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fix: 🐛 HimNet inference bug #262

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Merged
zezhishao merged 1 commit into from
Aug 29, 2025
Merged

fix: 🐛 HimNet inference bug #262

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4 changes: 2 additions & 2 deletions baselines/HimNet/METR-LA.py
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Original file line number Diff line number Diff line change
Expand Up @@ -59,7 +59,7 @@
CFG = EasyDict()
# General settings
CFG.DESCRIPTION = 'An Example Config'
CFG.GPU_NUM = 8 # Number of GPUs to use (0 for CPU mode)
CFG.GPU_NUM = 1 # Number of GPUs to use (0 for CPU mode)
# Runner
CFG.RUNNER = HimNetRunner

Expand Down Expand Up @@ -96,7 +96,7 @@
CFG.MODEL.PARAM = MODEL_PARAM
CFG.MODEL.FORWARD_FEATURES = [0, 1, 2]
CFG.MODEL.TARGET_FEATURES = [0]
CFG.MODEL.SETUP_GRAPH = True
CFG.MODEL.SETUP_GRAPH = False

############################## Metrics Configuration ##############################

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4 changes: 2 additions & 2 deletions baselines/HimNet/PEMS-BAY.py
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Original file line number Diff line number Diff line change
Expand Up @@ -59,7 +59,7 @@
CFG = EasyDict()
# General settings
CFG.DESCRIPTION = 'An Example Config'
CFG.GPU_NUM = 8 # Number of GPUs to use (0 for CPU mode)
CFG.GPU_NUM = 1 # Number of GPUs to use (0 for CPU mode)
# Runner
CFG.RUNNER = HimNetRunner

Expand Down Expand Up @@ -96,7 +96,7 @@
CFG.MODEL.PARAM = MODEL_PARAM
CFG.MODEL.FORWARD_FEATURES = [0, 1, 2]
CFG.MODEL.TARGET_FEATURES = [0]
CFG.MODEL.SETUP_GRAPH = True
CFG.MODEL.SETUP_GRAPH = False

############################## Metrics Configuration ##############################

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4 changes: 2 additions & 2 deletions baselines/HimNet/PEMS03.py
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Original file line number Diff line number Diff line change
Expand Up @@ -59,7 +59,7 @@
CFG = EasyDict()
# General settings
CFG.DESCRIPTION = 'An Example Config'
CFG.GPU_NUM = 8 # Number of GPUs to use (0 for CPU mode)
CFG.GPU_NUM = 1 # Number of GPUs to use (0 for CPU mode)
# Runner
CFG.RUNNER = HimNetRunner

Expand Down Expand Up @@ -96,7 +96,7 @@
CFG.MODEL.PARAM = MODEL_PARAM
CFG.MODEL.FORWARD_FEATURES = [0, 1, 2]
CFG.MODEL.TARGET_FEATURES = [0]
CFG.MODEL.SETUP_GRAPH = True
CFG.MODEL.SETUP_GRAPH = False

############################## Metrics Configuration ##############################

Expand Down
4 changes: 2 additions & 2 deletions baselines/HimNet/PEMS04.py
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Original file line number Diff line number Diff line change
Expand Up @@ -59,7 +59,7 @@
CFG = EasyDict()
# General settings
CFG.DESCRIPTION = 'An Example Config'
CFG.GPU_NUM = 8 # Number of GPUs to use (0 for CPU mode)
CFG.GPU_NUM = 1 # Number of GPUs to use (0 for CPU mode)
# Runner
CFG.RUNNER = HimNetRunner

Expand Down Expand Up @@ -96,7 +96,7 @@
CFG.MODEL.PARAM = MODEL_PARAM
CFG.MODEL.FORWARD_FEATURES = [0, 1, 2]
CFG.MODEL.TARGET_FEATURES = [0]
CFG.MODEL.SETUP_GRAPH = True
CFG.MODEL.SETUP_GRAPH = False

############################## Metrics Configuration ##############################

Expand Down
4 changes: 2 additions & 2 deletions baselines/HimNet/PEMS07.py
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Original file line number Diff line number Diff line change
Expand Up @@ -59,7 +59,7 @@
CFG = EasyDict()
# General settings
CFG.DESCRIPTION = 'An Example Config'
CFG.GPU_NUM = 8 # Number of GPUs to use (0 for CPU mode)
CFG.GPU_NUM = 1 # Number of GPUs to use (0 for CPU mode)
# Runner
CFG.RUNNER = HimNetRunner

Expand Down Expand Up @@ -96,7 +96,7 @@
CFG.MODEL.PARAM = MODEL_PARAM
CFG.MODEL.FORWARD_FEATURES = [0, 1, 2]
CFG.MODEL.TARGET_FEATURES = [0]
CFG.MODEL.SETUP_GRAPH = True
CFG.MODEL.SETUP_GRAPH = False

############################## Metrics Configuration ##############################

Expand Down
4 changes: 2 additions & 2 deletions baselines/HimNet/PEMS08.py
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Original file line number Diff line number Diff line change
Expand Up @@ -59,7 +59,7 @@
CFG = EasyDict()
# General settings
CFG.DESCRIPTION = 'An Example Config'
CFG.GPU_NUM = 8 # Number of GPUs to use (0 for CPU mode)
CFG.GPU_NUM = 1 # Number of GPUs to use (0 for CPU mode)
# Runner
CFG.RUNNER = HimNetRunner

Expand Down Expand Up @@ -96,7 +96,7 @@
CFG.MODEL.PARAM = MODEL_PARAM
CFG.MODEL.FORWARD_FEATURES = [0, 1, 2]
CFG.MODEL.TARGET_FEATURES = [0]
CFG.MODEL.SETUP_GRAPH = True
CFG.MODEL.SETUP_GRAPH = False

############################## Metrics Configuration ##############################

Expand Down
2 changes: 1 addition & 1 deletion basicts/runners/base_epoch_runner.py
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Original file line number Diff line number Diff line change
Expand Up @@ -596,7 +596,7 @@ def inference_pipeline(self, cfg: Optional[Dict] = None, input_data: Union[str,
result = self.inference(save_result_path=output_data_file_path)

inference_end_time = time.time()
self.update_epoch_meter('inference/time', 'inference', inference_end_time - inference_start_time)
self.update_epoch_meter('inference/time', inference_end_time - inference_start_time)

self.print_epoch_meters('inference')

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2 changes: 2 additions & 0 deletions basicts/runners/base_tsf_runner.py
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Original file line number Diff line number Diff line change
Expand Up @@ -131,6 +131,8 @@ def setup_graph(self, cfg: Dict, train: bool):

dataloader = self.build_test_data_loader(cfg=cfg) if not train else self.build_train_data_loader(cfg=cfg)
data = next(iter(dataloader)) # get the first batch
if not train:
self.model.eval()
self.forward(data=data, epoch=1, iter_num=0, train=train)

def count_parameters(self):
Expand Down