Instructions to use ZibinDong/ActionCodec2 with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use ZibinDong/ActionCodec2 with Transformers:
# pip install -U transformers accelerate # Load model directly from transformers import AutoModel model = AutoModel.from_pretrained("ZibinDong/ActionCodec2", trust_remote_code=True, device_map="auto") - Notebooks
- Google Colab
- Kaggle
Publish audited ActionCodec2 release files
Browse files- README.md +40 -36
- actioncodec2-0.1.0.tar.gz +3 -0
- processing_actioncodec2.py +29 -3
- runtime/catalog.py +29 -3
- runtime/exporting.py +1 -1
- runtime/frontend/actioncodec2_sparse/processor.py +1 -1
- setup.py +1 -1
README.md
CHANGED
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@@ -15,6 +15,10 @@ tags:
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All 34 variants use one shared runtime. Precision labels describe translation quantization; rotation and joint limits are in each profile's configuration.
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## Tokenizer usage
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```bash
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from transformers import AutoProcessor
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codec = AutoProcessor.from_pretrained(
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-
"ZibinDong/ActionCodec2", variant="paper-
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action_space="single_eef_delta", trust_remote_code=True,
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)
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actions = np.zeros((1, 16, 7), dtype=np.float32)
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restored = codec.decode(tokens, fps=15)
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```
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-
Use `variant="sparse-
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Sparse decoding requires `horizon=actions.shape[-2]` in source frames.
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Each profile has its own token namespace; the budget is per profile, not the total routed vocabulary.
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| Variant | Edition | Order | Translation precision | Budget / profile | Profiles |
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| --- | --- | --- | --- | --- | --- |
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-
| `sparse-
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Pin `revision` for reproducibility. `variants.json` records asset hashes; a selected
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`save_pretrained()` directory contains its assets and the shared portable runtime.
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All 34 variants use one shared runtime. Precision labels describe translation quantization; rotation and joint limits are in each profile's configuration.
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+
Names encode edition, order (`o1`/`o2`), translation precision, vocabulary budget,
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+
gripper levels, and EEF speed per translation axis: `1p2ms` = 1.2 m/s, `2ms` = 2 m/s.
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+
Previous names remain compatibility aliases in `variants.json`; token IDs are unchanged.
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## Tokenizer usage
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```bash
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from transformers import AutoProcessor
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codec = AutoProcessor.from_pretrained(
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+
"ZibinDong/ActionCodec2", variant="paper-o1-5mm-4k-2bin-1p2ms",
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action_space="single_eef_delta", trust_remote_code=True,
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)
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actions = np.zeros((1, 16, 7), dtype=np.float32)
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restored = codec.decode(tokens, fps=15)
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```
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+
Use `variant="sparse-o1-5mm-4k-2bin-1p2ms"` or `"sparse-o1-5mm-4k-21bin-2ms"` for Sparse;
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Sparse decoding requires `horizon=actions.shape[-2]` in source frames.
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Each profile has its own token namespace; the budget is per profile, not the total routed vocabulary.
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| 71 |
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| Variant | Edition | Order | Translation precision | Budget / profile | Profiles |
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| --- | --- | --- | --- | --- | --- |
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| `paper-o1-5mm-4k-2bin-1p2ms` | Paper | 1 | 5mm | 4096 | joint, eef |
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| `paper-o2-5mm-4k-2bin-1p2ms` | Paper | 2 | 5mm | 4096 | joint, eef |
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| `extended-o1-1mm-2k-2bin-1p2ms` | Extended | 1 | 1mm | 2048 | eef |
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| `extended-o1-1mm-4k-2bin-1p2ms` | Extended | 1 | 1mm | 4096 | joint, eef |
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| `extended-o1-1mm-8k-2bin-1p2ms` | Extended | 1 | 1mm | 8192 | joint, eef |
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| `extended-o1-1mm-16k-2bin-1p2ms` | Extended | 1 | 1mm | 16384 | joint, eef |
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+
| `extended-o1-5mm-1k-2bin-1p2ms` | Extended | 1 | 5mm | 1024 | joint, eef |
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+
| `extended-o1-5mm-2k-2bin-1p2ms` | Extended | 1 | 5mm | 2048 | joint, eef |
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| 82 |
+
| `extended-o1-5mm-4k-2bin-1p2ms` | Extended | 1 | 5mm | 4096 | joint, eef |
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+
| `extended-o1-5mm-8k-2bin-1p2ms` | Extended | 1 | 5mm | 8192 | joint, eef |
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+
| `extended-o1-5mm-16k-2bin-1p2ms` | Extended | 1 | 5mm | 16384 | joint, eef |
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| 85 |
+
| `extended-o1-10mm-1k-2bin-1p2ms` | Extended | 1 | 10mm | 1024 | joint, eef |
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| `extended-o1-10mm-2k-2bin-1p2ms` | Extended | 1 | 10mm | 2048 | joint, eef |
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+
| `extended-o1-10mm-4k-2bin-1p2ms` | Extended | 1 | 10mm | 4096 | joint, eef |
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+
| `extended-o1-10mm-8k-2bin-1p2ms` | Extended | 1 | 10mm | 8192 | joint, eef |
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| 89 |
+
| `extended-o1-10mm-16k-2bin-1p2ms` | Extended | 1 | 10mm | 16384 | joint, eef |
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| `extended-o2-1mm-2k-2bin-1p2ms` | Extended | 2 | 1mm | 2048 | eef |
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+
| `extended-o2-1mm-4k-2bin-1p2ms` | Extended | 2 | 1mm | 4096 | joint, eef |
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| 92 |
+
| `extended-o2-1mm-8k-2bin-1p2ms` | Extended | 2 | 1mm | 8192 | joint, eef |
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| 93 |
+
| `extended-o2-1mm-16k-2bin-1p2ms` | Extended | 2 | 1mm | 16384 | joint, eef |
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| 94 |
+
| `extended-o2-5mm-1k-2bin-1p2ms` | Extended | 2 | 5mm | 1024 | joint, eef |
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| 95 |
+
| `extended-o2-5mm-2k-2bin-1p2ms` | Extended | 2 | 5mm | 2048 | joint, eef |
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| 96 |
+
| `extended-o2-5mm-4k-2bin-1p2ms` | Extended | 2 | 5mm | 4096 | joint, eef |
|
| 97 |
+
| `extended-o2-5mm-8k-2bin-1p2ms` | Extended | 2 | 5mm | 8192 | joint, eef |
|
| 98 |
+
| `extended-o2-5mm-16k-2bin-1p2ms` | Extended | 2 | 5mm | 16384 | joint, eef |
|
| 99 |
+
| `extended-o2-10mm-1k-2bin-1p2ms` | Extended | 2 | 10mm | 1024 | joint, eef |
|
| 100 |
+
| `extended-o2-10mm-2k-2bin-1p2ms` | Extended | 2 | 10mm | 2048 | joint, eef |
|
| 101 |
+
| `extended-o2-10mm-4k-2bin-1p2ms` | Extended | 2 | 10mm | 4096 | joint, eef |
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| 102 |
+
| `extended-o2-10mm-8k-2bin-1p2ms` | Extended | 2 | 10mm | 8192 | joint, eef |
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| 103 |
+
| `extended-o2-10mm-16k-2bin-1p2ms` | Extended | 2 | 10mm | 16384 | joint, eef |
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| 104 |
+
| `sparse-o1-5mm-4k-2bin-1p2ms` | Sparse | 1 | 5mm | 4096 | eef, joint |
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| 105 |
+
| `sparse-o1-5mm-4k-21bin-1p2ms` | Sparse | 1 | 5mm | 4096 | eef, joint |
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| 106 |
+
| `sparse-o1-5mm-4k-2bin-2ms` | Sparse | 1 | 5mm | 4096 | eef, joint |
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| 107 |
+
| `sparse-o1-5mm-4k-21bin-2ms` | Sparse | 1 | 5mm | 4096 | eef, joint |
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| 108 |
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| 109 |
Pin `revision` for reproducibility. `variants.json` records asset hashes; a selected
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`save_pretrained()` directory contains its assets and the shared portable runtime.
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actioncodec2-0.1.0.tar.gz
ADDED
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@@ -0,0 +1,3 @@
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version https://git-lfs.github.com/spec/v1
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+
oid sha256:6e3dc31a8a8af57e780870af4f83b84116fec02316265101808a549d9339e613
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+
size 510658
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processing_actioncodec2.py
CHANGED
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@@ -19,6 +19,33 @@ SHARED_PATTERNS = (
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)
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| 22 |
def asset_inventory(directory: Path) -> dict[str, str]:
|
| 23 |
"""Hash the complete configuration and fitted assets for one variant."""
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| 24 |
sparse = (directory / "sparse_router_config.yaml").is_file()
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@@ -151,8 +178,7 @@ class ActionCodec2:
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|
| 151 |
not isinstance(catalog.get("variants"), dict)):
|
| 152 |
raise ValueError("unsupported ActionCodec2 variant catalog")
|
| 153 |
variants = catalog["variants"]
|
| 154 |
-
|
| 155 |
-
raise ValueError(f"select variant= from: {', '.join(sorted(variants))}")
|
| 156 |
record = variants[variant]
|
| 157 |
if not isinstance(record, dict):
|
| 158 |
raise ValueError("invalid ActionCodec2 variant record")
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@@ -183,7 +209,7 @@ class ActionCodec2:
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| 183 |
raise ValueError("unsupported ActionCodec2 saved artifact manifest")
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| 184 |
_check_inventory(directory, record)
|
| 185 |
origin = record["origin"]
|
| 186 |
-
if variant is not None and variant != origin.get("name"):
|
| 187 |
raise ValueError("saved processor contains a different variant; load the catalog to switch")
|
| 188 |
if variant_fingerprint is not None and variant_fingerprint != origin.get("fingerprint"):
|
| 189 |
raise ValueError("variant fingerprint differs from the tokenizer bound to this policy")
|
|
|
|
| 19 |
)
|
| 20 |
|
| 21 |
|
| 22 |
+
VARIANT_ALIASES = {
|
| 23 |
+
**{f"paper-{order}": f"paper-o{index}-5mm-4k-2bin-1p2ms"
|
| 24 |
+
for index, order in enumerate(("1st", "2nd"), 1)},
|
| 25 |
+
**{f"extended-{order}-{precision}-{size}k":
|
| 26 |
+
f"extended-o{index}-{precision}-{size}k-2bin-1p2ms"
|
| 27 |
+
for index, order in enumerate(("1st", "2nd"), 1)
|
| 28 |
+
for precision in ("1mm", "5mm", "10mm") for size in (1, 2, 4, 8, 16)
|
| 29 |
+
if precision != "1mm" or size != 1},
|
| 30 |
+
**{f"sparse-{dynamics}-{mode}": f"sparse-o1-5mm-4k-{mode}-{speed}"
|
| 31 |
+
for dynamics, speed in (("standard", "1p2ms"), ("high-dynamic", "2ms"))
|
| 32 |
+
for mode in ("2bin", "21bin")},
|
| 33 |
+
}
|
| 34 |
+
|
| 35 |
+
|
| 36 |
+
def resolve_variant_name(variant, variants):
|
| 37 |
+
"""Resolve either published spelling against an old or new catalog."""
|
| 38 |
+
if variant in variants:
|
| 39 |
+
return variant
|
| 40 |
+
canonical = VARIANT_ALIASES.get(variant, variant)
|
| 41 |
+
if canonical in variants:
|
| 42 |
+
return canonical
|
| 43 |
+
for legacy, name in VARIANT_ALIASES.items():
|
| 44 |
+
if name == canonical and legacy in variants:
|
| 45 |
+
return legacy
|
| 46 |
+
raise ValueError(f"select variant= from: {', '.join(sorted(variants))}")
|
| 47 |
+
|
| 48 |
+
|
| 49 |
def asset_inventory(directory: Path) -> dict[str, str]:
|
| 50 |
"""Hash the complete configuration and fitted assets for one variant."""
|
| 51 |
sparse = (directory / "sparse_router_config.yaml").is_file()
|
|
|
|
| 178 |
not isinstance(catalog.get("variants"), dict)):
|
| 179 |
raise ValueError("unsupported ActionCodec2 variant catalog")
|
| 180 |
variants = catalog["variants"]
|
| 181 |
+
variant = resolve_variant_name(variant, variants)
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|
|
|
| 182 |
record = variants[variant]
|
| 183 |
if not isinstance(record, dict):
|
| 184 |
raise ValueError("invalid ActionCodec2 variant record")
|
|
|
|
| 209 |
raise ValueError("unsupported ActionCodec2 saved artifact manifest")
|
| 210 |
_check_inventory(directory, record)
|
| 211 |
origin = record["origin"]
|
| 212 |
+
if variant is not None and VARIANT_ALIASES.get(variant, variant) != VARIANT_ALIASES.get(origin.get("name"), origin.get("name")):
|
| 213 |
raise ValueError("saved processor contains a different variant; load the catalog to switch")
|
| 214 |
if variant_fingerprint is not None and variant_fingerprint != origin.get("fingerprint"):
|
| 215 |
raise ValueError("variant fingerprint differs from the tokenizer bound to this policy")
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runtime/catalog.py
CHANGED
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@@ -19,6 +19,33 @@ SHARED_PATTERNS = (
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)
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| 22 |
def asset_inventory(directory: Path) -> dict[str, str]:
|
| 23 |
"""Hash the complete configuration and fitted assets for one variant."""
|
| 24 |
sparse = (directory / "sparse_router_config.yaml").is_file()
|
|
@@ -151,8 +178,7 @@ class ActionCodec2:
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|
| 151 |
not isinstance(catalog.get("variants"), dict)):
|
| 152 |
raise ValueError("unsupported ActionCodec2 variant catalog")
|
| 153 |
variants = catalog["variants"]
|
| 154 |
-
|
| 155 |
-
raise ValueError(f"select variant= from: {', '.join(sorted(variants))}")
|
| 156 |
record = variants[variant]
|
| 157 |
if not isinstance(record, dict):
|
| 158 |
raise ValueError("invalid ActionCodec2 variant record")
|
|
@@ -183,7 +209,7 @@ class ActionCodec2:
|
|
| 183 |
raise ValueError("unsupported ActionCodec2 saved artifact manifest")
|
| 184 |
_check_inventory(directory, record)
|
| 185 |
origin = record["origin"]
|
| 186 |
-
if variant is not None and variant != origin.get("name"):
|
| 187 |
raise ValueError("saved processor contains a different variant; load the catalog to switch")
|
| 188 |
if variant_fingerprint is not None and variant_fingerprint != origin.get("fingerprint"):
|
| 189 |
raise ValueError("variant fingerprint differs from the tokenizer bound to this policy")
|
|
|
|
| 19 |
)
|
| 20 |
|
| 21 |
|
| 22 |
+
VARIANT_ALIASES = {
|
| 23 |
+
**{f"paper-{order}": f"paper-o{index}-5mm-4k-2bin-1p2ms"
|
| 24 |
+
for index, order in enumerate(("1st", "2nd"), 1)},
|
| 25 |
+
**{f"extended-{order}-{precision}-{size}k":
|
| 26 |
+
f"extended-o{index}-{precision}-{size}k-2bin-1p2ms"
|
| 27 |
+
for index, order in enumerate(("1st", "2nd"), 1)
|
| 28 |
+
for precision in ("1mm", "5mm", "10mm") for size in (1, 2, 4, 8, 16)
|
| 29 |
+
if precision != "1mm" or size != 1},
|
| 30 |
+
**{f"sparse-{dynamics}-{mode}": f"sparse-o1-5mm-4k-{mode}-{speed}"
|
| 31 |
+
for dynamics, speed in (("standard", "1p2ms"), ("high-dynamic", "2ms"))
|
| 32 |
+
for mode in ("2bin", "21bin")},
|
| 33 |
+
}
|
| 34 |
+
|
| 35 |
+
|
| 36 |
+
def resolve_variant_name(variant, variants):
|
| 37 |
+
"""Resolve either published spelling against an old or new catalog."""
|
| 38 |
+
if variant in variants:
|
| 39 |
+
return variant
|
| 40 |
+
canonical = VARIANT_ALIASES.get(variant, variant)
|
| 41 |
+
if canonical in variants:
|
| 42 |
+
return canonical
|
| 43 |
+
for legacy, name in VARIANT_ALIASES.items():
|
| 44 |
+
if name == canonical and legacy in variants:
|
| 45 |
+
return legacy
|
| 46 |
+
raise ValueError(f"select variant= from: {', '.join(sorted(variants))}")
|
| 47 |
+
|
| 48 |
+
|
| 49 |
def asset_inventory(directory: Path) -> dict[str, str]:
|
| 50 |
"""Hash the complete configuration and fitted assets for one variant."""
|
| 51 |
sparse = (directory / "sparse_router_config.yaml").is_file()
|
|
|
|
| 178 |
not isinstance(catalog.get("variants"), dict)):
|
| 179 |
raise ValueError("unsupported ActionCodec2 variant catalog")
|
| 180 |
variants = catalog["variants"]
|
| 181 |
+
variant = resolve_variant_name(variant, variants)
|
|
|
|
| 182 |
record = variants[variant]
|
| 183 |
if not isinstance(record, dict):
|
| 184 |
raise ValueError("invalid ActionCodec2 variant record")
|
|
|
|
| 209 |
raise ValueError("unsupported ActionCodec2 saved artifact manifest")
|
| 210 |
_check_inventory(directory, record)
|
| 211 |
origin = record["origin"]
|
| 212 |
+
if variant is not None and VARIANT_ALIASES.get(variant, variant) != VARIANT_ALIASES.get(origin.get("name"), origin.get("name")):
|
| 213 |
raise ValueError("saved processor contains a different variant; load the catalog to switch")
|
| 214 |
if variant_fingerprint is not None and variant_fingerprint != origin.get("fingerprint"):
|
| 215 |
raise ValueError("variant fingerprint differs from the tokenizer bound to this policy")
|
runtime/exporting.py
CHANGED
|
@@ -38,7 +38,7 @@ from pybind11.setup_helpers import Pybind11Extension, build_ext
|
|
| 38 |
from pathlib import Path
|
| 39 |
native = 'actioncodec2_kernels'
|
| 40 |
openmp = ['-fopenmp'] if sys.platform.startswith('linux') else []
|
| 41 |
-
setup(name='actioncodec2-kernels', version='0.
|
| 42 |
ext_modules=[Pybind11Extension('actioncodec2_kernels._native',
|
| 43 |
sources=sorted(str(p) for p in Path(native).glob('*.cpp')),
|
| 44 |
include_dirs=[native], cxx_std=17,
|
|
|
|
| 38 |
from pathlib import Path
|
| 39 |
native = 'actioncodec2_kernels'
|
| 40 |
openmp = ['-fopenmp'] if sys.platform.startswith('linux') else []
|
| 41 |
+
setup(name='actioncodec2-kernels', version='0.1.0', packages=['actioncodec2_kernels'],
|
| 42 |
ext_modules=[Pybind11Extension('actioncodec2_kernels._native',
|
| 43 |
sources=sorted(str(p) for p in Path(native).glob('*.cpp')),
|
| 44 |
include_dirs=[native], cxx_std=17,
|
runtime/frontend/actioncodec2_sparse/processor.py
CHANGED
|
@@ -600,7 +600,7 @@ def _save_model_card(directory: Path, codec: ActionCodec2Sparse) -> Path:
|
|
| 600 |
path.write_text(
|
| 601 |
"---\nlibrary_name: actioncodec2\nlicense: apache-2.0\ntags:\n- robotics\n- action-tokenizer\n---\n\n"
|
| 602 |
f"{GENERATED_CARD_MARKER}\n\n# ActionCodec2Sparse\n\n"
|
| 603 |
-
"Install actioncodec2 >= 0.
|
| 604 |
"```python\nfrom actioncodec2 import ActionCodec2Sparse\n\n"
|
| 605 |
"codec = ActionCodec2Sparse.from_pretrained('./my_codec')\n"
|
| 606 |
+ context
|
|
|
|
| 600 |
path.write_text(
|
| 601 |
"---\nlibrary_name: actioncodec2\nlicense: apache-2.0\ntags:\n- robotics\n- action-tokenizer\n---\n\n"
|
| 602 |
f"{GENERATED_CARD_MARKER}\n\n# ActionCodec2Sparse\n\n"
|
| 603 |
+
"Install actioncodec2 >= 0.1.0 before loading this artifact.\n\n"
|
| 604 |
"```python\nfrom actioncodec2 import ActionCodec2Sparse\n\n"
|
| 605 |
"codec = ActionCodec2Sparse.from_pretrained('./my_codec')\n"
|
| 606 |
+ context
|
setup.py
CHANGED
|
@@ -4,7 +4,7 @@ from pybind11.setup_helpers import Pybind11Extension, build_ext
|
|
| 4 |
from pathlib import Path
|
| 5 |
native = 'actioncodec2_kernels'
|
| 6 |
openmp = ['-fopenmp'] if sys.platform.startswith('linux') else []
|
| 7 |
-
setup(name='actioncodec2-kernels', version='0.
|
| 8 |
ext_modules=[Pybind11Extension('actioncodec2_kernels._native',
|
| 9 |
sources=sorted(str(p) for p in Path(native).glob('*.cpp')),
|
| 10 |
include_dirs=[native], cxx_std=17,
|
|
|
|
| 4 |
from pathlib import Path
|
| 5 |
native = 'actioncodec2_kernels'
|
| 6 |
openmp = ['-fopenmp'] if sys.platform.startswith('linux') else []
|
| 7 |
+
setup(name='actioncodec2-kernels', version='0.1.0', packages=['actioncodec2_kernels'],
|
| 8 |
ext_modules=[Pybind11Extension('actioncodec2_kernels._native',
|
| 9 |
sources=sorted(str(p) for p in Path(native).glob('*.cpp')),
|
| 10 |
include_dirs=[native], cxx_std=17,
|