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6 changes: 3 additions & 3 deletions
6
benchmark_code/PyPOTS_tuning_configs/Autoformer/Autoformer_PeMS_tuning_space.json
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|---|---|---|
| @@ -1,14 +1,14 @@ | ||
| { | ||
| "n_steps": {"_type":"choice","_value":[48]}, | ||
| "n_steps": {"_type":"choice","_value":[24]}, | ||
| "n_features": {"_type":"choice","_value":[862]}, | ||
| "epochs": {"_type":"choice","_value":[100]}, | ||
| "patience": {"_type":"choice","_value":[10]}, | ||
| "n_layers": {"_type":"choice","_value":[1,2,3]}, | ||
| "d_model": {"_type":"choice","_value":[64,128,256,512,1024]}, | ||
| "d_ffn": {"_type":"choice","_value":[64,128,256,512,1024]}, | ||
| "n_heads": {"_type":"choice","_value":[1,2,4,8]}, | ||
| "factor": {"_type":"choice","_value":[1,3,5]}, | ||
| "moving_avg_window_size": {"_type":"choice","_value":[6,12,24]}, | ||
| "factor": {"_type":"choice","_value":[3]}, | ||
| "moving_avg_window_size": {"_type":"choice","_value":[5,13,25]}, | ||
| "dropout": {"_type":"choice","_value":[0,0.1,0.2,0.3,0.4,0.5]}, | ||
| "lr":{"_type":"loguniform","_value":[0.00005,0.01]} | ||
| } |
2 changes: 1 addition & 1 deletion
2
benchmark_code/PyPOTS_tuning_configs/Crossformer/Crossformer_PeMS_tuning_space.json
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4 changes: 2 additions & 2 deletions
4
benchmark_code/PyPOTS_tuning_configs/DLinear/DLinear_PeMS_tuning_space.json
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -1,9 +1,9 @@ | ||
| { | ||
| "n_steps": {"_type":"choice","_value":[48]}, | ||
| "n_steps": {"_type":"choice","_value":[24]}, | ||
| "n_features": {"_type":"choice","_value":[862]}, | ||
| "epochs": {"_type":"choice","_value":[100]}, | ||
| "patience": {"_type":"choice","_value":[10]}, | ||
| "moving_avg_window_size": {"_type":"choice","_value":[6,12,24]}, | ||
| "moving_avg_window_size": {"_type":"choice","_value":[5,13,25]}, | ||
| "d_model": {"_type":"choice","_value":[64,128,256,512,1024]}, | ||
| "lr":{"_type":"loguniform","_value":[0.00005,0.01]} | ||
| } |
2 changes: 1 addition & 1 deletion
2
benchmark_code/PyPOTS_tuning_configs/ETSformer/ETSformer_PeMS_tuning_space.json
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8 changes: 4 additions & 4 deletions
8
benchmark_code/PyPOTS_tuning_configs/ETSformer/ETSformer_searching_config.yml
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -1,19 +1,19 @@ | ||
| experimentName: DLinear hyper-param searching | ||
| experimentName: ETSformer hyper-param searching | ||
| authorName: WenjieDu | ||
| trialConcurrency: 1 | ||
| trainingServicePlatform: local | ||
| searchSpacePath: DLinear_PeMS_tuning_space.json | ||
| searchSpacePath: ETSformer_PeMS_tuning_space.json | ||
| multiThread: true | ||
| useAnnotation: false | ||
| tuner: | ||
| builtinTunerName: Random | ||
|
|
||
| trial: | ||
| command: enable_tuning=1 pypots-cli tuning --model pypots.imputation.DLinear --train_set ../../data/pems_traffic_rate01_step24_point/train.h5 --val_set ../../data/pems_traffic_rate01_step24_point/val.h5 | ||
| command: enable_tuning=1 pypots-cli tuning --model pypots.imputation.ETSformer --train_set ../../data/pems_traffic_rate01_step24_point/train.h5 --val_set ../../data/pems_traffic_rate01_step24_point/val.h5 | ||
| codeDir: . | ||
| gpuNum: 1 | ||
|
|
||
| localConfig: | ||
| useActiveGpu: true | ||
| maxTrialNumPerGpu: 20 | ||
| gpuIndices: 1 | ||
| gpuIndices: 4 |
8 changes: 4 additions & 4 deletions
8
benchmark_code/PyPOTS_tuning_configs/FiLM/FiLM_PeMS_tuning_space.json
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -1,13 +1,13 @@ | ||
| { | ||
| "n_steps": {"_type":"choice","_value":[48]}, | ||
| "n_steps": {"_type":"choice","_value":[24]}, | ||
| "n_features": {"_type":"choice","_value":[862]}, | ||
| "epochs": {"_type":"choice","_value":[100]}, | ||
| "patience": {"_type":"choice","_value":[10]}, | ||
| "window_size": {"_type":"choice","_value": [[128],[256]]}, | ||
| "multiscale": {"_type":"choice","_value":[1,2,4]}, | ||
| "window_size": {"_type":"choice","_value": [[2]]}, | ||
| "multiscale": {"_type":"choice","_value":[[1,2]]}, | ||
| "modes1": {"_type":"choice","_value":[32,64,128]}, | ||
| "dropout": {"_type":"choice","_value":[0.1,0.2,0.3,0.4,0.5]}, | ||
| "model_type": {"_type":"choice","_value":[0,1,2]}, | ||
| "mode_type": {"_type":"choice","_value":[0,1,2]}, | ||
| "d_model": {"_type":"choice","_value":[64,128,256,512,1024]}, | ||
| "lr":{"_type":"loguniform","_value":[0.00005,0.01]} | ||
| } |
4 changes: 2 additions & 2 deletions
4
benchmark_code/PyPOTS_tuning_configs/FreTS/FreTS_PeMS_tuning_space.json
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -1,10 +1,10 @@ | ||
| { | ||
| "n_steps": {"_type":"choice","_value":[48]}, | ||
| "n_steps": {"_type":"choice","_value":[24]}, | ||
| "n_features": {"_type":"choice","_value":[862]}, | ||
| "epochs": {"_type":"choice","_value":[100]}, | ||
| "patience": {"_type":"choice","_value":[10]}, | ||
| "embed_size": {"_type":"choice","_value":[64,128,256]}, | ||
| "hidden_size": {"_type":"choice","_value":[64,128,256,512,1024]}, | ||
| "hidden_size": {"_type":"choice","_value":[64,128,256]}, | ||
| "channel_independence": {"_type":"choice","_value":[true,false]}, | ||
| "lr":{"_type":"loguniform","_value":[0.00005,0.01]} | ||
| } |
2 changes: 1 addition & 1 deletion
2
benchmark_code/PyPOTS_tuning_configs/GRUD/GRUD_PeMS_tuning_space.json
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2 changes: 1 addition & 1 deletion
2
benchmark_code/PyPOTS_tuning_configs/Informer/Informer_PeMS_tuning_space.json
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2 changes: 1 addition & 1 deletion
2
benchmark_code/PyPOTS_tuning_configs/Koopa/Koopa_PeMS_tuning_space.json
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2 changes: 1 addition & 1 deletion
2
benchmark_code/PyPOTS_tuning_configs/MICN/MICN_PeMS_tuning_space.json
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2 changes: 1 addition & 1 deletion
2
...S_tuning_configs/NonstationaryTransformer/NonstationaryTransformer_PeMS_tuning_space.json
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4 changes: 2 additions & 2 deletions
4
benchmark_code/PyPOTS_tuning_configs/Pyraformer/Pyraformer_PeMS_tuning_space.json
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12 changes: 6 additions & 6 deletions
12
benchmark_code/PyPOTS_tuning_configs/SCINet/SCINet_PeMS_tuning_space.json
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -1,13 +1,13 @@ | ||
| { | ||
| "n_steps": {"_type":"choice","_value":[48]}, | ||
| "n_steps": {"_type":"choice","_value":[24]}, | ||
| "n_features": {"_type":"choice","_value":[862]}, | ||
| "epochs": {"_type":"choice","_value":[100]}, | ||
| "patience": {"_type":"choice","_value":[10]}, | ||
| "n_stacks": {"_type":"choice","_value":[1,2,3]}, | ||
| "n_levels": {"_type":"choice","_value":[1,2,3]}, | ||
| "n_groups": {"_type":"choice","_value":[1,2,3]}, | ||
| "n_decoder_layers": {"_type":"choice","_value":[1,2,3]}, | ||
| "d_hidden": {"_type":"choice","_value":[64, 128, 256, 512, 1024]}, | ||
| "n_stacks": {"_type":"choice","_value":[1,2]}, | ||
| "n_levels": {"_type":"choice","_value":[1,2]}, | ||
| "n_groups": {"_type":"choice","_value":[1]}, | ||
| "n_decoder_layers": {"_type":"choice","_value":[1,2]}, | ||
| "d_hidden": {"_type":"choice","_value":[64, 128, 256, 512]}, | ||
| "dropout": {"_type":"choice","_value":[0,0.1,0.2,0.3,0.4,0.5]}, | ||
| "lr":{"_type":"loguniform","_value":[0.00005,0.01]} | ||
| } |
2 changes: 1 addition & 1 deletion
2
benchmark_code/PyPOTS_tuning_configs/StemGNN/StemGNN_PeMS_tuning_space.json
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2 changes: 1 addition & 1 deletion
2
benchmark_code/PyPOTS_tuning_configs/iTransformer/iTransformer_PeMS_tuning_space.json
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