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import os | |
import shutil | |
import subprocess | |
import signal | |
os.environ["GRADIO_ANALYTICS_ENABLED"] = "False" | |
import gradio as gr | |
from huggingface_hub import HfApi | |
from huggingface_hub import ModelCard | |
from gradio_huggingfacehub_search import HuggingfaceHubSearch | |
from apscheduler.schedulers.background import BackgroundScheduler | |
HF_TOKEN = os.environ.get("HF_TOKEN") | |
HF_PATH = "https://huggingface.co/" | |
def button_click(hf_model_id, conv_template, quantization): | |
api = HfApi() | |
model_dir_name = hf_model_id.split("/")[1] | |
mlc_model_name = model_dir_name + "-" + quantization + "-" + "MLC" | |
os.system("mkdir -p dist/models") | |
os.system("git lfs install") | |
api.snapshot_download(repo_id=hf_model_id, local_dir=f"./dist/models/{model_dir_name}") | |
os.system("mlc_llm convert_weight ./dist/models/" + model_dir_name + "/" + \ | |
" --quantization " + quantization + \ | |
" -o dist/" + mlc_model_name) | |
os.system("mlc_llm gen_config ./dist/models/" + model_dir_name + "/" + \ | |
" --quantization " + quantization + " --conv-template " + conv_template + \ | |
" -o dist/" + mlc_model_name + "/") | |
# push to HF | |
user_name = api.whoami()["name"] | |
api.create_repo(repo_id=f"{user_name}/{mlc_model_name}", private=True) | |
api.upload_large_folder(folder_path=f"./dist/{mlc_model_name}", | |
repo_id=f"{user_name}/{mlc_model_name}", | |
repo_type="model") | |
return "successful" | |
demo = gr.Interface( | |
fn=button_click, | |
inputs = [gr.Textbox(label="HF Model ID"), | |
gr.Dropdown(["tinyllama_v1_0", "qwen2"], label="Conversation Template"), | |
gr.Dropdown(["q4f16_1", "q4f32_1"], label="Quantization Method")], | |
outputs = "text" | |
) | |
demo.launch() |