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Functions613 in github.com/William-Liwei/EnergyPatchTST

⨍ Functions 613◇ Types & classes 193
↓ 1 callersFunctionRMSE
(pred, true)
utils/metrics.py:23
↓ 1 callersFunctionRMSE
(pred, true)
Formers/Pyraformer/utils/tools.py:12
↓ 1 callersFunctionRSE
(pred, true)
utils/metrics.py:4
↓ 1 callersFunctionRSE
(pred, true)
Formers/FEDformer/utils/metrics.py:4
↓ 1 callersMethod__init__
(self, in_channels, out_channels, seq_len, modes=0, mode_select_method='random')
Formers/FEDformer/layers/FourierCorrelation.py:29
↓ 1 callersMethod__init__
(self, mask_flag=True, factor=1, scale=None, attention_dropout=0.1, output_attention=False, configs=None)
Formers/FEDformer/layers/AutoCorrelation.py:26
↓ 1 callersMethod__init__
(self, topk)
Formers/Pyraformer/utils/tools.py:50
↓ 1 callersMethod__init__
(self, opt)
Formers/Pyraformer/pyraformer/Pyraformer_SS.py:59
↓ 1 callersMethod__init__
(self, n_head, d_model, d_k, d_v, dropout=0.1, normalize_before=True)
Formers/Pyraformer/pyraformer/SubLayers.py:10
↓ 1 callersMethod__init__
(self, opt)
Formers/Pyraformer/pyraformer/Pyraformer_LR.py:74
↓ 1 callersMethod__init__
(self, mask_flag=True, factor=1, scale=None, attention_dropout=0.1, output_attention=False)
layers/AutoCorrelation.py:18
↓ 1 callersMethod__read_data__
(self)
Formers/FEDformer/data_provider/data_loader.py:43
↓ 1 callersMethod__read_data__
(self)
Formers/FEDformer/data_provider/data_loader.py:131
↓ 1 callersMethod__read_data__
(self)
Formers/FEDformer/data_provider/data_loader.py:221
↓ 1 callersMethod__read_data__
(self)
Formers/FEDformer/data_provider/data_loader.py:320
↓ 1 callersMethod__read_data__
(self)
Formers/Pyraformer/data_loader.py:37
↓ 1 callersMethod__read_data__
(self)
Formers/Pyraformer/data_loader.py:106
↓ 1 callersMethod__read_data__
(self)
Formers/Pyraformer/data_loader.py:182
↓ 1 callersMethod__read_data__
读取数据
data_provider/energy_data_loader.py:35
↓ 1 callersMethod__read_data__
(self)
data_provider/data_loader.py:43
↓ 1 callersMethod__read_data__
(self)
data_provider/data_loader.py:131
↓ 1 callersMethod__read_data__
(self)
data_provider/data_loader.py:221
↓ 1 callersMethod__read_data__
(self)
data_provider/data_loader.py:321
↓ 1 callersMethod_acquire_device
(self)
Formers/FEDformer/exp/exp_basic.py:16
↓ 1 callersMethod_acquire_device
(self)
exp/exp_basic.py:16
↓ 1 callersMethod_build_model
(self)
Formers/FEDformer/exp/exp_basic.py:12
↓ 1 callersMethod_build_model
(self)
exp/exp_basic.py:12
↓ 1 callersMethod_compile_function
Compiles a tvm function that computes diagonal_mm args: dtype: str in ['float64', 'float32', 'float16'] device: str in ['cpu'
Formers/Pyraformer/pyraformer/hierarchical_mm_tvm.py:27
↓ 1 callersMethod_denormalize
(self, x)
layers/RevIN.py:54
↓ 1 callersMethod_get_function
Loads the function from the disk or compile it
Formers/Pyraformer/pyraformer/hierarchical_mm_tvm.py:143
↓ 1 callersMethod_get_initial_context
(self, V, L_Q)
Formers/FEDformer/layers/SelfAttention_Family.py:108
↓ 1 callersMethod_get_initial_context
(self, V, L_Q)
Formers/Pyraformer/pyraformer/graph_attention.py:365
↓ 1 callersMethod_get_initial_context
(self, V, L_Q)
layers/SelfAttention_Family.py:76
↓ 1 callersMethod_get_statistics
(self, x)
layers/RevIN.py:35
↓ 1 callersMethod_init_params
(self)
layers/RevIN.py:30
↓ 1 callersFunction_legendre
(k, x)
Formers/FEDformer/layers/utils.py:11
↓ 1 callersMethod_load_compiled_function
(dtype: str, device: str)
Formers/Pyraformer/pyraformer/hierarchical_mm_tvm.py:128
↓ 1 callersMethod_normalize
(self, x)
layers/RevIN.py:43
↓ 1 callersMethod_prob_QK
(self, Q, K, sample_k, n_top)
Formers/FEDformer/layers/SelfAttention_Family.py:85
↓ 1 callersMethod_prob_QK
(self, Q, K, sample_k, n_top)
Formers/Pyraformer/pyraformer/graph_attention.py:342
↓ 1 callersMethod_prob_QK
(self, Q, K, sample_k, n_top)
layers/SelfAttention_Family.py:53
↓ 1 callersMethod_process_future_vars
处理未来已知变量
models/EnergyPatchTST.py:161
↓ 1 callersMethod_process_multi_scale
处理多尺度特征
models/EnergyPatchTST.py:136
↓ 1 callersMethod_save_compiled_function
(f, dtype: str, device: str)
Formers/Pyraformer/pyraformer/hierarchical_mm_tvm.py:122
↓ 1 callersMethod_select_criterion
(self)
Formers/FEDformer/exp/exp_main.py:47
↓ 1 callersMethod_select_optimizer
(self)
Formers/FEDformer/exp/exp_main.py:43
↓ 1 callersMethod_update_context
(self, context_in, V, scores, index, L_Q, attn_mask)
Formers/FEDformer/layers/SelfAttention_Family.py:119
↓ 1 callersMethod_update_context
(self, context_in, V, scores, index, L_Q)
Formers/Pyraformer/pyraformer/graph_attention.py:372
↓ 1 callersMethod_update_context
(self, context_in, V, scores, index, L_Q, attn_mask)
layers/SelfAttention_Family.py:87
↓ 1 callersFunctionadjust_learning_rate
(optimizer, epoch, args)
Formers/FEDformer/utils/tools.py:8
↓ 1 callersFunctionarg_parser
()
Formers/Pyraformer/single_step_main.py:240
↓ 1 callersMethodcompl_mul1d
(self, x, weights)
Formers/FEDformer/layers/MultiWaveletCorrelation.py:275
↓ 1 callersMethodcompl_mul1d
(self, input, weights)
Formers/FEDformer/layers/FourierCorrelation.py:45
↓ 1 callersFunctioncovariance
compute the covariance of the data
Formers/Pyraformer/simulate_sin.py:62
↓ 1 callersMethodcreate_pretrain_head
(self, head_nf, vars, dropout)
layers/PatchTST_backbone.py:84
↓ 1 callersFunctiondata_provider
(args, flag)
Formers/FEDformer/data_provider/data_factory.py:14
↓ 1 callersFunctiondata_provider
(args, flag)
data_provider/data_factory.py:13
↓ 1 callersFunctiondataset_parameters
Prepare specific parameters for different datasets
Formers/Pyraformer/long_range_main.py:82
↓ 1 callersFunctiondezip
(filedir)
Formers/Pyraformer/preprocess_flow.py:91
↓ 1 callersFunctionenergy_data_provider
提供能源数据
data_provider/energy_data_loader.py:135
↓ 1 callersFunctionevaluate
Evaluate preptrained models
Formers/Pyraformer/single_step_main.py:213
↓ 1 callersFunctionevaluate
Evaluate preptrained models
Formers/Pyraformer/long_range_main.py:289
↓ 1 callersMethodevenOdd
(self, x)
Formers/FEDformer/layers/MultiWaveletCorrelation.py:199
↓ 1 callersMethodevenOdd
(self, x)
Formers/FEDformer/layers/MultiWaveletCorrelation.py:368
↓ 1 callersMethodfit
(self, data)
Formers/Pyraformer/data_loader.py:355
↓ 1 callersMethodforward
(self, x_enc, x_mark_enc, x_dec, x_mark_dec, enc_self_mask=None, dec_self_mask=None, dec_enc_mask=
Formers/FEDformer/models/FEDformer.py:163
↓ 1 callersFunctiongen_covariates
Generate covariates
Formers/Pyraformer/simulate_sin.py:15
↓ 1 callersFunctiongen_covariates
Get covariates
Formers/Pyraformer/data_loader.py:425
↓ 1 callersFunctiongen_covariates
Get covariates
Formers/Pyraformer/preprocess_elect.py:76
↓ 1 callersFunctiongenerate_sin
Generate a mixed sinusoidal sequence
Formers/Pyraformer/simulate_sin.py:6
↓ 1 callersFunctionget_activation_fn
(activation)
layers/PatchTST_layers.py:16
↓ 1 callersFunctionget_covariates
Get covariates
Formers/Pyraformer/preprocess_wind.py:16
↓ 1 callersFunctionget_dataset_parameters
Prepare specific parameters for different datasets
Formers/Pyraformer/single_step_main.py:32
↓ 1 callersFunctionget_k_q
Get the key-query index from query-key index for PAM-TVM
Formers/Pyraformer/pyraformer/graph_attention.py:95
↓ 1 callersFunctionget_mask
Get the attention mask of PAM-Naive
Formers/Pyraformer/pyraformer/graph_attention.py:106
↓ 1 callersFunctionget_phi_psi
(k, base)
Formers/FEDformer/layers/utils.py:22
↓ 1 callersFunctionget_q_k
Get the query-key index for PAM-TVM
Formers/Pyraformer/pyraformer/graph_attention.py:23
↓ 1 callersFunctionget_subsequent_mask
Get causal attention mask for decoder.
Formers/Pyraformer/pyraformer/Layers.py:69
↓ 1 callersFunctionget_topk
(epoch, batch_size)
Formers/Pyraformer/single_step_main.py:62
↓ 1 callersFunctionlegendreDer
(k, x)
Formers/FEDformer/layers/utils.py:10
↓ 1 callersFunctionload_data
(datadir)
Formers/Pyraformer/preprocess_wind.py:9
↓ 1 callersFunctionload_data
(filedir)
Formers/Pyraformer/preprocess_flow.py:10
↓ 1 callersFunctionmain
Main function.
Formers/Pyraformer/single_step_main.py:279
↓ 1 callersFunctionmain
Main function.
Formers/Pyraformer/long_range_main.py:363
↓ 1 callersFunctionmetric
(pred, true)
Formers/FEDformer/utils/metrics.py:34
↓ 1 callersFunctionmetric
(pred, true)
Formers/Pyraformer/utils/tools.py:21
↓ 1 callersFunctionmultivariate_normal
Generate multivariate normal distribution
Formers/Pyraformer/simulate_sin.py:100
↓ 1 callersFunctionparse_args
()
Formers/Pyraformer/long_range_main.py:310
↓ 1 callersFunctionparsing
()
Formers/Pyraformer/pyraformer/graph_attention.py:427
↓ 1 callersFunctionpolynomial_decay_cov
Define the function of covariance decay with distance
Formers/Pyraformer/simulate_sin.py:89
↓ 1 callersFunctionpositional_encoding
(pe, learn_pe, q_len, d_model)
layers/PatchTST_layers.py:96
↓ 1 callersMethodpredict
(self, setting, load=False)
Formers/FEDformer/exp/exp_main.py:300
↓ 1 callersMethodpretrain
在多个数据集上预训练模型 datasets: 字典，包含多个数据集的数据加载器 model_path: 保存预训练模型的路径
utils/pretrain_finetune.py:19
↓ 1 callersMethodpretrain
预训练模型
exp/energy_exp.py:88
↓ 1 callersMethodrel
(self, x, y)
Formers/FEDformer/layers/utils.py:374
↓ 1 callersFunctionsample_mining_scheduler
(epoch, batch_size)
Formers/Pyraformer/long_range_main.py:71
↓ 1 callersFunctionsplit_seq
Divide the training sequence into windows
Formers/Pyraformer/preprocess_wind.py:31
↓ 1 callersFunctionsplit_seq
Divide the training sequence into windows
Formers/Pyraformer/preprocess_flow.py:41
↓ 1 callersFunctionsynthesis_data
synthesis a mixed sinusoidal dataset
Formers/Pyraformer/simulate_sin.py:36
↓ 1 callersMethodtest
(self, data, v)
Formers/Pyraformer/pyraformer/Pyraformer_SS.py:80
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