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support diffusers format wan and other lora

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Artiprocher
2025-03-06 17:40:21 +08:00
parent 384d1a8198
commit 84fb61aaaf
3 changed files with 94 additions and 5 deletions
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75
diffsynth/models/wan_video_dit.py
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@@ -737,7 +737,80 @@ class WanModelStateDictConverter:
pass
def from_diffusers(self, state_dict):
return state_dict
rename_dict = {"blocks.0.attn1.norm_k.weight": "blocks.0.self_attn.norm_k.weight",
"blocks.0.attn1.norm_q.weight": "blocks.0.self_attn.norm_q.weight",
"blocks.0.attn1.to_k.bias": "blocks.0.self_attn.k.bias",
"blocks.0.attn1.to_k.weight": "blocks.0.self_attn.k.weight",
"blocks.0.attn1.to_out.0.bias": "blocks.0.self_attn.o.bias",
"blocks.0.attn1.to_out.0.weight": "blocks.0.self_attn.o.weight",
"blocks.0.attn1.to_q.bias": "blocks.0.self_attn.q.bias",
"blocks.0.attn1.to_q.weight": "blocks.0.self_attn.q.weight",
"blocks.0.attn1.to_v.bias": "blocks.0.self_attn.v.bias",
"blocks.0.attn1.to_v.weight": "blocks.0.self_attn.v.weight",
"blocks.0.attn2.norm_k.weight": "blocks.0.cross_attn.norm_k.weight",
"blocks.0.attn2.norm_q.weight": "blocks.0.cross_attn.norm_q.weight",
"blocks.0.attn2.to_k.bias": "blocks.0.cross_attn.k.bias",
"blocks.0.attn2.to_k.weight": "blocks.0.cross_attn.k.weight",
"blocks.0.attn2.to_out.0.bias": "blocks.0.cross_attn.o.bias",
"blocks.0.attn2.to_out.0.weight": "blocks.0.cross_attn.o.weight",
"blocks.0.attn2.to_q.bias": "blocks.0.cross_attn.q.bias",
"blocks.0.attn2.to_q.weight": "blocks.0.cross_attn.q.weight",
"blocks.0.attn2.to_v.bias": "blocks.0.cross_attn.v.bias",
"blocks.0.attn2.to_v.weight": "blocks.0.cross_attn.v.weight",
"blocks.0.ffn.net.0.proj.bias": "blocks.0.ffn.0.bias",
"blocks.0.ffn.net.0.proj.weight": "blocks.0.ffn.0.weight",
"blocks.0.ffn.net.2.bias": "blocks.0.ffn.2.bias",
"blocks.0.ffn.net.2.weight": "blocks.0.ffn.2.weight",
"blocks.0.norm2.bias": "blocks.0.norm3.bias",
"blocks.0.norm2.weight": "blocks.0.norm3.weight",
"blocks.0.scale_shift_table": "blocks.0.modulation",
"condition_embedder.text_embedder.linear_1.bias": "text_embedding.0.bias",
"condition_embedder.text_embedder.linear_1.weight": "text_embedding.0.weight",
"condition_embedder.text_embedder.linear_2.bias": "text_embedding.2.bias",
"condition_embedder.text_embedder.linear_2.weight": "text_embedding.2.weight",
"condition_embedder.time_embedder.linear_1.bias": "time_embedding.0.bias",
"condition_embedder.time_embedder.linear_1.weight": "time_embedding.0.weight",
"condition_embedder.time_embedder.linear_2.bias": "time_embedding.2.bias",
"condition_embedder.time_embedder.linear_2.weight": "time_embedding.2.weight",
"condition_embedder.time_proj.bias": "time_projection.1.bias",
"condition_embedder.time_proj.weight": "time_projection.1.weight",
"patch_embedding.bias": "patch_embedding.bias",
"patch_embedding.weight": "patch_embedding.weight",
"scale_shift_table": "head.modulation",
"proj_out.bias": "head.head.bias",
"proj_out.weight": "head.head.weight",
}
state_dict_ = {}
for name, param in state_dict.items():
if name in rename_dict:
state_dict_[rename_dict[name]] = param
else:
name_ = ".".join(name.split(".")[:1] + ["0"] + name.split(".")[2:])
if name_ in rename_dict:
name_ = rename_dict[name_]
name_ = ".".join(name_.split(".")[:1] + [name.split(".")[1]] + name_.split(".")[2:])
state_dict_[name_] = param
if hash_state_dict_keys(state_dict) == "cb104773c6c2cb6df4f9529ad5c60d0b":
config = {
"model_type": "t2v",
"patch_size": (1, 2, 2),
"text_len": 512,
"in_dim": 16,
"dim": 5120,
"ffn_dim": 13824,
"freq_dim": 256,
"text_dim": 4096,
"out_dim": 16,
"num_heads": 40,
"num_layers": 40,
"window_size": (-1, -1),
"qk_norm": True,
"cross_attn_norm": True,
"eps": 1e-6,
}
else:
config = {}
return state_dict_, config
def from_civitai(self, state_dict):
if hash_state_dict_keys(state_dict) == "9269f8db9040a9d860eaca435be61814":