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Use this function to build an example-oriented PCollection of output data useful for debugging models. Args: examples: PCollection of input examples. Can be any format the model accepts (e.g. string containing CSV row, TensorFlow.Example, etc). eval_shared_model: Shared model parameters for EvalSavedModel. slice_spec: Optional list of SingleSliceSpec specifying the slices to slice the data into. If None, defaults to the overall slice. desired_batch_size: Optional batch size for batching in Predict and Aggregate. extractors: Optional list of Extractors to execute prior to slicing and aggregating the metrics. If not provided, a default set will be run. evaluators: Optional list of Evaluators for evaluating Extracts. If not provided a default set will be used.. Returns: beam.pvalue.PCollection of Extracts. The caller is responsible for committing to file for now. """ if not slice_spec: slice_spec = [slicer.SingleSliceSpec()] if not extractors: extractors = [ legacy_predict_extractor.PredictExtractor( eval_shared_model, desired_batch_size ), legacy_feature_extractor.FeatureExtractor(), slice_key_extractor.SliceKeyExtractor(slice_spec), ] if not evaluators: evaluators = [ analysis_table_evaluator.AnalysisTableEvaluator() ] # pylint: disable=no-value-for-parameter return ( examples | "InputsToExtracts" >> model_eval_lib.InputsToExtracts() | model_eval_lib.ExtractAndEvaluate( extractors=extractors, evaluators=evaluators ) ) ��q�� �def test_lookups_to_from_bytes():  = L '() ,.add_table("\1", {"foo": "bar", "hellworld"}vB2BPa": 1, "b": 2, "c": 36: � = �.to  �new�B�.� J G �(assert len(5) == 2% !� in.^F#2R#)= =.< .get:]B� 8F� [%�]�%��2zk2Zk2k3I � P["b i2=3=��2k .�Q _apiV�data =~f, "abA6 123}�W = TE�name=)�",T=Y)a+I = �N�'R).J B 0--7.�! �U %QmE%.2qDR� D%AF$string_id(E):-A) ! ,={"def": 456m|*��2�J;_ notq6�2 �R��%5w!H1�2k'~g%%c0.�E<�$!�{�o-�!.l�p2�%�!-(� =N�R):n: !NP:6 z0��M\Eա�.�%a�) is Non �[] =a�B;Z:�d�12 Md.set(Eu,A�2[![9456F�:ga g.��V4_createNetworkQ� """C a n � with a RecordSensor region and a SDRClassifier  """ �F= k.�RM("s\�py..o{}m9 Q.9cl~* py.S.� _D � �To�Links( c, �d) �@# Add encoder to �-.�  ���%n.)?s[`]A� Self UParam��{M4"consumption":"field�l�.*,A"resolu D 0.88: seed�67�Ztyp}RandomDi��,butedScalarE).���})S � = Multi .6!�ple !s( 9)1Ia.{.  =c p#%Á� source)�r Di.(os.path.dir�(abs$(__file__) tinputFil��+join( R(, "fixturesA�gym|- .csvM�S� = Nm tream(sID=m |2�2C �Gete� set what E94 index we wantA�predict)mJ�set%zeter(U3" >edFA��.�(mKretur� e p��! k ���_!� = "& N��� Bu Af����n� )o�X� 3�T1� �inZ.! : .hasBm gC*? ��� *.t"Q+�2wen ?�2 1[ �c @ a� .y[ 2��6��łp� Dt.raises(KeyError)1M9# "xyzmTJCValue^E&3�%C)h�remove��)� �%�2� u�� +%�J�� V ) �it!>0iterator(args-bd open�a,, "r") as fp=�ineaWHfp.read().split("\n-��7&[/.r�'p() for e0IifE ) > 0]��num!�en(N�L7 �e�4b scp_Qf;�f�^, feats_�� =7 �I..��p.load(>F,y� 2, n٭ �,� �n main�parse��!� �!� = !._(-%modelż = f"{. � }/kmeans_ @num_clusters}.pkli� $gickle �E# J![A$b") wgenIZ� =� �oMnE�" 3�ife$osp.existsI�output�M�$os.makedirJ')q 9 �= )) E�}. ,)y 1  , "wiocY`A�#E%6i I}% # qdm.(1(, total=num� �!�)�.�I� �.��P "�str(ci�ca*()�,oc.write(f"{�} {*R}e�؝^E�rB�arg.ArgumenSs.Pdescri� ="compute � � book ( kaldi- #me)� �hI am9�"%�@_scp", help="loca-  of%�ure� �<�Y --save_di� Zwherej  theM�8", required=Tru龎�--.�*h � =intYW$default=12*� �number�1� J ���)G ,� ���ASnq?A���.�#!+e� =�a +,dir, f"CLUS{N>./a�, �J_ok%mm I list = []|y�q #scp��i�f6��k�sq_�o�7��inVju:e4)�&s�.appenɎ �! 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Reimplementing here. r1, r2 = get_random_candidates(inst.nPop, candidate, 2) if inst._map_solver: trialSolution = inst.trialSolution[candidate] else: trialSolution = inst.trialSolution trialSolution[:] = inst.population[candidate] # Randomly chosen index between [0, ND-1] (See Eq.4 of [1] ) n = random.randrange(inst.nDim) for i in range(inst.nDim): cross = random.random() if i == n or cross < inst.probability: # this component of trial vector will come from vector v trialSolution[i] = inst.bestSolution[i] + inst.scale * ( inst.population[r1][i] - inst.population[r2][i] ) # inst._keepSolutionWithinRangeBoundary(inst.bestSolution) return ��q�� �def inputs(self) -> Mapping[str, �int, str]]: return OrderedDict([ ("a�_ids", {0: "batch", 1: "sequence"}), 0]B) = �,test_arctanh � ��H.check_unary_unit(" * ") e:Acos A(, xp, dtype LTa = xp.array([1, 2, 3] $= *� �, Q a) 8:isiv��% ") 2.<~�(""") M)�)�nchor_target_layer(backend_default, fargs �@(height, width) =  �manif!s�path = os.environ["PASCAL_MANIFEST_PATH"]7assert ( 6H(is not None"H), "Please set the N]( variable.":� rootz� ROOT��Hʞ]B�config = �VOCZY�5'�,cache_dir="")�= %�=infera]=False I� �`["subset_fraction"] = 0.1)j
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@brief Calculate new connectivity radius. @param[in] number_neighbors (uint): Average amount of neighbors that should be connected by new radius. @param[in] radius (double): Current connectivity radius. @return New connectivity radius.ܨK�qC�$ �( `�27z��SN�  4"� x �p ^0��>����� ���T � �/C|�=l ��?n  ���$�Kb�R 5$2H -�u@>D #�~�{,na@<Z ��2�@~%,�P" 0�Z��&>�!UD% >6}0 �I���H^A3 @*8x�B��4(J\�.-�48� $|��V&����uV<�4_D8 ���*E(! hCL� @8�,(p B�Ap�L#\#YD4)"�<,: � NA � P�@���pA �@ j � ���w�`��yh�Ka���I�Լ�&NMu�IU�jj�ԔSSK��UDM ����8&`� �@ %P�Ws��r M��bCx RS�& �A�!�09�!�L)�C*!6Z%� 8$(�8��2|b ��:�R�8 �`�!�*$!� �9�5�AP�!@ ~, MO��� US�MLS S����%( �)4E QS�=%F�z E���)�US3$�� @�� �PW�5��J��)����&JMe�"M-$MLÚzLO��PW#�)0=�@���5��pSk)kjZ��TS�� �^ME �dJj���(53�Jj�ԔRSSӘ \�*��RR!2����&z ��lSS" ���SS MM��&�� � DMM&-�� p�TMMHRS���������$���?u�jjR�{j*�KH-MO��Z!PMMmjj�� 5�T$&MB����� @"#5IM���T֚ hj*� *Fit transformer to X, optionally to y. 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