import tempfile from zipfile import ZipFile from os import path as os_path from os import makedirs as os_makedirs from requests import get as requests_get, head as requests_head from tqdm import tqdm from typing import Callable import hashlib ctranslate2_weights = { "small": { # M2M-100 418M-parameter model "url": "https://bit.ly/33fM1AO", "directory_name": "m2m100_418m", "tokenizer": "facebook/m2m100_418M", "hash": { "model.bin": "e7c26a9abb5260abd0268fbe3040714070dec254a990b4d7fd3f74c5230e3acb", "sentencepiece.model": "d8f7c76ed2a5e0822be39f0a4f95a55eb19c78f4593ce609e2edbc2aea4d380a", "shared_vocabulary.txt": "bd440aa21b8ca3453fc792a0018a1f3fe68b3464aadddd4d16a4b72f73c86d8c", } }, "large": { # M2M-100 1.2B-parameter model "url": "https://bit.ly/3GYiaed", "directory_name": "m2m100_12b", "tokenizer": "facebook/m2m100_1.2b", "hash": { "model.bin": "abb7bf4ba7e5e016b6e3ed480c752459b2f783ac8fca372e7587675e5bf3a919", "sentencepiece.model": "d8f7c76ed2a5e0822be39f0a4f95a55eb19c78f4593ce609e2edbc2aea4d380a", "shared_vocabulary.txt": "bd440aa21b8ca3453fc792a0018a1f3fe68b3464aadddd4d16a4b72f73c86d8c", } }, } def calculate_file_hash(file_path, block_size=65536): hash_object = hashlib.sha256() with open(file_path, 'rb') as file: for block in iter(lambda: file.read(block_size), b''): hash_object.update(block) return hash_object.hexdigest() def downloadCTranslate2Weight(path, weight_type="small", ctranslate2_weights=ctranslate2_weights, func=None): url = ctranslate2_weights[weight_type]["url"] filename = 'weight.zip' directory_name = 'weight' current_directory = path weight_directory_name = ctranslate2_weights[weight_type]["directory_name"] hash_data = ctranslate2_weights[weight_type]["hash"] files = ["model.bin", "sentencepiece.model", "shared_vocabulary.txt"] # check already downloaded if all(os_path.exists(os_path.join(current_directory, directory_name, weight_directory_name, file)) for file in files): # check hash for file in files: original_hash = hash_data[file] current_hash = calculate_file_hash(os_path.join(current_directory, directory_name, weight_directory_name, file)) if original_hash != current_hash: break return try: os_makedirs(os_path.join(current_directory, directory_name), exist_ok=True) print(os_path.join(current_directory, directory_name)) with tempfile.TemporaryDirectory() as tmp_path: res = requests_get(url, stream=True) file_size = int(res.headers.get('content-length', 0)) pbar = tqdm(total=file_size, unit="B", unit_scale=True) total_chunk = 0 with open(os_path.join(tmp_path, filename), 'wb') as file: for chunk in res.iter_content(chunk_size=1024*5): file.write(chunk) pbar.update(len(chunk)) if isinstance(func, Callable): total_chunk += len(chunk) func(total_chunk/file_size) pbar.close() with ZipFile(os_path.join(tmp_path, filename)) as zf: zf.extractall(os_path.join(current_directory, directory_name)) except Exception as e: print("error:downloadCTranslate2Weight()", e)