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�?�B=�?M�Em�G��I��K��?��N��O �Q-�SM�Um�W��Y��[��]��_ �a��b=�d]�f}�h��j�=j���l-� ;��{�mm�n��p�r=�t]�v}�x��z��|]Re���X��%,��6̜(�通过调用 ``fn`` 来实现训练时的前向传播过程; 注意 :class:`~fastNLP.core.controllers.Trainer` 和 :class:`~fastNLP.core.controllers.Evaluator` 会调用该函数来 实现网络的前向传播过程,其中传入该函数的参数 ``fn`` 是函数 :meth:`get_model_call_fn` 所返回的函数。 :param batch: 当前的一个 batch 的数据;可以为字典或者其它类型。 :param fn: 调用该函数进行一次计算。 :param signature_fn: 由 :class:`~fastNLP.core.controllers.Trainer` 传入的用于网络前向传播一次的签名函数,因为当 batch 是一个 :class:`Dict` 的时候,我们会自动调用 :func:`fastNLP.core.utils.auto_param_call` 函数,而一些被 包裹的模型需要暴露其真正的函数签名,例如 :class:`DistributedDataParallel` 的调用函数是 ``forward``,但是需要其 函数签名为 ``model.module.forward``。 :return: 由 ``fn`` 返回的结果(应当为一个 :class:`dict` 或者 :class:`dataclass` ,但是不需要我们去检查)。� >>> t = Tree.fromstring("(S (NP (D the) (N dog)) (VP (V chased) (NP (D the) (N cat))))") >>> t.treepositions() # doctest: +ELLIPSIS [(), (0,), (0, 0), (0, 0, 0), (0, 1), (0, 1, 0), (1,), (1, 0), (1, 0, 0), ...] >>> for pos in t.treepositions('leaves'): ... t[pos] = t[pos][::-1].upper() >>> print(t) (S (NP (D EHT) (N GOD)) (VP (V DESAHC) (NP (D EHT) (N TAC)))) :param order: One of: ``preorder``, ``postorder``, ``bothorder``, ``leaves``.ф,�^S} (�1D�4 ��B"�(�]�C�, �/��*�$9:0D$Q� ��J6�R�A(5�& D20I"J� �q @Â]� ��@}��� }$&���_ .���4 ��� ���P <�6 =��0m�}� � ��o*�`2A"< �� 4 ��* ?��t �� xD ���X@4E �`� � ���.*  �� �5?&�$/S ��qH0*"�,x �"$�BB�1V�D ,0X � ��; � ��  ~^@�|���7 �D-V%$>. a ��D �mA�K�� 7�����?(��:" ǁ�` '`@ A`4E�<$���3��?���o5����B �@ @Q2 4��!&Fi �\ @�8y�g �`� ��o>�\!8 �?$* ^`*�� �� �cAjVz.4a� �A8 [ G``p�?���� ��?��f�q@�$4!�&|� �eR@��p?� I$( �?�*  �k���@�A�A<�(��8�@*�B_$�t ��ခT�>��>��Q@n�0  ��"�<8��N�&��A�AO@m4\@~�>�~�����f �^N @" � �� � ��q�  ��s���  �ཇ�p�/��|�?�j }�/&�,'\$ G�& �� �  �? �:o���r,{� ����A$�  8Q& �,/&�`��$( �`p]0����Apply QKV attention. :param qkv: an [N x (H * 3 * C) x T] tensor of Qs, Ks, and Vs. :return: an [N x (H * C) x T] tensor after attention.�Apply the model to an input batch. :param x: an [N x C x ...] Tensor of inputs. :param timesteps: a 1-D batch of timesteps. :param y: an [N] Tensor of labels, if class-conditional. :return: an [N x C x ...] Tensor of outputs.'Domain Public/Private Key pair creation4Retrieves the public key present on the Domain Node.+Convert this block into a Pandas dataframe.Create a new collection with keying provided by keyfunc. keyfunc may be any callable that takes an object and returns an object for use as a dictionary key. The keyfunc will be called every time the ORM needs to add a member by value-only (such as when loading instances from the database) or remove a member. The usual cautions about dictionary keying apply- ``keyfunc(object)`` should return the same output for the life of the collection. Keying based on mutable properties can result in unreachable instances "lost" in the collection.9Add an item by value, consulting the keyfunc for the key.<Remove an item by value, consulting the keyfunc for the key.Randomly shuffle this block.!Sets the slots of all optimizers.$Returns the slots of all optimizers.=Returns the optimizer function used to initialize this class.AReturns all layers that compose the model and loss in this class.5Returns the loss layer used to initialize this class.JCreates a ReversibleSerialTrainer and the needed optimizers. This trainer performs updates equivalent to using the default Trainer on:: tl.Serial(blocks + [loss_layer]). It is more memory-efficient though since weights are stored on CPU and only sent to accelerator layer-by-layer. Blocks are pairs consisting of a list of standard (arbitrary) layers and a list of reversible layers which help save memory thanks to being reversible. Args: blocks: A list of pairs of lists of standard and reversible layers. loss_layer: The final layer of the model; it can have trainable weights but should end with a loss: it is required to produce a scalar output. optimizer_fn: A function to create the optimizer, e.g., `optimizers.Adam`. n_devices: An optional integer, number of accelerator devices to use; by default, all available accelerators will be used. memoize_jit: Whether to memoize JITed functions; this significantly speeds up XLA compilation of larger models, but it uses `repr(layer)` as keys to memoize so it could fail if two layers with different functionality had the same string representaion. We have not encountered such case yet so this is turned on by default, but consider turning it off or reviewing your model if you use custom layers and encounter a problem. free_accelerators_on_step: If true, frees memory on accelerators when starting a step. All layers and arguments must be on host for that, otherwise it can lead to failures. Can prevent memory fragmentation. adasum: if True, use adaptive summation to gather multi-device gradients.�Runs one training step, to update model and optimizer parameters. Args: batch: Batch of labeled training data. rng: Single-use random number generator (JAX PRNG key). step: Training step number. learning_rate: Learning rate for the optimizer; if None, use optimizer's default learning rate. Returns: Tuple of (loss, optimizer_stats), with the newly computed loss and updated stats as reported by the optimizer.=Sets the slots of the optimizers and this class (replicated).$Returns the slots of the optimizers.(Returns the optimizer for this instance.?Returns the accelerated composite model+loss for this instance.3Returns the composite model+loss for this instance.5The digestmod parameter is required as of Python 3.8.2Return the number of rows contained in this block.�Iterate over the rows of this block. Args: public_row_format: Whether to cast rows into the public Dict row format (this incurs extra copy conversions).�Return a slice of this block. Args: start: The starting index of the slice. end: The ending index of the slice. copy: Whether to perform a data copy for the slice. Returns: The sliced block result.�Return a new block containing the provided row indices. Args: indices: The row indices to return. Returns: A new block containing the provided row indices.3Return a new block containing the provided columns.~Return a stream of random trajectory slices from the specified epochs. Args: epochs: a list of epochs to use; we use all epochs if None max_slice_length: maximum length of the slices of trajectories to return sample_trajectories_uniformly: whether to sample trajectories uniformly, or proportionally to the number of slices in each trajectory (default) margin: number of extra steps after "done" that should be included in slices, so that networks see the terminal states in the training data Yields: random trajectory slices sampled uniformly from all slices of length up to max_slice_length in all specified epochs(Frozen model cannot be mutated any more.4Load the ErrorAnalysisManager from the given path. :param path: The directory path to load the ErrorAnalysisManager from. :type path: str :param rai_insights: The loaded parent RAIInsights. :type rai_insights: RAIInsights :return: The ErrorAnalysisManager manager after loading. :rtype: ErrorAnalysisManager�Save the ErrorAnalysisManager to the given path. :param path: The directory path to save the ErrorAnalysisManager to. :type path: striGet the name of the error analysis manager. :return: The name of the error analysis manager. :rtype: strcGet error analysis data :return: A array of ErrorAnalysisConfig. :rtype: List[ErrorAnalysisConfig]cList information about the ErrorAnalysisManager. :return: A dictionary of properties. :rtype: dictoA convenient context manager to test with some specific functions. This drops the given functions if it exists.gA convenient context manager to test with some specific views. This drops the given views if it exists.8Get the schema for validating the error analysis output.�Get the computed error reports. Must be called after add and compute methods. :return: The computed error reports. :rtype: list[erroranalysis._internal.error_report.ErrorReport];Returns a `Trajectory` with the last `length` observations.5Returns the number of observations in the trajectory.iA convenient context manager to test with some specific tables. This drops the given tables if it exists.�A convenient context manager to test with some specific databases. This drops the given databases if it exists and sets current database to "default" when it exits.�A convenient context manager to test some configuration specific logic. This sets `value` to the configuration `key` and then restores it back when it exits.�Add an error analyzer to be computed later. :param max_depth: The maximum depth of the tree. :type max_depth: Optional[int] :param num_leaves: The number of leaves in the tree. :type num_leaves: Optional[int] :param min_child_samples: The minimal number of data required to create one leaf. :type min_child_samples: Optional[int] :param filter_features: One or two features to use for the matrix filter. :type filter_features: Optional[list]KCreates an ErrorReport by running the error analyzer on the model. �Creates an ErrorAnalysisManager object. :param model: The model to analyze errors on. A model that implements sklearn.predict or sklearn.predict_proba or function that accepts a 2d ndarray. :type model: object :param dataset: The dataset including the label column. :type dataset: pandas.DataFrame :param target_column: The name of the label column. :type target_column: str :param classes: Class names as a list of strings. The order of the class names should match that of the model output. Only required if analyzing a classifier. :type classes: list :param categorical_features: The categorical feature names. :type categorical_features: list[str] :param dropped_features: List of features that are omitted for model training. This includes metadata that is useful for evaluating the model. :type dropped_features: Optional[List[str]]�Creates a ``AvalancheDataset`` instance. :param dataset: Original dataset. 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It can be also a string and then it should direct to the location where previously recorded trajectories are stored. gamma: float: discount factor for calculating returns. dm_suite: whether we are using the DeepMind suite or the gym interface random_starts: use random starts for training of Atari agents. max_steps: optional int: cut all trajectory slices at that many steps. The trajectory will be continued in the next epochs, up to `time_limit`. time_limit: optional int: stop all trajectories after that many steps (or after getting "done"). If `None`, use the same value as `max_steps`. timestep_to_np: a function that turns a timestep into a numpy array (ie., a tensor); if None, we just use the state of the timestep to represent it, but other representations (such as embeddings that include actions or serialized representations) can be passed here. num_stacked_frames: the number of stacked frames for Atari. n_replay_epochs: the size of the replay buffer expressed in epochs.�Create a tuple of numpy arrays from a given trajectory. Args: margin (int): Number of dummy timesteps past the trajectory end to include. By default we include 1, which contains the last observation. timestep_to_np (callable or None): Optional function TimeStepBatch[Any] -> TimeStepBatch[np.array], converting the timestep data into numpy arrays. 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If not exists, this only returns empty string.�Updates layers weights/state and optimizers slots by running one step. Args: batch: Batch of data to use for optimization. rng: Random number generator to use for running this step. step: Which step of the training are we running. learning_rate: Learning rate to use instead of the default one. Returns: Tuple (loss, stats) with new values from one step of training, where stats are all optimizer statistics.(Create per-device RNGs from a given rng.DDeletes all live buffers from accelerator with no safety guarantees.>JIT f if 1 device is available and pmap if more are available.@Get a factory that creates a frozen model from this model space. Run reversible layers backwards. 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It rejects new memory entry as invalid if one similar to it exists already.Return memory prefix.,Ensure that the memory has a "persona" prefix. :param memory: memory to prefix :param self_or_partner: string representing if this is a self memory or partner memory :param model_type: which model we're working with :return prefixed_mem: return a memory with the appropriate prefix.Maybe add it if it's not there.�TFIDF-Match memories with the textual input to reduce num memories. :param observation: raw observation :param memories: memories from which to choose :return memories: return - potentially shortened - list of memories-Return available memories. :param text: incoming partner text :param memories: list of all memories :param in_session_memories: set of memories generated within the current conversation session :param ignore_in_session_memories: whether to ignore memories generated within the session�Add memory to the memory store. :param memory: memory to add :param memories: all the memories :return memories: return memories with new memory�Update memories to indicate that a memory was used. :param memory: used memory :param memories: all the memories :return memories: return memories with usage updated@Creates an instance of the TrainedExperienceTopkAccuracy metric.9Creates an instance of the ExperienceTopkAccuracy metric.�Whether the requests to Metaseq worker have failed. 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i�C"2��\$#��G^����$)YIK^����&9�IO~���(IYJS���T�*Y�JW�����,iYK[�����.y�K_����0�YLc��T�2��Lg>�є�4�YMk^����6��Mo~���8�YNs���T�:��Nw����<�YO{�����>��O���@ ZP�� U�B�P�>���D)ZQ�^���F9�Q�~�!�HIZR���)U�JY�R���1��LiZS���9��Ny�S���A�P�ZT���0GR��T�6թO�jT�:U�VժW�jV��U�vի_kX�:V��u�f]�YњV����mu�[�W�Ε�u��]�W�}��_X����5�a�X�.���u�c!Y�N�����e1�Y�n�����gAZю���5�iQ�Zծ���u�ka[�Ζ����mq�[����o�\����5�q��\�.���u�s�]�N��յ�u��]�n�����w�^񎗼�5�yћ^�����u�{�_�Η����}�_����`��6���`/�� v��!a O�����1�a o�����Ab���%6�Q�b���-v�acϘ�5��q�c�x�< � y�D.�����$+y�Ln��� �(Ky�O�2��l�+c9�Z�2��,�!{��H������VB�a��\f3��iV���f7��q�s��L�:���xγ����>��π��M�B�ЈN����F;�ѐ���'gJ�����/��LkzӜ? �P�zԤ.��O��T�zլn��_ �X�zִ���o��\�z׼ �` {��.�����d+{��n��� �hK{�Ԯ�����lk{��� �p�{��.��ύ�t�{��n��� �x�{�������|�{��� �� |�/�����+|� o��>f�G\��x�-~q�g\��x�=�q��\�#'y�M~r��\�+gy�]�r��\�3�y�m~s��\�;�y�}�s�]�C'zэ~t�']�Kgzӝ�t�G]�S�zխ��c=�Z�:׻����=�b;��n���=�j_;������=�r�;��n���=�z�;�����>��<� o��#>�_<����C>� ��<�+o��c>��<�;��σ>��=�Ko�ӣ>��_����wƮ���A,� 6(�def xml( self, path: str, rowTag: Optional[str] = None, schema: Optional[Union[StructType, str]] = None, excludeAttribute: Optional[Union[bool, str]] = None, attributePrefix: Optional[str] = None, valueTag: Optional[str] = None, ignoreSurroundingSpaces: Optional[Union[bool, str]] = None, rowValidationXSDPath: Optional[str] = None, ignoreNamespace: Optional[Union[bool, str]] = None, wildcardColName: Optional[str] = None, encoding: Optional[str] = None, inferSchema: Optional[Union[bool, str]] = None, nullValue: Optional[str] = None, dateFormat: Optional[str] = None, timestampFormat: Optional[str] = None, mode: Optional[str] = None, columnNameOfCorruptRecord: Optional[str] = None, multiLine: Optional[Union[bool, str]] = None, samplingRatio: Optional[Union[float, str]] = None, locale: Optional[str] = None, ) -> "DataFrame": r"""Loads a XML file stream and returns the result as a :class:`DataFrame`. If the ``schema`` parameter is not specified, this function goes through the input once to determine the input schema. Parameters ---------- path : str string for input path. schema : :class:`pyspark.sql.types.StructType` or str, optional an optional :class:`pyspark.sql.types.StructType` for the input schema or a DDL-formatted string (For example ``col0 INT, col1 DOUBLE``). .. versionadded:: 4.0.0 Other Parameters ---------------- Extra options For the extra options, refer to `Data Source Option `_ in the version you use. .. # noqa Notes ----- This API is evolving. Examples -------- Write a DataFrame into a XML file and read it back. >>> import tempfile >>> import time >>> with tempfile.TemporaryDirectory() as d: ... # Write a DataFrame into a XML file ... spark.createDataFrame( ... [{"age": 100, "name": "Hyukjin Kwon"}] ... ).write.mode("overwrite").option("rowTag", "person").xml(d) ... ... # Start a streaming query to read the XML file. ... q = spark.readStream.schema( ... "age INT, name STRING" ... ).xml(d, rowTag="person").writeStream.format("console").start() ... time.sleep(3) ... q.stop() """ self._set_opts( rowTag=rowTag, schema=schema, excludeAttribute=excludeAttribute, attributePrefix=attributePrefix, valueTag=valueTag, ignoreSurroundingSpaces=ignoreSurroundingSpaces, rowValidationXSDPath=rowValidationXSDPath, ignoreNamespace=ignoreNamespace, wildcardColName=wildcardColName, encoding=encoding, inferSchema=inferSchema, nullValue=nullValue, dateFormat=dateFormat, timestampFormat=timestampFormat, mode=mode, columnNameOfCorruptRecord=columnNameOfCorruptRecord, multiLine=multiLine, samplingRatio=samplingRatio, locale=locale, ) if isinstance(path, str): return self._df(self._jreader.xml(path)) else: raise PySparkTypeError( error_class="NOT_STR", message_parameters={ "arg_name": "path", "arg_type": type(path).__name__, }, ) ��_�R����def test_prediction_proba_linear(self): pred_proba = self.clf.p 9 6(/.X_S(, method="lK")FassertM(.min() >= 0^!(ax() <= 1 �r�unify���J����r�paramete2i with-(D_raises(ValueError �%mcl��so!�ing") �.�fi!�%�B:labels =�>.!� rain.�_equal(AR B.shape, �y_2  ) �]�__score.��V&�estfest �j9Er$Q� yM��,ing="roc_auc �":�`2`prc_nF^J4NotImplementedbF(��v�Y6:) l.�!�icA�nk.�_socre2@decis�efun�n4 �)N: rank29Fi5�#m1T the order is reserved#�z _allclose9 m dataI�s),: � ), atol=2Q �W rray_lessGM�X.�[0] + 1^=-0.1,=) s^p(_normalized%G�%A �.��{F{, �=True)����v�1.0�w<.&$model_clon2�_clf = %���) @arDowI�1�ass �-�setUp9 e�nI4 = 20�est = 1. contamina�� = 0.1E�3��floor75Y�$M�,�R6��F+0) = generate_eYB �=_ Jn�sQ2� #2F8random_state=42 M�x)�HBOS(2CNV0 n_bins="autoE�a%�1? ) �����s&-މ0=�hasatt�, "u��}es_ yand�>(��not None%t.fvs��_")6b �Y thresholdb�"vgJ)_mu>�_muBG-tNAsigmaBD�G histB<^EyJ�bin_edgj�"Ba) s�{st�GMIF�� E-le��A�B_)Z�>) �����8~�e���������^��%#9 fi>�-� _add��ver� to_kwargs)l ,: JumpStartM�$InitK&, ) ->b:%�"""Sets �` j� based on default or override, returns full � ."""| �.P� =Vor "* 8 U ( �.vul��Dble_and_deprecated�cus�rn���,ility check ��us� tole��%, =}C-Ef-or Fals.d>4�le�aB-:aE,6�!�jE�0instance_typeƐ��dis%�6K,logging: boo!$���P ��� orig6�Y�e%).-�2Z1!n2((s.retrieve_m�(%$region= _ c EL_id >"m�6' ,scope=�aScriptS$.INFERENCE.b�fb!JD>�BD>!D0sagemaker_ses�:� if}� r�5�N JYis*C ��PJUMPSTART_LOGGER.infoY"NoULI�selected for inference hosting endpoint. 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[i].stop-1G��� ������S@/�AN�: ��(��(� A3 "T0]G.iY��R%��.�/6 � � #�E>IO��ҡ���: _noK.b ledE�2�$MiNY(sys, "meta_", []��g.���!2#.k% oduleNotF�E#&�ip�ll � �4Snorkel(None) �����G,� �6(^def yaml_path(self) -> str: return os.path.join(self.folder_path, self.TEMPLATE_FILENAME) �def ABRelu( a: float, b: float, do_stabilize: bool = False ) -> InternalLayer: """ABReLU nonlinearity, i.e. `a * min(x, 0) + b * max(x, 0)`. Args: a: slope for `x < 0`. b: slope for `x > 0`. do_stabilize: set to `True` for very deep networks. Returns: `(init_fn, apply_fn, kernel_fn)`. """ def fn(x): return a * jnp.minimum(x, 0) + b * jnp.maximum(x, 0) def kernel_fn(k: Kernel) -> Kernel: """Compute new kernels after an `ABRelu` layer. See "`Invariance of Weight Distributions in Rectified MLPs <https://arxiv.org/abs/1711.09090>`_" for the leaky ReLU derivation. """ cov1, nngp, cov2, ntk = k.cov1, k.nngp, k.cov2, k.ntk if do_stabilize: factor = jnp.maximum(jnp.max(jnp.abs(nngp)), 1e-12) nngp /= factor cov1 /= factor if cov2 is not None: cov2 /= factor prod11, prod12, prod22 = get_diagonal_outer_prods( cov1, cov2, k.diagonal_batch, k.diagonal_spatial, op.mul ) def nngp_ntk_fn(nngp, prod, ntk=None): square_root = _sqrt(prod - nngp**2) angles = _arctan2(square_root, nngp, fill_zero=jnp.pi / 2) factor = (a - b) ** 2 / (2 * jnp.pi) dot_sigma = (a**2 + b**2) / 2 - factor * angles nngp = factor * square_root + dot_sigma * nngp if ntk is not None: ntk *= dot_sigma return nngp, ntk def nngp_fn_diag(nngp): return (a**2 + b**2) / 2 * nngp nngp, ntk = nngp_ntk_fn(nngp, prod12, ntk=ntk) if k.diagonal_batch and k.diagonal_spatial: cov1 = nngp_fn_diag(cov1) if cov2 is not None: cov2 = nngp_fn_diag(cov2) else: cov1, _ = nngp_ntk_fn(cov1, prod11) if cov2 is not None: cov2, _ = nngp_ntk_fn(cov2, prod22) if do_stabilize: nngp *= factor cov1 *= factor if cov2 is not None: cov2 *= factor return k.replace(cov1=cov1, nngp=nngp, cov2=cov2, ntk=ntk) return _elementwise(fn, f"ABReLU({a}, {b})", kernel_fn) ����f�[������Q��def test_integration(self, weak_labels_from_guide, change_mapping): if c2��:VH�.c2/��(/`{None: -10, "HAM": 2, "SP 5}-�) �l�@_model = Snorkel(Vx�B2�4.fit(seed=43) P metrics =.Z�.score( @assert)D["accuracy"] == py!Sd.approx(0.8947368421052632 grecord>g�predict6i� len( /�)b 1177� � [0]@ion)�[&�()?�,B��H5633776670811805)),5!~F4�<43662233291881964 ] �]U%3_multiIJ�(][s)I/Dmj = MajorityVoter)�2+�)�,probabilitie!Cnp.arrayYI[[0.0, 1.0], [1np.nan,>]]% jannote, -�%] mj.J��;2���=2�$_IK�llclose(.r��[[�, 1�1,  ])2�-E��VE��1PE��. )�single-��=�ests, tie_break_policy, expected z� B-2 =��x!��5!�%��0 %.0 / 3 0, 2 6�ifB�� is TieB��P�,.TRUE_RANDOMI� withq=raises�HNotImplementedErroryI,match="not i) for6��"7-DYr2�2>F�I#returniA.eY,� .�2e�5�2n�6�F|��=>!G �z�QI[0]b0��Yy[1]) ��� _tf_��_by_name�� -e """R% Xs instance of tf.keras. 2IHdefault args given J ."""�if.a� == "auc"YM)�>]�s.AUC(J�=0 �elVO�_pr�R�3(, curve="PRna� precision�d��P, �<j��%@2�c�,@2", top_k=2�n��3�n��3n�3jn�recall�i��R)-7 6�X��1JZ��+ ��(Ne��"4true_positives�*TrueP0-1:E�j9 fals�p��F2>q�>G�jr�� nega����N0.��Ejo� �+�k�>q�>G�jr�Dspecificity_at_sen%�ity�}��S=AtS;�g��jn��rn��c����=At�f��1>n��� ɤ- �Ms 4WithoutWeightsF���_valuѻ�# TODO (b/151636380): remove when CL/299961405 is��Xpagated through Kokoro.�Jq=3��=BPfix_present = hasattr6':P�sb & h"_find_max_under_constraint.0 �if i �y^)H =Al=compu� � &@wrapper..+���[' �.JyAs�]!��a _w%�ed=e�� �(histogram =2��[0� matrix>��1 EQ>�2]� �e |1 = {r�"� ":& C �]*��ionv(� a �2,�p[0. �0), # ignoredr" f�2�����52�� a����2)x����3�������32(�����3�����4�����9����4���E�� Lbeam.Pipeline() as p �IP# pylint: disable=no-��4-for-parameterWres7 = 6Z( | "Create�4>> � ([-��1u/�2 �3 �4C $| "ProcessV]�Map��util.to_ dardO inputs��,| "AddSlice"�L<lambda x: ((), x��weH��V��4CombinePerKey(�!.c �rB�� WConfu� �M�4V]��2��x[w�v�.)�(xn6v��)��pyformaY2Y����f��F���6��Z|�}Y�enn�1 check_ �got0tryy��Len6, 1�got_sA/_key, ��{got��.�[Equal].E��(=key�%<_types.)zAG�.�v 1 uK� 2�.�F���DictE#sAlmos �R��! �s, {key::�$}, places=�.�Yexcept Amion���errF��� e� Beam 6�EC err_')�_that(I*)Y8�,K=" ") n R� �W �� �� �� �� �� �� �0i�.�  =�� �� �ei?��>� �0�ة�>�J i4>��� b� >� 푍(2� ���� >f�&�>b��7bz��,2���� 0.� �z��"� �}I��� �� B� "��} �s �s �s �s �s �s �s �s �s �s �s �s �s Ns �'.��3.��r �r �r �r Vr �Rr Frac� alLH!�!C�,�K" �3��4�4��8# The followinga s will be� and6�o7 �#��#.C�|�  | � "0.0| - 1.02 ��7: �0.4V ��+ @0.6 �1B`�0.2V �@�8 ���.�2����62��  *k 2��� �8���br ,� � � � � � � � � � � � � � � � i.u����������d *�n(Class�sU�$:qJ�I"�����&�subQ�Sub���=*��}ed2 QIM�ZjZ�#)> = &sTP[$*0 + 0.7*1�9 3*0 = 1*��F1�2)F1��3*�FN b Z�7 j�9 3*��0�� %7 = 3�# ���G1.91��3 � ��9 �3�5.b���! 0.�-�uv��2�q0.2*.2) �5 �3��,2 !�v���1�����)��1��[0��6d�fC �0);!:09�6�-�m�>�*�� -�2�D%? 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Need tA�0vestigate thi�sue��Lpossible and lower ta4hreshold down.%���ݶ�aѶ���:m�][yjI[4 (can't verify=E0parity with K��,# which does;support}� [Iv.^F�Q��1f���R0Zo�e\�a wrong �"py�.raisesy�,RuntimeError&� �m� 4=r"MultiArray �� \(1 x 2943\) was not in2/et of alA;->�s*� ͦ�t*� FO1, 29 �3� ��2�9��s� R�outof� _r�+ 0(use_symbol, N�dim� ���(����W�)�seq��lx *[ �Ѿif �&� � ~�E�36�)�=�uenceA ",�S� =3, up"� =55�)� else�w�Ak^S� J�eY �fG!F�EA9J� � �OU��L/len��a�in E�� JW �<v^<�V ZV .z����!�6; ����݄�r̈́4,Տ)K2�1�(below/above.��/]�%�!���Siz��2\)�f"� ��\)A"������( \(3\.\.5\)f���.�F��bU2*�).aV�n�R _�d5d�6�dnd�6��d�d�dsN� incorrect����1.�� r"� = x1 +r��1Z�I�Hly using -1 insteada�ct�%ٞKn��V�� "� Can\'t� � CoreML ing"~*d seq1�lf� .2�-1.k] v�=y Ls=� �r ) �Nwsh�]t&��� � ��:C��:U��x� =F.:Q1, x2Z���ݶ =E��f� T[0] == "neuralnetwork"� � � �0 "0 ��"6 �:�6& �#x � �1��J� _.k�I�a~EZArM�} W  seq2�]��ME�1"� RZ]�v�]U&� 2�i ��;V�! J� I-.�ai:=zA .��;d:�)W._��R�R.{�1,6���  ��{��6 1, �2:�2};)#�n�uJu&; ��) (�%U<f2_E�jxM�32,"�E�*��gZDense(166Gsoftmax"�,�)(Mct"/�&�4o="milinternal �� is/��(P�,ODers.mil.Program) .i 0concrete_funcver�:i �#%^��: https://coremltools.readme.io/docs/teflow-2# �UH-from-user-defined-��se �@� �Y�%�4_signature=[tfg Spec1��6!�>))m�$gelu_tanh_&(x*��a� sqrt(2 /A�Ppi) * (x + 0.044715 *Apow!�3) `�]0. (1.0 +'o(a%�I�y �!�%� =R�� .get!�6��( xR��[S^ ) �����,��6�(�def update_from_episodes( self, episodes: List[EpisodeType], *, async_update: bool = False, reduce_fn: Optional[ Callable[[List[Dict[str, Any]]], ResultDict] ] = (_reduce_mean_results), # TODO (sven): Deprecate the following args. They should be extracted from the # LearnerHyperparameters of those specific algorithms that actually require # these settings. minibatch_size: Optional[int] = None, num_iters: int = 1, ) -> Union[ Dict[str, Any], List[Dict[str, Any]], List[List[Dict[str, Any]]] ]: """Performs gradient based update(s) on the Learner(s), based on given episodes. Args: episodes: A list of Episodes to process and perform the update for. If there are more than one Learner workers, the list of episodes is split amongst these and one list shard is sent to each Learner. async_update: Whether the update request(s) to the Learner workers should be sent asynchronously. If True, will return NOT the results from the update on the given data, but all results from prior asynchronous update requests that have not been returned thus far. minibatch_size: The minibatch size to use for the update. num_iters: The number of complete passes over all the sub-batches in the input multi-agent batch. reduce_fn: An optional callable to reduce the results from a list of the Learner actors into a single result. This can be any arbitrary function that takes a list of dictionaries and returns a single dictionary. For example, you can either take an average (default) or concatenate the results (for example for metrics) or be more selective about you want to report back to the algorithm's training_step. If None is passed, the results will not get reduced. Returns: If async_update is False, a dictionary with the reduced results of the updates from the Learner(s) or a list of dictionaries of results from the updates from the Learner(s). If async_update is True, a list of list of dictionaries of results, where the outer list corresponds to separate previous calls to this method, and the inner list corresponds to the results from each Learner(s). Or if the results are reduced, a list of dictionaries of the reduced results from each call to async_update that is ready. """ return self._update( batch=None, episodes=episodes, async_update=async_update, reduce_fn=reduce_fn, minibatch_size=minibatch_size, num_iters=num_iters, ) �def __call__(self, *inputs): if not isinstance(self.interp, (tuple, list)): interp = [self.interp] * len(inputs) else: interp = self.interp zx, zy = self.value zoom_matrix = th.FloatTensor([[zx, 0, 0], [0, zy, 0], [0, 0, 1]]) if self.lazy: return zoom_matrix outputs = [] idx = None for idx, _input in enumerate(inputs): input_tf = th_affine2d( _input, zoom_matrix, mode=interp[idx], center=True ) outputs.append(input_tf) return outputs if idx >= 1 else outputs[0] ����� �<�������def test_keras_custom_layer_model(backend): # .�Ring : https://coremltools.readme.io/docs/tensorflow-2#conversion-from-user-defined-ms eclass C�Dense(�s.Layer) ��X__init__(self, units=32&super(S, 0).?�){�.L = T �vbuild s(input_shape>v�elf.w = O(add_weight(2l�>=(K [-1] � �),B5��Xializer="random_normal"F-�4trainable=True6 �J���b����%-�,���v��5!� call{�,)��s:}<return tf.matmul)]�s-T w) +)��b W%{!�e .I!�((4,))outpu ]E (10) W &E� = DMoaA Y�,B ) ct.cet(4,  _to=ms[0]) �}�Ltf2_image_enumeratedIys( 5-��_[ =!`.applications.MobileNetV2Y�� T�=Non:7F��3YX] �ca�es=1000!<include_top=Fals ]) �!� ct.E��Saj�s�e<$s=[(1, 192  3),  224, 3)]EA b%Hh =a�I Type:Z��=$)0s, bias=[-1, a�,cale=1 / 127c�mA� ]-�[%�)�Q�=[��]Z_assert fis not%�#spec = .get_�� 9�len -.descripA-�.%�[Z.��02�].type.�!I�.Y�Sizes.s3)� == 2 ) rI�$int32_floatwo)�)2�(M��x.�i�Gbatch 5E"@=(10, 20), name="�1", d� =tf.uB ��y�`� `�2.`� �bx_casA�tf. 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return; } // 在导航区域内查找链接 const navLinks = headerArea.querySelectorAll('a'); navLinks.forEach(link => { // 如果已经替换过,跳过 if (replacedLinks.has(link)) return; const linkText = link.textContent.trim(); const linkHref = link.getAttribute('href') || ''; // 替换Spaces链接 - 仅替换一次 if ( (linkHref.includes('/spaces') || linkHref === '/spaces' || linkText === 'Spaces' || linkText.match(/^s*Spacess*$/i)) && linkText !== 'GitHub加速' && linkText !== 'GitHub加速' ) { link.textContent = 'GitHub加速'; link.href = 'https://githubproxy.cc'; link.setAttribute('target', '_blank'); link.setAttribute('rel', 'noopener noreferrer'); replacedLinks.add(link); } // 删除Posts链接 else if ( (linkHref.includes('/posts') || linkHref === '/posts' || linkText === 'Posts' || linkText.match(/^s*Postss*$/i)) ) { if (link.parentNode) { link.parentNode.removeChild(link); } replacedLinks.add(link); } // 替换Docs链接 - 仅替换一次 else if ( (linkHref.includes('/docs') || linkHref === '/docs' || linkText === 'Docs' || linkText.match(/^s*Docss*$/i)) && linkText !== 'Vibevoice' ) { link.textContent = 'Vibevoice'; link.href = 'https://vibevoice.info/'; replacedLinks.add(link); } // 替换Pricing链接 - 仅替换一次 else if ( (linkHref.includes('/pricing') || linkHref === '/pricing' || linkText === 'Pricing' || linkText.match(/^s*Pricings*$/i)) && linkText !== 'SoraWatermarkRemover' ) { link.textContent = 'SoraWatermarkRemover'; link.href = 'https://sora2watermarkremover.net/'; replacedLinks.add(link); } // 替换Enterprise链接 else if ( (linkHref.includes('/enterprise') || linkHref === '/enterprise' || linkText === 'Enterprise' || linkText.match(/^s*Enterprises*$/i)) && linkText !== 'VoxCPM' ) { link.textContent = 'VoxCPM'; link.href = 'https://voxcpm.net'; replacedLinks.add(link); } }); // 查找可能嵌套的Spaces和Posts文本 const textNodes = []; function findTextNodes(element) { if (element.nodeType === Node.TEXT_NODE) { const text = element.textContent.trim(); if (text === 'Spaces' || text === 'Posts' || text === 'Enterprise') { textNodes.push(element); } } else { for (const child of element.childNodes) { findTextNodes(child); } } } // 只在导航区域内查找文本节点 findTextNodes(headerArea); // 替换找到的文本节点 textNodes.forEach(node => { const text = node.textContent.trim(); if (text === 'Spaces') { node.textContent = node.textContent.replace(/Spaces/g, 'GitHub加速'); } else if (text === 'Posts') { // 删除Posts文本节点 if (node.parentNode) { node.parentNode.removeChild(node); } } else if (text === 'Enterprise') { // 删除Enterprise文本节点 if (node.parentNode) { node.parentNode.removeChild(node); } } }); // 标记已替换完成 window._navLinksReplaced = true; } // 替换代码区域中的域名 function replaceCodeDomains() { // 特别处理span.hljs-string和span.njs-string元素 document.querySelectorAll('span.hljs-string, span.njs-string, span[class*="hljs-string"], span[class*="njs-string"]').forEach(span => { if (span.textContent && span.textContent.includes('huggingface.co')) { span.textContent = span.textContent.replace(/huggingface.co/g, 'aifasthub.com'); } }); // 替换hljs-string类的span中的域名(移除多余的转义符号) document.querySelectorAll('span.hljs-string, span[class*="hljs-string"]').forEach(span => { if (span.textContent && span.textContent.includes('huggingface.co')) { span.textContent = span.textContent.replace(/huggingface.co/g, 'aifasthub.com'); } }); // 替换pre和code标签中包含git clone命令的域名 document.querySelectorAll('pre, code').forEach(element => { if (element.textContent && element.textContent.includes('git clone')) { const text = element.innerHTML; if (text.includes('huggingface.co')) { element.innerHTML = text.replace(/huggingface.co/g, 'aifasthub.com'); } } }); // 处理特定的命令行示例 document.querySelectorAll('pre, code').forEach(element => { const text = element.innerHTML; if (text.includes('huggingface.co')) { // 针对git clone命令的专门处理 if (text.includes('git clone') || text.includes('GIT_LFS_SKIP_SMUDGE=1')) { element.innerHTML = text.replace(/huggingface.co/g, 'aifasthub.com'); } } }); // 特别处理模型下载页面上的代码片段 document.querySelectorAll('.flex.border-t, .svelte_hydrator, .inline-block').forEach(container => { const content = container.innerHTML; if (content && content.includes('huggingface.co')) { container.innerHTML = content.replace(/huggingface.co/g, 'aifasthub.com'); } }); // 特别处理模型仓库克隆对话框中的代码片段 try { // 查找包含"Clone this model repository"标题的对话框 const cloneDialog = document.querySelector('.svelte_hydration_boundary, [data-target="MainHeader"]'); if (cloneDialog) { // 查找对话框中所有的代码片段和命令示例 const codeElements = cloneDialog.querySelectorAll('pre, code, span'); codeElements.forEach(element => { if (element.textContent && element.textContent.includes('huggingface.co')) { if (element.innerHTML.includes('huggingface.co')) { element.innerHTML = element.innerHTML.replace(/huggingface.co/g, 'aifasthub.com'); } else { element.textContent = element.textContent.replace(/huggingface.co/g, 'aifasthub.com'); } } }); } // 更精确地定位克隆命令中的域名 document.querySelectorAll('[data-target]').forEach(container => { const codeBlocks = container.querySelectorAll('pre, code, span.hljs-string'); codeBlocks.forEach(block => { if (block.textContent && block.textContent.includes('huggingface.co')) { if (block.innerHTML.includes('huggingface.co')) { block.innerHTML = block.innerHTML.replace(/huggingface.co/g, 'aifasthub.com'); } else { block.textContent = block.textContent.replace(/huggingface.co/g, 'aifasthub.com'); } } }); }); } catch (e) { // 错误处理但不打印日志 } } // 当DOM加载完成后执行替换 if (document.readyState === 'loading') { document.addEventListener('DOMContentLoaded', () => { replaceHeaderBranding(); replaceNavigationLinks(); replaceCodeDomains(); // 只在必要时执行替换 - 3秒后再次检查 setTimeout(() => { if (!window._navLinksReplaced) { console.log('[Client] 3秒后重新检查导航链接'); replaceNavigationLinks(); } }, 3000); }); } else { replaceHeaderBranding(); replaceNavigationLinks(); replaceCodeDomains(); // 只在必要时执行替换 - 3秒后再次检查 setTimeout(() => { if (!window._navLinksReplaced) { console.log('[Client] 3秒后重新检查导航链接'); replaceNavigationLinks(); } }, 3000); } // 增加一个MutationObserver来处理可能的动态元素加载 const observer = new MutationObserver(mutations => { // 检查是否导航区域有变化 const hasNavChanges = mutations.some(mutation => { // 检查是否存在header或nav元素变化 return Array.from(mutation.addedNodes).some(node => { if (node.nodeType === Node.ELEMENT_NODE) { // 检查是否是导航元素或其子元素 if (node.tagName === 'HEADER' || node.tagName === 'NAV' || node.querySelector('header, nav')) { return true; } // 检查是否在导航元素内部 let parent = node.parentElement; while (parent) { if (parent.tagName === 'HEADER' || parent.tagName === 'NAV') { return true; } parent = parent.parentElement; } } return false; }); }); // 只在导航区域有变化时执行替换 if (hasNavChanges) { // 重置替换状态,允许再次替换 window._navLinksReplaced = false; replaceHeaderBranding(); replaceNavigationLinks(); } }); // 开始观察document.body的变化,包括子节点 if (document.body) { observer.observe(document.body, { childList: true, subtree: true }); } else { document.addEventListener('DOMContentLoaded', () => { observer.observe(document.body, { childList: true, subtree: true }); }); } })(); </script>