transformers/tests/test_offline.py
Stas Bekman 88a951e3cc
offline mode for firewalled envs (#10407)
* offline mode start

* add specific values

* fix fallback

* add test

* better values check and range

* test that actually works

* document the offline mode

* Apply suggestions from code review

Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>

* more strict check

* cleaner test

* pt-only test

* style

Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
2021-03-05 17:27:48 -08:00

54 lines
2.4 KiB
Python

# 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 subprocess
import sys
from transformers.testing_utils import TestCasePlus, require_torch
class OfflineTests(TestCasePlus):
@require_torch
def test_offline_mode(self):
# this test is a bit tricky since TRANSFORMERS_OFFLINE can only be changed before
# `transformers` is loaded, and it's too late for inside pytest - so we are changing it
# while running an external program
# python one-liner segments
load = "from transformers import BertConfig, BertModel, BertTokenizer;"
run = "mname = 'lysandre/tiny-bert-random'; BertConfig.from_pretrained(mname) and BertModel.from_pretrained(mname) and BertTokenizer.from_pretrained(mname);"
mock = 'import socket; exec("def offline_socket(*args, **kwargs): raise socket.error(\\"Offline mode is enabled.\\")"); socket.socket = offline_socket;'
# baseline - just load from_pretrained with normal network
cmd = [sys.executable, "-c", f"{load} {run}"]
# should succeed
env = self.get_env()
result = subprocess.run(cmd, env=env, check=False, capture_output=True)
self.assertEqual(result.returncode, 0, result.stderr)
# next emulate no network
cmd = [sys.executable, "-c", f"{load} {mock} {run}"]
# should normally fail as it will fail to lookup the model files w/o the network
env["TRANSFORMERS_OFFLINE"] = "0"
result = subprocess.run(cmd, env=env, check=False, capture_output=True)
self.assertEqual(result.returncode, 1, result.stderr)
# should succeed as TRANSFORMERS_OFFLINE=1 tells it to use local files
env["TRANSFORMERS_OFFLINE"] = "1"
result = subprocess.run(cmd, env=env, check=False, capture_output=True)
self.assertEqual(result.returncode, 0, result.stderr)