download custom model menu (from hugging face) added in model tab

This commit is contained in:
Usama Kenway 2023-04-09 16:11:43 +05:00
parent bce1b7fbb2
commit 7436dd5b4a

View File

@ -10,7 +10,8 @@ import time
import zipfile
from datetime import datetime
from pathlib import Path
import os
import requests
import gradio as gr
from PIL import Image
@ -20,6 +21,7 @@ from modules.html_generator import chat_html_wrapper
from modules.LoRA import add_lora_to_model
from modules.models import load_model, load_soft_prompt, unload_model
from modules.text_generation import generate_reply, stop_everything_event
from huggingface_hub import HfApi
# Loading custom settings
settings_file = None
@ -172,6 +174,62 @@ def create_prompt_menus():
shared.gradio['save_prompt'].click(save_prompt, [shared.gradio['textbox']], [shared.gradio['status']], show_progress=False)
def download_model_wrapper(repo_id):
print(repo_id)
if repo_id == '':
print("Please enter a valid repo ID. This field cant be empty")
else:
try:
print('Downloading repo')
hf_api = HfApi()
# Get repo info
repo_info = hf_api.repo_info(
repo_id=repo_id,
repo_type="model",
revision="main"
)
# create model and repo folder and check for lora
is_lora = False
for file in repo_info.siblings:
if 'adapter_model.bin' in file.rfilename:
is_lora = True
repo_dir_name = repo_id.replace("/", "--")
if is_lora is True:
models_dir = ".loras"
else:
models_dir = ".models"
if not os.path.exists(models_dir):
os.makedirs(models_dir)
repo_dir = os.path.join(models_dir, repo_dir_name)
if not os.path.exists(repo_dir):
os.makedirs(repo_dir)
for sibling in repo_info.siblings:
filename = sibling.rfilename
url = f"https://huggingface.co/{repo_id}/resolve/main/{filename}"
download_path = os.path.join(repo_dir, filename)
response = requests.get(url, stream=True)
# Get the total file size from the content-length header
total_size = int(response.headers.get('content-length', 0))
# Download the file in chunks and print progress
with open(download_path, 'wb') as f:
downloaded_size = 0
for data in response.iter_content(chunk_size=10000000):
downloaded_size += len(data)
f.write(data)
progress = downloaded_size * 100 // total_size
downloaded_size_mb = downloaded_size / (1024 * 1024)
total_size_mb = total_size / (1024 * 1024)
print(f"\rDownloading {filename}... {progress}% complete "
f"({downloaded_size_mb:.2f}/{total_size_mb:.2f} MB)", end="", flush=True)
print(f"\rDownloading {filename}... Complete!")
print('Repo Downloaded')
except ValueError as e:
raise ValueError("Please enter a valid repo ID. Error: {}".format(e))
def create_model_menus():
with gr.Row():
with gr.Column():
@ -182,6 +240,15 @@ def create_model_menus():
with gr.Row():
shared.gradio['lora_menu'] = gr.Dropdown(choices=available_loras, value=shared.lora_name, label='LoRA')
ui.create_refresh_button(shared.gradio['lora_menu'], lambda: None, lambda: {'choices': get_available_loras()}, 'refresh-button')
with gr.Row():
with gr.Column(scale=0.5):
shared.gradio['custom_model_menu'] = gr.Textbox(label="Download Custom Model",
info="Enter hugging face username/model path e.g: 'decapoda-research/llama-7b-hf'")
with gr.Row():
with gr.Column(scale=0.5):
shared.gradio['download_button'] = gr.Button("Download", show_progress=True)
shared.gradio['download_button'].click(download_model_wrapper, shared.gradio['custom_model_menu'],
show_progress=True)
shared.gradio['model_menu'].change(load_model_wrapper, shared.gradio['model_menu'], shared.gradio['model_menu'], show_progress=True)
shared.gradio['lora_menu'].change(load_lora_wrapper, shared.gradio['lora_menu'], shared.gradio['lora_menu'], show_progress=True)