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Implementation:Alibaba MNN Diffusion HuggingFace Download

From Leeroopedia


Field Value
implementation_name Diffusion_HuggingFace_Download
schema_version 0.3.0
impl_type External Tool Doc
domain Stable Diffusion Deployment
stage Model Acquisition
source_file N/A (user-side)
external_deps git, git-lfs
last_updated 2026-02-10 14:00 GMT

Summary

This implementation describes how to download Stable Diffusion model weights from HuggingFace using git with git-lfs support. The downloaded repository contains all pipeline components (text encoder, UNet, VAE, tokenizer) needed for subsequent ONNX export and MNN conversion.

API

git lfs install
git clone https://huggingface.co/<model_identifier>

Key Parameters

Parameter Description Example Values
model_identifier HuggingFace repository path for the target Stable Diffusion model runwayml/stable-diffusion-v1-5, TASUKU2023/Chilloutmix, IDEA-CCNL/Taiyi-Stable-Diffusion-1B-Chinese-v0.1

Inputs

  • A valid HuggingFace model identifier string (e.g., runwayml/stable-diffusion-v1-5)

Outputs

A local directory containing the complete diffusers-format model repository:

  • text_encoder/ -- CLIP text encoder weights (PyTorch)
  • unet/ -- UNet denoising network weights (PyTorch)
  • vae/ -- VAE encoder and decoder weights (PyTorch)
  • tokenizer/ -- Vocabulary file (vocab.json) and merge file (merges.txt)
  • scheduler/ -- Scheduler configuration
  • model_index.json -- Pipeline manifest

Usage Examples

Download stable-diffusion-v1-5:

git lfs install
git clone https://huggingface.co/runwayml/stable-diffusion-v1-5

Download Taiyi Chinese model:

git lfs install
git clone https://huggingface.co/IDEA-CCNL/Taiyi-Stable-Diffusion-1B-Chinese-v0.1

Download Chilloutmix:

git lfs install
git clone https://huggingface.co/TASUKU2023/Chilloutmix

Notes

  • Run git lfs install before cloning to ensure large binary files are fetched correctly. Without git-lfs, only pointer files will be downloaded.
  • For ModelScope (Chinese mirror), replace the HuggingFace URL with the equivalent ModelScope repository URL.
  • Ensure sufficient disk space (4-6 GB per model) before cloning.

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