429 lines
16 KiB
Python
429 lines
16 KiB
Python
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# coding=utf-8
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# Copyright 2022-present, the HuggingFace Inc. team.
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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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"""Contains command to delete some revisions from the HF cache directory.
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Usage:
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huggingface-cli delete-cache
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huggingface-cli delete-cache --disable-tui
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huggingface-cli delete-cache --dir ~/.cache/huggingface/hub
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NOTE:
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This command is based on `InquirerPy` to build the multiselect menu in the terminal.
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This dependency has to be installed with `pip install huggingface_hub[cli]`. Since
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we want to avoid as much as possible cross-platform issues, I chose a library that
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is built on top of `python-prompt-toolkit` which seems to be a reference in terminal
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GUI (actively maintained on both Unix and Windows, 7.9k stars).
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For the moment, the TUI feature is in beta.
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See:
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- https://github.com/kazhala/InquirerPy
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- https://inquirerpy.readthedocs.io/en/latest/
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- https://github.com/prompt-toolkit/python-prompt-toolkit
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Other solutions could have been:
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- `simple_term_menu`: would be good as well for our use case but some issues suggest
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that Windows is less supported.
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See: https://github.com/IngoMeyer441/simple-term-menu
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- `PyInquirer`: very similar to `InquirerPy` but older and not maintained anymore.
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In particular, no support of Python3.10.
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See: https://github.com/CITGuru/PyInquirer
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- `pick` (or `pickpack`): easy to use and flexible but built on top of Python's
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standard library `curses` that is specific to Unix (not implemented on Windows).
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See https://github.com/wong2/pick and https://github.com/anafvana/pickpack.
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- `inquirer`: lot of traction (700 stars) but explicitly states "experimental
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support of Windows". Not built on top of `python-prompt-toolkit`.
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See https://github.com/magmax/python-inquirer
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TODO: add support for `huggingface-cli delete-cache aaaaaa bbbbbb cccccc (...)` ?
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TODO: add "--keep-last" arg to delete revisions that are not on `main` ref
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TODO: add "--filter" arg to filter repositories by name ?
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TODO: add "--sort" arg to sort by size ?
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TODO: add "--limit" arg to limit to X repos ?
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TODO: add "-y" arg for immediate deletion ?
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See discussions in https://github.com/huggingface/huggingface_hub/issues/1025.
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"""
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import os
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from argparse import Namespace, _SubParsersAction
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from functools import wraps
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from tempfile import mkstemp
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from typing import Any, Callable, Iterable, List, Optional, Union
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from ..utils import CachedRepoInfo, CachedRevisionInfo, HFCacheInfo, scan_cache_dir
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from . import BaseHuggingfaceCLICommand
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from ._cli_utils import ANSI
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try:
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from InquirerPy import inquirer
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from InquirerPy.base.control import Choice
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from InquirerPy.separator import Separator
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_inquirer_py_available = True
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except ImportError:
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_inquirer_py_available = False
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def require_inquirer_py(fn: Callable) -> Callable:
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"""Decorator to flag methods that require `InquirerPy`."""
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# TODO: refactor this + imports in a unified pattern across codebase
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@wraps(fn)
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def _inner(*args, **kwargs):
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if not _inquirer_py_available:
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raise ImportError(
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"The `delete-cache` command requires extra dependencies to work with"
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" the TUI.\nPlease run `pip install huggingface_hub[cli]` to install"
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" them.\nOtherwise, disable TUI using the `--disable-tui` flag."
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)
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return fn(*args, **kwargs)
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return _inner
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# Possibility for the user to cancel deletion
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_CANCEL_DELETION_STR = "CANCEL_DELETION"
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class DeleteCacheCommand(BaseHuggingfaceCLICommand):
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@staticmethod
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def register_subcommand(parser: _SubParsersAction):
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delete_cache_parser = parser.add_parser("delete-cache", help="Delete revisions from the cache directory.")
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delete_cache_parser.add_argument(
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"--dir",
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type=str,
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default=None,
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help="cache directory (optional). Default to the default HuggingFace cache.",
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)
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delete_cache_parser.add_argument(
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"--disable-tui",
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action="store_true",
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help=(
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"Disable Terminal User Interface (TUI) mode. Useful if your"
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" platform/terminal doesn't support the multiselect menu."
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),
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)
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delete_cache_parser.set_defaults(func=DeleteCacheCommand)
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def __init__(self, args: Namespace) -> None:
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self.cache_dir: Optional[str] = args.dir
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self.disable_tui: bool = args.disable_tui
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def run(self):
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"""Run `delete-cache` command with or without TUI."""
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# Scan cache directory
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hf_cache_info = scan_cache_dir(self.cache_dir)
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# Manual review from the user
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if self.disable_tui:
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selected_hashes = _manual_review_no_tui(hf_cache_info, preselected=[])
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else:
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selected_hashes = _manual_review_tui(hf_cache_info, preselected=[])
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# If deletion is not cancelled
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if len(selected_hashes) > 0 and _CANCEL_DELETION_STR not in selected_hashes:
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confirm_message = _get_expectations_str(hf_cache_info, selected_hashes) + " Confirm deletion ?"
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# Confirm deletion
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if self.disable_tui:
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confirmed = _ask_for_confirmation_no_tui(confirm_message)
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else:
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confirmed = _ask_for_confirmation_tui(confirm_message)
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# Deletion is confirmed
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if confirmed:
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strategy = hf_cache_info.delete_revisions(*selected_hashes)
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print("Start deletion.")
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strategy.execute()
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print(
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f"Done. Deleted {len(strategy.repos)} repo(s) and"
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f" {len(strategy.snapshots)} revision(s) for a total of"
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f" {strategy.expected_freed_size_str}."
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)
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return
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# Deletion is cancelled
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print("Deletion is cancelled. Do nothing.")
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@require_inquirer_py
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def _manual_review_tui(hf_cache_info: HFCacheInfo, preselected: List[str]) -> List[str]:
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"""Ask the user for a manual review of the revisions to delete.
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Displays a multi-select menu in the terminal (TUI).
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"""
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# Define multiselect list
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choices = _get_tui_choices_from_scan(repos=hf_cache_info.repos, preselected=preselected)
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checkbox = inquirer.checkbox(
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message="Select revisions to delete:",
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choices=choices, # List of revisions with some pre-selection
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cycle=False, # No loop between top and bottom
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height=100, # Large list if possible
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# We use the instruction to display to the user the expected effect of the
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# deletion.
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instruction=_get_expectations_str(
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hf_cache_info,
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selected_hashes=[c.value for c in choices if isinstance(c, Choice) and c.enabled],
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),
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# We use the long instruction to should keybindings instructions to the user
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long_instruction="Press <space> to select, <enter> to validate and <ctrl+c> to quit without modification.",
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# Message that is displayed once the user validates its selection.
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transformer=lambda result: f"{len(result)} revision(s) selected.",
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)
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# Add a callback to update the information line when a revision is
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# selected/unselected
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def _update_expectations(_) -> None:
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# Hacky way to dynamically set an instruction message to the checkbox when
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# a revision hash is selected/unselected.
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checkbox._instruction = _get_expectations_str(
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hf_cache_info,
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selected_hashes=[choice["value"] for choice in checkbox.content_control.choices if choice["enabled"]],
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)
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checkbox.kb_func_lookup["toggle"].append({"func": _update_expectations})
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# Finally display the form to the user.
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try:
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return checkbox.execute()
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except KeyboardInterrupt:
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return [] # Quit without deletion
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@require_inquirer_py
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def _ask_for_confirmation_tui(message: str, default: bool = True) -> bool:
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"""Ask for confirmation using Inquirer."""
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return inquirer.confirm(message, default=default).execute()
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def _get_tui_choices_from_scan(repos: Iterable[CachedRepoInfo], preselected: List[str]) -> List:
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"""Build a list of choices from the scanned repos.
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Args:
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repos (*Iterable[`CachedRepoInfo`]*):
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List of scanned repos on which we want to delete revisions.
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preselected (*List[`str`]*):
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List of revision hashes that will be preselected.
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Return:
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The list of choices to pass to `inquirer.checkbox`.
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"""
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choices: List[Union[Choice, Separator]] = []
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# First choice is to cancel the deletion. If selected, nothing will be deleted,
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# no matter the other selected items.
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choices.append(
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Choice(
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_CANCEL_DELETION_STR,
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name="None of the following (if selected, nothing will be deleted).",
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enabled=False,
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)
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)
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# Display a separator per repo and a Choice for each revisions of the repo
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for repo in sorted(repos, key=_repo_sorting_order):
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# Repo as separator
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choices.append(
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Separator(
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f"\n{repo.repo_type.capitalize()} {repo.repo_id} ({repo.size_on_disk_str},"
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f" used {repo.last_accessed_str})"
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)
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)
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for revision in sorted(repo.revisions, key=_revision_sorting_order):
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# Revision as choice
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choices.append(
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Choice(
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revision.commit_hash,
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name=(
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f"{revision.commit_hash[:8]}:"
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f" {', '.join(sorted(revision.refs)) or '(detached)'} #"
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f" modified {revision.last_modified_str}"
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),
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enabled=revision.commit_hash in preselected,
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)
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)
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# Return choices
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return choices
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def _manual_review_no_tui(hf_cache_info: HFCacheInfo, preselected: List[str]) -> List[str]:
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"""Ask the user for a manual review of the revisions to delete.
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Used when TUI is disabled. Manual review happens in a separate tmp file that the
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user can manually edit.
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"""
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# 1. Generate temporary file with delete commands.
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fd, tmp_path = mkstemp(suffix=".txt") # suffix to make it easier to find by editors
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os.close(fd)
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lines = []
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for repo in sorted(hf_cache_info.repos, key=_repo_sorting_order):
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lines.append(
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f"\n# {repo.repo_type.capitalize()} {repo.repo_id} ({repo.size_on_disk_str},"
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f" used {repo.last_accessed_str})"
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)
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for revision in sorted(repo.revisions, key=_revision_sorting_order):
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lines.append(
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# Deselect by prepending a '#'
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f"{'' if revision.commit_hash in preselected else '#'} "
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f" {revision.commit_hash} # Refs:"
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# Print `refs` as comment on same line
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f" {', '.join(sorted(revision.refs)) or '(detached)'} # modified"
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# Print `last_modified` as comment on same line
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f" {revision.last_modified_str}"
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)
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with open(tmp_path, "w") as f:
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f.write(_MANUAL_REVIEW_NO_TUI_INSTRUCTIONS)
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f.write("\n".join(lines))
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# 2. Prompt instructions to user.
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instructions = f"""
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TUI is disabled. In order to select which revisions you want to delete, please edit
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the following file using the text editor of your choice. Instructions for manual
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editing are located at the beginning of the file. Edit the file, save it and confirm
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to continue.
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File to edit: {ANSI.bold(tmp_path)}
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"""
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print("\n".join(line.strip() for line in instructions.strip().split("\n")))
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# 3. Wait for user confirmation.
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while True:
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selected_hashes = _read_manual_review_tmp_file(tmp_path)
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if _ask_for_confirmation_no_tui(
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_get_expectations_str(hf_cache_info, selected_hashes) + " Continue ?",
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default=False,
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):
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break
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# 4. Return selected_hashes
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os.remove(tmp_path)
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return selected_hashes
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def _ask_for_confirmation_no_tui(message: str, default: bool = True) -> bool:
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"""Ask for confirmation using pure-python."""
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YES = ("y", "yes", "1")
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NO = ("n", "no", "0")
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DEFAULT = ""
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ALL = YES + NO + (DEFAULT,)
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full_message = message + (" (Y/n) " if default else " (y/N) ")
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while True:
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answer = input(full_message).lower()
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if answer == DEFAULT:
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return default
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if answer in YES:
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return True
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if answer in NO:
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return False
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print(f"Invalid input. Must be one of {ALL}")
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def _get_expectations_str(hf_cache_info: HFCacheInfo, selected_hashes: List[str]) -> str:
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"""Format a string to display to the user how much space would be saved.
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Example:
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```
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>>> _get_expectations_str(hf_cache_info, selected_hashes)
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'7 revisions selected counting for 4.3G.'
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```
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"""
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if _CANCEL_DELETION_STR in selected_hashes:
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return "Nothing will be deleted."
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strategy = hf_cache_info.delete_revisions(*selected_hashes)
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return f"{len(selected_hashes)} revisions selected counting for {strategy.expected_freed_size_str}."
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def _read_manual_review_tmp_file(tmp_path: str) -> List[str]:
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"""Read the manually reviewed instruction file and return a list of revision hash.
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Example:
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```txt
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# This is the tmp file content
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###
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# Commented out line
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123456789 # revision hash
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# Something else
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# a_newer_hash # 2 days ago
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an_older_hash # 3 days ago
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```
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```py
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>>> _read_manual_review_tmp_file(tmp_path)
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['123456789', 'an_older_hash']
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```
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"""
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with open(tmp_path) as f:
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content = f.read()
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# Split lines
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lines = [line.strip() for line in content.split("\n")]
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# Filter commented lines
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selected_lines = [line for line in lines if not line.startswith("#")]
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# Select only before comment
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selected_hashes = [line.split("#")[0].strip() for line in selected_lines]
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# Return revision hashes
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return [hash for hash in selected_hashes if len(hash) > 0]
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_MANUAL_REVIEW_NO_TUI_INSTRUCTIONS = f"""
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# INSTRUCTIONS
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# ------------
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# This is a temporary file created by running `huggingface-cli delete-cache` with the
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# `--disable-tui` option. It contains a set of revisions that can be deleted from your
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# local cache directory.
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#
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# Please manually review the revisions you want to delete:
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# - Revision hashes can be commented out with '#'.
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# - Only non-commented revisions in this file will be deleted.
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# - Revision hashes that are removed from this file are ignored as well.
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# - If `{_CANCEL_DELETION_STR}` line is uncommented, the all cache deletion is cancelled and
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# no changes will be applied.
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#
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# Once you've manually reviewed this file, please confirm deletion in the terminal. This
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# file will be automatically removed once done.
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# ------------
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# KILL SWITCH
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# ------------
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# Un-comment following line to completely cancel the deletion process
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# {_CANCEL_DELETION_STR}
|
||
|
# ------------
|
||
|
|
||
|
# REVISIONS
|
||
|
# ------------
|
||
|
""".strip()
|
||
|
|
||
|
|
||
|
def _repo_sorting_order(repo: CachedRepoInfo) -> Any:
|
||
|
# First split by Dataset/Model, then sort by last accessed (oldest first)
|
||
|
return (repo.repo_type, repo.last_accessed)
|
||
|
|
||
|
|
||
|
def _revision_sorting_order(revision: CachedRevisionInfo) -> Any:
|
||
|
# Sort by last modified (oldest first)
|
||
|
return revision.last_modified
|