modelscope / modelscope/DiffSynth-Studio

Does wan2.1 14b support Lora?

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Description

May I ask if wan2.1 14b supports Lora?
After obtaining the checkpoints after the training, I tried running the modified test. py for wan2.1 14b
`
import torch
from diffsynth import ModelManager, WanVideoPipeline, save_video, VideoData
import os

os.environ["CUDA_VISIBLE_DEVICES"] = "4,5"
model_manager = ModelManager(torch_dtype=torch.bfloat16, device="cpu")
model_manager.load_models([
"/home/tione/notebook/pretrained/Wan2.1-T2V-14B/diffusion_pytorch_model-00001-of-00006.safetensors",
"/home/tione/notebook/pretrained/Wan2.1-T2V-14B/diffusion_pytorch_model-00002-of-00006.safetensors",
"/home/tione/notebook/pretrained/Wan2.1-T2V-14B/diffusion_pytorch_model-00003-of-00006.safetensors",
"/home/tione/notebook/pretrained/Wan2.1-T2V-14B/diffusion_pytorch_model-00004-of-00006.safetensors",
"/home/tione/notebook/pretrained/Wan2.1-T2V-14B/diffusion_pytorch_model-00005-of-00006.safetensors",
"/home/tione/notebook/pretrained/Wan2.1-T2V-14B/diffusion_pytorch_model-00006-of-00006.safetensors",
"/home/tione/notebook/pretrained/Wan2.1-T2V-14B/models_t5_umt5-xxl-enc-bf16.pth",
"/home/tione/notebook/pretrained/Wan2.1-T2V-14B/Wan2.1_VAE.pth",
])`
The output is as follows
Loading models from: /home/tione/notebook/pretrained/Wan2.1-T2V-14B/diffusion_pytorch_model-00001-of-00006.safetensors
We cannot detect the model type. No models are loaded.
Loading models from: /home/tione/notebook/pretrained/Wan2.1-T2V-14B/diffusion_pytorch_model-00002-of-00006.safetensors
We cannot detect the model type. No models are loaded.
Loading models from: /home/tione/notebook/pretrained/Wan2.1-T2V-14B/diffusion_pytorch_model-00003-of-00006.safetensors
We cannot detect the model type. No models are loaded.
Loading models from: /home/tione/notebook/pretrained/Wan2.1-T2V-14B/diffusion_pytorch_model-00004-of-00006.safetensors
We cannot detect the model type. No models are loaded.
Loading models from: /home/tione/notebook/pretrained/Wan2.1-T2V-14B/diffusion_pytorch_model-00005-of-00006.safetensors
We cannot detect the model type. No models are loaded.
Loading models from: /home/tione/notebook/pretrained/Wan2.1-T2V-14B/diffusion_pytorch_model-00006-of-00006.safetensors
We cannot detect the model type. No models are loaded.

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  3. Fork the repository and make your change on a branch.
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Research direction

Start with the modified test.py reproduction and inspect ModelManager.load_models for how it detects the six Wan2.1-T2V-14B checkpoint shards. Run the example to confirm the detection failure and determine the expected loading behavior for these files; done means the model-loading outcome is reproducible and the supported usage or required change is clear.

Written by the indexing model from the issue text.

Assessment

Tech stack
python, pytorch
Domain
machine-learning
Issue type
Bug
Difficulty
4/5
Estimated time
3-5 days
Activity status
Stale
Clarity
Needs clarification
Newbie friendliness
25/100

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