Files
storyteller-ml/tts/nemo/utils/cloud.py
T
2022-02-28 05:43:54 -05:00

83 lines
3.0 KiB
Python

# Copyright (c) 2020, NVIDIA CORPORATION. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
import os
from pathlib import Path
from time import sleep
import wget
from nemo.utils import logging
def maybe_download_from_cloud(url, filename, subfolder=None, cache_dir=None, refresh_cache=False) -> str:
"""
Helper function to download pre-trained weights from the cloud
Args:
url: (str) URL of storage
filename: (str) what to download. The request will be issued to url/filename
subfolder: (str) subfolder within cache_dir. The file will be stored in cache_dir/subfolder. Subfolder can
be empty
cache_dir: (str) a cache directory where to download. If not present, this function will attempt to create it.
If None (default), then it will be $HOME/.cache/torch/NeMo
refresh_cache: (bool) if True and cached file is present, it will delete it and re-fetch
Returns:
If successful - absolute local path to the downloaded file
else - empty string
"""
# try:
if cache_dir is None:
cache_location = Path.joinpath(Path.home(), ".cache/torch/NeMo")
else:
cache_location = cache_dir
if subfolder is not None:
destination = Path.joinpath(cache_location, subfolder)
else:
destination = cache_location
if not os.path.exists(destination):
os.makedirs(destination, exist_ok=True)
destination_file = Path.joinpath(destination, filename)
if os.path.exists(destination_file):
logging.info(f"Found existing object {destination_file}.")
if refresh_cache:
logging.info("Asked to refresh the cache.")
logging.info(f"Deleting file: {destination_file}")
os.remove(destination_file)
else:
logging.info(f"Re-using file from: {destination_file}")
return str(destination_file)
# download file
wget_uri = url + filename
logging.info(f"Downloading from: {wget_uri} to {str(destination_file)}")
# NGC links do not work everytime so we try and wait
i = 0
max_attempts = 3
while i < max_attempts:
i += 1
try:
wget.download(wget_uri, str(destination_file))
if os.path.exists(destination_file):
return destination_file
else:
return ""
except:
logging.info(f"Download from cloud failed. Attempt {i} of {max_attempts}")
sleep(0.05)
continue
raise ValueError("Not able to download url right now, please try again.")