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Fix: full pi models support for transformer v5 (#2967)
* fix(pi): remove loss truncation * fix(pi): remove state padding before tokenization * fix(pi): fix image padding value * fix from_pretrain * add transformer v5 changes * remove reference * more fixes * make it work * add support for rest of pi family * add pifast work * more changes * more changes * more cleanup * fix torch params * dtype fix * torch compile * embed mismatch fix * revert groot * more nit fixes * remove unused classes * more fixes * revert * nit * torch dtype warning fix * but back dynamic renaming * add tie embedding --------- Co-authored-by: Yufei Sun <skieyfly@gmail.com>
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@@ -54,19 +54,19 @@ IMAGE_HEIGHT = 224
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IMAGE_WIDTH = 224
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NUM_VIEWS = 2 # Number of camera views
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DEVICE = "cuda" if torch.cuda.is_available() else "cpu"
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MODEL_PATH_LEROBOT = "lerobot/pi0fast-base"
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MODEL_PATH_LEROBOT = "jadechoghari/pi0fast-base"
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# Expected action token shape: (batch_size, max_decoding_steps)
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EXPECTED_ACTION_TOKENS_SHAPE = (1, 2)
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# Expected first 5 action tokens (for reproducibility check)
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EXPECTED_ACTION_TOKENS_FIRST_5 = torch.tensor([255657, 255362])
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EXPECTED_ACTION_TOKENS_FIRST_5 = torch.tensor([255657, 255425])
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# Expected actions after detokenization
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EXPECTED_ACTIONS_SHAPE = (1, 2, 32) # (batch_size, n_action_steps, action_dim)
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EXPECTED_ACTIONS_MEAN = 0.04419417306780815
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EXPECTED_ACTIONS_STD = 0.26231569051742554
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EXPECTED_ACTIONS_FIRST_5 = torch.tensor([0.0000, 1.4849, 0.0000, 0.0000, 0.0000])
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EXPECTED_ACTIONS_MEAN = 0.046403881162405014
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EXPECTED_ACTIONS_STD = 0.2607129216194153
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EXPECTED_ACTIONS_FIRST_5 = torch.tensor([-0.0707, 1.4849, 0.0000, 0.0000, 0.0000])
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def set_seed_all(seed: int):
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@@ -24,7 +24,7 @@ import torch
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# Skip this entire module in CI
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pytestmark = pytest.mark.skipif(
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os.environ.get("CI") == "true" or os.environ.get("GITHUB_ACTIONS") == "true",
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reason="This test requires local OpenPI installation and is not meant for CI",
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reason="This test requires accepting the model license",
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)
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from lerobot.policies.factory import make_policy_config # noqa: E402
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@@ -26,7 +26,7 @@ from lerobot.utils.random_utils import set_seed
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# Skip this entire module in CI
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pytestmark = pytest.mark.skipif(
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os.environ.get("CI") == "true" or os.environ.get("GITHUB_ACTIONS") == "true",
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reason="This test requires local OpenPI installation and is not meant for CI",
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reason="This test requires accepting the model license",
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)
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from lerobot.policies.factory import make_policy_config # noqa: E402
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