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Functions416 in github.com/Anoise/WTFlib

⨍ Functions 416◇ Types & classes 146
↓ 1 callersMethodevenOdd
(self, x)
LDPS_Graph/layers/MultiWaveletCorrelation.py:199
↓ 1 callersMethodevenOdd
(self, x)
LDPS_Graph/layers/MultiWaveletCorrelation.py:368
↓ 1 callersMethodforward
(self, x_enc, x_dec, x_mark_enc = None, x_mark_dec = None, enc_self_mask=None, dec_self_mask=None
LDPS_Graph/models/FEDformer.py:163
↓ 1 callersMethodforward
(self, x, edge_index=None, edge_attr=None)
LDPS_Graph/models/Mvstgn.py:663
↓ 1 callersFunctionget_activation_fn
(activation)
LDPS_Graph/layers/PatchTST_layers.py:16
↓ 1 callersMethodget_edges
(self, x)
LDPS_Graph/layers/PatchTST_backbone.py:437
↓ 1 callersFunctionget_phi_psi
(k, base)
LDPS_Graph/layers/utils.py:22
↓ 1 callersMethodinitHidden
(self, batch_size, hidden_size)
LDPS_Graph/models/dydgcrn_arch/dydgcrn.py:275
↓ 1 callersFunctionlegendreDer
(k, x)
LDPS_Graph/layers/utils.py:10
↓ 1 callersFunctionload_pickle
(pickle_file)
LDPS_Graph/models/dydcrnn_arch/dcrnn_utils.py:201
↓ 1 callersFunctionmetric
(pred, true)
LDPS_Graph/utils/metrics.py:35
↓ 1 callersFunctionpositional_encoding
(pe, learn_pe, q_len, d_model)
LDPS_Graph/layers/PatchTST_layers.py:96
↓ 1 callersMethodrel
(self, x, y)
LDPS_Graph/layers/utils.py:374
↓ 1 callersFunctiontest_params_flop
If you want to thest former's flop, you need to give default value to inputs in model.forward(), the following code can only pass one argument to
LDPS_Graph/utils/tools.py:104
↓ 1 callersMethodtime_delay_agg_inference
SpeedUp version of Autocorrelation (a batch-normalization style design) This is for the inference phase.
LDPS_Graph/layers/AutoCorrelation.py:50
↓ 1 callersMethodtime_delay_agg_training
SpeedUp version of Autocorrelation (a batch-normalization style design) This is for the training phase.
LDPS_Graph/layers/AutoCorrelation.py:26
↓ 1 callersFunctiontime_features_from_frequency_str
Returns a list of time features that will be appropriate for the given frequency string. Parameters ---------- freq_str Frequ
LDPS_Graph/utils/timefeatures.py:76
↓ 1 callersMethodwavelet_transform
(self, x)
LDPS_Graph/layers/MultiWaveletCorrelation.py:360
Method__call__
(self, val_loss, model, path)
LDPS_Graph/utils/tools.py:52
Method__call__
(self, index: pd.DatetimeIndex)
LDPS_Graph/utils/timefeatures.py:13
Method__call__
(self, index: pd.DatetimeIndex)
LDPS_Graph/utils/timefeatures.py:23
Method__call__
(self, index: pd.DatetimeIndex)
LDPS_Graph/utils/timefeatures.py:30
Method__call__
(self, index: pd.DatetimeIndex)
LDPS_Graph/utils/timefeatures.py:37
Method__call__
(self, index: pd.DatetimeIndex)
LDPS_Graph/utils/timefeatures.py:44
Method__call__
(self, index: pd.DatetimeIndex)
LDPS_Graph/utils/timefeatures.py:51
Method__call__
(self, index: pd.DatetimeIndex)
LDPS_Graph/utils/timefeatures.py:58
Method__call__
(self, index: pd.DatetimeIndex)
LDPS_Graph/utils/timefeatures.py:65
Method__call__
(self, index: pd.DatetimeIndex)
LDPS_Graph/utils/timefeatures.py:72
Method__call__
(self, x, y)
LDPS_Graph/layers/utils.py:388
Method__getitem__
(self, index)
LDPS_Graph/data_provider/data_loader.py:82
Method__getitem__
(self, index)
LDPS_Graph/data_provider/data_loader.py:172
Method__getitem__
(self, index)
LDPS_Graph/data_provider/data_loader.py:273
Method__getitem__
(self, index)
LDPS_Graph/data_provider/data_loader.py:376
Method__getitem__
(self, time_index)
LDPS_Graph/data_provider/gdata_loader2.py:109
Method__init__
(self, B, L, device="cpu")
LDPS_Graph/utils/masking.py:5
Method__init__
(self, B, H, L, index, scores, device="cpu")
LDPS_Graph/utils/masking.py:16
Method__init__
(self, B, L,S,device="cpu")
LDPS_Graph/utils/masking.py:30
Method__init__
(self, patience=7, verbose=False, delta=0)
LDPS_Graph/utils/tools.py:43
Method__init__
(self, mean, std)
LDPS_Graph/utils/tools.py:82
Method__init__
(self)
LDPS_Graph/utils/timefeatures.py:10
Method__init__
(self, ich=1, k=8, alpha=16, c=128, nCZ=1, L=0, base='legendre', attention_dropout=0.1)
LDPS_Graph/layers/MultiWaveletCorrelation.py:25
Method__init__
(self, in_channels, out_channels, seq_len_q, seq_len_kv, modes, c=64, k=8, ich=512,
LDPS_Graph/layers/MultiWaveletCorrelation.py:65
Method__init__
(self, in_channels, out_channels, seq_len_q, seq_len_kv, modes=16, activation='tanh', mode_se
LDPS_Graph/layers/MultiWaveletCorrelation.py:213
Method__init__
(self, k, alpha, c=1, nl=1, initializer=None,
LDPS_Graph/layers/MultiWaveletCorrelation.py:262
Method__init__
(self, x, eps=0.00001)
LDPS_Graph/layers/utils.py:260
Method__init__
(self, x, eps=0.00001)
LDPS_Graph/layers/utils.py:298
Method__init__
(self, x, low=0.0, high=1.0)
LDPS_Graph/layers/utils.py:324
Method__init__
(self, channels)
LDPS_Graph/layers/Autoformer_EncDec.py:10
Method__init__
(self, kernel_size, stride)
LDPS_Graph/layers/Autoformer_EncDec.py:24
Method__init__
(self, kernel_size)
LDPS_Graph/layers/Autoformer_EncDec.py:43
Method__init__
(self, kernel_size)
LDPS_Graph/layers/Autoformer_EncDec.py:56
Method__init__
(self, attention, d_model, d_ff=None, moving_avg=25, dropout=0.1, activation="relu")
LDPS_Graph/layers/Autoformer_EncDec.py:76
Method__init__
(self, self_attention, cross_attention, d_model, c_out, d_ff=None, moving_avg=25, dropout=0.1
LDPS_Graph/layers/Autoformer_EncDec.py:135
Method__init__
(self, layers, norm_layer=None, projection=None)
LDPS_Graph/layers/Autoformer_EncDec.py:176
Method__init__
(self, attention, d_model, n_heads)
LDPS_Graph/layers/PeriodAttention.py:83
Method__init__
(self, c_in:int, context_window:int, target_window:int, patch_len:int, stride:int, max_seq_len:Optional[int]=1
LDPS_Graph/layers/PatchTST_backbone.py:19
Method__init__
(self, individual, n_vars, nf, target_window, head_dropout=0)
LDPS_Graph/layers/PatchTST_backbone.py:93
Method__init__
(self, c_in, patch_num, patch_len, max_seq_len=1024, n_layers=3, d_model=128, n_heads=16, d_k
LDPS_Graph/layers/PatchTST_backbone.py:131
Method__init__
(self, q_len, d_model, n_heads, d_k=None, d_v=None, d_ff=None, norm='BatchNorm', attn
LDPS_Graph/layers/PatchTST_backbone.py:182
Method__init__
(self, q_len, d_model, n_heads, d_k=None, d_v=None, d_ff=256, store_attn=False, norm='BatchNo
LDPS_Graph/layers/PatchTST_backbone.py:210
Method__init__
(self, in_channels,out_channels=1, K =1, bias =True)
LDPS_Graph/layers/PatchTST_backbone.py:409
Method__init__
(self, in_channels,out_channels=1, gama=0.95, K =1, bias =True)
LDPS_Graph/layers/PatchTST_backbone.py:422
Method__init__
Multi Head Attention Layer Input shape: Q: [batch_size (bs) x max_q_len x d_model] K, V: [batch_size (bs) x q
LDPS_Graph/layers/PatchTST_backbone.py:457
Method__init__
(self, d_model, n_heads, attn_dropout=0., res_attention=False, lsa=False)
LDPS_Graph/layers/PatchTST_backbone.py:514
Method__init__
(self, d_model, max_len=5000)
LDPS_Graph/layers/Embed.py:9
Method__init__
(self, c_in, d_model)
LDPS_Graph/layers/Embed.py:29
Method__init__
(self, c_in, d_model)
LDPS_Graph/layers/Embed.py:44
Method__init__
(self, d_model, embed_type='fixed', freq='h')
LDPS_Graph/layers/Embed.py:64
Method__init__
(self, d_model, embed_type='timeF', freq='h')
LDPS_Graph/layers/Embed.py:94
Method__init__
(self, c_in, d_model, embed_type='fixed', freq='h', dropout=0.1)
LDPS_Graph/layers/Embed.py:126
Method__init__
(self, c_in, d_model, embed_type='fixed', freq='h', dropout=0.1)
LDPS_Graph/layers/Embed.py:144
Method__init__
(self, c_in, d_model, embed_type='fixed', freq='h', dropout=0.1)
LDPS_Graph/layers/Embed.py:159
Method__init__
(self, c_in, d_model, embed_type='fixed', freq='h', dropout=0.1)
LDPS_Graph/layers/Embed.py:175
Method__init__
(self, in_channels, out_channels, seq_len_q, seq_len_kv, modes=64, mode_select_method='random',
LDPS_Graph/layers/FourierCorrelation.py:68
Method__init__
(self, mask_flag=True, factor=5, scale=None, attention_dropout=0.1, output_attention=False)
LDPS_Graph/layers/SelfAttention_Family.py:45
Method__init__
(self, attention, d_model, n_heads, d_keys=None, d_values=None)
LDPS_Graph/layers/SelfAttention_Family.py:135
Method__init__
(self, c_in)
LDPS_Graph/layers/Transformer_EncDec.py:7
Method__init__
(self, attention, d_model, d_ff=None, dropout=0.1, activation="relu")
LDPS_Graph/layers/Transformer_EncDec.py:28
Method__init__
(self, self_attention, cross_attention, d_model, d_ff=None, dropout=0.1, activation="relu")
LDPS_Graph/layers/Transformer_EncDec.py:82
Method__init__
(self, layers, norm_layer=None, projection=None)
LDPS_Graph/layers/Transformer_EncDec.py:116
Method__init__
(self, kernel_size, stride)
LDPS_Graph/layers/PatchTST_layers.py:29
Method__init__
(self, kernel_size)
LDPS_Graph/layers/PatchTST_layers.py:48
Method__init__
(self, correlation, d_model, n_heads, d_keys=None, d_values=None)
LDPS_Graph/layers/AutoCorrelation.py:133
Method__init__
:param num_features: the number of features or channels :param eps: a value added for numerical stability :param affine: if T
LDPS_Graph/layers/RevIN.py:5
Method__init__
(self, args)
LDPS_Graph/exp/exp_basic.py:7
Method__init__
(self, args)
LDPS_Graph/exp/exp_main2.py:34
Method__init__
(self, root_path, flag='train', size=None, features='S', data_path='ETTh1.csv',
LDPS_Graph/data_provider/data_loader.py:15
Method__init__
(self, root_path, flag='train', size=None, features='S', data_path='ETTm1.csv',
LDPS_Graph/data_provider/data_loader.py:103
Method__init__
(self, root_path, flag='train', size=None, features='S', data_path='ETTh1.csv',
LDPS_Graph/data_provider/data_loader.py:193
Method__init__
(self, root_path, flag='pred', size=None, features='S', data_path='ETTh1.csv',
LDPS_Graph/data_provider/data_loader.py:294
Method__init__
( self, data_path, edge_path=None, lags = 3, p_len=1, partition = 8, train=True,timeenc=0)
LDPS_Graph/data_provider/gdata_loader2.py:11
Method__init__
(self, configs)
LDPS_Graph/models/Transformer.py:14
Method__init__
(self, configs)
LDPS_Graph/models/Stat_models.py:11
Method__init__
(self,func,args=())
LDPS_Graph/models/Stat_models.py:21
Method__init__
(self, configs)
LDPS_Graph/models/Stat_models.py:42
Method__init__
(self, configs)
LDPS_Graph/models/Stat_models.py:70
Method__init__
(self, configs)
LDPS_Graph/models/Linear.py:10
Method__init__
(self, kernel_size, stride)
LDPS_Graph/models/DLinear.py:10
Method__init__
(self, kernel_size)
LDPS_Graph/models/DLinear.py:29
Method__init__
(self, configs)
LDPS_Graph/models/Informer.py:15
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