mirror of
https://github.com/hiyouga/LLaMA-Factory.git
synced 2026-08-17 13:35:44 +08:00
[v1] refactor registry plugin structure and params (#10641)
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@@ -12,96 +12,98 @@
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# See the License for the specific language governing permissions and
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# limitations under the License.
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"""Lightweight plugin routing and shared parameter parsing helpers."""
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from collections import defaultdict
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from collections.abc import Callable
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from typing import Any
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from __future__ import annotations
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from dataclasses import fields, is_dataclass
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from typing import Any, TypeVar
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from . import logging
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logger = logging.get_logger(__name__)
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ParamsT = TypeVar("ParamsT")
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def ensure_methods_implemented(cls: type) -> None:
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"""Raise when a static method-group implementation is incomplete."""
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required: set[str] = set()
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for base in cls.__mro__[1:]:
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required |= getattr(base, "__abstractmethods__", frozenset())
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missing = sorted(name for name in required if getattr(getattr(cls, name, None), "__isabstractmethod__", False))
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if missing:
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raise TypeError(f"{cls.__name__} does not implement all required methods: {missing}")
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class BasePlugin:
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"""Base class for plugins.
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"""Route a plugin name to one function or static method-group class.
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A plugin is a callable object that can be registered and called by name.
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Example usage:
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```python
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class PrintPlugin(BasePlugin):
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def again(self): # optional
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self["again"]()
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@PrintPlugin("hello").register()
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def print_hello():
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print("Hello world!")
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@PrintPlugin("hello").register("again")
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def print_hello_again():
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print("Hello world! Again.")
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PrintPlugin("hello")()
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PrintPlugin("hello").again()
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```
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Every plugin family subclass owns an isolated registry. Parameter schemas
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deliberately do not live here; each plugin entrypoint parses its own config.
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"""
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_registry: dict[str, dict[str, Callable]] = defaultdict(dict)
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_registry: dict[str, Any] = {}
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def __init_subclass__(cls, **kwargs) -> None:
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super().__init_subclass__(**kwargs)
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cls._registry = {}
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def __init__(self, name: str | None = None) -> None:
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"""Initialize the plugin with a name."""
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self.name = name
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def register(self, method_name: str = "__call__") -> Callable:
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"""Decorator to register a function as a plugin."""
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def register(self):
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"""Register one implementation object under this plugin name."""
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if self.name is None:
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raise ValueError("Plugin name should be specified.")
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if method_name in self._registry[self.name]:
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logger.warning_rank0_once(f"Method {method_name} of plugin {self.name} is already registered.")
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cls = type(self)
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if self.name in cls._registry:
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logger.warning_rank0_once(f"Plugin {self.name!r} is already registered under {cls.__name__}.")
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def decorator(func: Callable) -> Callable:
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self._registry[self.name][method_name] = func
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return func
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def decorator(obj: Any) -> Any:
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cls._registry[self.name] = obj
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return obj
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return decorator
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@classmethod
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def parse_params(cls, config: Any, params_cls: type[ParamsT]) -> ParamsT:
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"""Strictly convert config to the params dataclass used by one plugin entrypoint."""
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if not is_dataclass(params_cls):
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raise TypeError(f"{cls.__name__} params must be a dataclass type, got {params_cls!r}.")
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if isinstance(config, params_cls):
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return config
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if config is None:
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values = {}
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elif isinstance(config, dict):
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values = dict(config)
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else:
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raise TypeError(
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f"{cls.__name__} config must be a mapping or {params_cls.__name__}, got {type(config).__name__}."
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)
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known = {item.name for item in fields(params_cls)}
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unknown = set(values) - known
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if unknown:
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raise ValueError(
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f"Unknown params for {cls.__name__}.{params_cls.__name__}: {sorted(unknown)}. "
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f"Expected: {sorted(known)}"
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)
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return params_cls(**values)
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def _resolve(self) -> Any:
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cls = type(self)
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if self.name is None:
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raise ValueError(f"{cls.__name__} must be constructed with a name.")
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if self.name not in cls._registry:
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raise ValueError(f"Plugin {self.name!r} is not registered under {cls.__name__}.")
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return cls._registry[self.name]
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def __call__(self, *args, **kwargs) -> Any:
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"""Call the registered function with the given arguments."""
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return self["__call__"](*args, **kwargs)
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return self._resolve()(*args, **kwargs)
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def __getattr__(self, method_name: str) -> Callable:
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"""Get the registered function with the given name."""
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return self[method_name]
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def __getitem__(self, method_name: str) -> Callable:
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"""Get the registered function with the given name."""
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if method_name not in self._registry[self.name]:
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raise ValueError(f"Method {method_name} of plugin {self.name} is not registered.")
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return self._registry[self.name][method_name]
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if __name__ == "__main__":
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"""
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python -m llamafactory.v1.utils.plugin
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"""
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class PrintPlugin(BasePlugin):
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def again(self): # optional
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self["again"]()
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@PrintPlugin("hello").register()
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def print_hello():
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print("Hello world!")
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@PrintPlugin("hello").register("again")
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def print_hello_again():
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print("Hello world! Again.")
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PrintPlugin("hello")()
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PrintPlugin("hello").again()
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def __getattr__(self, attr: str) -> Any:
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return getattr(self._resolve(), attr)
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@@ -78,19 +78,6 @@ class DatasetInfo(TypedDict, total=False):
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"""Is streaming dataset, default to False."""
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class DistributedConfig(TypedDict, total=False):
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mp_replicate_size: NotRequired[int]
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"""Model parallel replicate size, default to 1."""
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mp_shard_size: NotRequired[int]
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"""Model parallel shard size, default to world_size // mp_replicate_size."""
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dp_size: NotRequired[int]
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"""Data parallel size, default to world_size // cp_size."""
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cp_size: NotRequired[int]
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"""Context parallel size, default to 1."""
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timeout: NotRequired[int]
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"""Timeout for distributed communication, default to 600."""
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class Content(TypedDict):
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type: Literal["text", "reasoning", "tool_call", "image_url", "video_url", "audio_url"]
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"""Type of the content."""
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