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The destination can be a file or an opened file descriptor. If key is provided, then matrix is written to an archive with the 'key' as the index field. """ try: fd = open(file_or_fd, "w") except TypeError: # 'file_or_fd' is opened file descriptor, fd = file_or_fd try: if key is not None: print( "{0} [".format(key), file=fd ) # ark-files have keys (utterance-id) else: print(" [", file=fd) num_cols = 0 for i, row in enumerate(mat): line = " ".join(["{0:f}".format(x) for x in row]) if i == 0: num_cols = len(row) elif len(row) != num_cols: raise Exception( "All the rows of a matrix are expected to " "have the same length" ) if i == len(mat) - 1: line += " ]" print(line, file=fd) finally: if fd is not file_or_fd: fd.close() �def ConstantData( name: str, value, *, dims: Optional[Sequence[str]] = None, coords: Optional[Dict[str, Union[Sequence, np.ndarray]]] = None, export_index_as_coords=False, infer_dims_and_coords=False, **kwargs, ) -> TensorConstant: """Alias for ``pm.Data(..., mutable=False)``. Registers the ``value`` as a :class:`~pytensor.tensor.TensorConstant` with the model. For more information, please reference :class:`pymc.Data`. """ if export_index_as_coords: infer_dims_and_coords = export_index_as_coords warnings.warn( "Deprecation warning: 'export_index_as_coords; is deprecated and will be removed in future versions. Please use 'infer_dims_and_coords' instead.", DeprecationWarning, ) var = Data( name, value, dims=dims, coords=coords, infer_dims_and_coords=infer_dims_and_coords, mutable=False, **kwargs, ) return cast(TensorConstant, var) ��W�� def write_kaldi_matrix(output_file, X): """This function >s the )L stored as a list ofsAinto 'oa' in ~A,text format.4""" with open6� "w")of �f.�("[ ")<8num_rows = len( �if"= 0O(raise Excep�("M%, is empty:hcol6h[0]) �0for row_index!range(�-q �W!.�[G]:3>��. 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This method simply wraps the function, and so the docstring for ivy.zeros_like also applies to this method with minimal changes. Parameters ---------- self input array or container from which to derive the output container shape. key_chains The key-chains to apply or not apply the method to. Default is ``None``. to_apply If True, the method will be applied to key_chains, otherwise key_chains will be skipped. Default is ``True``. prune_unapplied Whether to prune key_chains for which the function was not applied. Default is ``False``. map_sequences Whether to also map method to sequences (lists, tuples). Default is ``False``. dtype output array data type. If ``dtype`` is ``None``, the output container data type must be inferred from ``self``. Default: ``None``. device device on which to place the created array. If device is ``None``, the output container device must be inferred from ``self``. Default: ``None``. out optional output container, for writing the result to. It must have a shape that the inputs broadcast to. Returns ------- ret an container having the same shape as ``x`` and filled with ``zeros``. """ return self._static_zeros_like( self, key_chains=key_chains, to_apply=to_apply, prune_unapplied=prune_unapplied, map_sequences=map_sequences, out=out, dtype=dtype, device=device, ) �def ActivePlugins(self): """Return a set of plugins with summary data. Returns: The distinct union of `plugin_data.plugin_name` fields from all the `SummaryMetadata` protos stored in this accumulator. """ with self._plugin_tag_lock: return frozenset(self._plugin_to_tag_to_content) ��M�[� �def _verifySimpleShardingOutput(self, dataset, record_fn): next_element_fn = 1$._getNext( 9() with  8�W�WVW�bAa$Interleave�Z�Zi�%�Ze,!4cycle_length=4block)�E (����# Since2� == num��s��each �4, the o��( will still�# conta���:order of>s.) �jGM�q� O ) XY List�s.names�ZfK,(_pattern = 9�Ex[0].rsplit(os.sep, 1)[0] + "/tf �.*.txt"�>� �2� list�6s�8, shuffle=FalsenX����:�:�5�R�`actual, expected = [], []��pN�I:��Q#aG!���(��͜\�� �.appendEmn%I�2>M8�� 0޷%n��%A��, � ) ii\_fixed���C, �| Lreturn compat.as_byta�Dtr((r * f) % 10) *  I ') �m_call__ aparser, e~pace,  !�Doption_string=None �if $.p()��"" �setattr(U�.dest, J%' else�6 �) :��Pim_detect_bbox_hflip(VTmodel, im, target_scal�G $max_size, 9 proposals� �,"""Performs ` lion on��horiz�| lly } ped image�q Func0,signature is:same ase6� :""��8# Compute prediNs2r�Pim_hf = im[:, ::-1, :i�im_width .shape[1]� lif not cfg.MODEL.FASTER_RCNN9�2* hutils.� _box.V "5_!� ��N24 iA0 �score%� im)��.IIx%*MI%% U-�=>� � # Invert%�U:se�u�yMD!9U7a]_inv = Fa !hf9O t�B#inv,� � �s6x)*)&�8eB0 Boun�� object�E�ani!�|given-U$.)� ArgumentsY�� (De� ionMa�Helper):6g , to u��Him (ndarray): color �to�  (in BGR> I�%q.<R x 4 J of��� 0-�ed%�<[x1, y1, x2, y2]!mat, orE�a� using RPN) R��=)�>�KB�class.�~K e�D(K includes backgr!Ł�-�$category 0~*��� ed bP�%G5q�s (� ): !O�B E�s!�d!P ? 4 b (aJI�ny �$_blobs and�usMrY�$mask, etc. ױse��� =Qi&�[�zb�m�(# When mapp!� � ROIsA�fe�'map� re's so�2liaAU# (distinct.KgetD�YA�he�r_ ROI)�i`# Here, we identify dupli!�.0� o' only��!)�#��0unique subset hif�_8DEDUP_BOXES > 0%��{� np.eq([1, 1e36912])� hash� np.E�()�$["rois"] *>�).dot(vC_, e�v� =P �Y p,M� .=Trueverse%�n:�=:[ ���E{�!es ]D# Add multi-level �e FPN#i)�HFPN.MULTILEVEL_ROIS��_add_dc_c_for_G-q, )rm�� k, va� �.items.[ work� $.FeedBlob(��<.ScopedName(k), -�.RunNet(�%0.net.Proto().� �# ReadG�EI�- j�� =lFetchR� �9� # un�G�\a�rawm��%�1�n� 1:5] /��@1�Softmax���sbabilitim��V�m>S "cls� b" �$).squeeze( � case��� 1}7 Vx .red ([� [-1]]-�-|0TEST.BBOX_REG��# Apply�A$-box regre� delt�� ~�B� _��->� 2� 6.@-I�0CLS_AGNOSTIC_F,A�mov6, atbgM/(c:} MSRA code)���_-TA�-4��!+� ( %Gtrans: YrE�� U,�� ��_WEIGHTS5�Zs clip_tile �((� )\F�WN�j2c(1,6�1]�6��mA�repea -o !��� 5R� 8V{; ��r# Map ������Xoriginal�� ��i��c� [i�M"�\UK :.U� X,-!�*�� ��_�_�_loadd ayer�str� y�� a@ is 4 unO./ @wrap it so that w� it's p�� #��7.run()� capHd variables resolve2%Ynes!Qth�$ # currentA?� .D-$saved tf.fsma� nupdatea Ny,� ,don't allow � W%=�0 side�6�� #%�# T!�o say, a1= Fis diffe�� t�Q? 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