# Copyright 2020 The HuggingFace Team. 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 json import os import tempfile import unittest import unittest.mock as mock from pathlib import Path from requests.exceptions import HTTPError from transformers.utils import ( CONFIG_NAME, FLAX_WEIGHTS_NAME, TF2_WEIGHTS_NAME, TRANSFORMERS_CACHE, WEIGHTS_NAME, cached_file, get_file_from_repo, has_file, ) RANDOM_BERT = "hf-internal-testing/tiny-random-bert" CACHE_DIR = os.path.join(TRANSFORMERS_CACHE, "models--hf-internal-testing--tiny-random-bert") FULL_COMMIT_HASH = "9b8c223d42b2188cb49d29af482996f9d0f3e5a6" class GetFromCacheTests(unittest.TestCase): def test_cached_file(self): archive_file = cached_file(RANDOM_BERT, CONFIG_NAME) # Should have downloaded the file in here self.assertTrue(os.path.isdir(CACHE_DIR)) # Cache should contain at least those three subfolders: for subfolder in ["blobs", "refs", "snapshots"]: self.assertTrue(os.path.isdir(os.path.join(CACHE_DIR, subfolder))) with open(os.path.join(CACHE_DIR, "refs", "main")) as f: main_commit = f.read() self.assertEqual(archive_file, os.path.join(CACHE_DIR, "snapshots", main_commit, CONFIG_NAME)) self.assertTrue(os.path.isfile(archive_file)) # File is cached at the same place the second time. new_archive_file = cached_file(RANDOM_BERT, CONFIG_NAME) self.assertEqual(archive_file, new_archive_file) # Using a specific revision to test the full commit hash. archive_file = cached_file(RANDOM_BERT, CONFIG_NAME, revision="9b8c223") self.assertEqual(archive_file, os.path.join(CACHE_DIR, "snapshots", FULL_COMMIT_HASH, CONFIG_NAME)) def test_cached_file_errors(self): with self.assertRaisesRegex(EnvironmentError, "is not a valid model identifier"): _ = cached_file("tiny-random-bert", CONFIG_NAME) with self.assertRaisesRegex(EnvironmentError, "is not a valid git identifier"): _ = cached_file(RANDOM_BERT, CONFIG_NAME, revision="aaaa") with self.assertRaisesRegex(EnvironmentError, "does not appear to have a file named"): _ = cached_file(RANDOM_BERT, "conf") def test_non_existence_is_cached(self): with self.assertRaisesRegex(EnvironmentError, "does not appear to have a file named"): _ = cached_file(RANDOM_BERT, "conf") with open(os.path.join(CACHE_DIR, "refs", "main")) as f: main_commit = f.read() self.assertTrue(os.path.isfile(os.path.join(CACHE_DIR, ".no_exist", main_commit, "conf"))) path = cached_file(RANDOM_BERT, "conf", _raise_exceptions_for_missing_entries=False) self.assertIsNone(path) path = cached_file(RANDOM_BERT, "conf", local_files_only=True, _raise_exceptions_for_missing_entries=False) self.assertIsNone(path) response_mock = mock.Mock() response_mock.status_code = 500 response_mock.headers = {} response_mock.raise_for_status.side_effect = HTTPError response_mock.json.return_value = {} # Under the mock environment we get a 500 error when trying to reach the tokenizer. with mock.patch("requests.Session.request", return_value=response_mock) as mock_head: path = cached_file(RANDOM_BERT, "conf", _raise_exceptions_for_connection_errors=False) self.assertIsNone(path) # This check we did call the fake head request mock_head.assert_called() def test_has_file(self): self.assertTrue(has_file("hf-internal-testing/tiny-bert-pt-only", WEIGHTS_NAME)) self.assertFalse(has_file("hf-internal-testing/tiny-bert-pt-only", TF2_WEIGHTS_NAME)) self.assertFalse(has_file("hf-internal-testing/tiny-bert-pt-only", FLAX_WEIGHTS_NAME)) def test_get_file_from_repo_distant(self): # `get_file_from_repo` returns None if the file does not exist self.assertIsNone(get_file_from_repo("bert-base-cased", "ahah.txt")) # The function raises if the repository does not exist. with self.assertRaisesRegex(EnvironmentError, "is not a valid model identifier"): get_file_from_repo("bert-base-case", CONFIG_NAME) # The function raises if the revision does not exist. with self.assertRaisesRegex(EnvironmentError, "is not a valid git identifier"): get_file_from_repo("bert-base-cased", CONFIG_NAME, revision="ahaha") resolved_file = get_file_from_repo("bert-base-cased", CONFIG_NAME) # The name is the cached name which is not very easy to test, so instead we load the content. config = json.loads(open(resolved_file, "r").read()) self.assertEqual(config["hidden_size"], 768) def test_get_file_from_repo_local(self): with tempfile.TemporaryDirectory() as tmp_dir: filename = Path(tmp_dir) / "a.txt" filename.touch() self.assertEqual(get_file_from_repo(tmp_dir, "a.txt"), str(filename)) self.assertIsNone(get_file_from_repo(tmp_dir, "b.txt"))