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stable-diffusion-3-medium

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I haved download sd3_medium_incl_clips_t5xxlfp8.safetensors to local path "/workspace/models/hub/AI-ModelScope/stable-diffusion-3-medium/", but when i infer without set config="/workspace/models/hub/AI-ModelScope/stable-diffusion-3-medium",It's need to download files from the hugggging hub,
when i set config="/workspace/models/hub/AI-ModelScope/stable-diffusion-3-medium", It's report
no file named model_index.json
and
Error no file named scheduler_config.json found in directory /workspace/models/hub/AI-ModelScope/stable-diffusion-3-medium.

import torch
from diffusers import StableDiffusion3Pipeline
import pdb;pdb.set_trace()
pipe = StableDiffusion3Pipeline.from_single_file(
    "/workspace/models/hub/AI-ModelScope/stable-diffusion-3-medium/sd3_medium_incl_clips_t5xxlfp8.safetensors",
    torch_dtype=torch.float16,
    local_files_only=False,
    #config="/workspace/models/hub/AI-ModelScope/stable-diffusion-3-medium",
    cache_dir = "/workspace/models/hub/AI-ModelScope/stable-diffusion-3-medium",
)
pipe.enable_model_cpu_offload()

image = pipe("a picture of a cat holding a sign that says hello world").images[0]
image.save('sd3-single-file.png')