Skip to content

Commit

Permalink
2024-05-09 16:46:18
Browse files Browse the repository at this point in the history
  • Loading branch information
@ztxtech
ztxtech committed May 9, 2024
0 parents commit 59d172f
Show file tree
Hide file tree
Showing 890 changed files with 4,240 additions and 0 deletions.
692 changes: 692 additions & 0 deletions .gitignore

Large diffs are not rendered by default.

8 changes: 8 additions & 0 deletions .idea/.gitignore

Some generated files are not rendered by default. Learn more about how customized files appear on GitHub.

12 changes: 12 additions & 0 deletions .idea/code.iml

Some generated files are not rendered by default. Learn more about how customized files appear on GitHub.

30 changes: 30 additions & 0 deletions .idea/inspectionProfiles/Project_Default.xml

Some generated files are not rendered by default. Learn more about how customized files appear on GitHub.

6 changes: 6 additions & 0 deletions .idea/inspectionProfiles/profiles_settings.xml

Some generated files are not rendered by default. Learn more about how customized files appear on GitHub.

7 changes: 7 additions & 0 deletions .idea/misc.xml

Some generated files are not rendered by default. Learn more about how customized files appear on GitHub.

8 changes: 8 additions & 0 deletions .idea/modules.xml

Some generated files are not rendered by default. Learn more about how customized files appear on GitHub.

1 change: 1 addition & 0 deletions config/ablation/ECL_script/TEFN_ac_p192.json
Original file line number Diff line number Diff line change
@@ -0,0 +1 @@
{"task_name": "long_term_forecast", "is_training": 1, "model_id": "ECL_96_192", "model": "TEFN_ac", "data": "custom", "root_path": "./dataset/electricity/", "data_path": "electricity.csv", "features": "M", "target": "OT", "freq": "h", "checkpoints": "./out/checkpoints/", "seq_len": 96, "label_len": 48, "pred_len": 192, "seasonal_patterns": "Monthly", "inverse": false, "mask_rate": 0.25, "anomaly_ratio": 0.25, "top_k": 5, "num_kernels": 6, "enc_in": 321, "dec_in": 321, "c_out": 321, "d_model": 256, "n_heads": 8, "e_layers": 2, "d_layers": 1, "d_ff": 512, "moving_avg": 25, "factor": 3, "distil": true, "dropout": 0.1, "embed": "timeF", "activation": "gelu", "output_attention": false, "channel_independence": 0, "conv_kernel": null, "num_workers": 10, "itr": 1, "train_epochs": 10, "batch_size": 32, "patience": 3, "learning_rate": 0.01, "des": "Exp", "loss": "MSE", "lradj": "type1", "use_amp": false, "use_gpu": true, "gpu": 0, "use_multi_gpu": false, "devices": "0,1,2,3", "p_hidden_dims": [128, 128], "p_hidden_layers": 2}
1 change: 1 addition & 0 deletions config/ablation/ECL_script/TEFN_ac_p336.json
Original file line number Diff line number Diff line change
@@ -0,0 +1 @@
{"task_name": "long_term_forecast", "is_training": 1, "model_id": "ECL_96_336", "model": "TEFN_ac", "data": "custom", "root_path": "./dataset/electricity/", "data_path": "electricity.csv", "features": "M", "target": "OT", "freq": "h", "checkpoints": "./out/checkpoints/", "seq_len": 96, "label_len": 48, "pred_len": 336, "seasonal_patterns": "Monthly", "inverse": false, "mask_rate": 0.25, "anomaly_ratio": 0.25, "top_k": 5, "num_kernels": 6, "enc_in": 321, "dec_in": 321, "c_out": 321, "d_model": 256, "n_heads": 8, "e_layers": 1, "d_layers": 1, "d_ff": 512, "moving_avg": 25, "factor": 3, "distil": true, "dropout": 0.1, "embed": "timeF", "activation": "gelu", "output_attention": false, "channel_independence": 0, "conv_kernel": null, "num_workers": 10, "itr": 1, "train_epochs": 10, "batch_size": 32, "patience": 3, "learning_rate": 0.05, "des": "Exp", "loss": "MSE", "lradj": "type1", "use_amp": false, "use_gpu": true, "gpu": 0, "use_multi_gpu": false, "devices": "0,1,2,3", "p_hidden_dims": [128, 128], "p_hidden_layers": 2}
1 change: 1 addition & 0 deletions config/ablation/ECL_script/TEFN_ac_p720.json
Original file line number Diff line number Diff line change
@@ -0,0 +1 @@
{"task_name": "long_term_forecast", "is_training": 1, "model_id": "ECL_96_720", "model": "TEFN_ac", "data": "custom", "root_path": "./dataset/electricity/", "data_path": "electricity.csv", "features": "M", "target": "OT", "freq": "h", "checkpoints": "./out/checkpoints/", "seq_len": 96, "label_len": 48, "pred_len": 720, "seasonal_patterns": "Monthly", "inverse": false, "mask_rate": 0.25, "anomaly_ratio": 0.25, "top_k": 5, "num_kernels": 6, "enc_in": 321, "dec_in": 321, "c_out": 321, "d_model": 256, "n_heads": 8, "e_layers": 3, "d_layers": 1, "d_ff": 512, "moving_avg": 25, "factor": 3, "distil": true, "dropout": 0.1, "embed": "timeF", "activation": "gelu", "output_attention": false, "channel_independence": 0, "conv_kernel": null, "num_workers": 10, "itr": 1, "train_epochs": 10, "batch_size": 32, "patience": 3, "learning_rate": 0.01, "des": "Exp", "loss": "MSE", "lradj": "type1", "use_amp": false, "use_gpu": true, "gpu": 0, "use_multi_gpu": false, "devices": "0,1,2,3", "p_hidden_dims": [128, 128], "p_hidden_layers": 2}
1 change: 1 addition & 0 deletions config/ablation/ECL_script/TEFN_ac_p96.json
Original file line number Diff line number Diff line change
@@ -0,0 +1 @@
{"task_name": "long_term_forecast", "is_training": 1, "model_id": "ECL_96_96", "model": "TEFN_ac", "data": "custom", "root_path": "./dataset/electricity/", "data_path": "electricity.csv", "features": "M", "target": "OT", "freq": "h", "checkpoints": "./out/checkpoints/", "seq_len": 96, "label_len": 48, "pred_len": 96, "seasonal_patterns": "Monthly", "inverse": false, "mask_rate": 0.25, "anomaly_ratio": 0.25, "top_k": 5, "num_kernels": 6, "enc_in": 321, "dec_in": 321, "c_out": 321, "d_model": 256, "n_heads": 8, "e_layers": 0, "d_layers": 1, "d_ff": 512, "moving_avg": 25, "factor": 3, "distil": true, "dropout": 0.1, "embed": "timeF", "activation": "gelu", "output_attention": false, "channel_independence": 0, "conv_kernel": null, "num_workers": 10, "itr": 1, "train_epochs": 10, "batch_size": 32, "patience": 3, "learning_rate": 0.05, "des": "Exp", "loss": "MSE", "lradj": "type1", "use_amp": false, "use_gpu": true, "gpu": 0, "use_multi_gpu": false, "devices": "0,1,2,3", "p_hidden_dims": [128, 128], "p_hidden_layers": 2}
1 change: 1 addition & 0 deletions config/ablation/ECL_script/TEFN_at_p192.json
Original file line number Diff line number Diff line change
@@ -0,0 +1 @@
{"task_name": "long_term_forecast", "is_training": 1, "model_id": "ECL_96_192", "model": "TEFN_at", "data": "custom", "root_path": "./dataset/electricity/", "data_path": "electricity.csv", "features": "M", "target": "OT", "freq": "h", "checkpoints": "./out/checkpoints/", "seq_len": 96, "label_len": 48, "pred_len": 192, "seasonal_patterns": "Monthly", "inverse": false, "mask_rate": 0.25, "anomaly_ratio": 0.25, "top_k": 5, "num_kernels": 6, "enc_in": 321, "dec_in": 321, "c_out": 321, "d_model": 256, "n_heads": 8, "e_layers": 2, "d_layers": 1, "d_ff": 512, "moving_avg": 25, "factor": 3, "distil": true, "dropout": 0.1, "embed": "timeF", "activation": "gelu", "output_attention": false, "channel_independence": 0, "conv_kernel": null, "num_workers": 10, "itr": 1, "train_epochs": 10, "batch_size": 32, "patience": 3, "learning_rate": 0.01, "des": "Exp", "loss": "MSE", "lradj": "type1", "use_amp": false, "use_gpu": true, "gpu": 0, "use_multi_gpu": false, "devices": "0,1,2,3", "p_hidden_dims": [128, 128], "p_hidden_layers": 2}
1 change: 1 addition & 0 deletions config/ablation/ECL_script/TEFN_at_p336.json
Original file line number Diff line number Diff line change
@@ -0,0 +1 @@
{"task_name": "long_term_forecast", "is_training": 1, "model_id": "ECL_96_336", "model": "TEFN_at", "data": "custom", "root_path": "./dataset/electricity/", "data_path": "electricity.csv", "features": "M", "target": "OT", "freq": "h", "checkpoints": "./out/checkpoints/", "seq_len": 96, "label_len": 48, "pred_len": 336, "seasonal_patterns": "Monthly", "inverse": false, "mask_rate": 0.25, "anomaly_ratio": 0.25, "top_k": 5, "num_kernels": 6, "enc_in": 321, "dec_in": 321, "c_out": 321, "d_model": 256, "n_heads": 8, "e_layers": 1, "d_layers": 1, "d_ff": 512, "moving_avg": 25, "factor": 3, "distil": true, "dropout": 0.1, "embed": "timeF", "activation": "gelu", "output_attention": false, "channel_independence": 0, "conv_kernel": null, "num_workers": 10, "itr": 1, "train_epochs": 10, "batch_size": 32, "patience": 3, "learning_rate": 0.05, "des": "Exp", "loss": "MSE", "lradj": "type1", "use_amp": false, "use_gpu": true, "gpu": 0, "use_multi_gpu": false, "devices": "0,1,2,3", "p_hidden_dims": [128, 128], "p_hidden_layers": 2}
1 change: 1 addition & 0 deletions config/ablation/ECL_script/TEFN_at_p720.json
Original file line number Diff line number Diff line change
@@ -0,0 +1 @@
{"task_name": "long_term_forecast", "is_training": 1, "model_id": "ECL_96_720", "model": "TEFN_at", "data": "custom", "root_path": "./dataset/electricity/", "data_path": "electricity.csv", "features": "M", "target": "OT", "freq": "h", "checkpoints": "./out/checkpoints/", "seq_len": 96, "label_len": 48, "pred_len": 720, "seasonal_patterns": "Monthly", "inverse": false, "mask_rate": 0.25, "anomaly_ratio": 0.25, "top_k": 5, "num_kernels": 6, "enc_in": 321, "dec_in": 321, "c_out": 321, "d_model": 256, "n_heads": 8, "e_layers": 3, "d_layers": 1, "d_ff": 512, "moving_avg": 25, "factor": 3, "distil": true, "dropout": 0.1, "embed": "timeF", "activation": "gelu", "output_attention": false, "channel_independence": 0, "conv_kernel": null, "num_workers": 10, "itr": 1, "train_epochs": 10, "batch_size": 32, "patience": 3, "learning_rate": 0.01, "des": "Exp", "loss": "MSE", "lradj": "type1", "use_amp": false, "use_gpu": true, "gpu": 0, "use_multi_gpu": false, "devices": "0,1,2,3", "p_hidden_dims": [128, 128], "p_hidden_layers": 2}
1 change: 1 addition & 0 deletions config/ablation/ECL_script/TEFN_at_p96.json
Original file line number Diff line number Diff line change
@@ -0,0 +1 @@
{"task_name": "long_term_forecast", "is_training": 1, "model_id": "ECL_96_96", "model": "TEFN_at", "data": "custom", "root_path": "./dataset/electricity/", "data_path": "electricity.csv", "features": "M", "target": "OT", "freq": "h", "checkpoints": "./out/checkpoints/", "seq_len": 96, "label_len": 48, "pred_len": 96, "seasonal_patterns": "Monthly", "inverse": false, "mask_rate": 0.25, "anomaly_ratio": 0.25, "top_k": 5, "num_kernels": 6, "enc_in": 321, "dec_in": 321, "c_out": 321, "d_model": 256, "n_heads": 8, "e_layers": 0, "d_layers": 1, "d_ff": 512, "moving_avg": 25, "factor": 3, "distil": true, "dropout": 0.1, "embed": "timeF", "activation": "gelu", "output_attention": false, "channel_independence": 0, "conv_kernel": null, "num_workers": 10, "itr": 1, "train_epochs": 10, "batch_size": 32, "patience": 3, "learning_rate": 0.05, "des": "Exp", "loss": "MSE", "lradj": "type1", "use_amp": false, "use_gpu": true, "gpu": 0, "use_multi_gpu": false, "devices": "0,1,2,3", "p_hidden_dims": [128, 128], "p_hidden_layers": 2}
1 change: 1 addition & 0 deletions config/ablation/ETT_script/TEFN_ac_ETTh1_p192.json
Original file line number Diff line number Diff line change
@@ -0,0 +1 @@
{"task_name": "long_term_forecast", "is_training": 1, "model_id": "ETTh1_96_192", "model": "TEFN_ac", "data": "ETTh1", "root_path": "./dataset/ETT-small/", "data_path": "ETTh1.csv", "features": "M", "target": "OT", "freq": "h", "checkpoints": "./out/checkpoints/", "seq_len": 96, "label_len": 48, "pred_len": 192, "seasonal_patterns": "Monthly", "inverse": false, "mask_rate": 0.25, "anomaly_ratio": 0.25, "top_k": 5, "num_kernels": 6, "enc_in": 7, "dec_in": 7, "c_out": 7, "d_model": 16, "n_heads": 8, "e_layers": 4, "d_layers": 1, "d_ff": 32, "moving_avg": 25, "factor": 3, "distil": true, "dropout": 0.1, "embed": "timeF", "activation": "gelu", "output_attention": false, "channel_independence": 0, "conv_kernel": null, "num_workers": 10, "itr": 1, "train_epochs": 10, "batch_size": 32, "patience": 3, "learning_rate": 0.05, "des": "Exp", "loss": "MSE", "lradj": "type1", "use_amp": false, "use_gpu": true, "gpu": 0, "use_multi_gpu": false, "devices": "0,1,2,3", "p_hidden_dims": [128, 128], "p_hidden_layers": 2}
1 change: 1 addition & 0 deletions config/ablation/ETT_script/TEFN_ac_ETTh1_p336.json
Original file line number Diff line number Diff line change
@@ -0,0 +1 @@
{"task_name": "long_term_forecast", "is_training": 1, "model_id": "ETTh1_96_336", "model": "TEFN_ac", "data": "ETTh1", "root_path": "./dataset/ETT-small/", "data_path": "ETTh1.csv", "features": "M", "target": "OT", "freq": "h", "checkpoints": "./out/checkpoints/", "seq_len": 96, "label_len": 48, "pred_len": 336, "seasonal_patterns": "Monthly", "inverse": false, "mask_rate": 0.25, "anomaly_ratio": 0.25, "top_k": 5, "num_kernels": 6, "enc_in": 7, "dec_in": 7, "c_out": 7, "d_model": 16, "n_heads": 8, "e_layers": 1, "d_layers": 1, "d_ff": 32, "moving_avg": 25, "factor": 3, "distil": true, "dropout": 0.1, "embed": "timeF", "activation": "gelu", "output_attention": false, "channel_independence": 0, "conv_kernel": null, "num_workers": 10, "itr": 1, "train_epochs": 10, "batch_size": 32, "patience": 3, "learning_rate": 0.01, "des": "Exp", "loss": "MSE", "lradj": "type1", "use_amp": false, "use_gpu": true, "gpu": 0, "use_multi_gpu": false, "devices": "0,1,2,3", "p_hidden_dims": [128, 128], "p_hidden_layers": 2}
1 change: 1 addition & 0 deletions config/ablation/ETT_script/TEFN_ac_ETTh1_p720.json
Original file line number Diff line number Diff line change
@@ -0,0 +1 @@
{"task_name": "long_term_forecast", "is_training": 1, "model_id": "ETTh1_96_720", "model": "TEFN_ac", "data": "ETTh1", "root_path": "./dataset/ETT-small/", "data_path": "ETTh1.csv", "features": "M", "target": "OT", "freq": "h", "checkpoints": "./out/checkpoints/", "seq_len": 96, "label_len": 48, "pred_len": 720, "seasonal_patterns": "Monthly", "inverse": false, "mask_rate": 0.25, "anomaly_ratio": 0.25, "top_k": 5, "num_kernels": 6, "enc_in": 7, "dec_in": 7, "c_out": 7, "d_model": 16, "n_heads": 8, "e_layers": 1, "d_layers": 1, "d_ff": 32, "moving_avg": 25, "factor": 3, "distil": true, "dropout": 0.1, "embed": "timeF", "activation": "gelu", "output_attention": false, "channel_independence": 0, "conv_kernel": null, "num_workers": 10, "itr": 1, "train_epochs": 10, "batch_size": 32, "patience": 3, "learning_rate": 0.05, "des": "Exp", "loss": "MSE", "lradj": "type1", "use_amp": false, "use_gpu": true, "gpu": 0, "use_multi_gpu": false, "devices": "0,1,2,3", "p_hidden_dims": [128, 128], "p_hidden_layers": 2}
1 change: 1 addition & 0 deletions config/ablation/ETT_script/TEFN_ac_ETTh1_p96.json
Original file line number Diff line number Diff line change
@@ -0,0 +1 @@
{"task_name": "long_term_forecast", "is_training": 1, "model_id": "ETTh1_96_96", "model": "TEFN_ac", "data": "ETTh1", "root_path": "./dataset/ETT-small/", "data_path": "ETTh1.csv", "features": "M", "target": "OT", "freq": "h", "checkpoints": "./out/checkpoints/", "seq_len": 96, "label_len": 48, "pred_len": 96, "seasonal_patterns": "Monthly", "inverse": false, "mask_rate": 0.25, "anomaly_ratio": 0.25, "top_k": 5, "num_kernels": 6, "enc_in": 7, "dec_in": 7, "c_out": 7, "d_model": 16, "n_heads": 8, "e_layers": 2, "d_layers": 1, "d_ff": 32, "moving_avg": 25, "factor": 3, "distil": true, "dropout": 0.1, "embed": "timeF", "activation": "gelu", "output_attention": false, "channel_independence": 0, "conv_kernel": null, "num_workers": 10, "itr": 1, "train_epochs": 10, "batch_size": 32, "patience": 3, "learning_rate": 0.01, "des": "Exp", "loss": "MSE", "lradj": "type1", "use_amp": false, "use_gpu": true, "gpu": 0, "use_multi_gpu": false, "devices": "0,1,2,3", "p_hidden_dims": [128, 128], "p_hidden_layers": 2}
1 change: 1 addition & 0 deletions config/ablation/ETT_script/TEFN_ac_ETTh2_p192.json
Original file line number Diff line number Diff line change
@@ -0,0 +1 @@
{"task_name": "long_term_forecast", "is_training": 1, "model_id": "ETTh2_96_192", "model": "TEFN_ac", "data": "ETTh2", "root_path": "./dataset/ETT-small/", "data_path": "ETTh2.csv", "features": "M", "target": "OT", "freq": "h", "checkpoints": "./out/checkpoints/", "seq_len": 96, "label_len": 48, "pred_len": 192, "seasonal_patterns": "Monthly", "inverse": false, "mask_rate": 0.25, "anomaly_ratio": 0.25, "top_k": 5, "num_kernels": 6, "enc_in": 7, "dec_in": 7, "c_out": 7, "d_model": 32, "n_heads": 8, "e_layers": 1, "d_layers": 1, "d_ff": 32, "moving_avg": 25, "factor": 3, "distil": true, "dropout": 0.1, "embed": "timeF", "activation": "gelu", "output_attention": false, "channel_independence": 0, "conv_kernel": null, "num_workers": 10, "itr": 1, "train_epochs": 10, "batch_size": 32, "patience": 3, "learning_rate": 0.05, "des": "Exp", "loss": "MSE", "lradj": "type1", "use_amp": false, "use_gpu": true, "gpu": 0, "use_multi_gpu": false, "devices": "0,1,2,3", "p_hidden_dims": [128, 128], "p_hidden_layers": 2}
1 change: 1 addition & 0 deletions config/ablation/ETT_script/TEFN_ac_ETTh2_p336.json
Original file line number Diff line number Diff line change
@@ -0,0 +1 @@
{"task_name": "long_term_forecast", "is_training": 1, "model_id": "ETTh2_96_336", "model": "TEFN_ac", "data": "ETTh2", "root_path": "./dataset/ETT-small/", "data_path": "ETTh2.csv", "features": "M", "target": "OT", "freq": "h", "checkpoints": "./out/checkpoints/", "seq_len": 96, "label_len": 48, "pred_len": 336, "seasonal_patterns": "Monthly", "inverse": false, "mask_rate": 0.25, "anomaly_ratio": 0.25, "top_k": 5, "num_kernels": 6, "enc_in": 7, "dec_in": 7, "c_out": 7, "d_model": 32, "n_heads": 8, "e_layers": 1, "d_layers": 1, "d_ff": 32, "moving_avg": 25, "factor": 3, "distil": true, "dropout": 0.1, "embed": "timeF", "activation": "gelu", "output_attention": false, "channel_independence": 0, "conv_kernel": null, "num_workers": 10, "itr": 1, "train_epochs": 10, "batch_size": 32, "patience": 3, "learning_rate": 0.1, "des": "Exp", "loss": "MSE", "lradj": "type1", "use_amp": false, "use_gpu": true, "gpu": 0, "use_multi_gpu": false, "devices": "0,1,2,3", "p_hidden_dims": [128, 128], "p_hidden_layers": 2}
1 change: 1 addition & 0 deletions config/ablation/ETT_script/TEFN_ac_ETTh2_p720.json
Original file line number Diff line number Diff line change
@@ -0,0 +1 @@
{"task_name": "long_term_forecast", "is_training": 1, "model_id": "ETTh2_96_720", "model": "TEFN_ac", "data": "ETTh2", "root_path": "./dataset/ETT-small/", "data_path": "ETTh2.csv", "features": "M", "target": "OT", "freq": "h", "checkpoints": "./out/checkpoints/", "seq_len": 96, "label_len": 48, "pred_len": 720, "seasonal_patterns": "Monthly", "inverse": false, "mask_rate": 0.25, "anomaly_ratio": 0.25, "top_k": 5, "num_kernels": 6, "enc_in": 7, "dec_in": 7, "c_out": 7, "d_model": 32, "n_heads": 8, "e_layers": 3, "d_layers": 1, "d_ff": 32, "moving_avg": 25, "factor": 3, "distil": true, "dropout": 0.1, "embed": "timeF", "activation": "gelu", "output_attention": false, "channel_independence": 0, "conv_kernel": null, "num_workers": 10, "itr": 1, "train_epochs": 10, "batch_size": 32, "patience": 3, "learning_rate": 0.1, "des": "Exp", "loss": "MSE", "lradj": "type1", "use_amp": false, "use_gpu": true, "gpu": 0, "use_multi_gpu": false, "devices": "0,1,2,3", "p_hidden_dims": [128, 128], "p_hidden_layers": 2}
1 change: 1 addition & 0 deletions config/ablation/ETT_script/TEFN_ac_ETTh2_p96.json
Original file line number Diff line number Diff line change
@@ -0,0 +1 @@
{"task_name": "long_term_forecast", "is_training": 1, "model_id": "ETTh2_96_96", "model": "TEFN_ac", "data": "ETTh2", "root_path": "./dataset/ETT-small/", "data_path": "ETTh2.csv", "features": "M", "target": "OT", "freq": "h", "checkpoints": "./out/checkpoints/", "seq_len": 96, "label_len": 48, "pred_len": 96, "seasonal_patterns": "Monthly", "inverse": false, "mask_rate": 0.25, "anomaly_ratio": 0.25, "top_k": 5, "num_kernels": 6, "enc_in": 7, "dec_in": 7, "c_out": 7, "d_model": 32, "n_heads": 8, "e_layers": 4, "d_layers": 1, "d_ff": 32, "moving_avg": 25, "factor": 3, "distil": true, "dropout": 0.1, "embed": "timeF", "activation": "gelu", "output_attention": false, "channel_independence": 0, "conv_kernel": null, "num_workers": 10, "itr": 1, "train_epochs": 10, "batch_size": 32, "patience": 3, "learning_rate": 0.01, "des": "Exp", "loss": "MSE", "lradj": "type1", "use_amp": false, "use_gpu": true, "gpu": 0, "use_multi_gpu": false, "devices": "0,1,2,3", "p_hidden_dims": [128, 128], "p_hidden_layers": 2}
Loading

0 comments on commit 59d172f

Please sign in to comment.