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chore: enable tie_word_embeddings config for qwen2 (#544)

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This commit is contained in:
Anchen
2024-03-08 01:11:35 +11:00
committed by GitHub
parent b8e5eda4fd
commit 8a178f8716
1 changed files with 8 additions and 2 deletions
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10
llms/mlx_lm/models/qwen2.py
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@@ -21,6 +21,7 @@ class ModelArgs(BaseModelArgs):
rope_theta: float = 1000000 rope_theta: float = 1000000
rope_traditional: bool = False rope_traditional: bool = False
rope_scaling: Optional[Dict[str, Union[float, str]]] = None rope_scaling: Optional[Dict[str, Union[float, str]]] = None
tie_word_embeddings: bool = False
def __post_init__(self): def __post_init__(self):
if self.num_key_value_heads is None: if self.num_key_value_heads is None:
@@ -176,7 +177,8 @@ class Model(nn.Module):
super().__init__() super().__init__()
self.model_type = args.model_type self.model_type = args.model_type
self.model = Qwen2Model(args) self.model = Qwen2Model(args)
self.lm_head = nn.Linear(args.hidden_size, args.vocab_size, bias=False) if not args.tie_word_embeddings:
self.lm_head = nn.Linear(args.hidden_size, args.vocab_size, bias=False)
def __call__( def __call__(
self, self,
@@ -184,7 +186,11 @@ class Model(nn.Module):
cache=None, cache=None,
): ):
out, cache = self.model(inputs, cache) out, cache = self.model(inputs, cache)
return self.lm_head(out), cache if hasattr(self, "lm_head"):
return self.lm_head(out), cache
out = out @ self.model.embed_tokens.weight.T
return out, cache
@staticmethod @staticmethod
def sanitize(weights): def sanitize(weights):