convert.py

import gradio as gr
import requests
import os
import shutil
from pathlib import Path
from typing import Any
from tempfile import TemporaryDirectory
from typing import Optional

import torch
from io import BytesIO

from huggingface_hub import CommitInfo, Discussion, HfApi, hf_hub_download
from huggingface_hub.file_download import repo_folder_name
import spaces


COMMIT_MESSAGE = " This PR adds weights in safetensors format"
device = "cpu"

def convert_pt_to_safetensors(model_path, safe_path):
    model = torch.load(model_path, map_location="cpu", weights_only=False)
    metadata = {"format":"pt"}
    save_file(model, safe_path, metadata)

def convert_single(model_id: str, filename: str, folder: str, progress: Any, token: str):
    progress(0, desc="Downloading model")

    local_file = os.path.join(model_id, filename)
    local_dir = os.path.dirname(local_file)
    model_path = local_file if os.path.isfile(local_file) else hf_hub_download(repo_id=model_id, filename=filename, token=token, local_dir=local_dir)
    file_path = os.path.splitext(model_path)[0]

    safe_path = file_path + ".safetensors"
    convert_pt_to_safetensors(model_path, safe_path)

    return safe_path


def previous_pr(api: "HfApi", model_id: str, pr_title: str) -> Optional["Discussion"]:
    try:
        discussions = api.get_repo_discussions(repo_id=model_id)
    except Exception:
        return None
    for discussion in discussions:
        if discussion.status == "open" and discussion.is_pull_request and discussion.title == pr_title:
            details = api.get_discussion_details(repo_id=model_id, discussion_num=discussion.num)
            if details.target_branch == "refs/heads/main":
                return discussion

@spaces.GPU()
def convert(token: str, model_id: str, filename: str, your_model_id: str, progress=gr.Progress()):
    api = HfApi()

    pr_title = "Adding model converted to .safetensors"

    with TemporaryDirectory() as d:
        folder = os.path.join(d, repo_folder_name(repo_id=model_id, repo_type="models"))
        os.makedirs(folder)
        new_pr = None
        try:
            converted_model = convert_single(model_id, filename, folder, progress, token)
            progress(0.7, desc="Uploading to Hub")
            new_pr  = api.upload_file(path_or_fileobj=converted_model, path_in_repo=filename, repo_id=your_model_id, repo_type="model", token=token, commit_message=pr_title, commit_description=COMMIT_MESSAGE.format(your_model_id), create_pr=True)
            pr_number = new_pr.split("%2F")[-1].split("/")[0]
            link = f"Pr created at: {'https://huggingface.co/' + os.path.join(your_model_id, 'discussions', pr_number)}"
            progress(1, desc="Done")
        except Exception as e:
            raise gr.exceptions.Error(str(e))
        finally:
            shutil.rmtree(folder)

        return link