Cache data during the first epoch
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parent
01b0c8b514
commit
77710bc8a3
@ -72,11 +72,8 @@ class FieldDataset(Dataset):
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self.cache = cache
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if self.cache:
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self.in_fields = []
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self.tgt_fields = []
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for idx in range(len(self.in_files)):
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self.in_fields.append([np.load(f) for f in self.in_files[idx]])
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self.tgt_fields.append([np.load(f) for f in self.tgt_files[idx]])
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self.in_fields = {}
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self.tgt_fields = {}
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def __len__(self):
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return len(self.in_files) * self.tot_reps
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@ -96,8 +93,14 @@ class FieldDataset(Dataset):
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#print(f'self.pad = {self.pad}')
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if self.cache:
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try:
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in_fields = self.in_fields[idx]
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tgt_fields = self.tgt_fields[idx]
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except KeyError:
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in_fields = [np.load(f) for f in self.in_files[idx]]
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tgt_fields = [np.load(f) for f in self.tgt_files[idx]]
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self.in_fields[idx] = in_fields
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self.tgt_fields[idx] = tgt_fields
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else:
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in_fields = [np.load(f) for f in self.in_files[idx]]
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tgt_fields = [np.load(f) for f in self.tgt_files[idx]]
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@ -96,7 +96,7 @@ def gpu_worker(local_rank, args):
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weight_decay=args.weight_decay,
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)
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scheduler = torch.optim.lr_scheduler.ReduceLROnPlateau(optimizer,
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factor=0.1, verbose=True)
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factor=0.5, patience=2, verbose=True)
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if args.load_state:
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state = torch.load(args.load_state, map_location=args.device)
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