Files
AstrAI/astrai/protocols.py
T
ViperEkura 3ab4f237e5 refactor: 重构训练后端为 Executor 模式
- backend.py → executor.py,BaseTrainingBackend → BaseExecutor
- 新增 NoneExecutor(单卡)和 DDPExecutor(DDP,world_size=1 自动降级)
- 新增 GradientState 分离梯度同步状态,AccumOptimizer/AccumScheduler 包裹拦截
- 新增 astrai/protocols.py:OptimizerProtocol/SchedulerProtocol 结构子类型
- TrainContext.backend → executor,TrainConfig 移除 parallel_wrapper/state_dict_fn,新增 parallel_mode/executor_kwargs
- 训练循环用 accumulate() 包裹,on_optimizer_step 命名约定=gate
- scripts/tools/train.py 移除 ddp_wrap/prepare_checkpoint,新增 --parallel_mode
2026-05-24 20:35:44 +08:00

22 lines
598 B
Python

"""Training component protocols — structural subtyping for optimizer/scheduler wrappers."""
from typing import Any, Protocol, runtime_checkable
@runtime_checkable
class OptimizerProtocol(Protocol):
def step(self, closure=None): ...
def zero_grad(self): ...
@property
def param_groups(self) -> Any: ...
def state_dict(self) -> dict: ...
def load_state_dict(self, d: dict): ...
@runtime_checkable
class SchedulerProtocol(Protocol):
def step(self): ...
def state_dict(self) -> dict: ...
def load_state_dict(self, d: dict): ...
def get_last_lr(self): ...