[Bug Fix] Add partial rotary factor support for Phi-4 and upgrade to transformers v4.50.0 (#3984)

Co-authored-by: Chayenne <zhaochen20@outlook.com>
This commit is contained in:
Adarsh Shirawalmath
2025-03-23 02:57:39 +05:30
committed by GitHub
parent ecbfe58bb0
commit f8f9244a61
11 changed files with 50 additions and 2125 deletions

View File

@@ -441,16 +441,12 @@ class Phi3LongRoPEScaledRotaryEmbedding(nn.Module):
):
super().__init__()
if rotary_dim != head_size:
raise ValueError(
f"`Phi3LongRoPEScaledRotaryEmbedding` does not support \
rotary_dim != head_size ({rotary_dim}!={head_size})."
)
if is_neox_style is False:
raise ValueError(
"`Phi3LongRoPEScaledRotaryEmbedding` only supports neox_style."
)
self.rotary_dim = rotary_dim
self.head_size = head_size
self.max_position_embeddings = max_position_embeddings
self.original_max_position_embeddings = original_max_position_embeddings
@@ -499,8 +495,8 @@ class Phi3LongRoPEScaledRotaryEmbedding(nn.Module):
* (
self.base
** (
torch.arange(0, self.head_size, 2, dtype=torch.float)
/ self.head_size
torch.arange(0, self.rotary_dim, 2, dtype=torch.float)
/ self.rotary_dim
)
)
)
@@ -549,8 +545,15 @@ class Phi3LongRoPEScaledRotaryEmbedding(nn.Module):
cos = cos.repeat(1, 2).unsqueeze(-2)
sin = sin.repeat(1, 2).unsqueeze(-2)
query = query * cos + _rotate_neox(query) * sin
key = key * cos + _rotate_neox(key) * sin
query_rot = query[..., : self.rotary_dim]
query_pass = query[..., self.rotary_dim :]
query_rot = query_rot * cos + _rotate_neox(query_rot) * sin
query = torch.cat((query_rot, query_pass), dim=-1)
key_rot = key[..., : self.rotary_dim]
key_pass = key[..., self.rotary_dim :]
key_rot = key_rot * cos + _rotate_neox(key_rot) * sin
key = torch.cat((key_rot, key_pass), dim=-1)
return query.flatten(-2), key.flatten(-2)