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import inspect
import os
import shutil
import stat
import time
import unittest
import uuid
from contextlib import contextmanager
from enum import Enum
from functools import wraps
from pathlib import Path
from typing import Callable, Optional, TypeVar, Union
from unittest.mock import Mock, patch
import httpx
import pytest
from huggingface_hub.utils import is_package_available, logging
from tests.testing_constants import ENDPOINT_PRODUCTION, ENDPOINT_PRODUCTION_URL_SCHEME
logger = logging.get_logger(__name__)
SMALL_MODEL_IDENTIFIER = "julien-c/bert-xsmall-dummy"
DUMMY_DIFF_TOKENIZER_IDENTIFIER = "julien-c/dummy-diff-tokenizer"
# Example model ids
# An actual model hosted on huggingface.co,
# w/ more details.
DUMMY_MODEL_ID = "julien-c/dummy-unknown"
DUMMY_MODEL_ID_REVISION_ONE_SPECIFIC_COMMIT = "f2c752cfc5c0ab6f4bdec59acea69eefbee381c2"
# One particular commit (not the top of `main`)
DUMMY_MODEL_ID_REVISION_INVALID = "aaaaaaa"
# This commit does not exist, so we should 404.
DUMMY_MODEL_ID_PINNED_SHA1 = "d9e9f15bc825e4b2c9249e9578f884bbcb5e3684"
# Sha-1 of config.json on the top of `main`, for checking purposes
DUMMY_MODEL_ID_PINNED_SHA256 = "4b243c475af8d0a7754e87d7d096c92e5199ec2fe168a2ee7998e3b8e9bcb1d3"
# Sha-256 of pytorch_model.bin on the top of `main`, for checking purposes
# "hf-internal-testing/dummy-will-be-renamed" has been renamed to "hf-internal-testing/dummy-renamed"
DUMMY_RENAMED_OLD_MODEL_ID = "hf-internal-testing/dummy-will-be-renamed"
DUMMY_RENAMED_NEW_MODEL_ID = "hf-internal-testing/dummy-renamed"
SAMPLE_DATASET_IDENTIFIER = "lhoestq/custom_squad"
# Example dataset ids
DUMMY_DATASET_ID = "gaia-benchmark/GAIA"
DUMMY_DATASET_ID_REVISION_ONE_SPECIFIC_COMMIT = "c603981e170e9e333934a39781d2ae3a2677e81f" # on branch "test-branch"
YES = ("y", "yes", "t", "true", "on", "1")
NO = ("n", "no", "f", "false", "off", "0")
# Xet testing
DUMMY_XET_MODEL_ID = "celinah/dummy-xet-testing"
DUMMY_XET_FILE = "dummy.safetensors"
DUMMY_XET_REGULAR_FILE = "dummy.txt"
# extra large file for testing on production
DUMMY_EXTRA_LARGE_FILE_MODEL_ID = "brianronan/dummy-xet-edge-case-files"
DUMMY_EXTRA_LARGE_FILE_NAME = "verylargemodel.safetensors" # > 50GB file
DUMMY_TINY_FILE_NAME = "tiny.safetensors" # 45 byte file
def repo_name(id: Optional[str] = None, prefix: str = "repo") -> str:
"""
Return a readable pseudo-unique repository name for tests.
Example:
```py
>>> repo_name()
repo-2fe93f-16599646671840
>>> repo_name("my-space", prefix='space')
space-my-space-16599481979701
"""
if id is None:
id = uuid.uuid4().hex[:6]
ts = int(time.time() * 10e3)
return f"{prefix}-{id}-{ts}"
def parse_flag_from_env(key: str, default: bool = False) -> bool:
try:
value = os.environ[key]
except KeyError:
# KEY isn't set, default to `default`.
return default
# KEY is set, convert it to True or False.
if value.lower() in YES:
return True
elif value.lower() in NO:
return False
else:
# More values are supported, but let's keep the message simple.
raise ValueError(f"If set, '{key}' must be one of {YES + NO}. Got '{value}'.")
def parse_int_from_env(key, default=None):
try:
value = os.environ[key]
except KeyError:
_value = default
else:
try:
_value = int(value)
except ValueError:
raise ValueError("If set, {} must be a int.".format(key))
return _value
_run_git_lfs_tests = parse_flag_from_env("RUN_GIT_LFS_TESTS", default=False)
def require_git_lfs(test_case):
"""
Decorator to mark tests that requires git-lfs.
git-lfs requires additional dependencies, and tests are skipped by default. Set the RUN_GIT_LFS_TESTS environment
variable to a truthy value to run them.
"""
if not _run_git_lfs_tests:
return unittest.skip("test of git lfs workflow")(test_case)
else:
return test_case
def requires(package_name: str):
"""
Decorator marking a test that requires PyTorch.
These tests are skipped when PyTorch isn't installed.
"""
def _inner(test_case):
if not is_package_available(package_name):
return pytest.mark.skip(f"Test requires '{package_name}'")(test_case)
else:
return test_case
return _inner
class RequestWouldHangIndefinitelyError(Exception):
pass
class OfflineSimulationMode(Enum):
CONNECTION_FAILS = 0
CONNECTION_TIMES_OUT = 1
HF_HUB_OFFLINE_SET_TO_1 = 2
@contextmanager
def offline(mode=OfflineSimulationMode.CONNECTION_FAILS, timeout=1e-16):
"""
Simulate offline mode.
There are three offline simulation modes:
CONNECTION_FAILS (default mode): a ConnectionError is raised for each network call.
Connection errors are created by mocking socket.socket
CONNECTION_TIMES_OUT: the connection hangs until it times out.
The default timeout value is low (1e-16) to speed up the tests.
Timeout errors are created by mocking httpx.request
HF_HUB_OFFLINE_SET_TO_1: the HF_HUB_OFFLINE_SET_TO_1 environment variable is set to 1.
This makes the http/ftp calls of the library instantly fail and raise an OfflineModeEnabled error.
"""
import socket
# Store the original httpx.request to avoid recursion
original_httpx_request = httpx.request
def timeout_request(method, url, **kwargs):
# Change the url to an invalid url so that the connection hangs
invalid_url = "https://10.255.255.1"
if kwargs.get("timeout") is None:
raise RequestWouldHangIndefinitelyError(
f"Tried a call to {url} in offline mode with no timeout set. Please set a timeout."
)
kwargs["timeout"] = timeout
try:
return original_httpx_request(method, invalid_url, **kwargs)
except Exception as e:
# The following changes in the error are just here to make the offline timeout error prettier
if hasattr(e, "request"):
e.request.url = url
if hasattr(e, "args") and e.args:
max_retry_error = e.args[0]
if hasattr(max_retry_error, "args"):
max_retry_error.args = (max_retry_error.args[0].replace("10.255.255.1", f"OfflineMock[{url}]"),)
e.args = (max_retry_error,)
raise
def offline_socket(*args, **kwargs):
raise socket.error("Offline mode is enabled.")
if mode is OfflineSimulationMode.CONNECTION_FAILS:
# inspired from https://stackoverflow.com/a/18601897
with patch("socket.socket", offline_socket):
with patch("huggingface_hub.utils._http.get_session") as get_session_mock:
mock_client = Mock()
# Mock the request method to raise connection error
def mock_request(*args, **kwargs):
raise httpx.ConnectError("Connection failed")
# Mock the stream method to raise connection error
def mock_stream(*args, **kwargs):
raise httpx.ConnectError("Connection failed")
mock_client.request = mock_request
mock_client.stream = mock_stream
get_session_mock.return_value = mock_client
yield
elif mode is OfflineSimulationMode.CONNECTION_TIMES_OUT:
# inspired from https://stackoverflow.com/a/904609
with patch("httpx.request", timeout_request):
with patch("huggingface_hub.utils._http.get_session") as get_session_mock:
mock_client = Mock()
mock_client.request = timeout_request
# Mock the stream method to raise timeout
def mock_stream(*args, **kwargs):
raise httpx.ConnectTimeout("Connection timed out")
mock_client.stream = mock_stream
get_session_mock.return_value = mock_client
yield
elif mode is OfflineSimulationMode.HF_HUB_OFFLINE_SET_TO_1:
with patch("huggingface_hub.constants.HF_HUB_OFFLINE", True):
yield
else:
raise ValueError("Please use a value from the OfflineSimulationMode enum.")
def set_write_permission_and_retry(func, path, excinfo):
os.chmod(path, stat.S_IWRITE)
func(path)
def rmtree_with_retry(path: Union[str, Path]) -> None:
shutil.rmtree(path, onerror=set_write_permission_and_retry)
def with_production_testing(func):
file_download = patch("huggingface_hub.constants.HUGGINGFACE_CO_URL_TEMPLATE", ENDPOINT_PRODUCTION_URL_SCHEME)
hf_api = patch("huggingface_hub.constants.ENDPOINT", ENDPOINT_PRODUCTION)
return hf_api(file_download(func))
def expect_deprecation(function_name: str):
"""
Decorator to flag tests that we expect to use deprecated arguments.
Args:
function_name (`str`):
Name of the function that we expect to use in a deprecated way.
NOTE: if a test is expected to warn FutureWarnings but is not, the test will fail.
Context: over time, some arguments/methods become deprecated. In order to track
deprecation in tests, we run pytest with flag `-Werror::FutureWarning`.
In order to keep old tests during the deprecation phase (before removing
the feature completely) without changing them internally, we can flag
them with this decorator.
See full discussion in https://github.com/huggingface/huggingface_hub/pull/952.
This decorator works hand-in-hand with the `_deprecate_arguments` and
`_deprecate_positional_args` decorators.
Example
```py
# in src/hub_mixins.py
from .utils._deprecation import _deprecate_arguments
@_deprecate_arguments(version="0.12", deprecated_args={"repo_url"})
def push_to_hub(...):
(...)
# in tests/test_something.py
from .testing_utils import expect_deprecation
class SomethingTest(unittest.TestCase):
(...)
@expect_deprecation("push_to_hub"):
def test_push_to_hub_git_version(self):
(...)
push_to_hub(repo_url="something") <- Should warn with FutureWarnings
(...)
```
"""
def _inner_decorator(test_function: Callable) -> Callable:
@wraps(test_function)
def _inner_test_function(*args, **kwargs):
with pytest.warns(FutureWarning, match=f".*'{function_name}'.*"):
return test_function(*args, **kwargs)
return _inner_test_function
return _inner_decorator
def skip_on_windows(reason: str):
"""
Decorator to flag tests that we want to skip on Windows.
Args:
reason (`str`):
Reason to skip it.
"""
def _inner_decorator(test_function: Callable) -> Callable:
return pytest.mark.skipif(os.name == "nt", reason=reason)(test_function)
return _inner_decorator
T = TypeVar("T")
def handle_injection(cls: T) -> T:
"""Handle mock injection for each test of a test class.
When patching variables on a class level, only relevant mocks will be injected to
the tests. This has 2 advantages:
1. There is no need to expect all mocks in test arguments when they are not needed.
2. Default mock injection append all mocks 1 by 1 to the test args. If the order of
the patch calls or test argument is changed, it can lead to unexpected behavior.
NOTE: `@handle_injection` has to be defined after the `@patch` calls.
Example:
```py
@patch("something.foo")
@patch("something_else.foo.bar") # order doesn't matter
@handle_injection # after @patch calls
def TestHelloWorld(unittest.TestCase):
def test_hello_foo(self, mock_foo: Mock) -> None:
(...)
def test_hello_bar(self, mock_bar: Mock) -> None
(...)
def test_hello_both(self, mock_foo: Mock, mock_bar: Mock) -> None:
(...)
```
There are limitations with the current implementation:
1. All patched variables must have different names.
Named injection will not work with both `@patch("something.foo")` and
`@patch("something_else.foo")` patches.
2. Tests are expected to take only `self` and mock arguments. If it's not the case,
this helper will fail.
3. Tests arguments must follow the `mock_{variable_name}` naming.
Example: `@patch("something._foo")` -> `"mock__foo"`.
4. Tests arguments must be typed as `Mock`.
If required, we can improve the current implementation in the future to mitigate
those limitations.
Based on:
- https://stackoverflow.com/a/3467879
- https://stackoverflow.com/a/30764825
- https://stackoverflow.com/a/57115876
NOTE: this decorator is inspired from the fixture system from pytest.
"""
# Iterate over class functions and decorate tests
# Taken from https://stackoverflow.com/a/3467879
# and https://stackoverflow.com/a/30764825
for name, fn in inspect.getmembers(cls):
if name.startswith("test_"):
setattr(cls, name, handle_injection_in_test(fn))
# Return decorated class
return cls
def handle_injection_in_test(fn: Callable) -> Callable:
"""
Handle injections at a test level. See `handle_injection` for more details.
Example:
```py
def TestHelloWorld(unittest.TestCase):
@patch("something.foo")
@patch("something_else.foo.bar") # order doesn't matter
@handle_injection_in_test # after @patch calls
def test_hello_foo(self, mock_foo: Mock) -> None:
(...)
```
"""
signature = inspect.signature(fn)
parameters = signature.parameters
@wraps(fn)
def _inner(*args, **kwargs):
assert kwargs == {}
# Initialize new dict at least with `self`.
assert len(args) > 0
assert len(parameters) > 0
new_kwargs = {"self": args[0]}
# Check which mocks have been injected
mocks = {}
for value in args[1:]:
assert isinstance(value, Mock)
mock_name = "mock_" + value._extract_mock_name()
mocks[mock_name] = value
# Check which mocks are expected
for name, parameter in parameters.items():
if name == "self":
continue
assert parameter.annotation is Mock
assert name in mocks, (
f"Mock `{name}` not found for test `{fn.__name__}`. Available: {', '.join(sorted(mocks.keys()))}"
)
new_kwargs[name] = mocks[name]
# Run test only with a subset of mocks
return fn(**new_kwargs)
return _inner
def use_tmp_repo(repo_type: str = "model") -> Callable[[T], T]:
"""
Test decorator to create a repo for the test and properly delete it afterward.
TODO: could we make `_api`, `_user` and `_token` cleaner ?
Example:
```py
from huggingface_hub import RepoUrl
from .testing_utils import use_tmp_repo
class HfApiCommonTest(unittest.TestCase):
_api = HfApi(endpoint=ENDPOINT_STAGING, token=TOKEN)
@use_tmp_repo()
def test_create_tag_on_model(self, repo_url: RepoUrl) -> None:
(...)
@use_tmp_repo("dataset")
def test_create_tag_on_dataset(self, repo_url: RepoUrl) -> None:
(...)
```
"""
def _inner_use_tmp_repo(test_fn: T) -> T:
@wraps(test_fn)
def _inner(*args, **kwargs):
self = args[0]
assert isinstance(self, unittest.TestCase)
create_repo_kwargs = {}
if repo_type == "space":
create_repo_kwargs["space_sdk"] = "gradio"
repo_url = self._api.create_repo(
repo_id=repo_name(prefix=repo_type), repo_type=repo_type, **create_repo_kwargs
)
try:
return test_fn(*args, **kwargs, repo_url=repo_url)
finally:
self._api.delete_repo(repo_id=repo_url.repo_id, repo_type=repo_type)
return _inner
return _inner_use_tmp_repo
def assert_in_logs(caplog: pytest.LogCaptureFixture, expected_output):
"""Helper to check if a message appears in logs."""
log_text = "\n".join(record.message for record in caplog.records)
assert expected_output in log_text, f"Expected '{expected_output}' not found in logs"
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