[pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci
This commit is contained in:
pre-commit-ci[bot]
2025-03-24 13:41:27 +00:00
committed by Michel Aractingi
parent 2abbd60a0d
commit 0ea27704f6
123 changed files with 1161 additions and 3425 deletions

View File

@@ -52,13 +52,7 @@ def save_dataset_to_safetensors(output_dir, repo_id="lerobot/pusht"):
save_file(dataset[i + 1], repo_dir / f"frame_{i + 1}.safetensors")
# save 2 frames at the middle of first episode
i = int(
(
dataset.episode_data_index["to"][0].item()
- dataset.episode_data_index["from"][0].item()
)
/ 2
)
i = int((dataset.episode_data_index["to"][0].item() - dataset.episode_data_index["from"][0].item()) / 2)
save_file(dataset[i], repo_dir / f"frame_{i}.safetensors")
save_file(dataset[i + 1], repo_dir / f"frame_{i + 1}.safetensors")

View File

@@ -51,9 +51,7 @@ def get_policy_stats(ds_repo_id: str, policy_name: str, policy_kwargs: dict):
batch = next(iter(dataloader))
loss, output_dict = policy.forward(batch)
if output_dict is not None:
output_dict = {
k: v for k, v in output_dict.items() if isinstance(v, torch.Tensor)
}
output_dict = {k: v for k, v in output_dict.items() if isinstance(v, torch.Tensor)}
output_dict["loss"] = loss
else:
output_dict = {"loss": loss}
@@ -71,9 +69,7 @@ def get_policy_stats(ds_repo_id: str, policy_name: str, policy_kwargs: dict):
param_stats = {}
for key, param in policy.named_parameters():
param_stats[f"{key}_mean"] = param.mean()
param_stats[f"{key}_std"] = (
param.std() if param.numel() > 1 else torch.tensor(float(0.0))
)
param_stats[f"{key}_std"] = param.std() if param.numel() > 1 else torch.tensor(float(0.0))
optimizer.zero_grad()
policy.reset()
@@ -100,15 +96,11 @@ def get_policy_stats(ds_repo_id: str, policy_name: str, policy_kwargs: dict):
else:
actions_queue = train_cfg.policy.n_action_repeats
actions = {
str(i): policy.select_action(obs).contiguous() for i in range(actions_queue)
}
actions = {str(i): policy.select_action(obs).contiguous() for i in range(actions_queue)}
return output_dict, grad_stats, param_stats, actions
def save_policy_to_safetensors(
output_dir: Path, ds_repo_id: str, policy_name: str, policy_kwargs: dict
):
def save_policy_to_safetensors(output_dir: Path, ds_repo_id: str, policy_name: str, policy_kwargs: dict):
if output_dir.exists():
print(f"Overwrite existing safetensors in '{output_dir}':")
print(f" - Validate with: `git add {output_dir}`")
@@ -116,9 +108,7 @@ def save_policy_to_safetensors(
shutil.rmtree(output_dir)
output_dir.mkdir(parents=True, exist_ok=True)
output_dict, grad_stats, param_stats, actions = get_policy_stats(
ds_repo_id, policy_name, policy_kwargs
)
output_dict, grad_stats, param_stats, actions = get_policy_stats(ds_repo_id, policy_name, policy_kwargs)
save_file(output_dict, output_dir / "output_dict.safetensors")
save_file(grad_stats, output_dir / "grad_stats.safetensors")
save_file(param_stats, output_dir / "param_stats.safetensors")
@@ -151,7 +141,5 @@ if __name__ == "__main__":
raise RuntimeError("No policies were provided!")
for ds_repo_id, policy, policy_kwargs, file_name_extra in artifacts_cfg:
ds_name = ds_repo_id.split("/")[-1]
output_dir = (
Path("tests/artifacts/policies") / f"{ds_name}_{policy}_{file_name_extra}"
)
output_dir = Path("tests/artifacts/policies") / f"{ds_name}_{policy}_{file_name_extra}"
save_policy_to_safetensors(output_dir, ds_repo_id, policy, policy_kwargs)