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11 changes: 7 additions & 4 deletions src/twinkle/model/transformers/strategy/native_fsdp.py
Original file line number Diff line number Diff line change
Expand Up @@ -15,22 +15,25 @@ class NativeFSDPStrategy:
def __init__(self,
device_mesh: Optional[DeviceMesh] = None,
mixed_precision: Literal['no', 'fp8', 'fp16', 'bf16'] = 'bf16',
fsdp_config: Dict[str, Any] = None):
fsdp_config: Dict[str, Any] = None,
enable_ep: bool = True):
self.device_mesh = device_mesh
self.mixed_precision = mixed_precision
self.fsdp_config = fsdp_config or {}
self.enable_ep = enable_ep

def wrap_model(self, model, optimizer=None):
if self.device_mesh is None:
return model, optimizer

fsdp_mesh = _build_fsdp_mesh(self.device_mesh)
if fsdp_mesh is not None:
_ensure_moe_patched_if_needed(model, self.device_mesh)
_place_ep_experts_on_local_device(model, self.device_mesh)
if self.enable_ep:
_ensure_moe_patched_if_needed(model, self.device_mesh)
_place_ep_experts_on_local_device(model, self.device_mesh)
mp_policy = _build_mp_policy(self.mixed_precision)
reshard_after_forward = self.fsdp_config.get("reshard_after_forward", True)
ignored_params = _collect_expert_params(model)
ignored_params = _collect_expert_params(model) if self.enable_ep else None

_maybe_shard_layers(
model,
Expand Down
1 change: 1 addition & 0 deletions src/twinkle/model/transformers/transformers.py
Original file line number Diff line number Diff line change
Expand Up @@ -209,6 +209,7 @@ def _decide_strategy(self, strategy: Literal['accelerate', 'native_fsdp']):
mixed_precision=self.mixed_precision,
fsdp_config=self._fsdp_config,
device_mesh=self.device_mesh,
enable_ep=self._enable_expert_parallel,
)
else:
self.strategy = AccelerateStrategy(mixed_precision=self.mixed_precision, ddp_config=self._ddp_config,
Expand Down