Functions — github.com/William-Liwei/EnergyPatchTST

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Functions613 in github.com/William-Liwei/EnergyPatchTST

⨍ Functions 613◇ Types & classes 193

Methodforward

(self, data)

Formers/Pyraformer/pyraformer/Layers.py:372

Methodforward

(self, x_dec, x_mark_dec, refer)

Formers/Pyraformer/pyraformer/Layers.py:399

Methodforward

(self, sequence)

Formers/Pyraformer/pyraformer/Pyraformer_SS.py:39

Methodforward

(self, data)

Formers/Pyraformer/pyraformer/Pyraformer_SS.py:70

Methodforward

(self, hidden_states)

Formers/Pyraformer/pyraformer/PAM_TVM.py:30

Methodforward

(self, q, k, v, mask=None)

Formers/Pyraformer/pyraformer/SubLayers.py:33

Methodforward

(self, x)

Formers/Pyraformer/pyraformer/SubLayers.py:82

Methodforward

(self, q, k, v, mask=None)

Formers/Pyraformer/pyraformer/Modules.py:15

Methodforward

(self, x_enc, x_mark_enc)

Formers/Pyraformer/pyraformer/Pyraformer_LR.py:50

Methodforward

Return the hidden representations and predictions. For a sequence (l_1, l_2, ..., l_N), we predict (l_2, ..., l_N, l_{N+1}).

Formers/Pyraformer/pyraformer/Pyraformer_LR.py:91

Methodforward

(self, x)

Formers/Pyraformer/pyraformer/embed.py:34

Methodforward

(self, x)

Formers/Pyraformer/pyraformer/embed.py:47

Methodforward

(self, x)

Formers/Pyraformer/pyraformer/embed.py:67

Methodforward

(self, x)

Formers/Pyraformer/pyraformer/embed.py:77

Methodforward

(self, x, x_mark)

Formers/Pyraformer/pyraformer/embed.py:91

Methodforward

(self, x, x_mark)

Formers/Pyraformer/pyraformer/embed.py:108

Methodforward

(self, x)

Formers/Pyraformer/pyraformer/embed.py:145

Methodforward

(self, hidden_states)

Formers/Pyraformer/pyraformer/graph_attention.py:211

Methodforward

(self, hidden_states)

Formers/Pyraformer/pyraformer/graph_attention.py:278

Methodforward

(self, hidden_states)

Formers/Pyraformer/pyraformer/graph_attention.py:382

Methodforward

(self, x)

layers/Autoformer_EncDec.py:14

Methodforward

(self, x)

layers/Autoformer_EncDec.py:29

Methodforward

(self, x)

layers/Autoformer_EncDec.py:47

Methodforward

(self, x, attn_mask=None)

layers/Autoformer_EncDec.py:68

Methodforward

(self, x, attn_mask=None)

layers/Autoformer_EncDec.py:92

Methodforward

(self, x, cross, x_mask=None, cross_mask=None)

layers/Autoformer_EncDec.py:132

Methodforward

(self, x, cross, x_mask=None, cross_mask=None, trend=None)

layers/Autoformer_EncDec.py:163

Methodforward

(self, z)

layers/PatchTST_backbone.py:60

Methodforward

(self, x)

layers/PatchTST_backbone.py:110

Methodforward

(self, x)

layers/PatchTST_backbone.py:157

Methodforward

(self, src:Tensor, key_padding_mask:Optional[Tensor]=None, attn_mask:Optional[Tensor]=None)

layers/PatchTST_backbone.py:189

Methodforward

(self, src:Tensor, prev:Optional[Tensor]=None, key_padding_mask:Optional[Tensor]=None, attn_mask:Optional[Tens

layers/PatchTST_backbone.py:237

Methodforward

(self, Q:Tensor, K:Optional[Tensor]=None, V:Optional[Tensor]=None, prev:Optional[Tensor]=None,

layers/PatchTST_backbone.py:298

Methodforward

Input shape: q : [bs x n_heads x max_q_len x d_k] k : [bs x n_heads x d_k x seq_len]

layers/PatchTST_backbone.py:338

(self, queries, keys, values, attn_mask)

layers/SelfAttention_Family.py:22

Methodforward

(self, queries, keys, values, attn_mask)

layers/SelfAttention_Family.py:106

Methodforward

(self, queries, keys, values, attn_mask)

layers/SelfAttention_Family.py:149

Methodforward

(self, x)

layers/Transformer_EncDec.py:18

Methodforward

(self, x, attn_mask=None)

layers/Transformer_EncDec.py:39

Methodforward

(self, x, attn_mask=None)

layers/Transformer_EncDec.py:60

Methodforward

(self, x, cross, x_mask=None, cross_mask=None)

layers/Transformer_EncDec.py:96

Methodforward

(self, x, cross, x_mask=None, cross_mask=None)

layers/Transformer_EncDec.py:122

Methodforward

(self, x)

layers/PatchTST_layers.py:11

Methodforward

(self, x)

layers/PatchTST_layers.py:34

Methodforward

(self, x)

layers/PatchTST_layers.py:52

Methodforward

(self, queries, keys, values, attn_mask)

layers/AutoCorrelation.py:103

Methodforward

(self, queries, keys, values, attn_mask)

layers/AutoCorrelation.py:147

(self, x_enc, x_mark_enc, x_dec, x_mark_dec, enc_self_mask=None, dec_self_mask=None, dec_enc_m

models/Transformer.py:82

Methodforward

(self, x)

models/Stat_models.py:15

Methodforward

(self, x)

models/Stat_models.py:46

Methodforward

(self, x)

models/Stat_models.py:82

Methodforward

(self, x)

models/Stat_models.py:108

(self, x_enc, x_mark_enc, x_dec, x_mark_dec, enc_self_mask=None, dec_self_mask=None, dec_enc_m

models/Informer.py:89

Methodforward

前向传播 x: [Batch, Input_len, Channel] x_mark: 时间特征标记 [Batch, Input_len, Mark_dim] future_vars: 未来已知变量 [Batch, Pred_len,

models/EnergyPatchTST.py:176

models/PatchTST.py:80

Methodforward

(self, x_enc, x_mark_enc, x_dec, x_mark_dec, enc_self_mask=None, dec_self_mask=None, dec_enc_m

models/Autoformer.py:99

Functionfractional_brownian_noise

Genereate fractional brownian noise

Formers/Pyraformer/simulate_sin.py:29

Functionfunc2

(*args, **kw)

Formers/FEDformer/layers/AutoCorrelation.py:10

Functionget_all_v

Get the normalization parameters of each sequence

Formers/Pyraformer/data_loader.py:400

Methodinverse_transform

(self, data)

utils/tools.py:87

Methodinverse_transform

(self, data)

Formers/FEDformer/utils/tools.py:75

Methodinverse_transform

(self, data)

Formers/FEDformer/data_provider/data_loader.py:98

Methodinverse_transform

(self, data)

Formers/FEDformer/data_provider/data_loader.py:188

Methodinverse_transform

(self, data)

Formers/FEDformer/data_provider/data_loader.py:287

Methodinverse_transform

(self, data, seq_y, mean, std)

Formers/Pyraformer/data_loader.py:81

Methodinverse_transform

(self, data, seq_y, mean, std)

Formers/Pyraformer/data_loader.py:150

Methodinverse_transform

(self, output, seq_y, mean, std)

Formers/Pyraformer/data_loader.py:283

Methodinverse_transform

(self, output, seq_y, mean, std)

Formers/Pyraformer/data_loader.py:360

Methodinverse_transform

(self, data)

Formers/Pyraformer/utils/tools.py:44

Methodinverse_transform

反标准化

data_provider/energy_data_loader.py:131

Methodinverse_transform

(self, data)

data_provider/data_loader.py:98

Methodinverse_transform

(self, data)

data_provider/data_loader.py:188

Methodinverse_transform

(self, data)

data_provider/data_loader.py:289

Formers/FEDformer/utils/masking.py:12

Methodmask

(self)

Formers/FEDformer/utils/masking.py:26

Methodmask

(self)

Formers/FEDformer/utils/masking.py:38

Functionmetric2

(pred, true)

Formers/FEDformer/utils/metrics.py:43

Functionphi_

(phi_c, x, lb = 0, ub = 1)

Formers/FEDformer/layers/utils.py:18

Functionpreprocess_elect

preprocess the elect dataset for long range forecasting

Formers/Pyraformer/data_loader.py:436

Functionpreprocess_flow

preprocess the app flow dataset for long range forecasting

Formers/Pyraformer/data_loader.py:463

Methodrun

(self)

models/Stat_models.py:26

Functiontest

(model, test_loader, device, verbose=0, lossFn=None, post_proc = lambda args: args)

Formers/FEDformer/layers/utils.py:229

Methodtest

(self)

Formers/FEDformer/exp/exp_basic.py:36

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