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The @should be part of�.�l.R Spec; lly,5`Ppre-forward hook to tZ e$will apply.*b and store6d�iv�uK,�%�c """R�s%ɑ�s��Pacٸ�p�srough.�� �ga�s!Jm�acAelfNf&") �nz5s 2!�fnje5&_fn"] �~!�(�u,� Ah�~�_� = [0 D V�.get("#")A��d8%(if�is:�#��5(associated,H��be1 ist]if )R]�L = torch.zeros_like(���.�E�m�i�a4 HonezGou5[)�(�-�%uwels=�# �&� a � [=h&a -? onlyIk����.0�_��r0(0, len( ts*�]A��$ one incasev1stO��2�jt���2vFwo9�!��)}i^#�Y!ߩ F�2o�=-6 _idx9R6Oy�#G .to}�.devic.FY!�_ �u�,index_select��.y�"� �� )2�F��R curre���y.�F`^ V-!�B�N�v�V.�D2 B~qO2& =a6_f:- b�1�B\9>%2�� �����i���& H�FW  m�("""Makes suatof� &<� attributtreżce� correctly*e.$1�,\n5�dim mustQbe#%-�sY�+=� s[�s;�&h.�*p��B� xH.6��� )-��i�s")� # al�*_fns��pJ&Yfn_keyD ["� �,.d ,b I��}key�u B�b %ke�@ �~, "1�J�" ��setUp� M@sup I�E�e(}&��~�6_^E6�"�%x 2 ���2�� �mR | 6 �%�� �J�^4)) ��"�j�X�B,2a*>� �7) b (7mEoov�26�8baz") 4��jBj �&m�A�����.��!��_�"�_init__I!������:���el%$b8: Dict[str, Any� o.0 F7%.x�U���2v:AC.RF�[*�."�N+����O� ���5�$�MNN sx j)H., )&�.|!�� �%}e �0, ainsŶHrelevant info w.r.t� Peda�_.}J�s) ��gamma��, wS#z&V#Pimport java.lang.Math- math w absz%�th.abs(zi� [w *Q(+*�#-7))] C�F�#, l�+ M1 - fWDy == l else 0 - f �,�,,� 6(� def yield_curve( self, curve_type: curve_types.CurveType ) -> rate_curve.RateCurve: """The yield curve object.""" # Extract the currency of the curve currency = curve_type.currency.value if currency not in self.supported_currencies: raise ValueError( f"Currency '{curve_type.currency}' is not supported" ) try: if isinstance(curve_type, curve_types.RiskFreeCurve): curve_id = "risk_free_curve" else: curve_id = curve_type.index.type.name curve_data = self._market_data_dict["rates"][currency][ curve_id ] except KeyError: raise KeyError( "No data for {0} which corresponds to curve {1}".format( curve_id, curve_type ) ) rate_config = self._market_data_dict["rates"][currency][ curve_id ].get("config", None) dates = curve_data["dates"] discount_factors = curve_data["discounts"] if rate_config is None: return rate_curve.RateCurve( dates, discount_factors, self._valuation_date, curve_type=curve_type, dtype=self._dtype, ) else: return rate_curve.RateCurve( dates, discount_factors, self._valuation_date, curve_type=curve_type, interpolator=rate_config.get( "interpolation_method", None ), interpolate_rates=rate_config.get( "interpolate_rates", True ), daycount_convention=rate_config.get( "daycount_convention", None ), dtype=self._dtype, ) �def Accuracy(y_true, y_pred, multioutput=None): """ Calculate the accuracy score (Accuracy). .. math:: \\text{Accuracy} = \\frac{1}{n}\\sum_{t=1}^n 1(y_t=\\hat{y_t}) :param y_true: Array-like of shape = (n_samples, \*). Ground truth (correct) target values. :param y_pred: Array-like of shape = (n_samples, \*). Estimated target values. :return: Float or ndarray of floats. A non-negative floating point value (the best value is 1.0), or an array of floating point values, one for each individual target. """ from sklearn.metrics._classification import accuracy_score y_true = np.squeeze(y_true) y_pred = np.squeeze(y_pred) if np.any(y_pred != y_pred.astype(int)): # y_pred is probability if y_pred.ndim == 1: y_pred = np.where(y_pred > 0.5, 1, 0) else: y_pred = np.argmax(y_pred, axis=1) return accuracy_score(y_true, y_pred) �� �  �@��H�4��@$0 T��@4�t� �B ���&�� P���-p� `̀5�� � d9���� ��?B�0�0�.��$(a Lh��DA S�B�p,dA ���/H� `��@��� g@C԰6�Ap��9́u���=�}��A ��0�!��D(b�h�#�HHb���%.��Lh���D'<� P�B� E)Lq T�B�`E+�W�"�H�,hQ�R���ȅ.� ^���F0�1 b��@F2�� f4�πF4�1 jT���F6�цmpC���7���p�cm ��a�s�� �P�:��w���<�Q{����>��� �@R�! 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Note that the tokenizer calls unicode.strip() on each match of the regular expression. >>> cst = CommaSeparatedTokenizer() >>> [token.text for token in cst("hi there, what's , up")] ["hi there", "what's", "up"] """ from whoosh.analysis.filters import StripFilter return RegexTokenizer(r"[^,]+") | StripFilter() īY�� �def output_name(self, auxiliary_ D=None): assertB# is &$treturn "{0}.batchnorm2".formate.o) � �0check_configs! oif �. 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F:2F!B��<�,5TF,.�.���&pF<$ ��".D6.�[ac�^c6&��?_|�'.�^4 .A�6X2�ifFT5(�� �6�== "(� 6��r�)����^�)n� diffLum.�->�2XD7>.E!�_!��&)?>U r�B9��2idx[")Z6��� =��ac*�S��� ?x� -�^��� +=*O *e_� - � max 1(:",_acc �bR���:�i + ".K ax � ��� (P#M&m+ "") }**>a*�Z _case_sen'9v�&�R��h�# "�PJ r" i.-6���h��hp��g=*W!{�`�`�`"`A�f/cpJ-��0y�{"6�"::�}, 6!O"^_a�O��h��h��h0-e(S tenc rph�qUyh�aF�l�lf*1R0mU}Y:cl&� &�e �~:�~-1V:2 kF��P��P��Pv�P��P��P��P��P��P��P��P��P����F,� 6(�def zero_one_loss(input, target, reduction="elementwise_mean"): loss = input != target return _reduce_loss(loss, reduction) �def Alerts(self, run, begin, end, alert_type_filter=None): """Get alerts from the debugged TensorFlow program. Args: run: The tfdbg2 run to get Alerts from. begin: Beginning alert index. end: Ending alert index. alert_type_filter: Optional filter string for alert type, used to restrict retrieved alerts data to a single type. If used, `begin` and `end` refer to the beginning and ending indices within the filtered alert type. """ from tensorflow.python.debug.lib import debug_events_monitors runs = self.Runs() if run not in runs: # TODO(cais): This should generate a 400 response instead. return None alerts = [] alerts_breakdown = dict() alerts_by_type = dict() for monitor in self._monitors: monitor_alerts = monitor.alerts() if not monitor_alerts: continue alerts.extend(monitor_alerts) # TODO(cais): Replace this with Alert.to_json() when # monitor.alert_type() is available. if isinstance(monitor, debug_events_monitors.InfNanMonitor): alert_type = "InfNanAlert" else: alert_type = "__MiscellaneousAlert__" alerts_breakdown[alert_type] = len(monitor_alerts) alerts_by_type[alert_type] = monitor_alerts num_alerts = len(alerts) if alert_type_filter is not None: if alert_type_filter not in alerts_breakdown: raise errors.InvalidArgumentError( "Filtering of alerts failed: alert type %s does not exist" % alert_type_filter ) alerts = alerts_by_type[alert_type_filter] end = self._checkBeginEndIndices(begin, end, len(alerts)) return { "begin": begin, "end": end, "alert_type": alert_type_filter, "num_alerts": num_alerts, "alerts_breakdown": alerts_breakdown, "per_type_alert_limit": DEFAULT_PER_TYPE_ALERT_LIMIT, "alerts": [ _alert_to_json(alert) for alert in alerts[begin:end] ], } ��a�� def get_time_dtype(self): # print((.mTimeMax, ')) 0(lType = np.L%$return + � �cast_to>�, iuValue) �c 1 = �:� bl4 �array([K]).ast� N )[0]6�im u �)$@checkDateAndSigna:0sForNewDatase)', d1>if �19, is not None �Iv�'2 �)\df[%_] �if - 1.kind != 2x\raise tsutil.PyAF_Error(% .4"Incompatible ! 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(�6:�gA�`�Q� (� AddiD al��*N argu&ws �%ًo2p2ChV%��>supMpKv�%�?�dE�}��U� iner8 ,-defined set�+� ovid7in ���e@H�fig`,.m5&�!� �1">F��e�`�{&I"�&~&7 �"�~�*��Yf��&��&�:��&6�f"�&��&��&�-;�-,�-,�-,�-,�-,�-,�-,�-,�-,�-,�-,�-,�-,�-,�-,�-,�)�)�)�)�)���t��)f)a*�ZN4i�0^e41VepU+v0��.bM)�f�+�@i@iZ0+�0�*Z)�T2m3�c�"&Q(: "John Doe.!cQ:"�0@� .com.(*!K� d}�c)�c)�c)�c)c)���������������x��*,�6(�def write(self, target_file): content = "\n\n".join([str(s) for s in self.sentences]) with open(target_file, "w") as f: f.write(content) �def BoolNet(*blobs_with_bool_value): """A net assigning constant bool values to blobs. It is mainly used for initializing condition blobs, for example, in multi-task learning, we need to access reader_done blobs before reader_net run. In that case, the reader_done blobs must be initialized. Args: blobs_with_bool_value: one or more (blob, bool_value) pairs. The net will assign each bool_value to the corresponding blob. returns bool_net: A net assigning constant bool values to blobs. Examples: - BoolNet((blob_1, bool_value_1), ..., (blob_n, bool_value_n)) - BoolNet([(blob_1, net1), ..., (blob_n, bool_value_n)]) - BoolNet((cond_1, bool_value_1)) """ blobs_with_bool_value = _MakeList(blobs_with_bool_value) bool_net = core.Net("bool_net") for blob, bool_value in blobs_with_bool_value: out_blob = bool_net.ConstantFill( [], [blob], shape=[], value=bool_value, dtype=core.DataType.BOOL, ) bool_net.AddExternalOutput(out_blob) return bool_net ��<���� jdef test_incorrect_token(client: TestCl D): response = $.get(�<"/users/me", headers={"Authorization": "Bearer nonexistent"} A)KassertmL.status_code == 401, textR6json()1{ �"detail": "Could not validate credentials" / �>� �["WWW-�$enticate"]n'B �4scope="me"' D)n8forward(self, x5Vturn .net2.relu (net1(x))) � H__init__ F8super(ToyModel,O).*)[dT1 = nn.Linear(784, 100$~ $ ReLU:>2  >100>) �.TEJ_i5�_A(I6�Z5�-�=9�bo�qeyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.eyJzdWIiOiJ1c2VybmFtZTpib2IifQ.HcfCW67Uda-0gz54ZWTqmtgJnZeNem0Q757eTa9EZuw" � } �)^>N������I��N�activez�accessI+ = get_.�YA<,name="alice")Q y�4I�=  )���F�Bxf��{.�}"�0����I-�%?"} e����con�; _imports(�, env�Tt =,.from_string9� '{% CT "module" as m %}{{ m.l() }}'%2)hm8t.render(foo=42��"[|23]��~without ���� �� �42�!�9�-�!�) ��v�f�R�����6�Ǝ1�.)w_needs_��Zk� en6ga^)D foo"1�bar %}'iL�8, baz =e�!� pyEh.raises(TemplateSyntaxError�*���i. @no_trailing_commaV ��n� bar, ���k�l�l g���6j_!U��VwR�%&b�IS_}?.��X,�Yj�>��AF,.�jG�>P ٭1?@!�e�Kf%Zq)��Ə �-E�� ) I�dlibact_QBC(X, y, n_queries��ye b 4np.array([None� L _ in range(len(y))])� 6 [0], 5. 100] = � , 2� �a{n_datase�D �  c / fullZ.2((learner_lisV[sHLogisticRegressionL%6�,solver="libl� "!+\jobs=1, multi_class="ovr� )&� �i�i]�-Pqs = QueryByCommittee� &2q, ms= .7,, method="lc �6b8abeler = IdealL ( I.� 7for� fAN / %�?6.�a Q moc]�>�A�y_idx =_qs.makee y� +�-er.(X[ %idxm  �2�.up8(0,.`)"� @-�&63r*(� 3EERelA��� � � b  =�����) # SVM(gamma='auto', probability=True)�-ve�!{e� 25m�:� , lo�y01�m� wMlr9�A��c�c�c��B6,(uncertainty�4�4�4�4�4�4U9� Samp �D��2��S�F�F�F�Fk 8imeit(n_reps=10s [im�unc d_,(*args, **kw ) star� J��B��:?resulDRo%�end�im>l prin:L P"%s has been executed��%f s avg�%d ���.% (�.___, (�- � ) / )U��B6�6run�[2Q� VS2�r~))I� W)� r �.�exjIm!ZN��""6#h{% macro toplevel() %}...{%!� %�4 __private�5� variabl�42JYAq item!�[1]>"notther ~v�endZ�1 ).P%"2m.=== "...)7 !�Thasattr(m, "__missing"I1 'm.�= 4� >C� ") �%�not-�e��>"{%�' �'�nothing� � � J%. 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