.py:285:_safe_indexing (_safe_indexing) +++ check_consistent_length -- 100 100 -- 0.00092 0.01369 -- onnxcustom/onnxcustom_UT_39_std/_venv/lib/python3.9/site-packages/sklearn/utils/validation.py:383:check_consistent_length (check_consistent_length) +++ check_random_state -- 100 100 -- 0.00059 0.00182 -- onnxcustom/onnxcustom_UT_39_std/_venv/lib/python3.9/site-packages/sklearn/utils/validation.py:1197:check_random_state (check_random_state) +++ -- 100 100 -- 0.00582 0.00582 -- ~:0: () -- 100 100 -- 0.00142 0.00142 -- ~:0: () +++ -- 100 100 -- 0.00015 0.00015 -- ~:0: () +++ -- 200 200 -- 0.00013 0.00013 -- ~:0: () +++ gen_batches -- 6800 6800 -- 0.03184 0.03243 -- onnxcustom/onnxcustom_UT_39_std/_venv/lib/python3.9/site-packages/sklearn/utils/__init__.py:728:gen_batches (gen_batches) -- 100 100 -- 0.00024 0.00060 -- ~:0: () +++ -- 100 100 -- 0.00010 0.00010 -- ~:0: () +++ -- 1 1 -- 0.00006 0.00093 -- ~:0: () _showwarnmsg -- 1 1 -- 0.00001 0.00086 -- /usr/local/lib/python3.9/warnings.py:96:_showwarnmsg (_showwarnmsg) _showwarning -- 1 1 -- 0.00001 0.00085 -- onnxcustom/onnxcustom_UT_39_std/_venv/lib/python3.9/site-packages/sphinx_gallery/gen_rst.py:557:_showwarning (_showwarning) formatwarning -- 1 1 -- 0.00001 0.00005 -- /usr/local/lib/python3.9/warnings.py:15:formatwarning (formatwarning) _formatwarnmsg_impl -- 1 1 -- 0.00003 0.00004 -- /usr/local/lib/python3.9/warnings.py:35:_formatwarnmsg_impl (_formatwarnmsg_impl) getline -- 1 1 -- 0.00001 0.00001 -- /usr/local/lib/python3.9/linecache.py:26:getline (getline) getlines -- 1 1 -- 0.00001 0.00001 -- /usr/local/lib/python3.9/linecache.py:36:getlines (getlines) __init__ -- 1 1 -- 0.00000 0.00000 -- /usr/local/lib/python3.9/warnings.py:403:__init__ (__init__) +++ write -- 1 1 -- 0.00002 0.00079 -- onnxcustom/onnxcustom_UT_39_std/_venv/lib/python3.9/site-packages/sphinx_gallery/gen_rst.py:83:write (write) +++ __init__ -- 1 1 -- 0.00001 0.00001 -- /usr/local/lib/python3.9/warnings.py:403:__init__ (__init__) +++ _validate_input -- 1 1 -- 0.00002 0.00107 -- onnxcustom/onnxcustom_UT_39_std/_venv/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:1582:_validate_input (_validate_input) _validate_data -- 1 1 -- 0.00002 0.00105 -- onnxcustom/onnxcustom_UT_39_std/_venv/lib/python3.9/site-packages/sklearn/base.py:453:_validate_data (_validate_data) _check_n_features -- 1 1 -- 0.00000 0.00002 -- onnxcustom/onnxcustom_UT_39_std/_venv/lib/python3.9/site-packages/sklearn/base.py:318:_check_n_features (_check_n_features) _num_features -- 1 1 -- 0.00001 0.00001 -- onnxcustom/onnxcustom_UT_39_std/_venv/lib/python3.9/site-packages/sklearn/utils/validation.py:267:_num_features (_num_features) _check_feature_names -- 1 1 -- 0.00000 0.00001 -- onnxcustom/onnxcustom_UT_39_std/_venv/lib/python3.9/site-packages/sklearn/base.py:364:_check_feature_names (_check_feature_names) _get_feature_names -- 1 1 -- 0.00000 0.00000 -- onnxcustom/onnxcustom_UT_39_std/_venv/lib/python3.9/site-packages/sklearn/utils/validation.py:1860:_get_feature_names (_get_feature_names) check_X_y -- 1 1 -- 0.00001 0.00099 -- onnxcustom/onnxcustom_UT_39_std/_venv/lib/python3.9/site-packages/sklearn/utils/validation.py:979:check_X_y (check_X_y) check_consistent_length -- 1 1 -- 0.00001 0.00017 -- onnxcustom/onnxcustom_UT_39_std/_venv/lib/python3.9/site-packages/sklearn/utils/validation.py:383:check_consistent_length (check_consistent_length) +++ check_array -- 1 1 -- 0.00005 0.00050 -- onnxcustom/onnxcustom_UT_39_std/_venv/lib/python3.9/site-packages/sklearn/utils/validation.py:629:check_array (check_array) +++ _check_y -- 1 1 -- 0.00001 0.00031 -- onnxcustom/onnxcustom_UT_39_std/_venv/lib/python3.9/site-packages/sklearn/utils/validation.py:1127:_check_y (_check_y) check_array -- 1 1 -- 0.00004 0.00031 -- onnxcustom/onnxcustom_UT_39_std/_venv/lib/python3.9/site-packages/sklearn/utils/validation.py:629:check_array (check_array) +++ check_random_state -- 1 1 -- 0.00000 0.00000 -- onnxcustom/onnxcustom_UT_39_std/_venv/lib/python3.9/site-packages/sklearn/utils/validation.py:1197:check_random_state (check_random_state) +++ -- 1 1 -- 0.00001 0.00023 -- ~:0: () -- 7 7 -- 0.00009 0.00022 -- onnxcustom/onnxcustom_UT_39_std/_venv/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:485: () -- 6 6 -- 0.00002 0.00013 -- ~:0: () _all -- 6 6 -- 0.00001 0.00011 -- onnxcustom/onnxcustom_UT_39_std/_venv/lib/python3.9/site-packages/numpy/core/_methods.py:61:_all (_all) -- 6 6 -- 0.00010 0.00010 -- ~:0: () +++ -- 3 3 -- 0.00003 0.00186 -- ~:0: () write -- 6 6 -- 0.00008 0.00183 -- onnxcustom/onnxcustom_UT_39_std/_venv/lib/python3.9/site-packages/sphinx_gallery/gen_rst.py:83:write (write) +++ _mean -- 26900 26900 -- 0.95049 2.39535 -- onnxcustom/onnxcustom_UT_39_std/_venv/lib/python3.9/site-packages/numpy/core/_methods.py:164:_mean (_mean) __enter__ -- 20100 20100 -- 0.05025 0.15076 -- /usr/local/lib/python3.9/contextlib.py:112:__enter__ (__enter__) -- 20100 20100 -- 0.01778 0.10050 -- ~:0: () +++ __exit__ -- 20100 20100 -- 0.09070 0.20655 -- /usr/local/lib/python3.9/contextlib.py:121:__exit__ (__exit__) -- 20100 20100 -- 0.03260 0.11584 -- ~:0: () +++ helper -- 20100 20100 -- 0.06628 0.18628 -- /usr/local/lib/python3.9/contextlib.py:242:helper (helper) __init__ -- 20100 20100 -- 0.10235 0.12000 -- /usr/local/lib/python3.9/contextlib.py:86:__init__ (__init__) -- 20100 20100 -- 0.01765 0.01765 -- ~:0: () +++ _count_reduce_items -- 26900 26900 -- 0.31184 0.36172 -- onnxcustom/onnxcustom_UT_39_std/_venv/lib/python3.9/site-packages/numpy/core/_methods.py:67:_count_reduce_items (_count_reduce_items) -- 33800 33800 -- 0.03130 0.03130 -- ~:0: () -- 20100 20100 -- 0.01858 0.01858 -- ~:0: () +++ -- 26900 26900 -- 0.01303 0.01303 -- ~:0: () +++ -- 26900 26900 -- 0.46601 0.46601 -- ~:0: () +++ -- 6800 6800 -- 0.00926 0.00926 -- ~:0: () +++ -- 26900 26900 -- 0.01884 0.01884 -- ~:0: () +++ -- 53800 53800 -- 0.03242 0.03242 -- ~:0: () seterr -- 4 4 -- 0.00004 0.00008 -- onnxcustom/onnxcustom_UT_39_std/_venv/lib/python3.9/site-packages/numpy/core/_ufunc_config.py:33:seterr (seterr) geterr -- 4 4 -- 0.00002 0.00003 -- onnxcustom/onnxcustom_UT_39_std/_venv/lib/python3.9/site-packages/numpy/core/_ufunc_config.py:132:geterr (geterr) _wrapreduction -- 3 3 -- 0.00003 0.00021 -- onnxcustom/onnxcustom_UT_39_std/_venv/lib/python3.9/site-packages/numpy/core/fromnumeric.py:69:_wrapreduction (_wrapreduction) -- 3 3 -- 0.00001 0.00001 -- onnxcustom/onnxcustom_UT_39_std/_venv/lib/python3.9/site-packages/numpy/core/fromnumeric.py:70: () -- 3 3 -- 0.00017 0.00017 -- ~:0: () +++ isspmatrix -- 60502 60502 -- 0.06886 0.12383 -- onnxcustom/onnxcustom_UT_39_std/_venv/lib/python3.9/site-packages/scipy/sparse/_base.py:1301:isspmatrix (isspmatrix) -- 60502 60502 -- 0.05497 0.05497 -- ~:0: () +++ get_config -- 6 6 -- 0.00002 0.00004 -- onnxcustom/onnxcustom_UT_39_std/_venv/lib/python3.9/site-packages/sklearn/_config.py:30:get_config (get_config) _get_threadlocal_config -- 6 6 -- 0.00001 0.00001 -- onnxcustom/onnxcustom_UT_39_std/_venv/lib/python3.9/site-packages/sklearn/_config.py:22:_get_threadlocal_config (_get_threadlocal_config) _safe_indexing -- 6800 6800 -- 0.05461 0.36898 -- onnxcustom/onnxcustom_UT_39_std/_venv/lib/python3.9/site-packages/sklearn/utils/__init__.py:285:_safe_indexing (_safe_indexing) _array_indexing -- 6800 6800 -- 0.16856 0.18157 -- onnxcustom/onnxcustom_UT_39_std/_venv/lib/python3.9/site-packages/sklearn/utils/__init__.py:179:_array_indexing (_array_indexing) isspmatrix -- 6800 6800 -- 0.00575 0.01030 -- onnxcustom/onnxcustom_UT_39_std/_venv/lib/python3.9/site-packages/scipy/sparse/_base.py:1301:isspmatrix (isspmatrix) +++ -- 6800 6800 -- 0.00271 0.00271 -- ~:0: () +++ _determine_key_type -- 6800 6800 -- 0.09243 0.11986 -- onnxcustom/onnxcustom_UT_39_std/_venv/lib/python3.9/site-packages/sklearn/utils/__init__.py:215:_determine_key_type (_determine_key_type) -- 6800 6800 -- 0.00596 0.00596 -- ~:0: () -- 6800 6800 -- 0.00385 0.00385 -- ~:0: () +++ -- 20400 20400 -- 0.01762 0.01762 -- ~:0: () +++ -- 13600 13600 -- 0.01294 0.01294 -- ~:0: () +++ __getattr__ -- 6 6 -- 0.00001 0.00001 -- onnxcustom/onnxcustom_UT_39_std/_venv/lib/python3.9/site-packages/sklearn/utils/_array_api.py:63:__getattr__ (__getattr__) asarray -- 4 4 -- 0.00001 0.00001 -- onnxcustom/onnxcustom_UT_39_std/_venv/lib/python3.9/site-packages/sklearn/utils/_array_api.py:70:asarray (asarray) get_namespace -- 4 4 -- 0.00001 0.00005 -- onnxcustom/onnxcustom_UT_39_std/_venv/lib/python3.9/site-packages/sklearn/utils/_array_api.py:90:get_namespace (get_namespace) get_config -- 4 4 -- 0.00002 0.00003 -- onnxcustom/onnxcustom_UT_39_std/_venv/lib/python3.9/site-packages/sklearn/_config.py:30:get_config (get_config) +++ validate_parameter_constraints -- 1 3 -- 0.00020 0.00199 -- onnxcustom/onnxcustom_UT_39_std/_venv/lib/python3.9/site-packages/sklearn/utils/_param_validation.py:28:validate_parameter_constraints (validate_parameter_constraints) -- 23 31 -- 0.00006 0.00130 -- onnxcustom/onnxcustom_UT_39_std/_venv/lib/python3.9/site-packages/sklearn/utils/_param_validation.py:74: () make_constraint -- 26 42 -- 0.00015 0.00126 -- onnxcustom/onnxcustom_UT_39_std/_venv/lib/python3.9/site-packages/sklearn/utils/_param_validation.py:103:make_constraint (make_constraint) __init__ -- 5 5 -- 0.00000 0.00000 -- onnxcustom/onnxcustom_UT_39_std/_venv/lib/python3.9/site-packages/sklearn/utils/_param_validation.py:226:__init__ (__init__) +++ __init__ -- 10 10 -- 0.00003 0.00004 -- onnxcustom/onnxcustom_UT_39_std/_venv/lib/python3.9/site-packages/sklearn/utils/_param_validation.py:258:__init__ (__init__) +++ __init__ -- 1 1 -- 0.00002 0.00050 -- onnxcustom/onnxcustom_UT_39_std/_venv/lib/python3.9/site-packages/sklearn/utils/_param_validation.py:505:__init__ (__init__) wrapper -- 1 1 -- 0.00003 0.00048 -- onnxcustom/onnxcustom_UT_39_std/_venv/lib/python3.9/site-packages/sklearn/utils/_param_validation.py:169:wrapper (wrapper) +++ __init__ -- 2 2 -- 0.00000 0.00000 -- onnxcustom/onnxcustom_UT_39_std/_venv/lib/python3.9/site-packages/sklearn/utils/_param_validation.py:226:__init__ (__init__) +++ __init__ -- 1 1 -- 0.00000 0.00000 -- onnxcustom/onnxcustom_UT_39_std/_venv/lib/python3.9/site-packages/sklearn/utils/_param_validation.py:258:__init__ (__init__) +++ __init__ -- 4 4 -- 0.00004 0.00009 -- onnxcustom/onnxcustom_UT_39_std/_venv/lib/python3.9/site-packages/sklearn/utils/_param_validation.py:530:__init__ (__init__) __init__ -- 4 4 -- 0.00001 0.00001 -- onnxcustom/onnxcustom_UT_39_std/_venv/lib/python3.9/site-packages/sklearn/utils/_param_validation.py:226:__init__ (__init__) +++ __init__ -- 12 12 -- 0.00003 0.00004 -- onnxcustom/onnxcustom_UT_39_std/_venv/lib/python3.9/site-packages/sklearn/utils/_param_validation.py:258:__init__ (__init__) +++ __init__ -- 1 1 -- 0.00002 0.00044 -- onnxcustom/onnxcustom_UT_39_std/_venv/lib/python3.9/site-packages/sklearn/utils/_param_validation.py:563:__init__ (__init__) wrapper -- 1 1 -- 0.00003 0.00042 -- onnxcustom/onnxcustom_UT_39_std/_venv/lib/python3.9/site-packages/sklearn/utils/_param_validation.py:169:wrapper (wrapper) +++ __init__ -- 1 1 -- 0.00000 0.00000 -- onnxcustom/onnxcustom_UT_39_std/_venv/lib/python3.9/site-packages/sklearn/utils/_param_validation.py:226:__init__ (__init__) +++ __init__ -- 2 2 -- 0.00001 0.00001 -- onnxcustom/onnxcustom_UT_39_std/_venv/lib/python3.9/site-packages/sklearn/utils/_param_validation.py:258:__init__ (__init__) +++ -- 192 192 -- 0.00012 0.00017 -- ~:0: () +++ is_satisfied_by -- 7 7 -- 0.00001 0.00004 -- onnxcustom/onnxcustom_UT_39_std/_venv/lib/python3.9/site-packages/sklearn/utils/_param_validation.py:262:is_satisfied_by (is_satisfied_by) +++ is_satisfied_by -- 1 1 -- 0.00000 0.00000 -- onnxcustom/onnxcustom_UT_39_std/_venv/lib/python3.9/site-packages/sklearn/utils/_param_validation.py:272:is_satisfied_by (is_satisfied_by) +++ is_satisfied_by -- 6 6 -- 0.00001 0.00001 -- onnxcustom/onnxcustom_UT_39_std/_venv/lib/python3.9/site-packages/sklearn/utils/_param_validation.py:328:is_satisfied_by (is_satisfied_by) is_satisfied_by -- 13 13 -- 0.00003 0.00038 -- onnxcustom/onnxcustom_UT_39_std/_venv/lib/python3.9/site-packages/sklearn/utils/_param_validation.py:450:is_satisfied_by (is_satisfied_by) +++ is_satisfied_by -- 1 1 -- 0.00000 0.00002 -- onnxcustom/onnxcustom_UT_39_std/_venv/lib/python3.9/site-packages/sklearn/utils/_param_validation.py:471:is_satisfied_by (is_satisfied_by) _is_arraylike_not_scalar -- 1 1 -- 0.00001 0.00002 -- onnxcustom/onnxcustom_UT_39_std/_venv/lib/python3.9/site-packages/sklearn/utils/validation.py:262:_is_arraylike_not_scalar (_is_arraylike_not_scalar) isscalar -- 1 1 -- 0.00001 0.00001 -- onnxcustom/onnxcustom_UT_39_std/_venv/lib/python3.9/site-packages/numpy/core/numeric.py:1878:isscalar (isscalar) _is_arraylike -- 1 1 -- 0.00000 0.00000 -- onnxcustom/onnxcustom_UT_39_std/_venv/lib/python3.9/site-packages/sklearn/utils/validation.py:257:_is_arraylike (_is_arraylike) is_satisfied_by -- 1 1 -- 0.00001 0.00002 -- onnxcustom/onnxcustom_UT_39_std/_venv/lib/python3.9/site-packages/sklearn/utils/_param_validation.py:513:is_satisfied_by (is_satisfied_by) -- 1 1 -- 0.00000 0.00000 -- onnxcustom/onnxcustom_UT_39_std/_venv/lib/python3.9/site-packages/sklearn/utils/_param_validation.py:514: () +++ is_satisfied_by -- 4 4 -- 0.00003 0.00007 -- onnxcustom/onnxcustom_UT_39_std/_venv/lib/python3.9/site-packages/sklearn/utils/_param_validation.py:538:is_satisfied_by (is_satisfied_by) -- 4 4 -- 0.00000 0.00000 -- onnxcustom/onnxcustom_UT_39_std/_venv/lib/python3.9/site-packages/sklearn/utils/_param_validation.py:547: () +++ is_satisfied_by -- 1 1 -- 0.00001 0.00003 -- onnxcustom/onnxcustom_UT_39_std/_venv/lib/python3.9/site-packages/sklearn/utils/_param_validation.py:571:is_satisfied_by (is_satisfied_by) -- 1 1 -- 0.00000 0.00000 -- onnxcustom/onnxcustom_UT_39_std/_venv/lib/python3.9/site-packages/sklearn/utils/_param_validation.py:572: () +++ wrapper -- 2 2 -- 0.00006 0.00089 -- onnxcustom/onnxcustom_UT_39_std/_venv/lib/python3.9/site-packages/sklearn/utils/_param_validation.py:169:wrapper (wrapper) apply_defaults -- 2 2 -- 0.00003 0.00004 -- /usr/local/lib/python3.9/inspect.py:2718:apply_defaults (apply_defaults) parameters -- 2 2 -- 0.00000 0.00000 -- /usr/local/lib/python3.9/inspect.py:2882:parameters (parameters) +++ parameters -- 2 2 -- 0.00000 0.00000 -- /usr/local/lib/python3.9/inspect.py:2882:parameters (parameters) +++ bind -- 2 2 -- 0.00001 0.00013 -- /usr/local/lib/python3.9/inspect.py:3057:bind (bind) _bind -- 2 2 -- 0.00009 0.00012 -- /usr/local/lib/python3.9/inspect.py:2926:_bind (_bind) name -- 20 20 -- 0.00001 0.00001 -- /usr/local/lib/python3.9/inspect.py:2565:name (name) +++ kind -- 26 26 -- 0.00001 0.00001 -- /usr/local/lib/python3.9/inspect.py:2577:kind (kind) +++ __init__ -- 2 2 -- 0.00000 0.00000 -- /usr/local/lib/python3.9/inspect.py:2657:__init__ (__init__) parameters -- 2 2 -- 0.00000 0.00000 -- /usr/local/lib/python3.9/inspect.py:2882:parameters (parameters) +++ -- 20 20 -- 0.00001 0.00001 -- ~:0: () +++ signature -- 2 2 -- 0.00000 0.00033 -- /usr/local/lib/python3.9/inspect.py:3128:signature (signature) +++ validate_parameter_constraints -- 2 2 -- 0.00005 0.00026 -- onnxcustom/onnxcustom_UT_39_std/_venv/lib/python3.9/site-packages/sklearn/utils/_param_validation.py:28:validate_parameter_constraints (validate_parameter_constraints) +++ -- 2 2 -- 0.00002 0.00002 -- onnxcustom/onnxcustom_UT_39_std/_venv/lib/python3.9/site-packages/sklearn/utils/_param_validation.py:179: () kind -- 10 10 -- 0.00000 0.00000 -- /usr/local/lib/python3.9/inspect.py:2577:kind (kind) +++ -- 2 2 -- 0.00001 0.00001 -- onnxcustom/onnxcustom_UT_39_std/_venv/lib/python3.9/site-packages/sklearn/utils/_param_validation.py:185: () __init__ -- 2 2 -- 0.00001 0.00004 -- onnxcustom/onnxcustom_UT_39_std/_venv/lib/python3.9/site-packages/sklearn/utils/_param_validation.py:395:__init__ (__init__) __init__ -- 2 2 -- 0.00000 0.00000 -- onnxcustom/onnxcustom_UT_39_std/_venv/lib/python3.9/site-packages/sklearn/utils/_param_validation.py:226:__init__ (__init__) +++ _check_params -- 2 2 -- 0.00001 0.00003 -- onnxcustom/onnxcustom_UT_39_std/_venv/lib/python3.9/site-packages/sklearn/utils/_param_validation.py:412:_check_params (_check_params) __init__ -- 39 39 -- 0.00004 0.00004 -- onnxcustom/onnxcustom_UT_39_std/_venv/lib/python3.9/site-packages/sklearn/utils/_param_validation.py:226:__init__ (__init__) __init__ -- 25 25 -- 0.00007 0.00010 -- onnxcustom/onnxcustom_UT_39_std/_venv/lib/python3.9/site-packages/sklearn/utils/_param_validation.py:258:__init__ (__init__) __init__ -- 25 25 -- 0.00003 0.00003 -- onnxcustom/onnxcustom_UT_39_std/_venv/lib/python3.9/site-packages/sklearn/utils/_param_validation.py:226:__init__ (__init__) +++ is_satisfied_by -- 12 12 -- 0.00001 0.00005 -- onnxcustom/onnxcustom_UT_39_std/_venv/lib/python3.9/site-packages/sklearn/utils/_param_validation.py:262:is_satisfied_by (is_satisfied_by) -- 12 12 -- 0.00001 0.00004 -- ~:0: () +++ is_satisfied_by -- 2 2 -- 0.00000 0.00000 -- onnxcustom/onnxcustom_UT_39_std/_venv/lib/python3.9/site-packages/sklearn/utils/_param_validation.py:272:is_satisfied_by (is_satisfied_by) is_satisfied_by -- 15 15 -- 0.00003 0.00041 -- onnxcustom/onnxcustom_UT_39_std/_venv/lib/python3.9/site-packages/sklearn/utils/_param_validation.py:450:is_satisfied_by (is_satisfied_by) __contains__ -- 14 14 -- 0.00024 0.00026 -- onnxcustom/onnxcustom_UT_39_std/_venv/lib/python3.9/site-packages/sklearn/utils/_param_validation.py:434:__contains__ (__contains__) -- 12 12 -- 0.00001 0.00001 -- ~:0: () -- 13 13 -- 0.00001 0.00001 -- ~:0: () -- 15 15 -- 0.00003 0.00012 -- ~:0: () +++ -- 4 4 -- 0.00001 0.00001 -- onnxcustom/onnxcustom_UT_39_std/_venv/lib/python3.9/site-packages/sklearn/utils/_param_validation.py:514: () is_satisfied_by -- 1 1 -- 0.00000 0.00000 -- onnxcustom/onnxcustom_UT_39_std/_venv/lib/python3.9/site-packages/sklearn/utils/_param_validation.py:262:is_satisfied_by (is_satisfied_by) +++ is_satisfied_by -- 1 1 -- 0.00000 0.00000 -- onnxcustom/onnxcustom_UT_39_std/_venv/lib/python3.9/site-packages/sklearn/utils/_param_validation.py:272:is_satisfied_by (is_satisfied_by) +++ is_satisfied_by -- 1 1 -- 0.00000 0.00001 -- onnxcustom/onnxcustom_UT_39_std/_venv/lib/python3.9/site-packages/sklearn/utils/_param_validation.py:450:is_satisfied_by (is_satisfied_by) +++ -- 8 8 -- 0.00001 0.00002 -- onnxcustom/onnxcustom_UT_39_std/_venv/lib/python3.9/site-packages/sklearn/utils/_param_validation.py:547: () is_satisfied_by -- 4 4 -- 0.00000 0.00000 -- onnxcustom/onnxcustom_UT_39_std/_venv/lib/python3.9/site-packages/sklearn/utils/_param_validation.py:262:is_satisfied_by (is_satisfied_by) +++ -- 2 2 -- 0.00000 0.00003 -- onnxcustom/onnxcustom_UT_39_std/_venv/lib/python3.9/site-packages/sklearn/utils/_param_validation.py:572: () is_satisfied_by -- 1 1 -- 0.00000 0.00002 -- onnxcustom/onnxcustom_UT_39_std/_venv/lib/python3.9/site-packages/sklearn/utils/_param_validation.py:450:is_satisfied_by (is_satisfied_by) +++ safe_sparse_dot -- 53600 53600 -- 1.56278 1.67607 -- onnxcustom/onnxcustom_UT_39_std/_venv/lib/python3.9/site-packages/sklearn/utils/extmath.py:156:safe_sparse_dot (safe_sparse_dot) isspmatrix -- 53600 53600 -- 0.06299 0.11329 -- onnxcustom/onnxcustom_UT_39_std/_venv/lib/python3.9/site-packages/scipy/sparse/_base.py:1301:isspmatrix (isspmatrix) +++ _num_samples -- 104 104 -- 0.00225 0.00396 -- onnxcustom/onnxcustom_UT_39_std/_venv/lib/python3.9/site-packages/sklearn/utils/validation.py:320:_num_samples (_num_samples) -- 312 312 -- 0.00036 0.00036 -- ~:0: () +++ -- 104 104 -- 0.00022 0.00131 -- ~:0: () +++ -- 104 104 -- 0.00005 0.00005 -- ~:0: () +++ check_consistent_length -- 101 101 -- 0.00092 0.01386 -- onnxcustom/onnxcustom_UT_39_std/_venv/lib/python3.9/site-packages/sklearn/utils/validation.py:383:check_consistent_length (check_consistent_length) unique -- 101 101 -- 0.00051 0.00869 -- <__array_function__ internals>:177:unique (unique) _unique_dispatcher -- 101 101 -- 0.00007 0.00007 -- onnxcustom/onnxcustom_UT_39_std/_venv/lib/python3.9/site-packages/numpy/lib/arraysetops.py:133:_unique_dispatcher (_unique_dispatcher) -- 101 101 -- 0.00067 0.00812 -- ~:0: () +++ -- 101 101 -- 0.00029 0.00419 -- onnxcustom/onnxcustom_UT_39_std/_venv/lib/python3.9/site-packages/sklearn/utils/validation.py:394: () _num_samples -- 102 102 -- 0.00222 0.00390 -- onnxcustom/onnxcustom_UT_39_std/_venv/lib/python3.9/site-packages/sklearn/utils/validation.py:320:_num_samples (_num_samples) +++ -- 101 101 -- 0.00005 0.00005 -- ~:0: () +++ check_array -- 2 2 -- 0.00009 0.00081 -- onnxcustom/onnxcustom_UT_39_std/_venv/lib/python3.9/site-packages/sklearn/utils/validation.py:629:check_array (check_array) simplefilter -- 2 2 -- 0.00001 0.00005 -- /usr/local/lib/python3.9/warnings.py:165:simplefilter (simplefilter) _add_filter -- 2 2 -- 0.00003 0.00004 -- /usr/local/lib/python3.9/warnings.py:181:_add_filter (_add_filter) __init__ -- 2 2 -- 0.00001 0.00001 -- /usr/local/lib/python3.9/warnings.py:437:__init__ (__init__) __enter__ -- 2 2 -- 0.00002 0.00003 -- /usr/local/lib/python3.9/warnings.py:458:__enter__ (__enter__) __exit__ -- 2 2 -- 0.00001 0.00001 -- /usr/local/lib/python3.9/warnings.py:477:__exit__ (__exit__) isspmatrix -- 2 2 -- 0.00000 0.00000 -- onnxcustom/onnxcustom_UT_39_std/_venv/lib/python3.9/site-packages/scipy/sparse/_base.py:1301:isspmatrix (isspmatrix) +++ get_namespace -- 2 2 -- 0.00001 0.00003 -- onnxcustom/onnxcustom_UT_39_std/_venv/lib/python3.9/site-packages/sklearn/utils/_array_api.py:90:get_namespace (get_namespace) +++ _asarray_with_order -- 2 2 -- 0.00002 0.00004 -- onnxcustom/onnxcustom_UT_39_std/_venv/lib/python3.9/site-packages/sklearn/utils/_array_api.py:168:_asarray_with_order (_asarray_with_order) __getattr__ -- 2 2 -- 0.00000 0.00000 -- onnxcustom/onnxcustom_UT_39_std/_venv/lib/python3.9/site-packages/sklearn/utils/_array_api.py:63:__getattr__ (__getattr__) +++ asarray -- 2 2 -- 0.00000 0.00001 -- onnxcustom/onnxcustom_UT_39_std/_venv/lib/python3.9/site-packages/sklearn/utils/_array_api.py:70:asarray (asarray) +++ _assert_all_finite -- 2 2 -- 0.00011 0.00045 -- onnxcustom/onnxcustom_UT_39_std/_venv/lib/python3.9/site-packages/sklearn/utils/validation.py:96:_assert_all_finite (_assert_all_finite) sum -- 2 2 -- 0.00001 0.00020 -- <__array_function__ internals>:177:sum (sum) _sum_dispatcher -- 2 2 -- 0.00000 0.00000 -- onnxcustom/onnxcustom_UT_39_std/_venv/lib/python3.9/site-packages/numpy/core/fromnumeric.py:2183:_sum_dispatcher (_sum_dispatcher) -- 2 2 -- 0.00001 0.00019 -- ~:0: () +++ __init__ -- 2 2 -- 0.00000 0.00000 -- onnxcustom/onnxcustom_UT_39_std/_venv/lib/python3.9/site-packages/numpy/core/_ufunc_config.py:426:__init__ (__init__) __enter__ -- 2 2 -- 0.00001 0.00006 -- onnxcustom/onnxcustom_UT_39_std/_venv/lib/python3.9/site-packages/numpy/core/_ufunc_config.py:430:__enter__ (__enter__) seterr -- 2 2 -- 0.00002 0.00005 -- onnxcustom/onnxcustom_UT_39_std/_venv/lib/python3.9/site-packages/numpy/core/_ufunc_config.py:33:seterr (seterr) +++ __exit__ -- 2 2 -- 0.00001 0.00004 -- onnxcustom/onnxcustom_UT_39_std/_venv/lib/python3.9/site-packages/numpy/core/_ufunc_config.py:435:__exit__ (__exit__) seterr -- 2 2 -- 0.00001 0.00003 -- onnxcustom/onnxcustom_UT_39_std/_venv/lib/python3.9/site-packages/numpy/core/_ufunc_config.py:33:seterr (seterr) +++ get_config -- 2 2 -- 0.00000 0.00001 -- onnxcustom/onnxcustom_UT_39_std/_venv/lib/python3.9/site-packages/sklearn/_config.py:30:get_config (get_config) +++ __getattr__ -- 4 4 -- 0.00000 0.00001 -- onnxcustom/onnxcustom_UT_39_std/_venv/lib/python3.9/site-packages/sklearn/utils/_array_api.py:63:__getattr__ (__getattr__) +++ asarray -- 2 2 -- 0.00000 0.00000 -- onnxcustom/onnxcustom_UT_39_std/_venv/lib/python3.9/site-packages/sklearn/utils/_array_api.py:70:asarray (asarray) +++ get_namespace -- 2 2 -- 0.00000 0.00002 -- onnxcustom/onnxcustom_UT_39_std/_venv/lib/python3.9/site-packages/sklearn/utils/_array_api.py:90:get_namespace (get_namespace) +++ _num_samples -- 2 2 -- 0.00003 0.00007 -- onnxcustom/onnxcustom_UT_39_std/_venv/lib/python3.9/site-packages/sklearn/utils/validation.py:320:_num_samples (_num_samples) +++ _ensure_no_complex_data -- 2 2 -- 0.00001 0.00001 -- onnxcustom/onnxcustom_UT_39_std/_venv/lib/python3.9/site-packages/sklearn/utils/validation.py:571:_ensure_no_complex_data (_ensure_no_complex_data) _check_estimator_name -- 2 2 -- 0.00000 0.00001 -- onnxcustom/onnxcustom_UT_39_std/_venv/lib/python3.9/site-packages/sklearn/utils/validation.py:581:_check_estimator_name (_check_estimator_name) check_random_state -- 101 101 -- 0.00059 0.00182 -- onnxcustom/onnxcustom_UT_39_std/_venv/lib/python3.9/site-packages/sklearn/utils/validation.py:1197:check_random_state (check_random_state) -- 200 200 -- 0.00045 0.00123 -- ~:0: () +++ write -- 7 7 -- 0.00010 0.00262 -- onnxcustom/onnxcustom_UT_39_std/_venv/lib/python3.9/site-packages/sphinx_gallery/gen_rst.py:83:write (write) verbose -- 6 6 -- 0.00004 0.00250 -- onnxcustom/onnxcustom_UT_39_std/_venv/lib/python3.9/site-packages/sphinx/util/logging.py:128:verbose (verbose) log -- 6 6 -- 0.00006 0.00246 -- onnxcustom/onnxcustom_UT_39_std/_venv/lib/python3.9/site-packages/sphinx/util/logging.py:121:log (log) log -- 6 6 -- 0.00007 0.00239 -- /usr/local/lib/python3.9/logging/__init__.py:1825:log (log) log -- 6 6 -- 0.00006 0.00224 -- /usr/local/lib/python3.9/logging/__init__.py:1485:log (log) _log -- 6 6 -- 0.00004 0.00217 -- /usr/local/lib/python3.9/logging/__init__.py:1553:_log (_log) findCaller -- 6 6 -- 0.00008 0.00014 -- /usr/local/lib/python3.9/logging/__init__.py:1502:findCaller (findCaller) -- 6 6 -- 0.00002 0.00002 -- /usr/local/lib/python3.9/logging/__init__.py:156: () normcase -- 12 12 -- 0.00002 0.00003 -- /usr/local/lib/python3.9/posixpath.py:52:normcase (normcase) -- 12 12 -- 0.00001 0.00001 -- ~:0: () +++ -- 12 12 -- 0.00001 0.00001 -- ~:0: () +++ makeRecord -- 6 6 -- 0.00005 0.00065 -- /usr/local/lib/python3.9/logging/__init__.py:1538:makeRecord (makeRecord) __init__ -- 6 6 -- 0.00026 0.00060 -- /usr/local/lib/python3.9/logging/__init__.py:278:__init__ (__init__) getLevelName -- 6 6 -- 0.00004 0.00005 -- /usr/local/lib/python3.9/logging/__init__.py:119:getLevelName (getLevelName) -- 12 12 -- 0.00001 0.00001 -- ~:0: () +++ current_process -- 6 6 -- 0.00000 0.00000 -- /usr/local/lib/python3.9/multiprocessing/process.py:37:current_process (current_process) name -- 6 6 -- 0.00001 0.00001 -- /usr/local/lib/python3.9/multiprocessing/process.py:189:name (name) splitext -- 6 6 -- 0.00003 0.00008 -- /usr/local/lib/python3.9/posixpath.py:117:splitext (splitext) _splitext -- 6 6 -- 0.00003 0.00005 -- /usr/local/lib/python3.9/genericpath.py:121:_splitext (_splitext) -- 12 12 -- 0.00001 0.00001 -- ~:0: () +++ basename -- 6 6 -- 0.00004 0.00007 -- /usr/local/lib/python3.9/posixpath.py:140:basename (basename) _get_sep -- 6 6 -- 0.00001 0.00001 -- /usr/local/lib/python3.9/posixpath.py:41:_get_sep (_get_sep) name -- 6 6 -- 0.00001 0.00001 -- /usr/local/lib/python3.9/threading.py:1053:name (name) current_thread -- 6 6 -- 0.00002 0.00002 -- /usr/local/lib/python3.9/threading.py:1318:current_thread (current_thread) handle -- 6 6 -- 0.00002 0.00134 -- /usr/local/lib/python3.9/logging/__init__.py:1579:handle (handle) filter -- 6 6 -- 0.00001 0.00001 -- /usr/local/lib/python3.9/logging/__init__.py:787:filter (filter) +++ callHandlers -- 6 6 -- 0.00006 0.00131 -- /usr/local/lib/python3.9/logging/__init__.py:1633:callHandlers (callHandlers) handle -- 12 12 -- 0.00006 0.00126 -- /usr/local/lib/python3.9/logging/__init__.py:935:handle (handle) filter -- 12 12 -- 0.00005 0.00014 -- /usr/local/lib/python3.9/logging/__init__.py:787:filter (filter) +++ acquire -- 12 12 -- 0.00003 0.00005 -- /usr/local/lib/python3.9/logging/__init__.py:892:acquire (acquire) +++ release -- 12 12 -- 0.00001 0.00002 -- /usr/local/lib/python3.9/logging/__init__.py:899:release (release) +++ emit -- 6 6 -- 0.00003 0.00031 -- /usr/local/lib/python3.9/logging/__init__.py:1067:emit (emit) +++ emit -- 6 6 -- 0.00005 0.00068 -- onnxcustom/onnxcustom_UT_39_std/_venv/lib/python3.9/site-packages/sphinx/util/logging.py:151:emit (emit) acquire -- 6 6 -- 0.00001 0.00001 -- /usr/local/lib/python3.9/logging/__init__.py:892:acquire (acquire) +++ release -- 6 6 -- 0.00001 0.00001 -- /usr/local/lib/python3.9/logging/__init__.py:899:release (release) +++ emit -- 6 6 -- 0.00004 0.00060 -- /usr/local/lib/python3.9/logging/__init__.py:1067:emit (emit) +++ isEnabledFor -- 6 6 -- 0.00001 0.00001 -- /usr/local/lib/python3.9/logging/__init__.py:1677:isEnabledFor (isEnabledFor) +++ isEnabledFor -- 6 6 -- 0.00001 0.00003 -- /usr/local/lib/python3.9/logging/__init__.py:1834:isEnabledFor (isEnabledFor) isEnabledFor -- 6 6 -- 0.00001 0.00001 -- /usr/local/lib/python3.9/logging/__init__.py:1677:isEnabledFor (isEnabledFor) +++ process -- 6 6 -- 0.00004 0.00005 -- onnxcustom/onnxcustom_UT_39_std/_venv/lib/python3.9/site-packages/sphinx/util/logging.py:131:process (process) get_state -- 2 2 -- 0.00027 0.00027 -- onnxruntime/capi/training/training_session.py:52:get_state (get_state) numpy_to_ort_value -- 102 102 -- 0.00054 0.00234 -- onnxruntime_helper.py:133:numpy_to_ort_value (numpy_to_ort_value) -- 102 102 -- 0.00180 0.00180 -- ~:0: () -- 14330 14330 -- 0.02493 0.04475 -- ~:0: () __len__ -- 13600 13600 -- 0.01983 0.01983 -- onnxcustom/onnxcustom_UT_39_std/_doc/sphinxdoc/source/onnxcustom/training/data_loader.py:94:__len__ (__len__) -- 12 12 -- 0.00010 0.00010 -- ~:0: () -- 201 201 -- 0.01305 0.01305 -- ~:0: () -- 6950 6950 -- 0.00668 0.00668 -- ~:0: () -- 6800 6800 -- 0.02775 0.55100 -- ~:0: () _mean -- 6800 6800 -- 0.24623 0.52326 -- onnxcustom/onnxcustom_UT_39_std/_venv/lib/python3.9/site-packages/numpy/core/_methods.py:164:_mean (_mean) +++ -- 27697 27697 -- 0.02664 0.02664 -- ~:0: () -- 135660 135660 -- 0.11396 0.11644 -- ~:0: () __instancecheck__ -- 367 367 -- 0.00038 0.00247 -- /usr/local/lib/python3.9/abc.py:96:__instancecheck__ (__instancecheck__) -- 367 367 -- 0.00151 0.00210 -- ~:0: () __subclasscheck__ -- 121 121 -- 0.00016 0.00058 -- /usr/local/lib/python3.9/abc.py:100:__subclasscheck__ (__subclasscheck__) -- 121 121 -- 0.00043 0.00043 -- ~:0: () -- 107 107 -- 0.00048 0.00048 -- ~:0: () -- 101 101 -- 0.00144 0.00144 -- ~:0: () -- 40311 40325 -- 0.27119 2.28823 -- ~:0: () clip -- 1 1 -- 0.00001 0.00016 -- onnxcustom/onnxcustom_UT_39_std/_venv/lib/python3.9/site-packages/numpy/core/fromnumeric.py:2111:clip (clip) _wrapfunc -- 1 1 -- 0.00001 0.00015 -- onnxcustom/onnxcustom_UT_39_std/_venv/lib/python3.9/site-packages/numpy/core/fromnumeric.py:51:_wrapfunc (_wrapfunc) _wrapit -- 1 1 -- 0.00002 0.00014 -- onnxcustom/onnxcustom_UT_39_std/_venv/lib/python3.9/site-packages/numpy/core/fromnumeric.py:38:_wrapit (_wrapit) -- 1 1 -- 0.00001 0.00012 -- ~:0: () _clip -- 1 1 -- 0.00001 0.00012 -- onnxcustom/onnxcustom_UT_39_std/_venv/lib/python3.9/site-packages/numpy/core/_methods.py:127:_clip (_clip) _clip_dep_is_scalar_nan -- 2 2 -- 0.00005 0.00008 -- onnxcustom/onnxcustom_UT_39_std/_venv/lib/python3.9/site-packages/numpy/core/_methods.py:93:_clip_dep_is_scalar_nan (_clip_dep_is_scalar_nan) ndim -- 2 2 -- 0.00001 0.00003 -- <__array_function__ internals>:177:ndim (ndim) _ndim_dispatcher -- 2 2 -- 0.00000 0.00000 -- onnxcustom/onnxcustom_UT_39_std/_venv/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3148:_ndim_dispatcher (_ndim_dispatcher) _clip_dep_is_byte_swapped -- 2 2 -- 0.00000 0.00001 -- onnxcustom/onnxcustom_UT_39_std/_venv/lib/python3.9/site-packages/numpy/core/_methods.py:103:_clip_dep_is_byte_swapped (_clip_dep_is_byte_swapped) _clip_dep_invoke_with_casting -- 1 1 -- 0.00001 0.00001 -- onnxcustom/onnxcustom_UT_39_std/_venv/lib/python3.9/site-packages/numpy/core/_methods.py:108:_clip_dep_invoke_with_casting (_clip_dep_invoke_with_casting) sum -- 2 2 -- 0.00001 0.00018 -- onnxcustom/onnxcustom_UT_39_std/_venv/lib/python3.9/site-packages/numpy/core/fromnumeric.py:2188:sum (sum) _wrapreduction -- 2 2 -- 0.00002 0.00016 -- onnxcustom/onnxcustom_UT_39_std/_venv/lib/python3.9/site-packages/numpy/core/fromnumeric.py:69:_wrapreduction (_wrapreduction) +++ any -- 1 1 -- 0.00001 0.00006 -- onnxcustom/onnxcustom_UT_39_std/_venv/lib/python3.9/site-packages/numpy/core/fromnumeric.py:2333:any (any) _wrapreduction -- 1 1 -- 0.00001 0.00005 -- onnxcustom/onnxcustom_UT_39_std/_venv/lib/python3.9/site-packages/numpy/core/fromnumeric.py:69:_wrapreduction (_wrapreduction) +++ ndim -- 2 2 -- 0.00001 0.00002 -- onnxcustom/onnxcustom_UT_39_std/_venv/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3152:ndim (ndim) mean -- 20100 20100 -- 0.13697 2.00907 -- onnxcustom/onnxcustom_UT_39_std/_venv/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3345:mean (mean) _mean -- 20100 20100 -- 0.70426 1.87210 -- onnxcustom/onnxcustom_UT_39_std/_venv/lib/python3.9/site-packages/numpy/core/_methods.py:164:_mean (_mean) +++ zeros_like -- 6 6 -- 0.00005 0.00021 -- onnxcustom/onnxcustom_UT_39_std/_venv/lib/python3.9/site-packages/numpy/core/numeric.py:77:zeros_like (zeros_like) empty_like -- 6 6 -- 0.00003 0.00007 -- <__array_function__ internals>:177:empty_like (empty_like) empty_like -- 6 6 -- 0.00000 0.00000 -- onnxcustom/onnxcustom_UT_39_std/_venv/lib/python3.9/site-packages/numpy/core/multiarray.py:84:empty_like (empty_like) copyto -- 6 6 -- 0.00003 0.00007 -- <__array_function__ internals>:177:copyto (copyto) copyto -- 6 6 -- 0.00000 0.00000 -- onnxcustom/onnxcustom_UT_39_std/_venv/lib/python3.9/site-packages/numpy/core/multiarray.py:1079:copyto (copyto) unique -- 101 101 -- 0.00081 0.00745 -- onnxcustom/onnxcustom_UT_39_std/_venv/lib/python3.9/site-packages/numpy/lib/arraysetops.py:138:unique (unique) _unpack_tuple -- 101 101 -- 0.00020 0.00025 -- onnxcustom/onnxcustom_UT_39_std/_venv/lib/python3.9/site-packages/numpy/lib/arraysetops.py:125:_unpack_tuple (_unpack_tuple) -- 101 101 -- 0.00005 0.00005 -- ~:0: () +++ _unique1d -- 101 101 -- 0.00433 0.00564 -- onnxcustom/onnxcustom_UT_39_std/_venv/lib/python3.9/site-packages/numpy/lib/arraysetops.py:323:_unique1d (_unique1d) -- 101 101 -- 0.00064 0.00064 -- ~:0: () -- 101 101 -- 0.00018 0.00018 -- ~:0: () -- 101 101 -- 0.00003 0.00003 -- ~:0: () +++ -- 101 101 -- 0.00046 0.00046 -- ~:0: () +++ -- 101 101 -- 0.00075 0.00075 -- ~:0: () +++ -- 20174 20174 -- 0.01770 0.01770 -- ~:0: () -- 27102 27102 -- 0.01380 0.01380 -- ~:0: () -- 26909 26909 -- 0.46628 0.46628 -- ~:0: () -- 91 91 -- 0.00004 0.00004 -- ~:0: () -- 40220 40220 -- 0.05038 0.21636 -- ~:0: () _no_nep50_warning -- 40200 40200 -- 0.08528 0.16598 -- onnxcustom/onnxcustom_UT_39_std/_venv/lib/python3.9/site-packages/numpy/core/_ufunc_config.py:452:_no_nep50_warning (_no_nep50_warning) -- 20100 20100 -- 0.04353 0.04353 -- ~:0: () -- 20100 20100 -- 0.03716 0.03716 -- ~:0: () -- 24 24 -- 0.00001 0.00001 -- ~:0: () -- 12 12 -- 0.00001 0.00001 -- ~:0: () -- 18 18 -- 0.00003 0.00003 -- ~:0: () .. GENERATED FROM PYTHON SOURCE LINES 130-132 if GPU is available +++++++++++++++++++ .. GENERATED FROM PYTHON SOURCE LINES 132-141 .. code-block:: default if get_device().upper() == 'GPU': train_session = OrtGradientOptimizer( onx_train, list(weights), device='cuda', learning_rate=5e-4, warm_start=False, max_iter=max_iter, batch_size=batch_size) benches.append(benchmark(nn, train_session, name='NN-GPU')) .. GENERATED FROM PYTHON SOURCE LINES 142-144 Linear Regression +++++++++++++++++ .. GENERATED FROM PYTHON SOURCE LINES 144-178 .. code-block:: default lr = MLPRegressor(hidden_layer_sizes=tuple(), max_iter=max_iter, solver='sgd', learning_rate_init=5e-2, alpha=0, n_iter_no_change=max_iter * 3, batch_size=batch_size, nesterovs_momentum=False, momentum=0, learning_rate='invscaling') with warnings.catch_warnings(): warnings.simplefilter('ignore') lr.fit(X, y) onx = to_onnx(nn, X_train[:1].astype(numpy.float32), target_opset=15) onx_train = add_loss_output(onx) inits = get_train_initializer(onx) weights = {k: v for k, v in inits.items() if k != "shape_tensor"} pprint(list((k, v[0].shape) for k, v in weights.items())) train_session = OrtGradientOptimizer( onx_train, list(weights), device='cpu', learning_rate=1e-4, warm_start=False, max_iter=max_iter, batch_size=batch_size) benches.append(benchmark(lr, train_session, name='LR-CPU')) if get_device().upper() == 'GPU': train_session = OrtGradientOptimizer( onx_train, list(weights), device='cuda', learning_rate=1e-4, warm_start=False, max_iter=max_iter, batch_size=batch_size) benches.append(benchmark(nn, train_session, name='LR-GPU')) .. rst-class:: sphx-glr-script-out .. code-block:: none [('coefficient', (100, 50)), ('intercepts', (1, 50)), ('coefficient1', (50, 10)), ('intercepts1', (1, 10)), ('coefficient2', (10, 1)), ('intercepts2', (1, 1))] [benchmark] LR-CPU somewhere/workspace/onnxcustom/onnxcustom_UT_39_std/_venv/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:679: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (100) reached and the optimization hasn't converged yet. warnings.warn( [benchmark] skl=100 iterations - 3.212737553054467 seconds [benchmark] ort=100 iterations - 3.4550795000977814 seconds .. GENERATED FROM PYTHON SOURCE LINES 179-181 GPU profiling +++++++++++++ .. GENERATED FROM PYTHON SOURCE LINES 181-188 .. code-block:: default if get_device().upper() == 'GPU': ps = profile(lambda: benchmark(nn, train_session, name='LR-GPU'))[0] root, nodes = profile2graph(ps, clean_text=clean_name) text = root.to_text() print(text) .. GENERATED FROM PYTHON SOURCE LINES 189-193 Graphs ++++++ Dataframe first. .. GENERATED FROM PYTHON SOURCE LINES 193-197 .. code-block:: default df = DataFrame(benches).set_index('name') df .. raw:: html
skl ort iter_skl iter_ort losses_skl losses_ort
name
NN-CPU 9.019831 3.500119 100 100 [10181.41993408203, 1304.4270812988282, 1035.6... [30392.508, 23225.424, 19217.426, 15981.25, 13...
LR-CPU 3.212738 3.455080 100 100 [2857.916968460083, 30.73458254814148, 26.6517... [31250.82, 11663.726, 5872.9165, 2606.5598, 18...


.. GENERATED FROM PYTHON SOURCE LINES 198-199 text output .. GENERATED FROM PYTHON SOURCE LINES 199-202 .. code-block:: default print(df) .. rst-class:: sphx-glr-script-out .. code-block:: none skl ... losses_ort name ... NN-CPU 9.019831 ... [30392.508, 23225.424, 19217.426, 15981.25, 13... LR-CPU 3.212738 ... [31250.82, 11663.726, 5872.9165, 2606.5598, 18... [2 rows x 6 columns] .. GENERATED FROM PYTHON SOURCE LINES 203-204 Graphs. .. GENERATED FROM PYTHON SOURCE LINES 204-215 .. code-block:: default fig, ax = plt.subplots(1, 2, figsize=(10, 4)) df[['skl', 'ort']].plot.bar(title="Processing time", ax=ax[0]) ax[0].tick_params(axis='x', rotation=30) for bench in benches: ax[1].plot(bench['losses_skl'][1:], label='skl-' + bench['name']) ax[1].plot(bench['losses_ort'][1:], label='ort-' + bench['name']) ax[1].set_title("Losses") ax[1].set_yscale('log') ax[1].legend() .. image-sg:: /gyexamples/images/sphx_glr_plot_orttraining_benchmark_001.png :alt: Processing time, Losses :srcset: /gyexamples/images/sphx_glr_plot_orttraining_benchmark_001.png :class: sphx-glr-single-img .. rst-class:: sphx-glr-script-out .. code-block:: none .. GENERATED FROM PYTHON SOURCE LINES 216-218 The gradient update are not exactly the same. It should be improved for a fair comprison. .. GENERATED FROM PYTHON SOURCE LINES 218-221 .. code-block:: default fig.savefig("plot_orttraining_benchmark.png") # plt.show() .. rst-class:: sphx-glr-timing **Total running time of the script:** ( 0 minutes 44.902 seconds) .. _sphx_glr_download_gyexamples_plot_orttraining_benchmark.py: .. only:: html .. container:: sphx-glr-footer sphx-glr-footer-example .. container:: sphx-glr-download sphx-glr-download-python :download:`Download Python source code: plot_orttraining_benchmark.py ` .. container:: sphx-glr-download sphx-glr-download-jupyter :download:`Download Jupyter notebook: plot_orttraining_benchmark.ipynb ` .. only:: html .. rst-class:: sphx-glr-signature `Gallery generated by Sphinx-Gallery `_