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Simplify the get_random_model_and_data() method #1251

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Simplify the get_random_model_and_data() method #1251

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16 changes: 6 additions & 10 deletions tests/influence/_utils/common.py
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Original file line number Diff line number Diff line change
Expand Up @@ -285,21 +285,17 @@ def get_random_model_and_data(
torch.normal(0, 1, (num_samples, in_features)).double()
for _ in range(num_inputs)
]
all_samples = (
_move_sample_to_cuda(all_samples)
if isinstance(all_samples, list) and use_gpu
else (all_samples.cuda() if use_gpu else all_samples)
)
if use_gpu:
all_samples = _move_sample_to_cuda(all_samples)

train_samples = [ts[:num_train] for ts in all_samples]
test_samples = [ts[num_train:] for ts in all_samples]
hessian_samples = [ts[:num_hessian] for ts in all_samples]
else:
all_samples = torch.normal(0, 1, (num_samples, in_features)).double()
all_samples = (
_move_sample_to_cuda(all_samples)
if isinstance(all_samples, list) and use_gpu
else (all_samples.cuda() if use_gpu else all_samples)
)

if use_gpu:
all_samples = all_samples.cuda()
train_samples = all_samples[:num_train]
test_samples = all_samples[num_train:]
hessian_samples = all_samples[:num_hessian]
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