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add anomaly detection mtad_gat model (PaddlePaddle#324)
* fix metrics test bug and docs error * fix some spelling errors of anomaly models * fix some spelling errors of anomaly models * upgrade of anomaly detection, including (1) adding data check logic (2) supporting category variables in AutoEncoder model (3) supporting adjustment of prediction results according to true labels * upgrade of anomaly detection, including (1) adding data check logic (2) supporting category variables in AutoEncoder model (3) supporting adjustment of prediction results according to true labels * upgrade of anomaly detection, including (1) adding data check logic (2) supporting category variables in AutoEncoder model (3) supporting adjustment of prediction results according to true labels * upgrade of anomaly detection, including (1) adding data check logic (2) supporting category variables in AutoEncoder model (3) supporting adjustment of prediction results according to true labels * upgrade of anomaly detection, including (1) adding data check logic (2) supporting category variables in AutoEncoder model (3) supporting adjustment of prediction results according to true labels * upgrade of anomaly detection, including (1) adding data check logic (2) supporting category variables in AutoEncoder model (3) supporting adjustment of prediction results according to true labels * upgrade of anomaly detection, including (1) adding data check logic (2) supporting category variables in AutoEncoder model (3) supporting adjustment of prediction results according to true labels * update anomaly example notebook * update anomaly detection models docs * add anomaly detection mtad_gat model * add anomaly detection mtad_gat model * add anomaly detection mtad_gat model
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docs/locale/zh_CN/LC_MESSAGES/source/api/paddlets.models.anomaly.dl._mtad_gat.attention.po
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| @@ -0,0 +1,205 @@ | ||
| # SOME DESCRIPTIVE TITLE. | ||
| # Copyright (C) 2022, PaddlePaddle | ||
| # This file is distributed under the same license as the package. | ||
| # FIRST AUTHOR <EMAIL@ADDRESS>, 2022. | ||
| # | ||
| msgid "" | ||
| msgstr "" | ||
| "Project-Id-Version: \n" | ||
| "Report-Msgid-Bugs-To: \n" | ||
| "POT-Creation-Date: 2022-12-26 11:23+0800\n" | ||
| "PO-Revision-Date: YEAR-MO-DA HO:MI+ZONE\n" | ||
| "Last-Translator: FULL NAME <EMAIL@ADDRESS>\n" | ||
| "Language-Team: LANGUAGE <[email protected]>\n" | ||
| "MIME-Version: 1.0\n" | ||
| "Content-Type: text/plain; charset=utf-8\n" | ||
| "Content-Transfer-Encoding: 8bit\n" | ||
| "Generated-By: Babel 2.10.3\n" | ||
|
|
||
| #: ../../source/api/paddlets.models.anomaly.dl._mtad_gat.attention.rst:2 | ||
| #: 814900862cb348549c3fffba65194d33 | ||
| msgid "paddlets.models.anomaly.dl._mtad_gat.attention" | ||
| msgstr "" | ||
|
|
||
| #: b678a13b280f439eba559bfed128e191 of | ||
| #: paddlets.models.anomaly.dl._mtad_gat.attention.FeatOrTempAttention:1 | ||
| msgid "Bases: :py:class:`~paddle.fluid.dygraph.layers.Layer`" | ||
| msgstr "" | ||
|
|
||
| #: 10fea811e4474670a864201eb48b375b of | ||
| #: paddlets.models.anomaly.dl._mtad_gat.attention.FeatOrTempAttention:1 | ||
| msgid "Feature/Temporal Graph Attention Layer." | ||
| msgstr "特征/时间 图注意力层。" | ||
|
|
||
| #: 7a267a813a494ee49181e2e3775aac72 b833455e0dee440cad4a2aace1d9193c of | ||
| #: paddlets.models.anomaly.dl._mtad_gat.attention.FeatOrTempAttention | ||
| #: paddlets.models.anomaly.dl._mtad_gat.attention.FeatOrTempAttention.forward | ||
| msgid "Parameters" | ||
| msgstr "参数" | ||
|
|
||
| #: 8036bb3af92e4a4ca30fe5419319bbbe of | ||
| #: paddlets.models.anomaly.dl._mtad_gat.attention.FeatOrTempAttention:3 | ||
| msgid "The number of features." | ||
| msgstr "特征的数目。" | ||
|
|
||
| #: 0a7978a69a7848468298ca0e446d95e4 445bcc83388641d0bb98956a1f0c5540 of | ||
| #: paddlets.models.anomaly.dl._mtad_gat.attention.FeatOrTempAttention:5 | ||
| #: paddlets.models.anomaly.dl._mtad_gat.attention.FeatOrTempAttention:28 | ||
| msgid "" | ||
| "The size of the loopback window, i.e. the number of time steps feed to " | ||
| "the model." | ||
| msgstr "模型输入的时间序列长度。" | ||
|
|
||
| #: ed03fd4b600a4266962e3b2bfe348528 fd99cddb16c748c9bf805c95b92b2b5c of | ||
| #: paddlets.models.anomaly.dl._mtad_gat.attention.FeatOrTempAttention:7 | ||
| #: paddlets.models.anomaly.dl._mtad_gat.attention.FeatOrTempAttention:34 | ||
| msgid "The percentage of nodes to dropout." | ||
| msgstr "dropout比例。" | ||
|
|
||
| #: ba26979af7be402ca1c136a556cd7e3a c10235014cc34383a93b14aa5e136580 of | ||
| #: paddlets.models.anomaly.dl._mtad_gat.attention.FeatOrTempAttention:9 | ||
| #: paddlets.models.anomaly.dl._mtad_gat.attention.FeatOrTempAttention:40 | ||
| msgid "The negative slope used in the LeakyReLU activation function." | ||
| msgstr "leakyrelu激活函数中的参数。" | ||
|
|
||
| #: 4313e207d45740f68a5b3594bfe6d65c da17bf38a89944f298853057a3565ffc of | ||
| #: paddlets.models.anomaly.dl._mtad_gat.attention.FeatOrTempAttention:11 | ||
| #: paddlets.models.anomaly.dl._mtad_gat.attention.FeatOrTempAttention:46 | ||
| msgid "The embedding dimension (output dimension of linear transformation)." | ||
| msgstr "线性变换的输出维数。" | ||
|
|
||
| #: cd7cb483c56640fca5f1fb77da6bdb10 ddf79b316a59438da62d069d33addcfa of | ||
| #: paddlets.models.anomaly.dl._mtad_gat.attention.FeatOrTempAttention:13 | ||
| #: paddlets.models.anomaly.dl._mtad_gat.attention.FeatOrTempAttention:52 | ||
| msgid "" | ||
| "Whether to use the modified attention mechanism of GATv2 instead of " | ||
| "standard GAT." | ||
| msgstr "是否使用GATv2。" | ||
|
|
||
| #: 8ca0de375f78488d879c95f7dd41a162 ab255ec826084fc799546f2883fb3b12 of | ||
| #: paddlets.models.anomaly.dl._mtad_gat.attention.FeatOrTempAttention:15 | ||
| #: paddlets.models.anomaly.dl._mtad_gat.attention.FeatOrTempAttention:58 | ||
| msgid "whether to include a bias term in the attention layer." | ||
| msgstr "在attention层中是否使用偏置。" | ||
|
|
||
| #: 021eb0c732d64c619957e64ec11ea953 f63dd46f6e3245f3897e777f2295e7bd of | ||
| #: paddlets.models.anomaly.dl._mtad_gat.attention.FeatOrTempAttention:17 | ||
| #: paddlets.models.anomaly.dl._mtad_gat.attention.FeatOrTempAttention:64 | ||
| msgid "Feature or Temporal Graph." | ||
| msgstr "特征图或者时间图。" | ||
|
|
||
| #: ea3af5fcb2b6440c9606bf5db262231a of | ||
| #: paddlets.models.anomaly.dl._mtad_gat.attention.FeatOrTempAttention:22 | ||
| msgid "The number of features/nodes." | ||
| msgstr "特征或者节点数目。" | ||
|
|
||
| #: 147f3eca781044d697cdc345e7c0695e 3e51411334a94704ae5686d9b5d7c2ef | ||
| #: 3e5808d5df3c489bbc4bfbbc94cfb0df 5b1b0ef5e9884f71a87844375127ad7e | ||
| #: 6a6a4bbc571c40cb873073edd4745b22 7007d94d95fa4cabbaa3d08a541dca3e | ||
| #: 735408a19b7e4676ba40a883dad38f9f 79560f942b38443eb1411779a8b08587 | ||
| #: 9a9846948989471c85b993e3a9e9cea6 9f0c56d5661847558fc16cdd185f05ed | ||
| #: b5099c2a71d44e5b958110ee60b9622c e969a1ced46e432cb765de19698964c4 | ||
| #: eebb3fa7c7f441669464e020e03e5249 f3ff8ebd2c714fbc99ecf57bed049f21 of | ||
| #: paddlets.models.anomaly.dl._mtad_gat.attention.FeatOrTempAttention | ||
| msgid "type" | ||
| msgstr "" | ||
|
|
||
| #: 70cc23d55a9748dcbe9a5889ec954bf2 ac673e0c53014eda93a7e91bfaedc66a | ||
| #: f9e4a31a7b22447d8723b55a04348c23 of | ||
| #: paddlets.models.anomaly.dl._mtad_gat.attention.FeatOrTempAttention:24 | ||
| #: paddlets.models.anomaly.dl._mtad_gat.attention.FeatOrTempAttention:30 | ||
| #: paddlets.models.anomaly.dl._mtad_gat.attention.FeatOrTempAttention:72 | ||
| msgid "int" | ||
| msgstr "" | ||
|
|
||
| #: 33ec6699d51644d7b8f986927a772a49 6f458178f4d54459a52f00a9a637cb57 of | ||
| #: paddlets.models.anomaly.dl._mtad_gat.attention.FeatOrTempAttention:36 | ||
| #: paddlets.models.anomaly.dl._mtad_gat.attention.FeatOrTempAttention:42 | ||
| msgid "float" | ||
| msgstr "" | ||
|
|
||
| #: cf8a5c88bd9e4071b6d9ebeac42608fd of | ||
| #: paddlets.models.anomaly.dl._mtad_gat.attention.FeatOrTempAttention:48 | ||
| msgid "None|int" | ||
| msgstr "" | ||
|
|
||
| #: 008f05327ac74c3da9a4e0aa617fe0c6 a6c1f1c923e94d23b7d54c73391a17bb of | ||
| #: paddlets.models.anomaly.dl._mtad_gat.attention.FeatOrTempAttention:54 | ||
| #: paddlets.models.anomaly.dl._mtad_gat.attention.FeatOrTempAttention:60 | ||
| msgid "bool" | ||
| msgstr "" | ||
|
|
||
| #: b2ad4be040b94bb4bd0b7684d23dd42d of | ||
| #: paddlets.models.anomaly.dl._mtad_gat.attention.FeatOrTempAttention:66 | ||
| msgid "str" | ||
| msgstr "" | ||
|
|
||
| #: e61ee658aafc459dbaf1979e7c3ed100 of | ||
| #: paddlets.models.anomaly.dl._mtad_gat.attention.FeatOrTempAttention:70 | ||
| msgid "Number of nodes in a graph." | ||
| msgstr "图中的节点数目。" | ||
|
|
||
| #: fd867b7935a343c39e56efd234c2324b of | ||
| #: paddlets.models.anomaly.dl._mtad_gat.attention.FeatOrTempAttention:76 | ||
| msgid "The linear transformation layer." | ||
| msgstr "线性变换层。" | ||
|
|
||
| #: 38ce2ac0a6394d56aa95ff7f9491e0e8 da20f76938d04bffb30606be4c767250 | ||
| #: ec4a5e576b2843d1817a52ce83dd8388 of | ||
| #: paddlets.models.anomaly.dl._mtad_gat.attention.FeatOrTempAttention:78 | ||
| #: paddlets.models.anomaly.dl._mtad_gat.attention.FeatOrTempAttention:96 | ||
| #: paddlets.models.anomaly.dl._mtad_gat.attention.FeatOrTempAttention:102 | ||
| msgid "paddle.nn.Layer" | ||
| msgstr "" | ||
|
|
||
| #: 97c03285ffe34340a324172356d236d0 of | ||
| #: paddlets.models.anomaly.dl._mtad_gat.attention.FeatOrTempAttention:82 | ||
| msgid "The attention parameter." | ||
| msgstr "attention层的参数。" | ||
|
|
||
| #: 00f8085437a04e56af61339d43990701 6bf1ac713a7447f4ba621543c2a04139 of | ||
| #: paddlets.models.anomaly.dl._mtad_gat.attention.FeatOrTempAttention:84 | ||
| #: paddlets.models.anomaly.dl._mtad_gat.attention.FeatOrTempAttention:90 | ||
| msgid "paddle.Parameter" | ||
| msgstr "" | ||
|
|
||
| #: 12ec2762d96045d48fc7bdf4b2414b9f of | ||
| #: paddlets.models.anomaly.dl._mtad_gat.attention.FeatOrTempAttention:88 | ||
| msgid "The bias parameter." | ||
| msgstr "bias参数。" | ||
|
|
||
| #: 543852b910914559ae24407b46929caf of | ||
| #: paddlets.models.anomaly.dl._mtad_gat.attention.FeatOrTempAttention:94 | ||
| msgid "The LeakyReLU activation layer." | ||
| msgstr "leakrelu激活层。" | ||
|
|
||
| #: a8ab012802784f7fa90bb30544b80a64 of | ||
| #: paddlets.models.anomaly.dl._mtad_gat.attention.FeatOrTempAttention:100 | ||
| msgid "The Sigmoid layer." | ||
| msgstr "sigmoid层。" | ||
|
|
||
| #: f65d2e60342e42d4b92d09ba1acb2f7a of | ||
| #: paddlets.models.anomaly.dl._mtad_gat.attention.FeatOrTempAttention.forward:1 | ||
| msgid "Feature extraction based on graph attention network" | ||
| msgstr "基于图注意力网络的特征提取。" | ||
|
|
||
| #: 944666f36799481c8eae46af02f4f904 of | ||
| #: paddlets.models.anomaly.dl._mtad_gat.attention.FeatOrTempAttention.forward:3 | ||
| msgid "The input data." | ||
| msgstr "输入的数据。" | ||
|
|
||
| #: 77a08271ed0c44c8b2321e9918b87ef1 of | ||
| #: paddlets.models.anomaly.dl._mtad_gat.attention.FeatOrTempAttention.forward | ||
| msgid "Returns" | ||
| msgstr "" | ||
|
|
||
| #: 7f7e780c845d436db1f362c4ffcfd6b8 of | ||
| #: paddlets.models.anomaly.dl._mtad_gat.attention.FeatOrTempAttention.forward:6 | ||
| msgid "Output of Layer." | ||
| msgstr "网络输出结果。" | ||
|
|
||
| #: e426aeac838a46ff91e24601312e13f1 of | ||
| #: paddlets.models.anomaly.dl._mtad_gat.attention.FeatOrTempAttention.forward | ||
| msgid "Return type" | ||
| msgstr "" | ||
|
|
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docs/locale/zh_CN/LC_MESSAGES/source/api/paddlets.models.anomaly.dl._mtad_gat.layer.po
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Learn more about bidirectional Unicode characters
| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,155 @@ | ||
| # SOME DESCRIPTIVE TITLE. | ||
| # Copyright (C) 2022, PaddlePaddle | ||
| # This file is distributed under the same license as the package. | ||
| # FIRST AUTHOR <EMAIL@ADDRESS>, 2022. | ||
| # | ||
| msgid "" | ||
| msgstr "" | ||
| "Project-Id-Version: \n" | ||
| "Report-Msgid-Bugs-To: \n" | ||
| "POT-Creation-Date: 2022-12-26 11:23+0800\n" | ||
| "PO-Revision-Date: YEAR-MO-DA HO:MI+ZONE\n" | ||
| "Last-Translator: FULL NAME <EMAIL@ADDRESS>\n" | ||
| "Language-Team: LANGUAGE <[email protected]>\n" | ||
| "MIME-Version: 1.0\n" | ||
| "Content-Type: text/plain; charset=utf-8\n" | ||
| "Content-Transfer-Encoding: 8bit\n" | ||
| "Generated-By: Babel 2.10.3\n" | ||
|
|
||
| #: ../../source/api/paddlets.models.anomaly.dl._mtad_gat.layer.rst:2 | ||
| #: 1944869473a3401bb20861e965118d21 | ||
| msgid "paddlets.models.anomaly.dl._mtad_gat.layer" | ||
| msgstr "" | ||
|
|
||
| #: 7b7a216fb6094913bdd6c7fa3480e91a 9df4a631505048c0b28b66fc77984dbf of | ||
| #: paddlets.models.anomaly.dl._mtad_gat.layer.ConvLayer:1 | ||
| #: paddlets.models.anomaly.dl._mtad_gat.layer.GRULayer:1 | ||
| msgid "Bases: :py:class:`~paddle.fluid.dygraph.layers.Layer`" | ||
| msgstr "" | ||
|
|
||
| #: 6b7494d5c3ea47f3b954e77663a504d7 of | ||
| #: paddlets.models.anomaly.dl._mtad_gat.layer.ConvLayer:1 | ||
| msgid "Convolution layer to extract features." | ||
| msgstr "用于提取高维特征的卷积层。" | ||
|
|
||
| #: 02f813eddb3b4514aac7ddf8f1bb0d70 750f8e75a6564b4595cfddccc4d40867 | ||
| #: 781b90902ae14e2ba1bb36b6390294a3 9f901c0b173846f481637b0608612e51 of | ||
| #: paddlets.models.anomaly.dl._mtad_gat.layer.ConvLayer | ||
| #: paddlets.models.anomaly.dl._mtad_gat.layer.ConvLayer.forward | ||
| #: paddlets.models.anomaly.dl._mtad_gat.layer.GRULayer | ||
| #: paddlets.models.anomaly.dl._mtad_gat.layer.GRULayer.forward | ||
| msgid "Parameters" | ||
| msgstr "参数" | ||
|
|
||
| #: f7f354dd464840158c0484a845b2785d of | ||
| #: paddlets.models.anomaly.dl._mtad_gat.layer.ConvLayer:3 | ||
| msgid "The number of features." | ||
| msgstr "特征的维度。" | ||
|
|
||
| #: daea264399354d379639112600acf0d3 of | ||
| #: paddlets.models.anomaly.dl._mtad_gat.layer.ConvLayer:5 | ||
| msgid "Kernel size for Conv1D." | ||
| msgstr "卷积核大小。" | ||
|
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||
| #: 5bc5af191351478e8d6d0ca6c5c05cc9 of | ||
| #: paddlets.models.anomaly.dl._mtad_gat.layer.ConvLayer:10 | ||
| msgid "The pad layer." | ||
| msgstr "填充层。" | ||
|
|
||
| #: 122f35d44c9c455ea99c592f870dc3ba 1521b1e769dc4c159608e4a30daa80a9 | ||
| #: 2e0ef4bbfba04c4db9746f853674e481 9ef7617a317341bc8e4ec2cef93a90e9 | ||
| #: acf1fd2278b64149af470fc8e92e9ab1 of | ||
| #: paddlets.models.anomaly.dl._mtad_gat.layer.ConvLayer | ||
| #: paddlets.models.anomaly.dl._mtad_gat.layer.GRULayer | ||
| msgid "type" | ||
| msgstr "" | ||
|
|
||
| #: 320802972ae747e4bba28647f8a8775d 6833346061fe44da801793af0df88d71 | ||
| #: 7a20d62493444767bae107e5c7d039ba d952125c617845618df31533e16211f1 of | ||
| #: paddlets.models.anomaly.dl._mtad_gat.layer.ConvLayer:12 | ||
| #: paddlets.models.anomaly.dl._mtad_gat.layer.ConvLayer:18 | ||
| #: paddlets.models.anomaly.dl._mtad_gat.layer.ConvLayer:24 | ||
| #: paddlets.models.anomaly.dl._mtad_gat.layer.GRULayer:22 | ||
| msgid "paddle.nn.Layer" | ||
| msgstr "" | ||
|
|
||
| #: a28d815c2a284ebfb3cf4a774f7e77de of | ||
| #: paddlets.models.anomaly.dl._mtad_gat.layer.ConvLayer:16 | ||
| msgid "The conv layer." | ||
| msgstr "卷积层。" | ||
|
|
||
| #: d18b6a287ade4f9ab0fbb34e39075b6f of | ||
| #: paddlets.models.anomaly.dl._mtad_gat.layer.ConvLayer:22 | ||
| msgid "The relu layer." | ||
| msgstr "激活层。" | ||
|
|
||
| #: 7bac0cee615e44cc9a25cf16f6dad9b9 ea182da2322f4aca98dfab03eab8b193 of | ||
| #: paddlets.models.anomaly.dl._mtad_gat.layer.ConvLayer.forward:1 | ||
| #: paddlets.models.anomaly.dl._mtad_gat.layer.GRULayer.forward:1 | ||
| msgid "Forward" | ||
| msgstr "" | ||
|
|
||
| #: 1f34d3e80b8a4dae864a6505b5a40214 62eddc5859f941b1b29a892300f8fa4f of | ||
| #: paddlets.models.anomaly.dl._mtad_gat.layer.ConvLayer.forward:3 | ||
| #: paddlets.models.anomaly.dl._mtad_gat.layer.GRULayer.forward:3 | ||
| msgid "The input data." | ||
| msgstr "输入的数据。" | ||
|
|
||
| #: 1f79063bce914f78a6aa075dbc1b3b3b 9ca55dbf4be4484d83c28a1d84831076 of | ||
| #: paddlets.models.anomaly.dl._mtad_gat.layer.ConvLayer.forward | ||
| #: paddlets.models.anomaly.dl._mtad_gat.layer.GRULayer.forward | ||
| msgid "Returns" | ||
| msgstr "" | ||
|
|
||
| #: 19da6d4f4e3649fbb6ad7fd4a4fce150 of | ||
| #: paddlets.models.anomaly.dl._mtad_gat.layer.ConvLayer.forward:6 | ||
| msgid "Output of conv layer." | ||
| msgstr "卷积层的输出。" | ||
|
|
||
| #: 50cbd2439c3641408037e6a907d3cdb8 c03dce2925c343e9bf6b1b61d841b70e of | ||
| #: paddlets.models.anomaly.dl._mtad_gat.layer.ConvLayer.forward | ||
| #: paddlets.models.anomaly.dl._mtad_gat.layer.GRULayer.forward | ||
| msgid "Return type" | ||
| msgstr "" | ||
|
|
||
| #: 8fe92beda7324dd7a151d4b9ef7aee8b of | ||
| #: paddlets.models.anomaly.dl._mtad_gat.layer.GRULayer:1 | ||
| msgid "GRU layer." | ||
| msgstr "GRU层。" | ||
|
|
||
| #: 0823460518474751b2b4a6055f740fd8 of | ||
| #: paddlets.models.anomaly.dl._mtad_gat.layer.GRULayer:3 | ||
| msgid "The input size" | ||
| msgstr "输入数据的大小。" | ||
|
|
||
| #: a61425e9a81345019f49880643037899 of | ||
| #: paddlets.models.anomaly.dl._mtad_gat.layer.GRULayer:5 | ||
| msgid "The hidden size." | ||
| msgstr "隐层的大小。" | ||
|
|
||
| #: fcbf26c787d34f8e8596da44874ee27f of | ||
| #: paddlets.models.anomaly.dl._mtad_gat.layer.GRULayer:7 | ||
| msgid "The number of layer." | ||
| msgstr "隐层的层数。" | ||
|
|
||
| #: e5f0eaa533f74be78cf6924b8d61ae43 f453c236c6204fcab4873666ced4eab8 of | ||
| #: paddlets.models.anomaly.dl._mtad_gat.layer.GRULayer:9 | ||
| #: paddlets.models.anomaly.dl._mtad_gat.layer.GRULayer:14 | ||
| msgid "Dropout regularization parameter." | ||
| msgstr "dropout参数。" | ||
|
|
||
| #: d967db50dbfe4086b6161aca0870e81c of | ||
| #: paddlets.models.anomaly.dl._mtad_gat.layer.GRULayer:16 | ||
| msgid "float" | ||
| msgstr "" | ||
|
|
||
| #: 94771d2e29114e01bcd9adb05e69e4f7 of | ||
| #: paddlets.models.anomaly.dl._mtad_gat.layer.GRULayer:20 | ||
| msgid "The gru layer." | ||
| msgstr "gru层。" | ||
|
|
||
| #: ccdb7f0628e749908283a65c23ac66cc of | ||
| #: paddlets.models.anomaly.dl._mtad_gat.layer.GRULayer.forward:6 | ||
| msgid "Output of grulayer. h(paddle.Tensor): final_states." | ||
| msgstr "gru层的输出。" | ||
|
|
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