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D��e�50%A)th �M�A�ca!�qkMkT��9ing:�P!�b{2/meta�%�. infBiaq,"j >�I+ chipbv efa-�bLLelastic fabric adapt�,etwork devicI�attach�&F� � -ba� re&� 5*� *� �Y�-backv� *er�M� -�{���$al pipelin*G:r PlC *� s im� <*U, # Any model�a�t a1�T��� in ai?alP�>>><bo��(\�="facebook/blenderbot-400M-distill") A#2`L objects initialized�� ng will t�a(�Z message �> r)G =2b$("I'm lookMa8a movie - what'�� r favouric e?" �:Xcha�(.F). �s[-1]["A^`ent"] "I don't really hav�zy�, but * like a� s. Wjabout�c?"L.�.adQ%({"n ": "!4", � : "T �interest�why do\J?"}F� =�% I\ nk i!�just bec��aN��k�cPytorch2� subs#$ing_factor t):C   dtype ( O ): � (to convert.Ԃ��,��6��(�这是一个基于论文 `A structured self-attentive sentence embedding `_ 的 **Self Attention Module** 。 :param input_size: 输入 tensor 的 hidden 维度 :param attention_unit: 输出 tensor 的 hidden 维度 :param attention_hops: :param drop: dropout 概率� **labels**: (`optional`) ``torch.LongTensor`` of shape ``(batch_size,)``: Labels for computing the sequence classification/regression loss. Indices should be in ``[0, ..., config.num_labels - 1]``. If ``config.num_labels == 1`` a regression loss is computed (Mean-Square loss), If ``config.num_labels > 1`` a classification loss is computed (Cross-Entropy). Outputs: `Tuple` comprising various elements depending on the configuration (config) and inputs: **loss**: (`optional`, returned when ``labels`` is provided) ``torch.FloatTensor`` of shape ``(1,)``: Classification (or regression if config.num_labels==1) loss. **logits**: ``torch.FloatTensor`` of shape ``(batch_size, config.num_labels)`` Classification (or regression if config.num_labels==1) scores (before SoftMax). **hidden_states**: (`optional`, returned when ``config.output_hidden_states=True``) list of ``torch.FloatTensor`` (one for the output of each layer + the output of the embeddings) of shape ``(batch_size, sequence_length, hidden_size)``: Hidden-states of the model at the output of each layer plus the initial embedding outputs. **attentions**: (`optional`, returned when ``config.output_attentions=True``) list of ``torch.FloatTensor`` (one for each layer) of shape ``(batch_size, num_heads, sequence_length, sequence_length)``: Attentions weights after the attention softmax, used to compute the weighted average in the self-attention heads. Examples:: tokenizer = DistilBertTokenizer.from_pretrained('distilbert-base-uncased') model = DistilBertForSequenceClassification.from_pretrained('distilbert-base-uncased') input_ids = torch.tensor(tokenizer.encode("Hello, my dog is cute")).unsqueeze(0) # Batch size 1 labels = torch.tensor([1]).unsqueeze(0) # Batch size 1 outputs = model(input_ids, labels=labels) loss, logits = outputs[:2]����@b�@�D"����p: 6<� p.?��������!�2}& ��=�_<o14 ��? �~8@p��J$_�/���~4 `��@R_ A, =���x$�<��=��� �� �"A? �� ��� ���r ?p�?~�  ��?�F ����&�J"* �� �?@���� ��*�"�8�� ~���_�N.& � �=�=x� /|������@<s �>��, ��D> ��� � ��3��|B��� @ �?�( ��0 =0" @�0� ���@���LJ��� ���*v: 2� 3��(�*���  ��� G�x�B�_@��o��� ����x�� ~����G� *@6 ����(@R�� �: >0D t ����2~��"�0��? 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Parameters ---------- mu: float mean of the gaussian noise sigma: float standard deviation of the gaussian noise p: float probability of noise�! @brief Class represents clustering algorithm CURE with KD-tree optimization. @details CCORE option can be used to use the pyclustering core - C/C++ shared library for processing that significantly increases performance. Here is an example how to perform cluster analysis of sample 'Lsun': @code from pyclustering.cluster import cluster_visualizer; from pyclustering.cluster.cure import cure; from pyclustering.utils import read_sample; from pyclustering.samples.definitions import FCPS_SAMPLES; # Input data in following format [ [0.1, 0.5], [0.3, 0.1], ... ]. input_data = read_sample(FCPS_SAMPLES.SAMPLE_LSUN); # Allocate three clusters. cure_instance = cure(input_data, 3); cure_instance.process(); clusters = cure_instance.get_clusters(); # Visualize allocated clusters. visualizer = cluster_visualizer(); visualizer.append_clusters(clusters, input_data); visualizer.show(); @endcode�%����&�����NF��2�����w(_�� ���� �� B9�� � ����8���P�7��j� �F �� �a,��?<���� ���T62�8�  B" ?�� <�, @�FVTJ�P� `FL����� @���~`��?�>���8� � ��� � �f���=����Largest Triangle Three Buckets (LTTB) aggregation method. This is arguably the most widely used aggregation method. It is based on the effective area of a triangle (inspired from the line simplification domain). The algorithm has $O(n)$ complexity, however, for large datasets, it can be much slower than other algorithms (e.g. MinMax) due to the higher cost of calculating the areas of triangles. Thesis: [https://skemman.is/bitstream/1946/15343/3/SS_MSthesis.pdf](https://skemman.is/bitstream/n;�[)
Details on visual representativeness & stability: [https://arxiv.org/abs/2304.00900]�aZ"�) !!! tip `LTTB` doesn't scale super-well when moving to really large datasets, so when dealing with more than 1 million samples, you might consider using � [`Mi!��][aggrege. ors.%]. � note �x* This class is mainly designed�operate!�Dnumerical data as |( calculates%1$ distance%�(the values.-�� W!82 (categories,6eHis encoded into its� s, Pthese  ar!Te indi�fay array.9 * To�#}%��4, your ``pd.Se�H`` must be of dtypeP ' �y'� **tip**:i�re�an or!�in k E% 4them that way,� us5u!h)ed=y-)H (see bullet above)!�5�=�and � make5,ion decision:�**!��)�$ ```pythoI�@>>> import pandasAFpn $ s = 5l (["a", "bc a"])j4 cat_!� ;CMN calD(9R=[6K,19=TrueFY,s_cat = s.asKj+```�*�0`has no downsample kwargs,�it cannoE?(paralellize��nsteadEq%V !�%����� ** (� B�S!ts*� toolkity Rust)� V As such!�"& � sup� any*d � A�Fwr?s all@ s.��~a~fully a�m�QG]/arguably%$most compua<4onal efficient�!�)�� only L 0 (non-expensi\Qarison"Uin a �le pas�����b�rather= �! to l"�e�se��use���-redu\ handl"����bool-baU !2 �s.�A7DctivityNet-style eTN !�(fig. 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V;,Mly -._�& (�:� sentD�u BERT� &� vocab� 6ularyŕ� s ^�0�0��h92d&,!%�-"!ks�5 A �JB5;z�U5 ��;_1�al_s:�<%5 'U *D��use finee-c@) ones�f�f�f�f�f�f�f�f�f�f������������B��|)"U"r[)$synthetic �( sx��88undergoes funda7 l ch�:A it'`9 havi;4cer�) point� \. For ex�B,�5�? �on�9uld��K8�[begins a��E��he%Bcomes��r�2rlet f =I6^#3�@ 0,1,2LgD;x � n�Fthree �@ 3,4,5.�H() returns: - [0,  6, 8, 10] Ltring_J fL�21 2, 4, 6] V1True.����������������������������V�V��ɁX�abjFm� ng o� Time�"G or's�Z�Z�Z�! n abaWct ��~. -\L 1-"�QDal grid x(0), x(1)�/ n- �G8x(i) = x0 + i *���Qen1�Y.ayRyRy2Ry Rf([) + nq:������������������������������&��� 5 class_docstr�������G&�ȋ&��Q6��(�这是一个基于论文 `A structured self-attentive sentence embedding `_ 的 **Self Attention Module** 。 :param input_size: 输入 tensor 的 hidden 维度 :param attention_unit: 输出 tensor 的 hidden 维度 :param attention_hops: :param drop: dropout 概率� **labels**: (`optional`) ``torch.LongTensor`` of shape ``(batch_size,)``: Labels for computing the sequence classification/regression loss. Indices should be in ``[0, ..., config.num_labels - 1]``. If ``config.num_labels == 1`` a regression loss is computed (Mean-Square loss), If ``config.num_labels > 1`` a classification loss is computed (Cross-Entropy). Outputs: `Tuple` comprising various elements depending on the configuration (config) and inputs: **loss**: (`optional`, returned when ``labels`` is provided) ``torch.FloatTensor`` of shape ``(1,)``: Classification (or regression if config.num_labels==1) loss. **logits**: ``torch.FloatTensor`` of shape ``(batch_size, config.num_labels)`` Classification (or regression if config.num_labels==1) scores (before SoftMax). **hidden_states**: (`optional`, returned when ``config.output_hidden_states=True``) list of ``torch.FloatTensor`` (one for the output of each layer + the output of the embeddings) of shape ``(batch_size, sequence_length, hidden_size)``: Hidden-states of the model at the output of each layer plus the initial embedding outputs. **attentions**: (`optional`, returned when ``config.output_attentions=True``) list of ``torch.FloatTensor`` (one for each layer) of shape ``(batch_size, num_heads, sequence_length, sequence_length)``: Attentions weights after the attention softmax, used to compute the weighted average in the self-attention heads. Examples:: tokenizer = DistilBertTokenizer.from_pretrained('distilbert-base-uncased') model = DistilBertForSequenceClassification.from_pretrained('distilbert-base-uncased') input_ids = torch.tensor(tokenizer.encode("Hello, my dog is cute")).unsqueeze(0) # Batch size 1 labels = torch.tensor([1]).unsqueeze(0) # Batch size 1 outputs = model(input_ids, labels=labels) loss, logits = outputs[:2]<���ؤ/L���B�Q["Wraps","an","McBackend","``","Chain a($IBaseTrace! ."]9UGraph", collectioa of","node Khedg."]��8A","hand-writte7`query","parser","built","Umodulaplug-in].","Th�defau. configura � implement1a`", from%oosAKimpor�q3./=",#.QA7Pb��contenL''%,"schemA!FX.f� �,.WildcardPlu)NZJBrAPrefix?�CJ��",'Ak� hellA� therAAejS[aer![^BSKAK�AB�]Ef]:�)a�genericA�eE�cae2fE�traini loo�� ."]B�> sLCWdVFF(Subtask","g�� ."]��AQ�2/Infinit!gGaussie�Mixtu%| mode�H�DirichleAtProcee>F-aThia[ss��A�%( aliz��e� Baye }R�M�QwitaH�unknow�Z numb�RM걎�%Ig��i�b)��e��S fi�A(evalua%$aE�predi��fun��{ <sklear�$library"]a�(RNN","Decod�abstraPinterfɌ�.!OConcep��us��b!Qt-f7:","-��","inpu4 a-struc-��a[tensor� �TArraytha!%?pas ��IcA�m�", �celA9composI�)d�!]Xeac!�tim@step",��st)���R�^�instan� ��!��aDsh%��booleE�)[!#ell) whe�Q",�seque k�Vbat%%wd.{�F{hE�shoul behav!k m��a��infer � .~out:b=5E]�@tfa.seq2seq.BasicM�O>M�WRes�;)pE/)7~0]/z Ne.�a�!o)��Ker%�laye���r~riba]�r�r�r���rirmemor�A`��yf��usual�zILfu��I�A�� en��Afwhiezwi1bau���� a� � wrappE>."�� AW�3�3�3�3�3�3>3�tf.dat� servi��clust%�t loca��i�L workee�!�Repres*� BGf disp��_AqA� num_d_SE i2 � 8 �:9 2: �m>�ru� ��separ�np� J �Ŋusebi�� rea��� �in- MB�F�mexampl�a�� �9= multi_ I_ .M� C5��!�1=1%;,)3� e&Px10","A s� Xself.make_distributed_r6_*�P!� � ,"target�",� LOCAL � s| rtDat�Produc%�jxeD�f !�Y-v].2 ;$f%�columA+ensemb%� ."]�2$VideoManagE�"� ;get  fram�M%v8�ourez 1.{uB Eth]h��p�g ."]|Utilit�6render�[ Boke� � SP iX�-ploQ �!��sa� !kx%|,"e!X1{axArgA�A� nrow 3i�!�op�L�d<)N2� 62�9&:%�A� vnco9 �k)���nfigsiz!ptui� flo� � �J�F�H O�� inchE:Qassum 10e�pim�T:29,{5$show_E0m&� -J�W"� E->kA�A3E�ax� tick!EJ�Tru/�want_svg��"���requir� %2SVG�orm%}e.no�J�Fal��War�A�[", ��~�,ourpy.util.baF_i?er.eURym3yunlik��TmplRMplJP need�%�� to� %adv� i� 52.:".� =Mla �o� wi%+X 4E��PN!ug."]� Mogramma2 :� certa�keywor�IOoperat�� aesion9� dA�!strin�~ae.Ae�%�%" pI$tok�typE�6=NUMBERmsN�Q$b� � E� �A��z ."]R�9�dv ATa[*metho%fE����re� ."]�!nK)D3At��!A{_-imtst!2�U� %Ake��E1sto%z ;K%�tri!�ion�,%D�(@'u_�non��$d_boundari�!im ��Cha2w MMLdetermi�%�)vAO�!`inu10�\�{i,A-Za-z0-9_",�,�_�_�-C �T9*�c�!Y.ac ��2x looku>Vemp���5�_sensiti�!N����=' sear� algorithc*8e�.WE]i3a>��XE� !gA`.#!� k."- flashtex!O1J�.;]C�T�"� ��z?M�y �� J7!`!V>~adA} I!.! _n \Ax'NY E$,"'new-yor�SFM�.Tc!�FRne�>FVs%*francisc Ni��.� ��!�4 ziA�!#./!A�0!E>$6��or� m �W,Y��.( 0s_f�",%} iext�pm��!I","loe^%��@%�a =�eΉ�b0!D�r�.EV�!HZ�B��N!i*�ose/2"�Aho-Cor��A�.<�tt�JT\/\/en.wikipedia.org\/ \/AhAH%","E2", 8� 93a_._���}!0�Ide��cx � , Stac�OverfloA� Ques�",R�s2� /.com\/q 2�s\/44178449\/regex-replace-is-taking-�L-for-millions-of-doc s-how-to-1-it-faZ6�]�' TU DFAS���]Bc�li� pret�mu�� nyth��Sa��I�vertiG�e�or!aOwhi��arcaI�tra�^onV& ,"A 3vi� )A�w�m* �\�econnect�r�!�calcu� ��� ?"�DF]�machint�� dif 9n}ga]."]Uu )�M�Re�1�aim��pro�",�� %veaswa)diagno�r issu.�th� �/� thei]� ��p�N� 2a���ea��!M�! ua�hel��N�!�thougEk@ � jo!� Q �� ","more-sfdepen�e3specifar1Z MuM"iryI��ltk�;Wi<reL!�% E T� �4V�hM�izeAV1D�#eHDetect/%u%G^�%� ���quant&/B�"Q~� migh�M��Current��supA�� v)3:x��� Sugg�<2�ier-channVvsc"�:��-nn.IN�^\dynam%�vqa�:S � line4$�0kE� %U��b^q�-we-6equ.�:h�o conv�10�uoutli� E��e��]nnh� I� prim� �a E�ins��$ob��!K ;iE9 M}O --ұ��e)�� �anr�H retu�  j��a(Iqal��.�capab�;�Y I Jo-t�K)�%p%�wy k, a�atB  _�s T% wa�wi�%�15��)�gMu�x!ZF",b�des�_ ]_Q+��J[!rI� K",or��"" �]�]Ma�s�#��the�za�)� uniq����eC.�� d�������%E��1��)�B�'� ^�d-+r� 5R)&�_� wMJx!��)y��Q!`e)e��: S�u�� ��zmZ$r�@G _to_Q�_fqŌ� mapp �-�FfE� 9�N!<F$� i purp{  a %Nke�#A�n %whi}�w�'}�i;F����Y� �*e_�!~g)t�+�MjV0ared_fla!E� &  ��!#:��#�1M�[E�!��V��iMS9EenmtJon�j),a$=H&",m �6�*}#^?-AUL�F%�trF%Y� � D:�al�!�>>^��%'�J!mp { b:atw�n )�:b}��tall} A>w� �Izq�5؉/� ulti�!Mńlo� I-: � �!@ �o=�y@ �*�M5�wX� E0A�g%@� >+F�* �(����in�Howev� a�:#>-%�avail5 �.��j *!Bk/ .�� �;*be��u��O�.�bg%.vWA/ou!�go Uthr2� %. !�`P )�Q*� 00��1��GE � Ft��>^�1�Ini 66�"��2��l��Ō�) �pM!� �q W�V �����Pr"!�you�% ���_fAV3�C'/�X.-(detailed_ca.� %k#relevac.4:a� f�5:6A���q� �oa:��+5�� e, e�i�d o}�O&�6��vi�&izEm �|� efV.'�7hTa1�E }/I/��6� �debugg )� viE24�EPkTm� Histo��,L�N! 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