Add script to download models

This commit is contained in:
oobabooga 2023-01-06 19:57:31 -03:00
parent f54a13929f
commit fed7233ff4
2 changed files with 59 additions and 0 deletions

54
download-model.py Normal file
View file

@ -0,0 +1,54 @@
'''
Downloads models from Hugging Face to models/model-name.
Example:
python download-model.py facebook/opt-1.3b
'''
import requests
from bs4 import BeautifulSoup
import multiprocessing
import os
import tqdm
from sys import argv
def get_file(args):
url = args[0]
output_folder = args[1]
r = requests.get(url, stream=True)
with open(f"{output_folder}/{url.split('/')[-1]}", 'wb') as f:
total_size = int(r.headers.get('content-length', 0))
block_size = 1024
t = tqdm.tqdm(total=total_size, unit='iB', unit_scale=True)
for data in r.iter_content(block_size):
t.update(len(data))
f.write(data)
t.close()
model = argv[1]
if model.endswith('/'):
model = model[:-1]
url = f'https://huggingface.co/{model}/tree/main'
output_folder = f"models/{model.split('/')[-1]}"
if not os.path.exists(output_folder):
os.mkdir(output_folder)
# Finding the relevant files to download
page = requests.get(url)
soup = BeautifulSoup(page.content, 'html.parser')
links = soup.find_all('a')
downloads = []
for link in links:
href = link.get('href')[1:]
if href.startswith(f'{model}/resolve/main'):
if href.endswith(('.json', '.txt')) or (href.endswith('.bin') and 'pytorch_model' in href):
downloads.append(f'https://huggingface.co/{href}')
# Downloading the files
print(f"Downloading the model to {output_folder}...")
pool = multiprocessing.Pool(processes=4)
results = pool.map(get_file, [[downloads[i], output_folder] for i in range(len(downloads))])
pool.close()
pool.join()

View file

@ -5,8 +5,10 @@ altair==4.2.0
anyio==3.6.2
async-timeout==4.0.2
attrs==22.1.0
beautifulsoup4==4.11.1
bitsandbytes==0.35.4
brotlipy==0.7.0
bs4==0.0.1
charset-normalizer==2.1.1
click==8.1.3
contourpy==1.0.6
@ -14,6 +16,7 @@ cycler==0.11.0
entrypoints==0.4
fastapi==0.88.0
ffmpy==0.3.0
filelock==3.9.0
fonttools==4.38.0
frozenlist==1.3.3
fsspec==2022.11.0
@ -47,9 +50,11 @@ pyrsistent==0.19.2
python-dateutil==2.8.2
python-multipart==0.0.5
pytz==2022.7
PyYAML==6.0
regex==2022.10.31
rfc3986==1.5.0
sniffio==1.3.0
soupsieve==2.3.2.post1
starlette==0.22.0
tokenizers==0.13.2
toolz==0.12.0