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Implemented for `other` being: * a pairwise panel transformer, then `CombinedDistance([other, self], "+")` Parameters ---------- other: one of: * `sktime` transformer, must inherit from BaseTransformer, otherwise, `NotImplemented` is returned (leads to further dispatch by rmul) Returns ------- CombinedDistance object, algebraic addition of `self` (first) with `other` (last). not nested, contains only non-CombinedDistance `sktime` transformers """ from sktime.dists_kernels.algebra import CombinedDistance from sktime.dists_kernels.dummy import ConstantPwTrafoPanel # when other is an integer or float, treat it as constant distance/kernel if isinstance(other, (int, float)): other = ConstantPwTrafoPanel(constant=other) # we wrap self in a CombinedDistance, and concatenate with the other # the CombinedDistance does the rest, e.g., dispatch on other if isinstance(other, BasePairwiseTransformerPanel): if not isinstance(self, CombinedDistance): self_as_pipeline = CombinedDistance( pw_trafos=[self], operation="+" ) else: self_as_pipeline = self return self_as_pipeline + other # otherwise, we let the right operation handle the remaining dispatch else: return NotImplemented �L���def _get_weights(self, i): return D.para.data.narrow("0, *$_offset[i]n + 1] -f7) � � call�,nput, passed � x = �(for layer i �_list:"4 (x) �(channel_sum.fwd = add([x�]) <fwd In�2n�r)rfwd, x ; �__init__% �super(C � Sum,�).,) Q ?><s C m tf.reduce�%Fps, axis=-1, keepdims=True) �M7.�8, verbose=False`"""%`The model was pre-trained%)usage on+b` extraction of T1 images.)^ This Pis desigL$to take as] a>I�ed G F$Parametersy- �( : bool (op�al)�Whetherw,show informa'T about the processing.X Default: %- � ReferenceR�.. 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Shape2A[!0query, K, 2]..��4Ground truth k1?>�F�:� � �gtB�6Z 95 !o of gR��S�i]. �Return=�paddle.)�:%� costsue �weight `"-�!�( = []Zfor i5�(len(.T)M)if .0[i].size == 0Y=g.append(AQ(.sum() * 0)}_tmp =.clone((%ME� = ;!^[i] > 0S+(_expand = (",.unsqueeze(0m-1: W_as��% if no%�i � �.all(=]�!'L4 = masked_fill6�.,, ~� `,=�MHF.pairwise_distance6f.b .resA�(2�.$[0], -1)),2c>+B-1,))=]0:9p=16J,keepdim=True�,avg_factor =q clip6�9"D.astype("float32")U�2, 1.YId-5/r !\!.Q� ?�oncat%K', axis=Mdre�6* ��.i� 9�� init��  =1.0MS4 =  > =�zi�pass 82Bgit_ref6?GitRefJ<�����2,�6(kdef xp_unsupported_param_msg(param): return f"Providing {param!r} is only supported for numpy arrays." �def FusedMBConvBlock( input_filters, output_filters, expand_ratio=1, kernel_size=3, strides=1, se_ratio=0.0, bn_momentum=0.9, activation="swish", survival_probability=0.8, name=None, ): """Fuses the proj conv1x1 and depthwise_conv into a conv2d.""" bn_axis = ( 3 if backend.image_data_format() == "channels_last" else 1 ) if name is None: name = backend.get_uid("block0") def apply(inputs): filters = input_filters * expand_ratio if expand_ratio != 1: x = layers.Conv2D( filters, kernel_size=kernel_size, strides=strides, kernel_initializer=CONV_KERNEL_INITIALIZER, data_format=backend.image_data_format(), padding="same", use_bias=False, name=name + "expand_conv", )(inputs) x = layers.BatchNormalization( axis=bn_axis, momentum=bn_momentum, name=name + "expand_bn", )(x) x = layers.Activation( activation=activation, name=name + "expand_activation" )(x) else: x = inputs # Squeeze and excite if 0 < se_ratio <= 1: filters_se = max(1, int(input_filters * se_ratio)) se = layers.GlobalAveragePooling2D( name=name + "se_squeeze" )(x) if bn_axis == 1: se_shape = (filters, 1, 1) else: se_shape = (1, 1, filters) se = layers.Reshape(se_shape, name=name + "se_reshape")( se ) se = layers.Conv2D( filters_se, 1, padding="same", activation=activation, kernel_initializer=CONV_KERNEL_INITIALIZER, name=name + "se_reduce", )(se) se = layers.Conv2D( filters, 1, padding="same", activation="sigmoid", kernel_initializer=CONV_KERNEL_INITIALIZER, name=name + "se_expand", )(se) x = layers.multiply([x, se], name=name + "se_excite") # Output phase: x = layers.Conv2D( output_filters, kernel_size=1 if expand_ratio != 1 else kernel_size, strides=1 if expand_ratio != 1 else strides, kernel_initializer=CONV_KERNEL_INITIALIZER, padding="same", use_bias=False, name=name + "project_conv", )(x) x = layers.BatchNormalization( axis=bn_axis, momentum=bn_momentum, name=name + "project_bn", )(x) if expand_ratio == 1: x = layers.Activation( activation=activation, name=name + "project_activation", )(x) # Residual: if strides == 1 and input_filters == output_filters: if survival_probability: x = layers.Dropout( survival_probability, noise_shape=(None, 1, 1, 1), name=name + "drop", )(x) x = layers.add([x, inputs], name=name + "add") return x return apply ��G���def parse_noise_list( �set_para_array, smoothing_weight, sampl,rate=None ):B�"""This function creates the point-source n| |9and$ isotropic !diHary from$� informaf fileGThenC0is indexed byL room:�its valuD4corrrespondingBZ� Each � object inA" contain SfollowN$attributes)<� _id, (type, bg_fg �P_linkage, probability3$rspecifier�8Please refer to�,help message!Er for mean�ofse�X""" � == arg $.ArgumentPAfr()B-.add_a &I|"--S-id", !L=str, required=True,�="* id ��d_",�n6v!A="A�3!$�; i.e.]#or2�k$choices=["U� ", "."] q��bg-fg��Hdefault="background� �� fore ) �, $%s, )�! 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".�crop_ g>� $ cross boxM=p]n]9�[X�-S�4�_   ,�) �bo :np Z[C6� ͸���R��d�d�d  12�:X�!' , bo;*� � %002�^�"�^+2/J�)0 M�#9`insiden�=Yn%^ -o%�%��g� 1  = a�b�b�bout�c�c8%� 9 -�!/�C�e.D, BP !���Tèed�7�E�IA~}�[�� : �Rg + �7K� 2w�N�.Pre[~U�a�* factorYO0.Ā7�ξ������>�!9,2�-�ZV�%��ۡ6���llxA*��,, mode="div"*�EZ6pd1 / )U,  ق4 �f�&��~�mulb� ��  �0.4.GK�i.�w:ks.�.��5[ z2J!�=%,Ij2Epc� 1, 2,)fF�:k]ix�e%e" f:�jG��iH��, �.4 �41k >4*71�O��Jg����g)��X��]9 63A?  ><J%]�[�Eq _A��A)�()t����F�F��M�EVA�� Mj, �=� � �r�rj�5�.m�EDN��>~�F6��J1�]�0[torch.Tensorf- XFn��r����JBFnf�-��C��C3 jXIs=�  � � N� ��d��� ��lJ�9q�M�U�[a6��Ep"k �%"�9B+��%8set S�*�8I��l��ign*9�t�_�* E0s which don't �&l Rlso cheEexistenc�anT�� ���=�W�!{ 6%&���N:�Q�Qset, "3�\"| QW6'�B*p�N��",��+412�?]d�� loat 1[l .���[1]��F#R:0F:�ot os.�w.iso!3xM|>�Z2i+ "�Ey=!2!�Dsedk4z�=;)�B��G 2 �1#supZi.5�i>��$XXj�}�Y"�+�6AB� �*4"=#2bboxH�h%{�%�C 6�V � � _ �} �N_� z [ūt�W]m� � ���:� B�'��z�tP j � =2��!%�.�.��29�_ly.��"�(� � !J 1�]-�-�1���!&���)zy�v` t2�� Z�4=��f:����v{�!� ��d6UN\q� �nnJj U�s�!��s��������3�A�akE�,�%"�� �MXB���oi u� ]u A��)z��Y9! sY��N �2����:��U5���*)*>H�A!�)��I>��%�A�!�%� U�q.q�����0,�6(�def zero_pad( x: Union[ivy.Array, ivy.NativeArray], /, pad_width: Iterable[Tuple[int]], *, out: Optional[ivy.Array] = None, ) -> ivy.Array: """Pad an array with zeros. Parameters ---------- x Input array to pad. pad_width Number of values padded to the edges of each axis. Specified as ((before_1, after_1), … (before_N, after_N)), where N is number of axes of x. out optional output array, for writing the result to. It must have a shape that the inputs broadcast to. Returns ------- ret Padded array of rank equal to x with shape increased according to pad_width. This function conforms to the `Array API Standard `_. This docstring is an extension of the `docstring `_ in the standard. Both the description and the type hints above assumes an array input for simplicity, but this function is *nestable*, and therefore also accepts :class:`ivy.Container` instances in place of any of the arguments. Examples -------- With :class:`ivy.Array` input: >>> x = ivy.array([1., 2., 3.,4, 5, 6]) >>> y = ivy.zero_pad(x, pad_width = [[2, 3]]) >>> print(y) ivy.array([0., 0., 1., 2., 3., 4., 5., 6., 0., 0., 0.]) >>> x = ivy.array([[1., 2., 3.],[4, 5, 6]]) >>> y = ivy.zero_pad(x, pad_width = [[2, 3], [2, 3]]) >>> print(y) ivy.array([[0., 0., 0., 0., 0., 0., 0., 0.], [0., 0., 0., 0., 0., 0., 0., 0.], [0., 0., 1., 2., 3., 0., 0., 0.], [0., 0., 4., 5., 6., 0., 0., 0.], [0., 0., 0., 0., 0., 0., 0., 0.], [0., 0., 0., 0., 0., 0., 0., 0.], [0., 0., 0., 0., 0., 0., 0., 0.]]) >>> x = ivy.Container(a = ivy.array([1., 2., 3.]), b = ivy.array([3., 4., 5.])) >>> y = ivy.zero_pad(x, pad_width = [[2, 3]]) >>> print(y) { a: ivy.array([0., 0., 1., 2., 3., 0., 0., 0.]), b: ivy.array([0., 0., 3., 4., 5., 0., 0., 0.]) } """ return current_backend(x).zero_pad(x, pad_width, out=out) 9def __call__(self, df): return df.ewm(**self.params) ܈L�>�#def create_reverberated_copy( input_dir, out2@room_dict, # the pionary, please refer to make_8() for:formatgPpointsource_noise_lisd   ;iso 3�� isotropic 0 �6Pforeground_snr_string=SNR" adding� 1 QsG back�G1.G,num_replicas�(Number of r te!Kgen)��!~ data�3�� .split(":-3]A�W�ώ^:3^^_g�x65M�9� i5fY��e�2�#��:�Ng:�%'2�R�D�Yp�6Z  .���.FR�0Vc))� add_ ʁGfields9�6�utt��" A9υjF!�U�=[0, 1] wiPa�v'�# ��0spk2utt.pl <{�}$ >2 /�M%6?= " �-bif�ҥ�RA�uniq"�Av�F�D)$�5�J&V�f�I76r1�-�) else�u # Cr� �1�U5D� "x _'6�56��6���� text��@6��%�J"���b�~�segments��DrZ&�N��I�~ 58 ,_and_channel�VQr#�3�0�010vadA �"CrV%�N2 �ࢾvalid�2di� $--no-feats � .���').opt*4 P(="custom x-` �xey0mpl_renderer.�plot( }<).handles["axis"���. �Equal(K< v (), >y) +MSm�g��D, x_j, norm, edge_�RurQRif2 is Non*� Q� orm.view(A1!!x_j?7an; E76 M6� A:[(\+2�)Sigr2xowvF) vM&up�{E, aggr�M#��elf.bias.�y�1�� < +)�5� �   z_r__| r ,("{}({}, {})F��,__class__.__��__, in s out�) �M,�(dynamic_subA�_� ion.�� cb(X � �NdOic6�{i:mDn�"q[ + i�i�> X)}��idma��D �dMap(cb, kdims=["X"]).redim�1 ge(X=(1, a�Iǁ]R{[ '%I.h len(<.- s), 1 ,M, (3,) �B3 ,�5i, [� enum��e6u.v�s()=mBi GL.cyclic_index, i) R� remapping.�# Checkka�A�0appropriatelym(d�n reused%l�v - 2, �!�!V����� +Q8B�U�M_aY=, [F1]) .�. empty_ele�_� t. 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