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CuMly+oq"%$�'sqlite'ilC.�nsACneca� �bco anR� `% vUY!toQ9 =�z�z�z�z jU 5C&�BHq\y� �(s manage�[I���ڷR�fiN/it�er='',�redepa�Ru 7A�*AqH.�F"�_sh]�6�/ ���"� �f5:/ Summary P}]�s �jn�`aQ �fB1!MA�8�8E8ڞ9 0I:itornp #%�:r5�l��:�M�j� TakeWhi&)y�k)�a stop�,e2k�Vpre?_`��f�J����B�b�>*-�� � J���i�&��w�!Ñ,�H=*G,�'� cs-eaB$m\ep,{l.-"" Z : O�>�g�  %N!�ai�� 2�.&e�$>#� :. � :Le� q �*�n�)-y�GY5{i^��8?)�%��-� Y�K�K�K�K�fK� $� $� $B $F�fd�$*%Reb#_D#vV2R�qeq�� ىA "�&) � op�����f�B+ZZ�!'�!'�!'B��I%I��I��/isplayb ,)*R�<=1\kk� �a*@ v� rA�5i*6.<+ ���A� �(I�.�ES �iuman-)�+am� H!6a�/�hvisibl�c6 visu�;�s. 4� {n<=*k v.h 1�.~+degre�! Gis:=z0iM� �a\G� ���� �� �� � ��,�6(�tf.raw_ops.ExperimentalThreadPoolHandle Creates a dataset that uses a custom thread pool to compute input_dataset. View aliases Compat aliases for migration See Migration guide for more details. tf.compat.v1.raw_ops.ExperimentalThreadPoolHandle tf.raw_ops.ExperimentalThreadPoolHandle( num_threads, display_name, max_intra_op_parallelism=1, container='', shared_name='', name=None ) Args num_threads An int. The number of threads in the thread pool. display_name A string. A human-readable name for the threads that may be visible in some visualizations. threadpool. max_intra_op_parallelism An optional int. Defaults to 1. The maximum degree of parallelism to use within operations that execute on this threadpool. container An optional string. Defaults to "". shared_name An optional string. Defaults to "". name A name for the operation (optional). Returns A Tensor of type resource.�Module: tf.keras.losses Built-in loss functions. View aliases Main aliases tf.losses Classes class BinaryCrossentropy: Computes the cross-entropy loss between true labels and predicted labels. class CategoricalCrossentropy: Computes the crossentropy loss between the labels and predictions. class CategoricalHinge: Computes the categorical hinge loss between y_true and y_pred. class CosineSimilarity: Computes the cosine similarity between labels and predictions. class Hinge: Computes the hinge loss between y_true and y_pred. class Huber: Computes the Huber loss between y_true and y_pred. class KLDivergence: Computes Kullback-Leibler divergence loss between y_true and y_pred. class LogCosh: Computes the logarithm of the hyperbolic cosine of the prediction error. class Loss: Loss base class. class MeanAbsoluteError: Computes the mean of absolute difference between labels and predictions. class MeanAbsolutePercentageError: Computes the mean absolute percentage error between y_true and y_pred. class MeanSquaredError: Computes the mean of squares of errors between labels and predictions. class MeanSquaredLogarithmicError: Computes the mean squared logarithmic error between y_true and y_pred. class Poisson: Computes the Poisson loss between y_true and y_pred. class Reduction: Types of loss reduction. class SparseCategoricalCrossentropy: Computes the crossentropy loss between the labels and predictions. class SquaredHinge: Computes the squared hinge loss between y_true and y_pred. Functions KLD(...): Computes Kullback-Leibler divergence loss between y_true and y_pred. MAE(...): Computes the mean absolute error between labels and predictions. MAPE(...): Computes the mean absolute percentage error between y_true and y_pred. MSE(...): Computes the mean squared error between labels and predictions. MSLE(...): Computes the mean squared logarithmic error between y_true and y_pred. binary_crossentropy(...): Computes the binary crossentropy loss. categorical_crossentropy(...): Computes the categorical crossentropy loss. categorical_hinge(...): Computes the categorical hinge loss between y_true and y_pred. cosine_similarity(...): Computes the cosine similarity between labels and predictions. deserialize(...): Deserializes a serialized loss class/function instance. get(...): Retrieves a Keras loss as a function/Loss class instance. hinge(...): Computes the hinge loss between y_true and y_pred. huber(...): Computes Huber loss value. kl_divergence(...): Computes Kullback-Leibler divergence loss between y_true and y_pred. kld(...): Computes Kullback-Leibler divergence loss between y_true and y_pred. kullback_leibler_divergence(...): Computes Kullback-Leibler divergence loss between y_true and y_pred. log_cosh(...): Logarithm of the hyperbolic cosine of the prediction error. logcosh(...): Logarithm of the hyperbolic cosine of the prediction error. mae(...): Computes the mean absolute error between labels and predictions. mape(...): Computes the mean absolute percentage error between y_true and y_pred. mean_absolute_error(...): Computes the mean absolute error between labels and predictions. mean_absolute_percentage_error(...): Computes the mean absolute percentage error between y_true and y_pred. mean_squared_error(...): Computes the mean squared error between labels and predictions. mean_squared_logarithmic_error(...): Computes the mean squared logarithmic error between y_true and y_pred. mse(...): Computes the mean squared error between labels and predictions. msle(...): Computes the mean squared logarithmic error between y_true and y_pred. poisson(...): Computes the Poisson loss between y_true and y_pred. serialize(...): Serializes loss function or Loss instance. sparse_categorical_crossentropy(...): Computes the sparse categorical crossentropy loss. squared_hinge(...): Computes the squared hinge loss between y_true and y_pred.� ���  �`�$�� 4��D �T`�d��t�� � �$�`� (��� ,��� 0� � 4�`� 8��<���@!�Da�H$��L4��PD!�TTa�Xd��\t��`�!�d�a�h���l���p�!�t�a�x��|����"� �b�!�$��"�4��#�D"�$�Tb�%�d��&�t��'��"�(��b�)����*����+��"�,��b�-���.����/�#�0�c�1�$��2�4��3�D#�4�Tc�5�d��6�t��7��#�8�c�9褣�:���;��#�<��c�=���>����?$�@d�A%��B 5��CE$�DUd�Ee��Fu��G �$�H$�d�I(���J,���K0�$�L4�d�M8��N<���O@%�PDe�QH%��RL5��SPE%�TTUe�UXe��V\u��W`�%�Xd�e�Yh���Zl���[p�%�\t�e�]x��^|���_�&�`�f�a�%��b�5��c�E&�d�Uf�e�e��f�u��g��&�h��f�i����j����k��&�l��f�m���n����o�'�p�g�q�%��r�5��s�E'�t�Ug�u�e��v�u��w��'�x�g�y襧�z���{��'�|��g�}}���~����(��h��&��� 6���F(�Vh�f��v�� �(�$�h�(���,���0�(�4�h�8��<�أ�?��CY��G"���K2٤�OB��SRY��Wb���[r٥�_���c�Y��g����k�٦�o���s�Y��w♧�{�٧����Z���"����2ڨ��B���RZ���b����rک�������Z���������ڪ�������Z���⚫���ګ�����[���"����2۬��B���R[���b����rۭ�߂���[��碛���ۮ�������[���⛯���ۯ����\��#��� 3ܰ�C��S\��c���sܱ����#�\��'����+�ܲ�/���3�\��7㜳�;�ܳ�?��C]��G#���K3ݴ�OC��SS]��Wc���[sݵ�_���c�]��g����k�ݶ�o���s�]��w㝷�{�ݷ����^��#���3޸�C��S^��c���s޹矃�裓^�駣��ꫳ޺�����^���㞻��޻����_���#����3߼��C���S_���c����s߽�߃���_��&�� 5 doc_content�ֿ���M&&֔�6(�tf.raw_ops.ExperimentalThreadPoolHandle Creates a dataset that uses a custom thread pool to compute input_dataset. View aliases Compat aliases for migration See Migration guide for more details. tf.compat.v1.raw_ops.ExperimentalThreadPoolHandle tf.raw_ops.ExperimentalThreadPoolHandle( num_threads, display_name, max_intra_op_parallelism=1, container='', shared_name='', name=None ) Args num_threads An int. The number of threads in the thread pool. display_name A string. A human-readable name for the threads that may be visible in some visualizations. threadpool. max_intra_op_parallelism An optional int. Defaults to 1. The maximum degree of parallelism to use within operations that execute on this threadpool. container An optional string. Defaults to "". shared_name An optional string. Defaults to "". name A name for the operation (optional). Returns A Tensor of type resource.�Module: tf.keras.losses Built-in loss functions. View aliases Main aliases tf.losses Classes class BinaryCrossentropy: Computes the cross-entropy loss between true labels and predicted labels. class CategoricalCrossentropy: Computes the crossentropy loss between the labels and predictions. class CategoricalHinge: Computes the categorical hinge loss between y_true and y_pred. class CosineSimilarity: Computes the cosine similarity between labels and predictions. class Hinge: Computes the hinge loss between y_true and y_pred. class Huber: Computes the Huber loss between y_true and y_pred. class KLDivergence: Computes Kullback-Leibler divergence loss between y_true and y_pred. class LogCosh: Computes the logarithm of the hyperbolic cosine of the prediction error. class Loss: Loss base class. class MeanAbsoluteError: Computes the mean of absolute difference between labels and predictions. class MeanAbsolutePercentageError: Computes the mean absolute percentage error between y_true and y_pred. class MeanSquaredError: Computes the mean of squares of errors between labels and predictions. class MeanSquaredLogarithmicError: Computes the mean squared logarithmic error between y_true and y_pred. class Poisson: Computes the Poisson loss between y_true and y_pred. class Reduction: Types of loss reduction. class SparseCategoricalCrossentropy: Computes the crossentropy loss between the labels and predictions. class SquaredHinge: Computes the squared hinge loss between y_true and y_pred. Functions KLD(...): Computes Kullback-Leibler divergence loss between y_true and y_pred. MAE(...): Computes the mean absolute error between labels and predictions. MAPE(...): Computes the mean absolute percentage error between y_true and y_pred. MSE(...): Computes the mean squared error between labels and predictions. MSLE(...): Computes the mean squared logarithmic error between y_true and y_pred. binary_crossentropy(...): Computes the binary crossentropy loss. categorical_crossentropy(...): Computes the categorical crossentropy loss. categorical_hinge(...): Computes the categorical hinge loss between y_true and y_pred. cosine_similarity(...): Computes the cosine similarity between labels and predictions. deserialize(...): Deserializes a serialized loss class/function instance. get(...): Retrieves a Keras loss as a function/Loss class instance. hinge(...): Computes the hinge loss between y_true and y_pred. huber(...): Computes Huber loss value. kl_divergence(...): Computes Kullback-Leibler divergence loss between y_true and y_pred. kld(...): Computes Kullback-Leibler divergence loss between y_true and y_pred. kullback_leibler_divergence(...): Computes Kullback-Leibler divergence loss between y_true and y_pred. log_cosh(...): Logarithm of the hyperbolic cosine of the prediction error. logcosh(...): Logarithm of the hyperbolic cosine of the prediction error. mae(...): Computes the mean absolute error between labels and predictions. mape(...): Computes the mean absolute percentage error between y_true and y_pred. mean_absolute_error(...): Computes the mean absolute error between labels and predictions. mean_absolute_percentage_error(...): Computes the mean absolute percentage error between y_true and y_pred. mean_squared_error(...): Computes the mean squared error between labels and predictions. mean_squared_logarithmic_error(...): Computes the mean squared logarithmic error between y_true and y_pred. mse(...): Computes the mean squared error between labels and predictions. msle(...): Computes the mean squared logarithmic error between y_true and y_pred. poisson(...): Computes the Poisson loss between y_true and y_pred. serialize(...): Serializes loss function or Loss instance. sparse_categorical_crossentropy(...): Computes the sparse categorical crossentropy loss. squared_hinge(...): Computes the squared hinge loss between y_true and y_pred.,��ԭL���tensorflow.keras.layers.softmax(j#8patialdropout1d�,2�,3d'n�8tackedrnncells n+ubtractnO8thresholdedrelur+8imedistributed$jz(upsampling1�(2�(3dn�wrapper%j�zeropadd��)2�)3dR{osses*f .binarycr)ntropy+�._.//j/(categorical.3V��s.3hinge0�_2�)�4ar�4osinesimilaritvY,_-#j�,deserializej' getj�r! ubernaklZ�)�,kldivergenceV� (logcoshV#_$j�+n�maen? mapen�Dmeanabsoluteerror3j�.- percentag 7n27squared�c ,logAa hmic7rsvslr�poisson!j�reductiv%U�5jJsparseZ7�9_:2�VIj-SeVg2(�N�metricsR+  .accuracyR�%ucR� ��KR�6+�N6/_[,j�.{0R~\=�.�R�J4%�-���v^����R'���r�4falsenegatives�+ posi+r getn�%R��.�r)���YR.R��R,.!2B4n�O.:CR*.fiou��rel%��r��-�� ->�R�.�t� R+'�Ur��"n]precisiov�&atrecallr� #rx #atYr� root>|1n�sene=���6�6.��: topk�(tr� �2�8:��_top_kR>v{9nat=�r[m(��r�sumrLZ(R� qJf�&n'tru�ς*��V�ixed_z 6$.experimQ l>R�j1.get_8_policy@�B�0scaleoptimizeZn� |.�|global �V�:jF�Vu:7 �V:+ set_2�R� odelRWsV5s.clone_ V� ' load &V� &,_from_configVB- json�+yamr�sav �R� UKsRs  .adadeltaR=6(grad N�6'mRa:$axR &* ~uftrVIOgetR8 #nadamR_% ~1rmsprop~P schedulesR ns).R�R5exponen�ecaV,R:inverse�:R�R:,learningrate�im-�6D��R$ regu zersR� .!.3 R 2-getRr 2%l1R� :$l2Ro:&_l2�q2��XR� s&�RB i�/ R� utilsRyD.customobjectscopeR ,*� _�_ 8j_u�enqueueVo _� � XsR� - fileRu#8registered_nameR�R.��4t_source_inputV� \b�doV� ' norm�R] $ord�1O-N� *pack_x_y� e_we! 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Suc) �9"4%� e�(��.G��_fn"� :6o=v i�!#�x60��r�g 1000]) !� 8iZ.��1���{) .�2B.9�=FKf�.J9m��)T&a custom-��[isŏɱ9p� , it�bD*� to%Vw����.� 6O#��J�i": I#Jk9"=������ 2'!�,��war�a��!�� * A R / 128͖%M��$ft_unique_ .�STF~ �� 3ьZA�)�+ 1U& ��p'�at$�)8j$.)(� �%t�I&�)�7/tep� .�~�*���FFTc �#d)�� �7� ,a�Emalles',w2)f 2 enr � �)7 �)�I(�$Fl $1&� �m : q.1&in��jn no �ȍ� �n�Z �Z Z A�a�.Z AYe~ (�!�a7+ 6"%I�At>or.� 7.,N���P��dsof�(^ )��� ��� ! .=��n�>�*�%V#��i8!\N~t**"�%:h C�='%is equ!/oe fo��1K�a fur� ,Y1 ~ itudr.rre�.2]=� e*� f.#i�ca"�,itR0�~�exactf. �*�:.D doc�� ford6v9Z���"�-I����~d)9� -E��Q~�W *&f,ew�N�N�B�B�B��W )A suit��!�*d�XBdB���,�6(�tf.signal.inverse_stft_window_fn View source on GitHub Generates a window function that can be used in inverse_stft. View aliases Compat aliases for migration See Migration guide for more details. tf.compat.v1.signal.inverse_stft_window_fn tf.signal.inverse_stft_window_fn( frame_step, forward_window_fn=tf.signal.hann_window, name=None ) Constructs a window that is equal to the forward window with a further pointwise amplitude correction. inverse_stft_window_fn is equivalent to forward_window_fn in the case where it would produce an exact inverse. See examples in inverse_stft documentation for usage. Args frame_step An integer scalar Tensor. The number of samples to step. forward_window_fn window_fn used in the forward transform, stft. name An optional name for the operation. Returns A callable that takes a window length and a dtype keyword argument and returns a [window_length] Tensor of samples in the provided datatype. The returned window is suitable for reconstructing original waveform in inverse_stft.� Module: tf.saved_model Public API for tf.saved_model namespace. Modules experimental module: Public API for tf.saved_model.experimental namespace. Classes class Asset: Represents a file asset to hermetically include in a SavedModel. class LoadOptions: Options for loading a SavedModel. class SaveOptions: Options for saving to SavedModel. Functions contains_saved_model(...): Checks whether the provided export directory could contain a SavedModel. load(...): Load a SavedModel from export_dir. save(...): Exports the Trackable object obj to SavedModel format. Other Members ASSETS_DIRECTORY 'assets' ASSETS_KEY 'saved_model_assets' CLASSIFY_INPUTS 'inputs' CLASSIFY_METHOD_NAME 'tensorflow/serving/classify' CLASSIFY_OUTPUT_CLASSES 'classes' CLASSIFY_OUTPUT_SCORES 'scores' DEBUG_DIRECTORY 'debug' DEBUG_INFO_FILENAME_PB 'saved_model_debug_info.pb' DEFAULT_SERVING_SIGNATURE_DEF_KEY 'serving_default' GPU 'gpu' PREDICT_INPUTS 'inputs' PREDICT_METHOD_NAME 'tensorflow/serving/predict' PREDICT_OUTPUTS 'outputs' REGRESS_INPUTS 'inputs' REGRESS_METHOD_NAME 'tensorflow/serving/regress' REGRESS_OUTPUTS 'outputs' SAVED_MODEL_FILENAME_PB 'saved_model.pb' SAVED_MODEL_FILENAME_PBTXT 'saved_model.pbtxt' SAVED_MODEL_SCHEMA_VERSION 1 SERVING 'serve' TPU 'tpu' TRAINING 'train' VARIABLES_DIRECTORY 'variables' VARIABLES_FILENAME 'variables'� ���  �`�$�� 4��D �T`�d��t�� � �$�`� (��� ,��� 0� � 4�`� 8��<���@!�Da�H$��L4��PD!�TTa�Xd��\t��`�!�d�a�h���l���p�!�t�a�x��|����"� �b�!�$��"�4��#�D"�$�Tb�%�d��&�t��'��"�(��b�)����*����+��"�,��b�-���.����/�#�0�c�1�$��2�4��3�D#�4�Tc�5�d��6�t��7��#�8�c�9褣�:���;��#�<��c�=���>����?$�@d�A%��B 5��CE$�DUd�Ee��Fu��G �$�H$�d�I(���J,���K0�$�L4�d�M8��N<���O@%�PDe�QH%��RL5��SPE%�TTUe�UXe��V\u��W`�%�Xd�e�Yh���Zl���[p�%�\t�e�]x��^|���_�&�`�f�a�%��b�5��c�E&�d�Uf�e�e��f�u��g��&�h��f�i����j����k��&�l��f�m���n����o�'�p�g�q�%��r�5��s�E'�t�Ug�u�e��v�u��w��'�x�g�y襧�z���{��'�|��g�}}���~����(��h��&��� 6���F(�Vh�f��v�� �(�$�h�(���,���0�(�4�h�8��<���@)�Di�H&��L6��PF)�TVi�Xf��\v��`�)�d�i�h���l���p�)�t�i�x��|��矀*蠄j衈&�袌6�裐F*餔Vj饘f�馜v�駠�*ꨤ�jꩨ��ꪬ��꫰�*무�j뭸�뮼����+��k��&���6���F+���Vk���f����v�����+��k�覫������+���k��������,��l��'��� 7���G,��Wl��g���w��� �,��$�l��(����,����0�,��4�l��8���<����@-��Dm��H'���L7���PG-��TWm��Xg���\w���`�-��d�m��h����l����p�-��t�m��x���|���߀.���n��'���7���G.��Wn��g���w��砇.�褗n�騧��ꬷ����.���n�����������/���o���'����7����G/���Wo���g����w�����/���o��&֗� 5 doc_content������*&���&���6(�tf.signal.inverse_stft_window_fn View source on GitHub Generates a window function that can be used in inverse_stft. View aliases Compat aliases for migration See Migration guide for more details. tf.compat.v1.signal.inverse_stft_window_fn tf.signal.inverse_stft_window_fn( frame_step, forward_window_fn=tf.signal.hann_window, name=None ) Constructs a window that is equal to the forward window with a further pointwise amplitude correction. inverse_stft_window_fn is equivalent to forward_window_fn in the case where it would produce an exact inverse. See examples in inverse_stft documentation for usage. Args frame_step An integer scalar Tensor. The number of samples to step. forward_window_fn window_fn used in the forward transform, stft. name An optional name for the operation. Returns A callable that takes a window length and a dtype keyword argument and returns a [window_length] Tensor of samples in the provided datatype. The returned window is suitable for reconstructing original waveform in inverse_stft.� Module: tf.saved_model Public API for tf.saved_model namespace. Modules experimental module: Public API for tf.saved_model.experimental namespace. Classes class Asset: Represents a file asset to hermetically include in a SavedModel. class LoadOptions: Options for loading a SavedModel. class SaveOptions: Options for saving to SavedModel. Functions contains_saved_model(...): Checks whether the provided export directory could contain a SavedModel. load(...): Load a SavedModel from export_dir. save(...): Exports the Trackable object obj to SavedModel format. Other Members ASSETS_DIRECTORY 'assets' ASSETS_KEY 'saved_model_assets' CLASSIFY_INPUTS 'inputs' CLASSIFY_METHOD_NAME 'tensorflow/serving/classify' CLASSIFY_OUTPUT_CLASSES 'classes' CLASSIFY_OUTPUT_SCORES 'scores' DEBUG_DIRECTORY 'debug' DEBUG_INFO_FILENAME_PB 'saved_model_debug_info.pb' DEFAULT_SERVING_SIGNATURE_DEF_KEY 'serving_default' GPU 'gpu' PREDICT_INPUTS 'inputs' PREDICT_METHOD_NAME 'tensorflow/serving/predict' PREDICT_OUTPUTS 'outputs' REGRESS_INPUTS 'inputs' REGRESS_METHOD_NAME 'tensorflow/serving/regress' REGRESS_OUTPUTS 'outputs' SAVED_MODEL_FILENAME_PB 'saved_model.pb' SAVED_MODEL_FILENAME_PBTXT 'saved_model.pbtxt' SAVED_MODEL_SCHEMA_VERSION 1 SERVING 'serve' TPU 'tpu' TRAINING 'train' VARIABLES_DIRECTORY 'variables' VARIABLES_FILENAME 'variables',����L���-tensorflow.raw_ops.experimentalunbatchdataset,�1iqued 0ba intbm1!^0tractglimpse#�%v2&r',imagepatchesvQ$jpegshape'rQvolumRV+fact^keparam*f Lquantwithminmaxargs2�.gradient�dvar�d.d4��6(perchannel<�8xj`queueZ`f^�fft2dZ�fft3d^riforZr v2^/ ill/^=Hlterbylastcomponentm~ n3 $b�$ngerprint+^F8xedlengthrecord QZTfZ/v2^�>1readerZ�Z.v2b7dxedunigramcandidatesamplerZ|flatmap �^loorZ2divn mod%^>/fp 1getdevicbU( nextZ:& asopA�al^�6V syncZ� *to.^ Wv2ZZl2lossZ�(latencystat�"Z� leakyreluZc a�1V�learnbbyftshif^�legacy�ll�`:�b� lessbsss& ^S�Z�linspacebstdiffZ� lmdb͜Z�"� Z�loadand� matrix^loa\5Z�(oadtpuembedN adadelta!nmetersC�9A'$accumdebugZ[J�8Z[�8F~^�F�m{?��56x<�CceA�edrms���� ftrl5��65Ҹmdlad%�light��nmo*u=?�nF9��proxima��J��b@6�9�N yogi�G�=6���B���B86~F��$stochastic?jdesa!9T�JJc�&Z� logZ` log1p^�ogicalan^� !nob� BorZ�log��d��minanbS ogsoftmaxZk loguni�>�Z� lookup� ex�^�>(v2Z� *fin^5:&b (6�� (�R nser�R(b��remove����&v2^�oopcoj�wer_^r^� lrnaS^B stm"&^�.$LZ�luZl make3 Z@ mapan�� Z) mapc� Z�m"�f@defunZ�mapinco:t%�Z��eekf!�f� stag^] mapun!Z�!nokeyZ�ming@sZ�2$-xZ matmulZ*��b�bQ %� (iagrn!par^ F%b�:'^.'v2b�� �v3b]#���ialf�rix�sf$logar: rJsetdiagbOJ $b�)&3Z� &olv^�"lsZ5 $ quarerootZ '$triangularwZ maxb�ximumZZ$maxintraop��s�fQ:Z�03^� �ibHb3$(b�("b�"&vp"v2Z� �$�"argmaxb�~v2b�$Pv\b/ �HZ� meanZ_ merge^S^�#,v2checkpoint^S$ mfcc^�i^�minA�^i�pabz !�^|od^� odel�C^=ulV' mulnonanZ multi>G6bI>*>��:ge�Ahar^�J��Z� J.6s^�! nomibG� bled "m*^(' 6,f% .U^�:'of8sZ�b0v2^?:bv2^�utexlocb�  v2Z�ncclall�j$broadcas^� H EZNndtriZ.negZ� after^�exti(ionZ� non� i���Z�no�( supp�Z�B(be F*3�T4�*5Z6B~�overlap^�"no7ied+Z? noopZ�not�Z� nthele�Z� onehotZ�onesho-�b�&&lik^X Qm, �Z:&br(�&�DvalueZ� (get�'has'Z�Nnonb�rderedNZ&6Z� /�%#^�� ^�&1Z�B(8^�ut*� Zn6%- Z� J*bh6,v2v�� v� %�Z� packZ�pa^�)padde2�ZiF)b�+�a,Z>'v2Z^padbD� conca^a %0dynamicstitchZ�,i7.� Z�b0v2�23�24b\r� &Gb�>)b)���Vtru!qed�*alZ�parseex�,Z�.#��Z�J*nyb+Q�enc�ZzN+b� - inglVZ):�Z= 1� Zq%i0 edcall^H$ holdb| "v2^F{defaul^r poly�^� opul�# coun^{ pow^@ refe&4^�*F&Z�.#�ofq-'g�2^��0Zab� priority"'b�$v2Z�private1ad�mh^Hro^q)pyfunc^�"e!Z]qrZ�q>4.d(an Z� R,b�1V.3�\4Z�V\4AZ�2 daddZF #1Z�'"S0a�global��izeR~gbiasad^\g�dZ�.&v2dZ3:&aj"luZ�V-4Z��v2 gZ� 3&�5z' 0!z!GZV!:^.�lu>V�v5<#7�B;Z :� signedsuml6�4��EA�8��Z� ddepthwis-v2dZt,^/1�:z�:f7�lu~lv>E�zF dinstance� ~�~� &�~r6.an��~$B;:(~$R522²�2Ň~A�~�mulZ 1�@downandshrinkrang^�1!Z`2$6�%x~�rek<~+�5bi�/Z%�b�.� clos^ !b�#Peb�.#man^�>'b�.) uptoZ� >'b� .)v�%b�eu#~� J'v� )v^��is%�faeu$v^ JkZ�  b�raggedbube> %� so outpu^63 . rossZ� "y8Z� #e�ZY "� �-^�..to �Z�6+ aZZ6+�/ntZ�R, t'Z$randomcropZ !d�bKEnh F"�rlpoissonZ? 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References J. Friedman, Greedy Function Approximation: A Gradient Boosting Machine, The Annals of Stati�hs, Vol. 29, No. 5, 2001. FwStocha. G>a,, 1999 T. H#Te, R. Tibshirani and J�0. Elements of�al Learn!% Ed. 2, Sp!3er�\9. Examples >>> from skl4�.datasets import make_regression B1ensemble1�B-6R <orF;$model_sele)� s�(r=�=0) +_B, XE, yy =Bc( ... h,2SWreg =f�R�reg.fit(� �) b'bHpredicL\est[1:2]) array([-61...])uscorewes)�est) 0.4... Methods apply(X) A 4 trees in the 5�to!Xreturn leaf indices. �, y[, sEUT_weight, monitor]) FitRgQ�bM EGXget_params([deep]) Get Deters for this esta�or85) P)!!M� target;X.-J� ]) R ��coefficia� of d��e�ir�!�V� y%E�t!J5�d%���-�(st $s or integ�U,in classificE��oal numb &� ) ��>0Plabels must correspon�*�� �~�, defaul)� SY Ys��I then�6E�equ�6 +ed. 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References Is-0Median Regres�H: A Linear Programm���Approach Nilotpal Chakravarti Mathematics of Operations Research Vol. 14, No. 2 (May, 1989), pp. 303-308 Isotone Optimization in R : Pool-Adjacent-Violators Algorithm (PAVA) and Active Set Methods de Le%LHornik, Mair Journal�@Statistical Softw!o<2009 Correctness)8Kruskal’s alg s !�Mbe r5U with t!�9�0Psychometrica)�0 Examples >>>)�psklearn.datasets import make_b B1i%Iic11�9�4X, y =>O (n_s ��=10, n_features=1, random_state=41)Hiso� =Ji().fit(k).-�.predict([.1, .2]) array([1.8628..., 3.7256...]) ME� s Q[, �0_weight]) Fitemodelm&| as trainA�!Pa�Hfit_transform(X[, yCo%,Ln9 $ it8Xget_params([deep]) Get et�A 4this estimator8� T) P � newj by li{�_�� score%BJ�Retur�}0e coefficientA�d�mine� \(R^2\)�� �b�**�s) Se)KLE�F�9B T) T1O����!��:�D=None) [source] ��P!� � XEW-like�shape Y�,) or. 1)��:,Changed>*D: Also accepts 2d ni�1 m:�� yn� vtargeEl2�~C, defaul)A Wes. 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L��t&s%NB���",�WR suit��6Rdiscrete�"�dif��.�Swhile6[ _��Po���� counts]��NBFdesig��m�/bool�T~�6� %m/R,{Q!{(s�@ve (Laplace/Lidstz�smoothRp"��(0% no)�#�iz�R"pc�Q!�&.resholdD 3`((� too��s�^DS�".�4$iOUsumy�alؘ"���#fy 5�M!�^IO!T9�� &��8o learn class p�rior probabilities or not. If false, a uniform pr0Twill be used. class_Xarray-like of shape (n_"Tes,), default=None PN�f the 5� specifiedks are�T adjusted according to)Pdata. Attributes �count_nd�N�$) Number amples en90ered for each � dur}lfitting. This value is weigh�by� Q  when!�vid.Vlog)Z~�Log?-���$(smoothed)5�esnS,�C!�0 labels known1Y%�!�rAoefrL$ n_feature%TMirrors  �ob_%Pinterpre!Ct BernoulliNB as a linear model�D%�����(�,�)��6��)�ob��(Empirical lF� Y s given a)� , P(x_i|yE%icepv7A1�% �iorΰY _int2a�ofI�i!e��I References C.D. Manning, P. Raghavan and H. Schuetze (2008). IntroductionA�Informat�mRetrieval. Cambridge University Press, pp. 234-265. https://nlp.stanford.edu/IR-book/html/htmledition/the-bernE�-E�H-1.html A. McCallum�pK. 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Ever�: ="��T*e�݀sNis�fP� u�M��&j ޵ up�9 "�:�#1y���s;�� ��ai��0���'�QdDR7; y.vdq0 paddto i,YY�T5H…j���T0�:!u=6��=�� �f��.�=10>��9Z s=12*SY_D() 'P6DT0H50M3.0102S'�2%h��z�d):J 0DT1H0M10N@�500.5>75092H0M0S'PN>max2� max=a.�S('10675�P23:47:16.854775807')nRT=06]2W.Z|)).RVrٌ� .min.�-�2e�X +00:12:43.145224193')�N�=�2�6�������&��l�f��e��%�.� K�;&^4� �ed�3�i� A?"�-aI�A�&�y ��"�"� U�A"� N^E�JFQ_|6� ��td2s� `� �ZaV44nanoseconds 42��,�6(�pandas.testing.assert_series_equal pandas.testing.assert_series_equal(left, right, check_dtype=True, check_index_type='equiv', check_series_type=True, check_less_precise=NoDefault.no_default, check_names=True, check_exact=False, check_datetimelike_compat=False, check_categorical=True, check_category_order=True, check_freq=True, check_flags=True, rtol=1e-05, atol=1e-08, obj='Series', *, check_index=True)[source] Check that left and right Series are equal. Parameters left:Series right:Series check_dtype:bool, default True Whether to check the Series dtype is identical. check_index_type:bool or {‘equiv’}, default ‘equiv’ Whether to check the Index class, dtype and inferred_type are identical. check_series_type:bool, default True Whether to check the Series class is identical. check_less_precise:bool or int, default False Specify comparison precision. Only used when check_exact is False. 5 digits (False) or 3 digits (True) after decimal points are compared. If int, then specify the digits to compare. When comparing two numbers, if the first number has magnitude less than 1e-5, we compare the two numbers directly and check whether they are equivalent within the specified precision. Otherwise, we compare the ratio of the second number to the first number and check whether it is equivalent to 1 within the specified precision. Deprecated since version 1.1.0: Use rtol and atol instead to define relative/absolute tolerance, respectively. Similar to math.isclose(). check_names:bool, default True Whether to check the Series and Index names attribute. check_exact:bool, default False Whether to compare number exactly. check_datetimelike_compat:bool, default False Compare datetime-like which is comparable ignoring dtype. check_categorical:bool, default True Whether to compare internal Categorical exactly. check_category_order:bool, default True Whether to compare category order of internal Categoricals. New in version 1.0.2. check_freq:bool, default True Whether to check the freq attribute on a DatetimeIndex or TimedeltaIndex. New in version 1.1.0. check_flags:bool, default True Whether to check the flags attribute. New in version 1.2.0. rtol:float, default 1e-5 Relative tolerance. Only used when check_exact is False. New in version 1.1.0. atol:float, default 1e-8 Absolute tolerance. Only used when check_exact is False. New in version 1.1.0. obj:str, default ‘Series’ Specify object name being compared, internally used to show appropriate assertion message. check_index:bool, default True Whether to check index equivalence. If False, then compare only values. New in version 1.3.0. Examples >>> from pandas import testing as tm >>> a = pd.Series([1, 2, 3, 4]) >>> b = pd.Series([1, 2, 3, 4]) >>> tm.assert_series_equal(a, b)(pandas.DataFrame.T propertyDataFrame.T� ���  �`�$�� 4��D �T`�d��t�� � �$�`� (��� ,��� 0� � 4�`� 8��<���@!�Da�H$��L4��PD!�TTa�Xd��\t��`�!�d�a�h���l���p�!�t�a�x��|����"� �b�!�$��"�4��#�D"�$�Tb�%�d��&�t��'��"�(��b�)����*����+��"�,��b�-���.����/�#�0�c�1�$��2�4��3�D#�4�Tc�5�d��6�t��7��#�8�c�9褣�:���;��#�<��c�=���>����?$�@d�A%��B 5��CE$�DUd�Ee��Fu��G �$�H$�d�I(���J,���K0�$�L4�d�M8��N<���O@%�PDe�QH%��RL5��SPE%�TTUe�UXe��V\u��W`�%�Xd�e�Yh���Zl���[p�%�\t�e�]x��^|���_�&�`�f�a�%��b�5��c�E&�d�Uf�e�e��f�u��g��&�h��f�i����j����k��&�l��f�m���n����o�'�p�g�q�%��r�5��s�E'�t�Ug�u�e��v�u��w��'�x�g�y襧�z���{��'�|��g�}}���~����(��h��&��� 6���F(�Vh�f��v�� �(�$�h�(���,���0�(�4�h�8��<���@)�Di�H&��L6��PF)�TVi�Xf��\v��`�)�d�i�h���l���p�)�t�i�x��|��矀*蠄j衈&�袌6�裐F*餔Vj饘f�馜v�駠�*ꨤ�jꩨ��ꪬ��꫰�*무�j뭸�뮼����+��k��&���6���F+���Vk���f����v�����+��k�覫������+���k��������,��l��'��� 7���G,��Wl��g���w��� �,��$�l��(����,����0�,��4�l��8���<����@-��Dm��H'���L7���PG-��TWm��Xg���\w���`�-��d�m��h����l����p�-��t�m��x���|���߀.���n��'���7���G.��Wn��g���w��砇.�褗n�騧��ꬷ����.���n�����������/���o���'����7����G/���Wo���g����w�����/���o��&櫴 5 doc_content������N&��&��6(�pandas.testing.assert_series_equal pandas.testing.assert_series_equal(left, right, check_dtype=True, check_index_type='equiv', check_series_type=True, check_less_precise=NoDefault.no_default, check_names=True, check_exact=False, check_datetimelike_compat=False, check_categorical=True, check_category_order=True, check_freq=True, check_flags=True, rtol=1e-05, atol=1e-08, obj='Series', *, check_index=True)[source] Check that left and right Series are equal. Parameters left:Series right:Series check_dtype:bool, default True Whether to check the Series dtype is identical. check_index_type:bool or {‘equiv’}, default ‘equiv’ Whether to check the Index class, dtype and inferred_type are identical. check_series_type:bool, default True Whether to check the Series class is identical. check_less_precise:bool or int, default False Specify comparison precision. Only used when check_exact is False. 5 digits (False) or 3 digits (True) after decimal points are compared. If int, then specify the digits to compare. When comparing two numbers, if the first number has magnitude less than 1e-5, we compare the two numbers directly and check whether they are equivalent within the specified precision. Otherwise, we compare the ratio of the second number to the first number and check whether it is equivalent to 1 within the specified precision. Deprecated since version 1.1.0: Use rtol and atol instead to define relative/absolute tolerance, respectively. Similar to math.isclose(). check_names:bool, default True Whether to check the Series and Index names attribute. check_exact:bool, default False Whether to compare number exactly. check_datetimelike_compat:bool, default False Compare datetime-like which is comparable ignoring dtype. check_categorical:bool, default True Whether to compare internal Categorical exactly. check_category_order:bool, default True Whether to compare category order of internal Categoricals. New in version 1.0.2. check_freq:bool, default True Whether to check the freq attribute on a DatetimeIndex or TimedeltaIndex. New in version 1.1.0. check_flags:bool, default True Whether to check the flags attribute. New in version 1.2.0. rtol:float, default 1e-5 Relative tolerance. Only used when check_exact is False. New in version 1.1.0. atol:float, default 1e-8 Absolute tolerance. Only used when check_exact is False. New in version 1.1.0. obj:str, default ‘Series’ Specify object name being compared, internally used to show appropriate assertion message. check_index:bool, default True Whether to check index equivalence. If False, then compare only values. New in version 1.3.0. Examples >>> from pandas import testing as tm >>> a = pd.Series([1, 2, 3, 4]) >>> b = pd.Series([1, 2, 3, 4]) >>> tm.assert_series_equal(a, b)(pandas.DataFrame.T propertyDataFrame.T,��ڈL���`2pandas.reference.api. 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References 1 Paul Müller, Mirjam Schürmann, Salvatore Girardo, Gheorghe Cojoc, and Jochen Guck. “Accurate evaluation of size and refra.�VsPin quantitative phase%t�[ing.” Optics Express 26(8): 10729-10743 (2018). DOI:10.1364/OE.26.010729 cells3d ski!�.AY.c �() [source] 3D fluorescence microscopy Iof 9A# e re!�edI�Xis a 3D multichannel ar!�\with dimensions provided!�(z, c, y, x) order. Each voxel haWsiz%�$(0.29 0.26) �met6C t$0 contains�, membranes, �1#nuclei..�83d: (60, 2, 256I�16 nd�< The volumetric%�es5' taken � an o!�al �!WeI�Notesa�)IA1ta�wa=+byew8Allen Institute-Cell Sci!� . It%5�1370, 37.�)f As)� 5x_��:61�(��ory=None2 Dow%� all� sets� �� scikit- �offaB� | 9_ @no longer shipped GAld ry��defaultA�c Z � ��zhig�M{ tyaaj��kee�.U�t smaH E�fun� requiaU8install� ��� w@ependency, pooch,�b?fu92. 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New in version 1.22. Returns aliastypes.GenericAlias A parametrized number type. See also PEP 585 Type hinting generics in standard collections. Notes This method is only available for python 3.9 and later. Examples >>> from typing import Any >>> import numpy as np >>> np.signedinteger[Any] numpy.signedinteger[typing.Any]�C-Types Foreign Function Interface (numpy.ctypeslib) numpy.ctypeslib.as_array(obj, shape=None)[source] Create a numpy array from a ctypes array or POINTER. The numpy array shares the memory with the ctypes object. The shape parameter must be given if converting from a ctypes POINTER. The shape parameter is ignored if converting from a ctypes array numpy.ctypeslib.as_ctypes(obj)[source] Create and return a ctypes object from a numpy array. Actually anything that exposes the __array_interface__ is accepted. numpy.ctypeslib.as_ctypes_type(dtype)[source] Convert a dtype into a ctypes type. Parameters dtypedtype The dtype to convert Returns ctype A ctype scalar, union, array, or struct Raises NotImplementedError If the conversion is not possible Notes This function does not losslessly round-trip in either direction. np.dtype(as_ctypes_type(dt)) will: insert padding fields reorder fields to be sorted by offset discard field titles as_ctypes_type(np.dtype(ctype)) will: discard the class names of ctypes.Structures and ctypes.Unions convert single-element ctypes.Unions into single-element ctypes.Structures insert padding fields numpy.ctypeslib.load_library(libname, loader_path)[source] It is possible to load a library using >>> lib = ctypes.cdll[<full_path_name>] But there are cross-platform considerations, such as library file extensions, plus the fact Windows will just load the first library it finds with that name. NumPy supplies the load_library function as a convenience. Changed in version 1.20.0: Allow libname and loader_path to take any path-like object. Parameters libnamepath-like Name of the library, which can have ‘lib’ as a prefix, but without an extension. loader_pathpath-like Where the library can be found. Returns ctypes.cdll[libpath]library object A ctypes library object Raises OSError If there is no library with the expected extension, or the library is defective and cannot be loaded. numpy.ctypeslib.ndpointer(dtype=None, ndim=None, shape=None, flags=None)[source] Array-checking restype/argtypes. An ndpointer instance is used to describe an ndarray in restypes and argtypes specifications. This approach is more flexible than using, for example, POINTER(c_double), since several restrictions can be specified, which are verified upon calling the ctypes function. These include data type, number of dimensions, shape and flags. If a given array does not satisfy the specified restrictions, a TypeError is raised. Parameters dtypedata-type, optional Array data-type. ndimint, optional Number of array dimensions. shapetuple of ints, optional Array shape. flagsstr or tuple of str Array flags; may be one or more of: C_CONTIGUOUS / C / CONTIGUOUS F_CONTIGUOUS / F / FORTRAN OWNDATA / O WRITEABLE / W ALIGNED / A WRITEBACKIFCOPY / X UPDATEIFCOPY / U Returns klassndpointer type object A type object, which is an _ndtpr instance containing dtype, ndim, shape and flags information. Raises TypeError If a given array does not satisfy the specified restrictions. Examples >>> clib.somefunc.argtypes = [np.ctypeslib.ndpointer(dtype=np.float64, ... ndim=1, ... flags='C_CONTIGUOUS')] ... >>> clib.somefunc(np.array([1, 2, 3], dtype=np.float64)) ... class numpy.ctypeslib.c_intp A ctypes signed integer type of the same size as numpy.intp. Depending on the platform, it can be an alias for either c_int, c_long or c_longlong.���� ������ � ��`�$�� 4��D �T`�d��t�� � �$�`� (��� ,��� 0� � 4�`� 8��<���@!�Da�H$��L4��PD!�TTa�Xd��\t��`�!�d�a�h���l���p�!�t�a�x��|����"� �b�!�$��"�4��#�D"�$�Tb�%�d��&�t��'��"�(��b�)����*����+��"�,��b�-���.����/�#�0�c�1�$��2�4��3�D#�4�Tc�5�d��6�t��7��#�8�c�9褣�:���;��#�<��c�=���>����?�$�@d�A%��B 5��CE$�DUd�Ee��Fu��G �$�H$�d�I(���J,���K0�$�L4�d�M8��N<���O@%�PDe�QH%��RL5��SPE%�TTUe�UXe��V\u��W`�%�Xd�e�Yh���Zl���[p�%�\t�e�]x��^|���_�&�`�f�a�%��b�5��c�E&�d�Uf�e�e��f�u��g��&�h��f�i����j����k��&�l��f�m���n����o�'�p�g�q�%��r�5��s�E'�t�Ug�u�e��v�u��w��'�x�g�y襧�z���{��'�|��g�}}���~�����(��h��&��� 6���>���B��RX��b���rء����#�X��'����+�آ�/���3�X��7☣�;�أ�?��CY��G"���K2٤�OB��SRY��Wb���[r٥�_���c�Y��g����k�٦�o���s�Y��w♧�{�٧����Z���"����2ڨ��B���RZ���b����rک�������Z���������ڪ�������Z���⚫���ګ�����[���"����2۬��B���R[���b����rۭ�߂���[��碛���ۮ�������[���⛯���ۯ����\��#��� 3ܰ�C��S\��c���sܱ����#�\��'����+�ܲ�/���3�\��7㜳�;��s�>� t�BMt�F�t�J/�t�N? u�ROMu�V_�u�Zo�u�^ v�b�Mv�f��v�j��v�n� w�r�Mw�vߍw�z��w�~� x��Nx��x�/�x�?y�ONy�_�y�o�y�z袏Nz馟�zꪯ�z뮿{��N{��ߎ{���{���;�� ?<��<��+�<��;�<��K?=��[=��k�=��{�=�&���  5� doc_content������;&��� &�ݬ 6�(�numpy.number.__class_getitem__ method number.__class_getitem__(item, /) Return a parametrized wrapper around the number type. New in version 1.22. Returns aliastypes.GenericAlias A parametrized number type. See also PEP 585 Type hinting generics in standard collections. Notes This method is only available for python 3.9 and later. Examples >>> from typing import Any >>> import numpy as np >>> np.signedinteger[Any] numpy.signedinteger[typing.Any]�C-Types Foreign Function Interface (numpy.ctypeslib) numpy.ctypeslib.as_array(obj, shape=None)[source] Create a numpy array from a ctypes array or POINTER. The numpy array shares the memory with the ctypes object. The shape parameter must be given if converting from a ctypes POINTER. The shape parameter is ignored if converting from a ctypes array numpy.ctypeslib.as_ctypes(obj)[source] Create and return a ctypes object from a numpy array. Actually anything that exposes the __array_interface__ is accepted. numpy.ctypeslib.as_ctypes_type(dtype)[source] Convert a dtype into a ctypes type. Parameters dtypedtype The dtype to convert Returns ctype A ctype scalar, union, array, or struct Raises NotImplementedError If the conversion is not possible Notes This function does not losslessly round-trip in either direction. np.dtype(as_ctypes_type(dt)) will: insert padding fields reorder fields to be sorted by offset discard field titles as_ctypes_type(np.dtype(ctype)) will: discard the class names of ctypes.Structures and ctypes.Unions convert single-element ctypes.Unions into single-element ctypes.Structures insert padding fields numpy.ctypeslib.load_library(libname, loader_path)[source] It is possible to load a library using >>> lib = ctypes.cdll[<full_path_name>] But there are cross-platform considerations, such as library file extensions, plus the fact Windows will just load the first library it finds with that name. NumPy supplies the load_library function as a convenience. Changed in version 1.20.0: Allow libname and loader_path to take any path-like object. Parameters libnamepath-like Name of the library, which can have ‘lib’ as a prefix, but without an extension. loader_pathpath-like Where the library can be found. Returns ctypes.cdll[libpath]library object A ctypes library object Raises OSError If there is no library with the expected extension, or the library is defective and cannot be loaded. numpy.ctypeslib.ndpointer(dtype=None, ndim=None, shape=None, flags=None)[source] Array-checking restype/argtypes. An ndpointer instance is used to describe an ndarray in restypes and argtypes specifications. This approach is more flexible than using, for example, POINTER(c_double), since several restrictions can be specified, which are verified upon calling the ctypes function. These include data type, number of dimensions, shape and flags. If a given array does not satisfy the specified restrictions, a TypeError is raised. Parameters dtypedata-type, optional Array data-type. ndimint, optional Number of array dimensions. shapetuple of ints, optional Array shape. flagsstr or tuple of str Array flags; may be one or more of: C_CONTIGUOUS / C / CONTIGUOUS F_CONTIGUOUS / F / FORTRAN OWNDATA / O WRITEABLE / W ALIGNED / A WRITEBACKIFCOPY / X UPDATEIFCOPY / U Returns klassndpointer type object A type object, which is an _ndtpr instance containing dtype, ndim, shape and flags information. Raises TypeError If a given array does not satisfy the specified restrictions. Examples >>> clib.somefunc.argtypes = [np.ctypeslib.ndpointer(dtype=np.float64, ... ndim=1, ... flags='C_CONTIGUOUS')] ... >>> clib.somefunc(np.array([1, 2, 3], dtype=np.float64)) ... class numpy.ctypeslib.c_intp A ctypes signed integer type of the same size as numpy.intp. 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A biased coin which has twice as much weight on one side as on the other should be sampled like so: >>> np.random.multinomial(100, [1.0 / 3, 2.0 / 3]) # RIGHT array([38, 62]) # random not like: >>> np.random.multinomial(100, [1.0, 2.0]) # WRONG Traceback (most recent call last): ValueError: pvals < 0, pvals > 1 or pvals contains NaNsC��numpy..��<variate_normal �.mult:��(mean, cov, size=None, check_valid='warn', tol=1e-8) Draw V� )� s from a .e�� �@distribution. TheN&��,  3(or Gaussian2?�< is a generalizaS of E4ne-dimensionalN~�A�higher * s. Such aBi�@specified by its !. and!1!e$nce matrix�hse parameters are analogousy�B(average�0“center”)\Z4(standard devi��, 3Dwidth,” squared)�<. Note New codeq�use �F( methodeDa default_rng() in�ce 4ead; please se O<Quick Start. P9" !1-D aa|_like,e4length N Mea5��N2�6W cov2FK�@shape (N, N) Co5`)�o!�6N�It mus�� symmetric%�\positive-semidefinite fo�periing. aSint!�tuplelints, opA�,al Given a �of,NXexample, (m,n,k), m*n*k _�eI^i ted, �acked iA� m-by-n�k%]0ngement. Beca!� each NaU2[�,%output �is �$,N). If nou)�,� ingl!r-D)areturned!�`0{ ‘warn’, raise ignor }240Behavior when��cB�is ��1�� .��tolfloat2Y�Tolere�Z�ingc�(ular values!iBv��.{ casta�,double beforiTa  R%�saouta�ray �"drawn-?A0�f-nAS, i��at was�vid!Y%��t)�I�!�N,!� n ot��words,)�entry!�([i,j,...,:]3an6 � ���F1(See also G��torNv w���� usedE��n��% ���s�0��� coordinat�q:��space, ]$represents�loc�B where1Y��most �{ly!�beyY��isz>� peaka�! bell curv� >�or un�~N�. ��indicate � evel� �two�%�b� var�ge!�. F��.�Np�, w)�� 2�1p, \(X = [x_1, x_2, ... x_N]\)!�eA�6 el�e( \(C_{ij}\)!;�}) of \(x_i\�� �jS6A��iAk?(i.e.�,“spread”E��s��,���yq�fu!�>,, pope�approximE,a�@clude: Spherical.��(coe�����ident ) Diag�}?ha��n-nega�Y1�s��only o���d D ) TA�geoɚal� perty canA� seen��A-&��plott!�gi�$ed data-po��� ep = [0, 0] U �= [[1�,100]] #�%M� R��WA�at ne�orien�along xa,y-axi �import��lib.py 3 plt� x, y = np2� �" .� 5000).T< plt.P�(E, 'x')�('equalshow() �� t�!�=�[CR�, (a.k.a. non1��-R ). Oa� wise���b��� �i� thodaaun7ed@backwards compati� �guarante�1hReferences 1 Papoulis, A.��P&� $, Random V!�zI�LStochastic Processes� 3rd ed.,g �York: McGraw-Hill, 1991. 2 Duda, R. O., Hart, P. E.ark, D. 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C�'���Z-��G- )��,��c�x� s,�"�is�� � %%.��re removO2�c�%l�?`D$P:9�l toge�,�&\:���(�GbIY ��4na�Rin manh- nalg"H>� - K?��D�;%E���Y)K��&�n5�8S]E�� atQ��p�& �g-��*��%�!2�D‘()"�0�v�*��>87� umat<P�Strix_�5�P '(m,n),(n,p)->(m,p)'��l%._ J det:?��m96��`��� �4$6��'(),( ?�:13N�'� �?5��:� group�put->i�Bm,6!�a&H (“Domain-R-5�O�@+%��delivgEA�BIm�5usacharac '� A�>'$XH'V�'� ['??->?fbbb->b BB->B hh->h HH->H ii->i II->I 4ll->l', 'LL->Lqq->q QQ->Q ff->f dd->d gg->g FF->F DD->DHGG->GOO->O'��Uo������º��%��h� 1h� �h� 1h� Bh�)1c5�1�1�1�%� '5�6���de������OO->O']���,�6�(� setup.py #!/usr/bin/env python3 """ Build the Cython demonstrations of low-level access to NumPy random Usage: python setup.py build_ext -i """ import setuptools # triggers monkeypatching distutils from distutils.core import setup from os.path import dirname, join, abspath import numpy as np from Cython.Build import cythonize from numpy.distutils.misc_util import get_info from setuptools.extension import Extension path = dirname(__file__) src_dir = join(dirname(path), '..', 'src') defs = [('NPY_NO_DEPRECATED_API', 0)] inc_path = np.get_include() lib_path = [abspath(join(np.get_include(), '..', '..', 'random', 'lib'))] lib_path += get_info('npymath')['library_dirs'] extending = Extension("extending", sources=[join('.', 'extending.pyx')], include_dirs=[ np.get_include(), join(path, '..', '..') ], define_macros=defs, ) distributions = Extension("extending_distributions", sources=[join('.', 'extending_distributions.pyx')], include_dirs=[inc_path], library_dirs=lib_path, libraries=['npyrandom', 'npymath'], define_macros=defs, ) extensions = [extending, distributions] setup( ext_modules=cythonize(extensions) )���� ������ � ��`�$�� 4��D �L0Xph�x�!�0 %�p )�� -�� 1�0 5�p9�=��A1EqI(�M8�QH1UXqYh�]x�a�1e�qi��m��q�1u�qy�}�� �2!�r"�(�#�8�$�H2 %�Xr &�h� '�x� (��2 )��r *��� +��� ,��2 -��r .�� /��� 0�3 1�s 2�(� 3�8� 4�H3 5�Xs 6�h� 7�x� 8�39�s:騳;���<��3=��s>��?���@ 4AtB )�C 9�DI4EYtFi�Gy�H!�4I%�tJ)��K-��L0�SL2�DSM6݄SN:��SO>�TPB ETQF�TRJ-�TSN=UTRMEUUV]�UVZm�UW^}VXb�EVYf��VZj��V[n�W\r�EW]v݅W^z��W_~�X`� FXa��Xb�-�Xc�=Yd�MFYe�]�Yf�m�Yg�}Zh��FZi���Zj���Zk��[l��F[m�݆[n���[o��\p� G\q��\r�-�\s�=]t�MG]u�]�]v�m�]w�}^x�G^y杇^z��^{�_|}��G_}�݇_~���_��`�H`��`� .�`�>a�NHa�^�a�n�a�~b�"�Hb�&��b�*��b�.�c�2�Hc�6ވc�:��c�>�d�BId�F�d�J.�d�N> e�RNIe�V^�e�Zn�e�^~ f�b�If�f��f�j��f�n� g�r�Ig�vމg�z��g�~� h��Jh���h��.�h��> i��NJi��^�i��n�i��~ j���Jj����j����j��� k���Jk��ފk����k��� l��Kl���l��.�l��> m��NKm��^�m��n�m��~ n��Kn�枋n���n�� o���Ko��ދo����o��� p�Lp��p� /�p�? q�OLq�_�q�o�q� r�"�Lr�&��r�*��r�.� s�2�Ls�6ߌs�:��s�>� t�BMt�F�t�J/�t�N? u�ROMu�V_�u�Zo�u�^ v�b�Mv�f��v�j��v�n� w�r�Mw�vߍw�z��w�~� x��Nx��x�/�x�?y�ONy�_�y�o�y�z袏Nz馟�zꪯ�z뮿{��N{��ߎ{���{��|��O|���|��/�|��?}��OO}��_�}��o�}��~�&��  5� doc_content������I&��� &��� 6�(� setup.py #!/usr/bin/env python3 """ Build the Cython demonstrations of low-level access to NumPy random Usage: python setup.py build_ext -i """ import setuptools # triggers monkeypatching distutils from distutils.core import setup from os.path import dirname, join, abspath import numpy as np from Cython.Build import cythonize from numpy.distutils.misc_util import get_info from setuptools.extension import Extension path = dirname(__file__) src_dir = join(dirname(path), '..', 'src') defs = [('NPY_NO_DEPRECATED_API', 0)] inc_path = np.get_include() lib_path = [abspath(join(np.get_include(), '..', '..', 'random', 'lib'))] lib_path += get_info('npymath')['library_dirs'] extending = Extension("extending", sources=[join('.', 'extending.pyx')], include_dirs=[ np.get_include(), join(path, '..', '..') ], define_macros=defs, ) distributions = Extension("extending_distributions", sources=[join('.', 'extending_distributions.pyx')], include_dirs=[inc_path], library_dirs=lib_path, libraries=['npyrandom', 'npymath'], define_macros=defs, ) extensions = [extending, distributions] setup( ext_modules=cythonize(extensions) )�,����������L������t+���numpy.reference.generated. ,histogram2d3�/�$_bin_edges�f�dd&�f�split�*�tack%�T�ypot"�)�i0(�&�dentity�{�iinfo$�U�mag�(� n1d'�P�ndicesJ+�$constants#r�I%infND 'Infinity���foN<>T�inf�enner&J��>�insert*J*�4arrays.scalars �int16�.�32�.�64)����8�-��_�-��c�; terp���i*sect1d����p��� vertNW�B�s_busday�-sclose�X�complex,J�F�� -objNFF0�eF���fortran�ssinNsF��inf�)�na�R�nat���negZnF��po��3sreal��*���,���sctype�>$ssubclass_NLF  subd�]� �N�B]�x_�bkaiser�� kron�y�lcm��ldexp�&$left_shift��� less�V�ss_equal�dlexsort/�7lib͑etops0�3��t� or@�4� mixins.nd�op >�s�x�versionx<user.basics.rec?^��l�|recfunctions.apply_along_fieldsB�C�ssign > _by_name8�F� drop D�<�<�<find_duplicates:�@�,latten_descr�Cget � tructure6���C!6s;�:��_��4�?�join_by9�8�merge_E�s>�=�$rec_append-8��B]1�5΂����4recursive_fill ��pre!��>� pack >�1requir}��-��G�wu!d_to_un�K�.=�MK�zf���: � taine�glinspace��oa�G(txt��og�� og10�)��p���g2�� logad�3-�2�� (logical_and�/�noR�>� ^or�]�xo�6ogE6N��G:�� N�b4�double.u�yb3�float-�2���� ookforN�maske ��e� N��>�ma <i��CJ��R\� ?print_op �� ; �r9`zv�no!�� machar��R�_��=ma��matmul��� trix� maximumN�F�+�_C N2F2�0y_share_memor�  mean���edi�*� mmap��meshgridNB��)�in_.�_A���in!���inV code�jod�U modf�1oveaxis�1�U�ultiplyN��>&NAN�'��a�'�nan��nan�num�y nanargmax�-��i���cumprod�[�cumsum�^nanma�A*ean����m��XinN�>�nanperc��l�_1ro��(nanquantile�7st��nan��var�7��7ndenum��2dindex�dit�� negative�Rnested_[�sN >new����extaftV�>X� NINFN��B�onzero���otHN�R numbeR� B�� ZERO�� obj2��N�R��object_���o�,�xone��(_like�~��u���biV>�pa�uparti� ����N�>�pi�^piecewisR>S� PINF�Rpl�i poly�5(��*add��+de�:+iv�V�fit�+�in�+�mul&�&� BzHolynomial.chebyshev &��B�hermite�=J� j�� >�_@�e&3��laguerre �@�egend@ ��=AR ���sub�+�val�� ����owe��P�oO�� �w promote� ��ptpN� B`ut��put �钉ut�N]B �8�� N�>��r_���rad2deg�+�iansIJ�(random.bit_ �orsF��&%� fM�$�7�$�� b�G}%orNY $:��mt19937N V1�pcg64N�j/� dxsmN�Z3�hiloxf��legacy�%�seedsequ�&��sfc64N/�-��e�&$rankwarnin��ravel1J��FX� vel_��ex�nu NB]�eal_if_�"��rec� �y reciproca�]recor�� rema9 ��%repea�-,�#eshap��resizRpF� sult���pigh�� ��:ol�U(�#N�B��oot�)�t90�� roundR�&F|�w_��Ls_�#sav�&(txt�"+�z��)�_+resse�n��2�gsearchW�e�tselect���et�8 �",4 stri�!�u�!�|setbufa{�� setdiff1��� terr���errcal�+&�sX�+&setxor1�T���U�sVN����>�short��$show_confi��,h#��(bi�Osi��( sincN��V��ingle2J�j/�a��l��sinh$J^�>�a�Nu N(��Ale�zsourc��pac���/���qr��squar���queez� �8�] stR�Vtr_N�^-����� subtrac�um�S�wapaxe�� takeN' >(*b�^�t��, tanh��$tensordotJVtesting&*$fq + .sup��_� �s�h=V$B9ilRR8(timedelta64�A9�e�<ran(-�?trapz��ri�  trilN:B*ril+ �2�b .0�_from*JJe�m_��riu����u���0�N�F��ue_divid��unc�/2�'�J?typingN� � .DTypeLikR $61�NDAm3N�R  ubyt����uu NVW�inR b-�16N�b/��3R9&b/�64� int8�.��c�.��pNV��o%N-V2�ni�!�union�� uniqueN��>Qun�N��F.��a疂 unwrap�)� �Fvander��va��1vdo�I5vectorizRtR�voi�� �vZ ���� � wher�$whR�8>�6�X)�Ns9distutil*�,&��(.misc_8.C� uraJ.pathsN%�$performancR�routines*� �1��%3$1d.__call_R! >G 3deriv�\ 0K8�g��2J�<J�N��RTadd&�/9��@�?�a����der�@�iv&?2���do���fit�I� ��gauss� �!2d�C�C3d�N intD��a[rpolate��6slin��6A�mul�� mulx�J�o���pow��� pts1�A��2�eV�Dsub��� trim��va�:"val2d�E val3�� �A�� C2d�E� E���we���#6�x&|5ʲ$��, K�:sC� HcastF�G� Gon A���� opyE�� �utdeg�I� Idegree�-�o ������)� fitH�i)i" �K�L� L0has_samecoefM�O�O)2���������window�`�`�i H�M�� gJ�)�H� ��� �U:�K� Kmapparms�,-,�����x��� ��tw�J B���2�?�F �*,��.@� add@��.>�com(��der�>�iv�� .������fit�?����A�3d�Din� .�.1 �G- �$>��) �uBC�% ���opy�R B�� �E� �� ��� ��>fi��BB�ro��>H�. 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Hvectorize.__call__ J6�@arrays.interface*J$�>Z�$lib.format�,6�(2numpy.reference.generated.numpy.vectorize.__call__ numpy.reference.arrays.interface��� $���$�&�ٶ  5�doc_id��&�ض &�ֶ 6�(2numpy.reference.generated.numpy.vectorize.__call__ numpy.reference.arrays.interface�,������<5�schema� % doc_content%�L��� %doc_id%�L������#,&��z 5� doc_content�IJ���z&��y&6�8�Module: tf.audio Public API for tf.audio namespace. Functions decode_wav(...): Decode a 16-bit PCM WAV file to a float tensor. encode_wav(...): Encode audio data using the WAV file format.�,������&��{ 5�doc_id�����&��{&��z6�(tensorflow.compat.v1.while_looptensorflow.aggregationmethod�,����������&��{��,&��� 5� doc_content������o&���&��{6�(�tf.keras.layers.serialize View source on GitHub View aliases Compat aliases for migration See Migration guide for more details. tf.compat.v1.keras.layers.serialize tf.keras.layers.serialize( layer )�Module: tf.compat.v1.xla Public API for tf.xla namespace. Modules experimental module: Public API for tf.xla.experimental namespace.�,������&��� 5�doc_id�����&���&���6�(%tensorflow.keras.layers.simplernncell$tensorflow.compat.v1.wholefilereader�,����������&��{��q�,&�� 5� doc_content�ֿ���M&&֔�6�(�tf.raw_ops.ExperimentalThreadPoolHandle Creates a dataset that uses a custom thread pool to compute input_dataset. View aliases Compat aliases for migration See Migration guide for more details. tf.compat.v1.raw_ops.ExperimentalThreadPoolHandle tf.raw_ops.ExperimentalThreadPoolHandle( num_threads, display_name, max_intra_op_parallelism=1, container='', shared_name='', name=None ) Args num_threads An int. The number of threads in the thread pool. display_name A string. A human-readable name for the threads that may be visible in some visualizations. threadpool. max_intra_op_parallelism An optional int. Defaults to 1. The maximum degree of parallelism to use within operations that execute on this threadpool. container An optional string. Defaults to "". shared_name An optional string. Defaults to "". name A name for the operation (optional). Returns A Tensor of type resource.�Module: tf.keras.losses Built-in loss functions. View aliases Main aliases tf.losses Classes class BinaryCrossentropy: Computes the cross-entropy loss between true labels and predicted labels. class CategoricalCrossentropy: Computes the crossentropy loss between the labels and predictions. class CategoricalHinge: Computes the categorical hinge loss between y_true and y_pred. class CosineSimilarity: Computes the cosine similarity between labels and predictions. class Hinge: Computes the hinge loss between y_true and y_pred. class Huber: Computes the Huber loss between y_true and y_pred. class KLDivergence: Computes Kullback-Leibler divergence loss between y_true and y_pred. class LogCosh: Computes the logarithm of the hyperbolic cosine of the prediction error. class Loss: Loss base class. class MeanAbsoluteError: Computes the mean of absolute difference between labels and predictions. class MeanAbsolutePercentageError: Computes the mean absolute percentage error between y_true and y_pred. class MeanSquaredError: Computes the mean of squares of errors between labels and predictions. class MeanSquaredLogarithmicError: Computes the mean squared logarithmic error between y_true and y_pred. class Poisson: Computes the Poisson loss between y_true and y_pred. class Reduction: Types of loss reduction. class SparseCategoricalCrossentropy: Computes the crossentropy loss between the labels and predictions. class SquaredHinge: Computes the squared hinge loss between y_true and y_pred. Functions KLD(...): Computes Kullback-Leibler divergence loss between y_true and y_pred. MAE(...): Computes the mean absolute error between labels and predictions. MAPE(...): Computes the mean absolute percentage error between y_true and y_pred. MSE(...): Computes the mean squared error between labels and predictions. MSLE(...): Computes the mean squared logarithmic error between y_true and y_pred. binary_crossentropy(...): Computes the binary crossentropy loss. categorical_crossentropy(...): Computes the categorical crossentropy loss. categorical_hinge(...): Computes the categorical hinge loss between y_true and y_pred. cosine_similarity(...): Computes the cosine similarity between labels and predictions. deserialize(...): Deserializes a serialized loss class/function instance. get(...): Retrieves a Keras loss as a function/Loss class instance. hinge(...): Computes the hinge loss between y_true and y_pred. huber(...): Computes Huber loss value. kl_divergence(...): Computes Kullback-Leibler divergence loss between y_true and y_pred. kld(...): Computes Kullback-Leibler divergence loss between y_true and y_pred. kullback_leibler_divergence(...): Computes Kullback-Leibler divergence loss between y_true and y_pred. log_cosh(...): Logarithm of the hyperbolic cosine of the prediction error. logcosh(...): Logarithm of the hyperbolic cosine of the prediction error. mae(...): Computes the mean absolute error between labels and predictions. mape(...): Computes the mean absolute percentage error between y_true and y_pred. mean_absolute_error(...): Computes the mean absolute error between labels and predictions. mean_absolute_percentage_error(...): Computes the mean absolute percentage error between y_true and y_pred. mean_squared_error(...): Computes the mean squared error between labels and predictions. mean_squared_logarithmic_error(...): Computes the mean squared logarithmic error between y_true and y_pred. mse(...): Computes the mean squared error between labels and predictions. msle(...): Computes the mean squared logarithmic error between y_true and y_pred. poisson(...): Computes the Poisson loss between y_true and y_pred. serialize(...): Serializes loss function or Loss instance. sparse_categorical_crossentropy(...): Computes the sparse categorical crossentropy loss. squared_hinge(...): Computes the squared hinge loss between y_true and y_pred.�,������&��� 5�doc_id�����&��&���6�(/tensorflow.raw_ops.experimentalthreadpoolhandle$tensorflow.compat.v1.ragged.constant�,����������&֔���O�,&֗� 5� doc_content������*&���&���6�(�tf.signal.inverse_stft_window_fn View source on GitHub Generates a window function that can be used in inverse_stft. View aliases Compat aliases for migration See Migration guide for more details. tf.compat.v1.signal.inverse_stft_window_fn tf.signal.inverse_stft_window_fn( frame_step, forward_window_fn=tf.signal.hann_window, name=None ) Constructs a window that is equal to the forward window with a further pointwise amplitude correction. inverse_stft_window_fn is equivalent to forward_window_fn in the case where it would produce an exact inverse. See examples in inverse_stft documentation for usage. Args frame_step An integer scalar Tensor. The number of samples to step. forward_window_fn window_fn used in the forward transform, stft. name An optional name for the operation. Returns A callable that takes a window length and a dtype keyword argument and returns a [window_length] Tensor of samples in the provided datatype. The returned window is suitable for reconstructing original waveform in inverse_stft.� Module: tf.saved_model Public API for tf.saved_model namespace. Modules experimental module: Public API for tf.saved_model.experimental namespace. Classes class Asset: Represents a file asset to hermetically include in a SavedModel. class LoadOptions: Options for loading a SavedModel. class SaveOptions: Options for saving to SavedModel. Functions contains_saved_model(...): Checks whether the provided export directory could contain a SavedModel. load(...): Load a SavedModel from export_dir. save(...): Exports the Trackable object obj to SavedModel format. Other Members ASSETS_DIRECTORY 'assets' ASSETS_KEY 'saved_model_assets' CLASSIFY_INPUTS 'inputs' CLASSIFY_METHOD_NAME 'tensorflow/serving/classify' CLASSIFY_OUTPUT_CLASSES 'classes' CLASSIFY_OUTPUT_SCORES 'scores' DEBUG_DIRECTORY 'debug' DEBUG_INFO_FILENAME_PB 'saved_model_debug_info.pb' DEFAULT_SERVING_SIGNATURE_DEF_KEY 'serving_default' GPU 'gpu' PREDICT_INPUTS 'inputs' PREDICT_METHOD_NAME 'tensorflow/serving/predict' PREDICT_OUTPUTS 'outputs' REGRESS_INPUTS 'inputs' REGRESS_METHOD_NAME 'tensorflow/serving/regress' REGRESS_OUTPUTS 'outputs' SAVED_MODEL_FILENAME_PB 'saved_model.pb' SAVED_MODEL_FILENAME_PBTXT 'saved_model.pbtxt' SAVED_MODEL_SCHEMA_VERSION 1 SERVING 'serve' TPU 'tpu' TRAINING 'train' VARIABLES_DIRECTORY 'variables' VARIABLES_FILENAME 'variables'�,������&��� 5�doc_id�ā��&���&���6�((tensorflow.signal.inverse_stft_window_fn-tensorflow.raw_ops.experimentalunbatchdataset�,������đ��&�����+�,&��� 5� doc_content��Ê��2&�ݚ&���6�(�wait_stream(stream) [source] Synchronizes with another stream. All future work submitted to this stream will wait until all kernels submitted to a given stream at the time of call complete. Parameters stream (Stream) – a stream to synchronize. Note This function returns without waiting for currently enqueued kernels in stream: only future operations are affected.�,������&�Ĝ 5�doc_id�����&���&���6�((torch.rpc#torch.distributed.rpc.shutdowntensorflow.signal.irfft�,���������&�����3�,&��� 5� doc_content������;&���&�Ɯ6�(�zero_grad(set_to_none=False) [source] Sets the gradients of all optimized torch.Tensor s to zero. Parameters set_to_none (bool) – instead of setting to zero, set the grads to None. This will in general have lower memory footprint, and can modestly improve performance. However, it changes certain behaviors. For example: 1. When the user tries to access a gradient and perform manual ops on it, a None attribute or a Tensor full of 0s will behave differently. 2. If the user requests zero_grad(set_to_none=True) followed by a backward pass, .grads are guaranteed to be None for params that did not receive a gradient. 3. torch.optim optimizers have a different behavior if the gradient is 0 or None (in one case it does the step with a gradient of 0 and in the other it skips the step altogether).�,������&��� 5�doc_id����&���&ԥ�6�(%torch.storage#torch.FloatStorage.type torch.fft�,����������&�Ɯ��= �,&��� 5� doc_content���W��&���&���6�(2zero_() → Tensor Fills self tensor with zeros.�,������&��� 5�doc_id�Ў��&���&���6�(/werkzeug.wsgi.index#werkzeug.wsgi.pop_path_info#torch#torch.torch.default_generator�,��������]�&���ֹ! �,&�� 5� doc_content������@&�ݻ&��6�(awith_traceback() Exception.with_traceback(tb) – set self.__traceback__ to tb and return self.�,������&�ݽ 5�doc_id��� ��&�Ƚ&���6�(+werkzeug.wsgi.index#werkzeug.wsgi.wrap_file4django_rest_framework.api-guide.authentication.index�,����������&����B�,&��� 5� doc_content������2&���&��6�(%value_type Alias for field number 14__call__(*args, **kwargs) Call self as a function.�,������&��� 5�doc_id��� ��&���&���6�(csklearn.modules.generated.sklearn.model_selection.shufflesplit#sklearn.model_selection.ShuffleSplit�sklearn.modules.generated.sklearn.feature_extraction.text.countvectorizer#sklearn.feature_extraction.text.CountVectorizer.get_params�,������̤��&����3�,&�¯ 5� doc_content������=&���&���6�(�write() Write raw bytes to object buffer. write(buffer, offset=0) Overwrite bytes in the parent object's data. The data must be C or F contiguous, otherwise a ValueError is raised. Argument buffer is a str/bytes object. An optional offset gives a start position, in bytes, within the buffer where overwriting begins. If the offset is negative or greater that or equal to the buffer proxy's length value, an IndexException is raised. If len(buffer) > proxy.length + offset, a ValueError is raised.Va Gets or sets the alpha value of the Color. a -> int The alpha value of the Color.�,������&Ұ� 5�doc_id�� ��&���&�̯6�(osklearn.modules.generated.sklearn.utils.validation.has_fit_parameter#sklearn.utils.validation.has_fit_parameterpygame.ref.bufferproxy�,������ʓ��&�����?�,&��� 5� doc_content������2&���&곱6�(�write_sys_ex() writes a timestamped system-exclusive midi message. write_sys_ex(when, msg) -> None Writes a timestamped system-exclusive midi message. Parameters: msg (list[int] or str) -- midi message when -- timestamp in milliseconds Example: midi_output.write_sys_ex(0, '\xF0\x7D\x10\x11\x12\x13\xF7') # is equivalent to midi_output.write_sys_ex(pygame.midi.time(), [0xF0, 0x7D, 0x10, 0x11, 0x12, 0x13, 0xF7])�,������&��� 5�doc_id�����&���&���6�(/pygame.ref.transform#pygame.transform.threshold9pandas.reference.api.pandas.api.extensions.extensionarray�,�������ߞ�&곱��3�,&櫴 5� doc_content������N&��&��6�(�pandas.testing.assert_series_equal pandas.testing.assert_series_equal(left, right, check_dtype=True, check_index_type='equiv', check_series_type=True, check_less_precise=NoDefault.no_default, check_names=True, check_exact=False, check_datetimelike_compat=False, check_categorical=True, check_category_order=True, check_freq=True, check_flags=True, rtol=1e-05, atol=1e-08, obj='Series', *, check_index=True)[source] Check that left and right Series are equal. Parameters left:Series right:Series check_dtype:bool, default True Whether to check the Series dtype is identical. check_index_type:bool or {‘equiv’}, default ‘equiv’ Whether to check the Index class, dtype and inferred_type are identical. check_series_type:bool, default True Whether to check the Series class is identical. check_less_precise:bool or int, default False Specify comparison precision. Only used when check_exact is False. 5 digits (False) or 3 digits (True) after decimal points are compared. If int, then specify the digits to compare. When comparing two numbers, if the first number has magnitude less than 1e-5, we compare the two numbers directly and check whether they are equivalent within the specified precision. Otherwise, we compare the ratio of the second number to the first number and check whether it is equivalent to 1 within the specified precision. Deprecated since version 1.1.0: Use rtol and atol instead to define relative/absolute tolerance, respectively. Similar to math.isclose(). check_names:bool, default True Whether to check the Series and Index names attribute. check_exact:bool, default False Whether to compare number exactly. check_datetimelike_compat:bool, default False Compare datetime-like which is comparable ignoring dtype. check_categorical:bool, default True Whether to compare internal Categorical exactly. check_category_order:bool, default True Whether to compare category order of internal Categoricals. New in version 1.0.2. check_freq:bool, default True Whether to check the freq attribute on a DatetimeIndex or TimedeltaIndex. New in version 1.1.0. check_flags:bool, default True Whether to check the flags attribute. New in version 1.2.0. rtol:float, default 1e-5 Relative tolerance. Only used when check_exact is False. New in version 1.1.0. atol:float, default 1e-8 Absolute tolerance. Only used when check_exact is False. New in version 1.1.0. obj:str, default ‘Series’ Specify object name being compared, internally used to show appropriate assertion message. check_index:bool, default True Whether to check index equivalence. If False, then compare only values. New in version 1.3.0. 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Otherwise it is similar to abstractmethod(). This special case is deprecated, as the classmethod() decorator is now correctly identified as abstract when applied to an abstract method: class C(ABC): @classmethod @abstractmethod def my_abstract_classmethod(cls, ...): ...�,������&�ی 5�doc_id�����&�Ō&ڋ�6�(skimage.user_guide.tutorials@pandas.reference.api.pandas.tseries.offsets.weekofmonth.rollback�,����������&����O�,&�Ǯ 5� doc_content���_��!&���&�݌6�(�yeardayscalendar(year, width=3) Return the data for the specified year ready for formatting (similar to yeardatescalendar()). Entries in the week lists are day numbers. Day numbers outside this month are zero.�@asyncio.coroutine Decorator to mark generator-based coroutines. This decorator enables legacy generator-based coroutines to be compatible with async/await code: @asyncio.coroutine def old_style_coroutine(): yield from asyncio.sleep(1) async def main(): await old_style_coroutine() This decorator should not be used for async def coroutines. Deprecated since version 3.8, will be removed in version 3.10: Use async def instead.�,������&��� 5�doc_id�����&���&�Ү6�(/python.library.stdtypes#contextmanager.__exit__&python.library.ast#ast.NodeTransformer�,��������e�&�݌��#�,&��� 5� doc_content���r̾,&���&藰6�(�write(s) Write s to the write method of the outfp passed to the Generator’s constructor. This provides just enough file-like API for Generator instances to be used in the print() function.�,������&�� 5�doc_id�����&ă�&���6�(#python.library.stdtypes#dict.values!python.library.constants#Ellipsis�,������ޭy�&藰��-�,&̈� 5� doc_content���~��.&��&���6�(�writelines(lines) Write a list of lines to the stream. Line separators are not added, so it is usual for each of the lines provided to have a line separator at the end. @enum.unique�,������&�؎ 5�doc_id�����&�Î&Ҍ�6�($python.library.stdtypes#int.to_bytes!python.library.asyncio-exceptions�,����������&�����0 �,&Ҁ� 5� doc_content�Ҏr��)&��&�ڎ6�(�write_byte(byte) Write the integer byte into memory at the current position of the file pointer; the file position is advanced by 1. If the mmap was created with ACCESS_READ, then writing to it will raise a TypeError exception.FArray(typecode, sequence) Create an array and return a proxy for it.�,������&�Ĺ 5�doc_id�����&̯�&†�6�("python.library.urllib.request#openpython.library.constants#None�,��������x�&�ڎ��*"�,&��� 5� doc_content���b��&&���&�ƹ6�(�winerror Under Windows, this gives you the native Windows error code. The errno attribute is then an approximate translation, in POSIX terms, of that native error code. Under Windows, if the winerror constructor argument is an integer, the errno attribute is determined from the Windows error code, and the errno argument is ignored. On other platforms, the winerror argument is ignored, and the winerror attribute does not exist.�@reprlib.recursive_repr(fillvalue="...") Decorator for __repr__() methods to detect recursive calls within the same thread. If a recursive call is made, the fillvalue is returned, otherwise, the usual __repr__() call is made. For example: >>> from reprlib import recursive_repr >>> class MyList(list): ... @recursive_repr() ... def __repr__(self): ... return '<' + '|'.join(map(repr, self)) + '>' ... >>> m = MyList('abc') >>> m.append(m) >>> m.append('x') >>> print(m) <'a'|'b'|'c'|...|'x'> New in version 3.2.�,������&��� 5�doc_id�����&���&���6�(&python.library.urllib.request#responsepython.library.asyncio-policy�,��������g�&�ƹ��($�,&���  5� doc_content��}ڷ1&��� &���6�(�zscore(x) Compute the Standard Score describing x in terms of the number of standard deviations above or below the mean of the normal distribution: (x - mean) / stdev. New in version 3.9.�@staticmethod Transform a method into a static method. A static method does not receive an implicit first argument. To declare a static method, use this idiom: class C: @staticmethod def f(arg1, arg2, ...): ... The @staticmethod form is a function decorator – see Function definitions for details. A static method can be called either on the class (such as C.f()) or on an instance (such as C().f()). Static methods in Python are similar to those found in Java or C++. Also see classmethod() for a variant that is useful for creating alternate class constructors. Like all decorators, it is also possible to call staticmethod as a regular function and do something with its result. This is needed in some cases where you need a reference to a function from a class body and you want to avoid the automatic transformation to instance method. For these cases, use this idiom: class C: builtin_open = staticmethod(open) For more information on static methods, see The standard type hierarchy.�,������&���  5�doc_id�����&�� &��� 6�(!python.library.sys#sys.executablepython.library.asyncio-stream�,����������&�����2&�,&��  5� doc_content���m��)&�о &��� 6�(Ayview(*args) Query or modify vertical position of the treeview.�@test.support.anticipate_failure(condition) A decorator to conditionally mark tests with unittest.expectedFailure(). Any use of this decorator should have an associated comment identifying the relevant tracker issue.�,������&���  5�doc_id�Ґ��&�� &�� 6�($python.library.types#types.coroutinepython.library.constants#True�,��������s�&��� ��+(�,&���  5� doc_content���x��+&��� &��� 6�(�xmlparser.specified_attributes If set to a non-zero integer, the parser will report only those attributes which were specified in the document instance and not those which were derived from attribute declarations. Applications which set this need to be especially careful to use what additional information is available from the declarations as needed to comply with the standards for the behavior of XML processors. By default, this attribute is false; it may be changed at any time.�@typing.final A decorator to indicate to type checkers that the decorated method cannot be overridden, and the decorated class cannot be subclassed. For example: class Base: @final def done(self) -> None: ... class Sub(Base): def done(self) -> None: # Error reported by type checker ... @final class Leaf: ... class Other(Leaf): # Error reported by type checker ... There is no runtime checking of these properties. See PEP 591 for more details. New in version 3.8.�,������&���  5�doc_id����&��� &��� 6�([python.library.xml.etree.elementtree#xml.etree.ElementTree.xml.etree.ElementInclude.include+python.library.exceptions#UnboundLocalError�,������Ҁ��&��� ��-*�,&�є  5� doc_content���o��&&��� &��� 6�(�zoneinfo.reset_tzpath(to=None) Sets or resets the time zone search path (TZPATH) for the module. When called with no arguments, TZPATH is set to the default value. Calling reset_tzpath will not invalidate the ZoneInfo cache, and so calls to the primary ZoneInfo constructor will only use the new TZPATH in the case of a cache miss. The to parameter must be a sequence of strings or os.PathLike and not a string, all of which must be absolute paths. ValueError will be raised if something other than an absolute path is passed.9Attributes.getLength() Return the number of attributes.�,������&ΰ�  5�doc_id�����&��� &�۔ 6�(-python.library.zoneinfo#zoneinfo.reset_tzpathmatplotlib._api_api�,��������w�&��� ��(,�,&���  5� doc_content���<��&��� &ܲ� 6�( zorder=2.5hArrowAxisClass[source] alias of mpl_toolkits.axisartist.axisline_style._FancyAxislineStyle.FilledArrow�,������&���  5�doc_id��� ��&��� &� 6�(matplotlib.toolkits.axisartist7matplotlib._as_gen.mpl_toolkits.axisartist.angle_helper�,��������G�&ܲ� ��.�,&ʦ�  5� doc_content���S��&֌� &֐� 6�(zorder=0�add_callback(func)[source] Add a callback function that will be called whenever one of the Artist's properties changes. Parameters funccallable The callback function. It must have the signature: def func(artist: Artist) -> Any where artist is the calling Artist. Return values may exist but are ignored. Returns int The observer id associated with the callback. This id can be used for removing the callback with remove_callback later. See also remove_callback�,������&���  5�doc_id�օ �&��� &��� 6�(Umatplotlib.collections_api#matplotlib.collections.LineCollection.set_offset_transformVmatplotlib.blocking_input_api#matplotlib.blocking_input.BlockingContourLabeler.button1�,��������]�&֐� ��0�,&���  5� doc_content���&�� &��� &��� 6�(zorder=0�__call__(X, alpha=None, bytes=False)[source] Parameters Xfloat or int, ndarray or scalar The data value(s) to convert to RGBA. For floats, X should be in the interval [0.0, 1.0] to return the RGBA values X*100 percent along the Colormap line. For integers, X should be in the interval [0, Colormap.N) to return RGBA values indexed from the Colormap with index X. alphafloat or array-like or None Alpha must be a scalar between 0 and 1, a sequence of such floats with shape matching X, or None. bytesbool If False (default), the returned RGBA values will be floats in the interval [0, 1] otherwise they will be uint8s in the interval [0, 255]. Returns Tuple of RGBA values if X is scalar, otherwise an array of RGBA values with a shape of X.shape + (4, ).�,������&���  5�doc_id��� ��&��� &��� 6�(1matplotlib_configuration_api#matplotlib.colormaps1matplotlib._as_gen.matplotlib.colors.boundarynorm�,��������0�&��� � 2�,&���  5� doc_content�����.&��� &�� 6�(zorder=5c__call__(value, clip=None)[source] Map value to the interval [0, 1]. The clip argument is unused.�,������&���  5�doc_id��� ��&��� &��� 6�(8matplotlib_configuration_api#matplotlib.matplotlib_fnameTmatplotlib._as_gen.matplotlib.colors.symlognorm#matplotlib.colors.SymLogNorm.inverse�,������ԛ��&�� �04�,&�è  5� doc_content�ʡ���)&��� &��� 6�(zorder=5 CLOSEPOLY=79�,������&Ɗ�  5�doc_id��� ��&��� &�Ũ 6�(4matplotlib_configuration_api#matplotlib.set_loglevel-matplotlib._as_gen.matplotlib.patches.annulus�,������ά��&��� ��+6�,&���  5� doc_content���h��"&��� &��� 6�(zorder=3�APPLICATION_ROOT Inform the application what path it is mounted under by the application / web server. This is used for generating URLs outside the context of a request (inside a request, the dispatcher is responsible for setting SCRIPT_NAME instead; see Application Dispatching for examples of dispatch configuration). Will be used for the session cookie path if SESSION_COOKIE_PATH is not set. Default: '/'�,������&���  5�doc_id�����&�� &ډ� 6�(+matplotlib_configuration_api#matplotlib.useflask.api.index#flask.Blueprint�,��������o�&��� ��$8�,&���  5� doc_content��6��&��� &��� 6�(�with_perm(perm, is_active=True, include_superusers=True, obj=None) Returns all active users who have the permission perm either in the form of "<app label>.<permission codename>" or a Permission instance. Returns an empty queryset if no users who have the perm found. If is_active is True (default), returns only active users, or if False, returns only inactive users. Use None to return all users irrespective of active state. If include_superusers is True (default), the result will include superusers.�AdminSite.add_action(action, name=None) Some actions are best if they’re made available to any object in the admin site – the export action defined above would be a good candidate. You can make an action globally available using AdminSite.add_action(). For example: from django.contrib import admin admin.site.add_action(export_selected_objects) This makes the export_selected_objects action globally available as an action named “export_selected_objects”. You can explicitly give the action a name – good if you later want to programmatically remove the action – by passing a second argument to AdminSite.add_action(): admin.site.add_action(export_selected_objects, 'export_selected')�,������&���  5�doc_id�� ��&��� &��� 6�(flask.templating.index@django.howto.custom-file-storage#django.core.files.storage._open�,������ԓ?�&��� ��:�,&���  5� doc_content���;��&��� &��� 6�(zKBaseFormSet.as_p() Renders the formset with the template_name_p template.�,������&��  5�doc_id�����&�ׁ &•� 6�(.django.topics.signals#django.dispatch.receiverdjango.ref.contrib.auth�,��������D�&��� ��<�,&��  5� doc_content���a��(&�ت &�� 6�([year_format The strftime() format to use when parsing the year. By default, this is '%Y'.�,������&�ڬ  5�doc_id�����&�Ŭ &�� 6�(numpy.user.basics.byteswapping@django.howto.custom-template-tags#django.template.Library.filter�,��������j�&�� ��*>�,&���  5� doc_content������;&��� &�ݬ 6�(�numpy.number.__class_getitem__ method number.__class_getitem__(item, /) Return a parametrized wrapper around the number type. New in version 1.22. Returns aliastypes.GenericAlias A parametrized number type. See also PEP 585 Type hinting generics in standard collections. Notes This method is only available for python 3.9 and later. Examples >>> from typing import Any >>> import numpy as np >>> np.signedinteger[Any] numpy.signedinteger[typing.Any]�C-Types Foreign Function Interface (numpy.ctypeslib) numpy.ctypeslib.as_array(obj, shape=None)[source] Create a numpy array from a ctypes array or POINTER. The numpy array shares the memory with the ctypes object. The shape parameter must be given if converting from a ctypes POINTER. The shape parameter is ignored if converting from a ctypes array numpy.ctypeslib.as_ctypes(obj)[source] Create and return a ctypes object from a numpy array. Actually anything that exposes the __array_interface__ is accepted. numpy.ctypeslib.as_ctypes_type(dtype)[source] Convert a dtype into a ctypes type. Parameters dtypedtype The dtype to convert Returns ctype A ctype scalar, union, array, or struct Raises NotImplementedError If the conversion is not possible Notes This function does not losslessly round-trip in either direction. np.dtype(as_ctypes_type(dt)) will: insert padding fields reorder fields to be sorted by offset discard field titles as_ctypes_type(np.dtype(ctype)) will: discard the class names of ctypes.Structures and ctypes.Unions convert single-element ctypes.Unions into single-element ctypes.Structures insert padding fields numpy.ctypeslib.load_library(libname, loader_path)[source] It is possible to load a library using >>> lib = ctypes.cdll[<full_path_name>] But there are cross-platform considerations, such as library file extensions, plus the fact Windows will just load the first library it finds with that name. NumPy supplies the load_library function as a convenience. Changed in version 1.20.0: Allow libname and loader_path to take any path-like object. Parameters libnamepath-like Name of the library, which can have ‘lib’ as a prefix, but without an extension. loader_pathpath-like Where the library can be found. Returns ctypes.cdll[libpath]library object A ctypes library object Raises OSError If there is no library with the expected extension, or the library is defective and cannot be loaded. numpy.ctypeslib.ndpointer(dtype=None, ndim=None, shape=None, flags=None)[source] Array-checking restype/argtypes. An ndpointer instance is used to describe an ndarray in restypes and argtypes specifications. This approach is more flexible than using, for example, POINTER(c_double), since several restrictions can be specified, which are verified upon calling the ctypes function. These include data type, number of dimensions, shape and flags. If a given array does not satisfy the specified restrictions, a TypeError is raised. Parameters dtypedata-type, optional Array data-type. ndimint, optional Number of array dimensions. shapetuple of ints, optional Array shape. flagsstr or tuple of str Array flags; may be one or more of: C_CONTIGUOUS / C / CONTIGUOUS F_CONTIGUOUS / F / FORTRAN OWNDATA / O WRITEABLE / W ALIGNED / A WRITEBACKIFCOPY / X UPDATEIFCOPY / U Returns klassndpointer type object A type object, which is an _ndtpr instance containing dtype, ndim, shape and flags information. Raises TypeError If a given array does not satisfy the specified restrictions. Examples >>> clib.somefunc.argtypes = [np.ctypeslib.ndpointer(dtype=np.float64, ... ndim=1, ... flags='C_CONTIGUOUS')] ... >>> clib.somefunc(np.array([1, 2, 3], dtype=np.float64)) ... class numpy.ctypeslib.c_intp A ctypes signed integer type of the same size as numpy.intp. Depending on the platform, it can be an alias for either c_int, c_long or c_longlong.�,������&ֻ�  5�doc_id����&��� &�� 6�(numpy.user.quickstartDnumpy.dev.howto-docs#_CPPv4N9DoxyLimbo9DoxyLimboERK9DoxyLimboI2Tp1NE�,���������&�ݬ ԝ=@�,&��  5� doc_content������I&��� &��� 6�(� setup.py #!/usr/bin/env python3 """ Build the Cython demonstrations of low-level access to NumPy random Usage: python setup.py build_ext -i """ import setuptools # triggers monkeypatching distutils from distutils.core import setup from os.path import dirname, join, abspath import numpy as np from Cython.Build import cythonize from numpy.distutils.misc_util import get_info from setuptools.extension import Extension path = dirname(__file__) src_dir = join(dirname(path), '..', 'src') defs = [('NPY_NO_DEPRECATED_API', 0)] inc_path = np.get_include() lib_path = [abspath(join(np.get_include(), '..', '..', 'random', 'lib'))] lib_path += get_info('npymath')['library_dirs'] extending = Extension("extending", sources=[join('.', 'extending.pyx')], include_dirs=[ np.get_include(), join(path, '..', '..') ], define_macros=defs, ) distributions = Extension("extending_distributions", sources=[join('.', 'extending_distributions.pyx')], include_dirs=[inc_path], library_dirs=lib_path, libraries=['npyrandom', 'npymath'], define_macros=defs, ) extensions = [extending, distributions] setup( ext_modules=cythonize(extensions) )�,������&  5�doc_id���¥&� &��� 6�(Gnumpy.user.basics.rec#numpy.lib.recfunctions.unstructured_to_structured*numpy.reference.arrays.scalars#numpy.int16�,������̥��&��� ��JB�,&�Ҷ  5� doc_content��Ԫ&�϶ &ާ� 6�(�numpy.vectorize.__call__ method vectorize.__call__(*args, **kwargs)[source] Return arrays with the results of pyfunc broadcast (vectorized) over args and kwargs not in excluded.�,������&�ٶ  5�doc_id��&�ض &�ֶ 6�(2numpy.reference.generated.numpy.vectorize.__call__ numpy.reference.arrays.interface�,������Ժ&ާ� ��D�, huggingface{"info": {"features": {"doc_content": {"dtype": "string", "_type": "Value"}, "doc_id": {"dtype": "string", "_type": "Value"}}}}� ARROW:schema�/////1gBAAAQAAAAAAAKAA4ABgAFAAgACgAAAAABBAAQAAAAAAAKAAwAAAAEAAgACgAAALgAAAAEAAAAAQAAAAwAAAAIAAwABAAIAAgAAAAIAAAAFAAAAAsAAABodWdnaW5nZmFjZQB/AAAAeyJpbmZvIjogeyJmZWF0dXJlcyI6IHsiZG9jX2NvbnRlbnQiOiB7ImR0eXBlIjogInN0cmluZyIsICJfdHlwZSI6ICJWYWx1ZSJ9LCAiZG9jX2lkIjogeyJkdHlwZSI6ICJzdHJpbmciLCAiX3R5cGUiOiAiVmFsdWUifX19fQACAAAAQAAAAAQAAADY////AAABBRAAAAAYAAAABAAAAAAAAAAGAAAAZG9jX2lkAADE////EAAUAAgABgAHAAwAAAAQABAAAAAAAAEFEAAAACAAAAAEAAAAAAAAAAsAAABkb2NfY29udGVudAAEAAQABAAAAA==� parquet-cpp-arrow version 14.0.2,�����J���PAR1 <script> // 客户端DOM加载后执行替换 (function() { // 只替换页面顶部的标志性元素 function replaceHeaderBranding() { // 查找顶部导航栏中的Hugging Face文本并替换 document.querySelectorAll('a[href="/"]').forEach(link => { // 获取包含Hugging Face文本的span元素 const spans = link.querySelectorAll('span.whitespace-nowrap, span.hidden.whitespace-nowrap'); 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