unified_export_hf

Code that export quantized Hugging Face models for deployment.

Functions

export_hf_checkpoint

Export quantized HuggingFace model checkpoint (transformers or diffusers).

export_speculative_decoding

Export speculative decoding HuggingFace model checkpoint.
export_hf_checkpoint(model, dtype=None, export_dir='/tmp', save_modelopt_state=False, components=None, extra_state_dict=None, max_shard_size='10GB', **kwargs)

Export quantized HuggingFace model checkpoint (transformers or diffusers).

This function automatically detects whether the model is from transformers or diffusers and applies the appropriate export logic.

Under torch.distributed (e.g. FSDP2), all ranks participate in the collective state-dict gather inside _export_transformers_checkpoint; only rank 0 writes files. A final barrier syncs the other ranks.

Parameters:

  • model (Any) – The full torch model to export. The actual quantized model may be a submodule. Supports both transformers models (e.g., LlamaForCausalLM) and diffusers models/pipelines (e.g., StableDiffusionPipeline, UNet2DConditionModel).

  • dtype (dtype | None) – The weights data type to export the unquantized layers or the default model data type if None.

  • export_dir (Path | str) – The target export path.

  • save_modelopt_state (bool) – Whether to save the modelopt state_dict.

  • components (list[str] | None) – Only used for diffusers pipelines. Optional list of component names to export. If None, all quantized components are exported.

  • extra_state_dict (dict[str, Tensor] | None) – Extra state dictionary to add to the exported model.

  • max_shard_size (int | str) – Maximum size of each safetensors shard file. Defaults to “10GB”.

  • **kwargs – Runtime-specific post-processing options forwarded to _postprocess_safetensors() for diffusion model exports. See its docstring for supported keys.

export_speculative_decoding(model, dtype=None, export_dir='/tmp')

Export speculative decoding HuggingFace model checkpoint.

Parameters:

  • model (Module)

  • dtype (dtype | None)

  • export_dir (Path | str)

Return type:

None