Sam Chaudry
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# coding=utf-8
# Copyright 2021 The HuggingFace Inc. 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
"""Utility helpers to handle progress bars in `huggingface_hub`.
Example:
1. Use `huggingface_hub.utils.tqdm` as you would use `tqdm.tqdm` or `tqdm.auto.tqdm`.
2. To disable progress bars, either use `disable_progress_bars()` helper or set the
environment variable `HF_HUB_DISABLE_PROGRESS_BARS` to 1.
3. To re-enable progress bars, use `enable_progress_bars()`.
4. To check whether progress bars are disabled, use `are_progress_bars_disabled()`.
NOTE: Environment variable `HF_HUB_DISABLE_PROGRESS_BARS` has the priority.
Example:
```py
>>> from huggingface_hub.utils import are_progress_bars_disabled, disable_progress_bars, enable_progress_bars, tqdm
# Disable progress bars globally
>>> disable_progress_bars()
# Use as normal `tqdm`
>>> for _ in tqdm(range(5)):
... pass
# Still not showing progress bars, as `disable=False` is overwritten to `True`.
>>> for _ in tqdm(range(5), disable=False):
... pass
>>> are_progress_bars_disabled()
True
# Re-enable progress bars globally
>>> enable_progress_bars()
# Progress bar will be shown !
>>> for _ in tqdm(range(5)):
... pass
100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 5/5 [00:00<00:00, 117817.53it/s]
```
Group-based control:
```python
# Disable progress bars for a specific group
>>> disable_progress_bars("peft.foo")
# Check state of different groups
>>> assert not are_progress_bars_disabled("peft"))
>>> assert not are_progress_bars_disabled("peft.something")
>>> assert are_progress_bars_disabled("peft.foo"))
>>> assert are_progress_bars_disabled("peft.foo.bar"))
# Enable progress bars for a subgroup
>>> enable_progress_bars("peft.foo.bar")
# Check if enabling a subgroup affects the parent group
>>> assert are_progress_bars_disabled("peft.foo"))
>>> assert not are_progress_bars_disabled("peft.foo.bar"))
# No progress bar for `name="peft.foo"`
>>> for _ in tqdm(range(5), name="peft.foo"):
... pass
# Progress bar will be shown for `name="peft.foo.bar"`
>>> for _ in tqdm(range(5), name="peft.foo.bar"):
... pass
100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 5/5 [00:00<00:00, 117817.53it/s]
```
"""
import io
import logging
import os
import warnings
from contextlib import contextmanager, nullcontext
from pathlib import Path
from typing import ContextManager, Dict, Iterator, Optional, Union
from tqdm.auto import tqdm as old_tqdm
from ..constants import HF_HUB_DISABLE_PROGRESS_BARS
# The `HF_HUB_DISABLE_PROGRESS_BARS` environment variable can be True, False, or not set (None),
# allowing for control over progress bar visibility. When set, this variable takes precedence
# over programmatic settings, dictating whether progress bars should be shown or hidden globally.
# Essentially, the environment variable's setting overrides any code-based configurations.
#
# If `HF_HUB_DISABLE_PROGRESS_BARS` is not defined (None), it implies that users can manage
# progress bar visibility through code. By default, progress bars are turned on.
progress_bar_states: Dict[str, bool] = {}
def disable_progress_bars(name: Optional[str] = None) -> None:
"""
Disable progress bars either globally or for a specified group.
This function updates the state of progress bars based on a group name.
If no group name is provided, all progress bars are disabled. The operation
respects the `HF_HUB_DISABLE_PROGRESS_BARS` environment variable's setting.
Args:
name (`str`, *optional*):
The name of the group for which to disable the progress bars. If None,
progress bars are disabled globally.
Raises:
Warning: If the environment variable precludes changes.
"""
if HF_HUB_DISABLE_PROGRESS_BARS is False:
warnings.warn(
"Cannot disable progress bars: environment variable `HF_HUB_DISABLE_PROGRESS_BARS=0` is set and has priority."
)
return
if name is None:
progress_bar_states.clear()
progress_bar_states["_global"] = False
else:
keys_to_remove = [key for key in progress_bar_states if key.startswith(f"{name}.")]
for key in keys_to_remove:
del progress_bar_states[key]
progress_bar_states[name] = False
def enable_progress_bars(name: Optional[str] = None) -> None:
"""
Enable progress bars either globally or for a specified group.
This function sets the progress bars to enabled for the specified group or globally
if no group is specified. The operation is subject to the `HF_HUB_DISABLE_PROGRESS_BARS`
environment setting.
Args:
name (`str`, *optional*):
The name of the group for which to enable the progress bars. If None,
progress bars are enabled globally.
Raises:
Warning: If the environment variable precludes changes.
"""
if HF_HUB_DISABLE_PROGRESS_BARS is True:
warnings.warn(
"Cannot enable progress bars: environment variable `HF_HUB_DISABLE_PROGRESS_BARS=1` is set and has priority."
)
return
if name is None:
progress_bar_states.clear()
progress_bar_states["_global"] = True
else:
keys_to_remove = [key for key in progress_bar_states if key.startswith(f"{name}.")]
for key in keys_to_remove:
del progress_bar_states[key]
progress_bar_states[name] = True
def are_progress_bars_disabled(name: Optional[str] = None) -> bool:
"""
Check if progress bars are disabled globally or for a specific group.
This function returns whether progress bars are disabled for a given group or globally.
It checks the `HF_HUB_DISABLE_PROGRESS_BARS` environment variable first, then the programmatic
settings.
Args:
name (`str`, *optional*):
The group name to check; if None, checks the global setting.
Returns:
`bool`: True if progress bars are disabled, False otherwise.
"""
if HF_HUB_DISABLE_PROGRESS_BARS is True:
return True
if name is None:
return not progress_bar_states.get("_global", True)
while name:
if name in progress_bar_states:
return not progress_bar_states[name]
name = ".".join(name.split(".")[:-1])
return not progress_bar_states.get("_global", True)
def is_tqdm_disabled(log_level: int) -> Optional[bool]:
"""
Determine if tqdm progress bars should be disabled based on logging level and environment settings.
see https://github.com/huggingface/huggingface_hub/pull/2000 and https://github.com/huggingface/huggingface_hub/pull/2698.
"""
if log_level == logging.NOTSET:
return True
if os.getenv("TQDM_POSITION") == "-1":
return False
return None
class tqdm(old_tqdm):
"""
Class to override `disable` argument in case progress bars are globally disabled.
Taken from https://github.com/tqdm/tqdm/issues/619#issuecomment-619639324.
"""
def __init__(self, *args, **kwargs):
name = kwargs.pop("name", None) # do not pass `name` to `tqdm`
if are_progress_bars_disabled(name):
kwargs["disable"] = True
super().__init__(*args, **kwargs)
def __delattr__(self, attr: str) -> None:
"""Fix for https://github.com/huggingface/huggingface_hub/issues/1603"""
try:
super().__delattr__(attr)
except AttributeError:
if attr != "_lock":
raise
@contextmanager
def tqdm_stream_file(path: Union[Path, str]) -> Iterator[io.BufferedReader]:
"""
Open a file as binary and wrap the `read` method to display a progress bar when it's streamed.
First implemented in `transformers` in 2019 but removed when switched to git-lfs. Used in `huggingface_hub` to show
progress bar when uploading an LFS file to the Hub. See github.com/huggingface/transformers/pull/2078#discussion_r354739608
for implementation details.
Note: currently implementation handles only files stored on disk as it is the most common use case. Could be
extended to stream any `BinaryIO` object but we might have to debug some corner cases.
Example:
```py
>>> with tqdm_stream_file("config.json") as f:
>>> requests.put(url, data=f)
config.json: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8.19k/8.19k [00:02<00:00, 3.72kB/s]
```
"""
if isinstance(path, str):
path = Path(path)
with path.open("rb") as f:
total_size = path.stat().st_size
pbar = tqdm(
unit="B",
unit_scale=True,
total=total_size,
initial=0,
desc=path.name,
)
f_read = f.read
def _inner_read(size: Optional[int] = -1) -> bytes:
data = f_read(size)
pbar.update(len(data))
return data
f.read = _inner_read # type: ignore
yield f
pbar.close()
def _get_progress_bar_context(
*,
desc: str,
log_level: int,
total: Optional[int] = None,
initial: int = 0,
unit: str = "B",
unit_scale: bool = True,
name: Optional[str] = None,
_tqdm_bar: Optional[tqdm] = None,
) -> ContextManager[tqdm]:
if _tqdm_bar is not None:
return nullcontext(_tqdm_bar)
# ^ `contextlib.nullcontext` mimics a context manager that does nothing
# Makes it easier to use the same code path for both cases but in the later
# case, the progress bar is not closed when exiting the context manager.
return tqdm(
unit=unit,
unit_scale=unit_scale,
total=total,
initial=initial,
desc=desc,
disable=is_tqdm_disabled(log_level=log_level),
name=name,
)