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