g d Z ddlZddlZddlZddlmZ ddlmZ ddlm Z ddl
m Z m Z m
Z
mZmZmZmZ ddlmZmZ dd lmZ dd
lmZ d d lmZ ej e Z ed
Z dgZ ed G d d Z ed G d d Z! ed G d d Z" ed G d d Z# ed G d d Z$d(deee%e f d e$fd Z&d e d e"fd Z'd e(d e%fd!Z)d"Z*d#e+d e%fd$Z,d%e d&e%d dfd'Z-dS ))z4Contains utilities to manage the HF cache directory. N) defaultdict) dataclass)Path)Dict FrozenSetListLiteralOptionalSetUnion)
CacheNotFoundCorruptedCacheException )tabulate) HF_HUB_CACHE )logging)modeldatasetspacez .DS_StoreT)frozenc e Zd ZU dZeed< eed< eed< eed< eed< eed< e defd Z
e defd
Z e defd Z d S )
CachedFileInfoa Frozen data structure holding information about a single cached file.
Args:
file_name (`str`):
Name of the file. Example: `config.json`.
file_path (`Path`):
Path of the file in the `snapshots` directory. The file path is a symlink
referring to a blob in the `blobs` folder.
blob_path (`Path`):
Path of the blob file. This is equivalent to `file_path.resolve()`.
size_on_disk (`int`):
Size of the blob file in bytes.
blob_last_accessed (`float`):
Timestamp of the last time the blob file has been accessed (from any
revision).
blob_last_modified (`float`):
Timestamp of the last time the blob file has been modified/created.
`blob_last_accessed` and `blob_last_modified` reliability can depend on the OS you
are using. See [python documentation](https://docs.python.org/3/library/os.html#os.stat_result)
for more details.
file_name file_path blob_path size_on_diskblob_last_accessedblob_last_modifiedreturnc * t | j S )z
(property) Timestamp of the last time the blob file has been accessed (from any
revision), returned as a human-readable string.
Example: "2 weeks ago".
)_format_timesincer selfs `/var/www/html/ai-engine/env/lib/python3.11/site-packages/huggingface_hub/utils/_cache_manager.pyblob_last_accessed_strz%CachedFileInfo.blob_last_accessed_strM !!8999 c * t | j S )z
(property) Timestamp of the last time the blob file has been modified, returned
as a human-readable string.
Example: "2 weeks ago".
)r" r r# s r% blob_last_modified_strz%CachedFileInfo.blob_last_modified_strW r' r( c * t | j S )zi
(property) Size of the blob file as a human-readable string.
Example: "42.2K".
_format_sizer r# s r% size_on_disk_strz CachedFileInfo.size_on_disk_stra D -...r( N)
__name__
__module__ __qualname____doc__str__annotations__r intfloatpropertyr& r* r. r( r% r r ( s 6 NNNOOOOOO
: : : : X: : : : : X: /# / / / X/ / /r( r c e Zd ZU dZeed< eed< eed< ee ed< ee ed< e
ed< e defd Z e defd
Z
e defd Zd S )
CachedRevisionInfoaN Frozen data structure holding information about a revision.
A revision correspond to a folder in the `snapshots` folder and is populated with
the exact tree structure as the repo on the Hub but contains only symlinks. A
revision can be either referenced by 1 or more `refs` or be "detached" (no refs).
Args:
commit_hash (`str`):
Hash of the revision (unique).
Example: `"9338f7b671827df886678df2bdd7cc7b4f36dffd"`.
snapshot_path (`Path`):
Path to the revision directory in the `snapshots` folder. It contains the
exact tree structure as the repo on the Hub.
files: (`FrozenSet[CachedFileInfo]`):
Set of [`~CachedFileInfo`] describing all files contained in the snapshot.
refs (`FrozenSet[str]`):
Set of `refs` pointing to this revision. If the revision has no `refs`, it
is considered detached.
Example: `{"main", "2.4.0"}` or `{"refs/pr/1"}`.
size_on_disk (`int`):
Sum of the blob file sizes that are symlink-ed by the revision.
last_modified (`float`):
Timestamp of the last time the revision has been created/modified.
`last_accessed` cannot be determined correctly on a single revision as blob files
are shared across revisions.
`size_on_disk` is not necessarily the sum of all file sizes because of possible
duplicated files. Besides, only blobs are taken into account, not the (negligible)
size of folders and symlinks.
commit_hash
snapshot_pathr filesrefs
last_modifiedr c * t | j S )z
(property) Timestamp of the last time the revision has been modified, returned
as a human-readable string.
Example: "2 weeks ago".
r" r@ r# s r% last_modified_strz$CachedRevisionInfo.last_modified_str !!3444r( c * t | j S zn
(property) Sum of the blob file sizes as a human-readable string.
Example: "42.2K".
r, r# s r% r. z#CachedRevisionInfo.size_on_disk_str r/ r( c * t | j S )zC
(property) Total number of files in the revision.
)lenr> r# s r% nb_fileszCachedRevisionInfo.nb_files s
4: r( N)r0 r1 r2 r3 r4 r5 r r6 r r r7 r8 rC r. rI r9 r( r% r; r; k s & &P ^ $$$$
C.
53 5 5 5 X5 /# / / / X/ # X r( r; c e Zd ZU dZeed< eed< eed< eed< eed< e e
ed< e ed< e ed < e d
efd Z
e d
efd Ze d
efd
Ze d
eee
f fd ZdS )CachedRepoInfoad Frozen data structure holding information about a cached repository.
Args:
repo_id (`str`):
Repo id of the repo on the Hub. Example: `"google/fleurs"`.
repo_type (`Literal["dataset", "model", "space"]`):
Type of the cached repo.
repo_path (`Path`):
Local path to the cached repo.
size_on_disk (`int`):
Sum of the blob file sizes in the cached repo.
nb_files (`int`):
Total number of blob files in the cached repo.
revisions (`FrozenSet[CachedRevisionInfo]`):
Set of [`~CachedRevisionInfo`] describing all revisions cached in the repo.
last_accessed (`float`):
Timestamp of the last time a blob file of the repo has been accessed.
last_modified (`float`):
Timestamp of the last time a blob file of the repo has been modified/created.
`size_on_disk` is not necessarily the sum of all revisions sizes because of
duplicated files. Besides, only blobs are taken into account, not the (negligible)
size of folders and symlinks.
`last_accessed` and `last_modified` reliability can depend on the OS you are using.
See [python documentation](https://docs.python.org/3/library/os.html#os.stat_result)
for more details.
repo_id repo_type repo_pathr rI revisions
last_accessedr@ r c * t | j S )z
(property) Last time a blob file of the repo has been accessed, returned as a
human-readable string.
Example: "2 weeks ago".
)r" rP r# s r% last_accessed_strz CachedRepoInfo.last_accessed_str rD r( c * t | j S )z
(property) Last time a blob file of the repo has been modified, returned as a
human-readable string.
Example: "2 weeks ago".
rB r# s r% rC z CachedRepoInfo.last_modified_str rD r( c * t | j S rF r, r# s r% r. z CachedRepoInfo.size_on_disk_str r/ r( c $ d | j D S )zQ
(property) Mapping between `refs` and revision data structures.
c ( i | ]}|j D ]}||S r9 )r? ).0revisionrefs r%
z'CachedRepoInfo.refs.. s) VVV(
VVXVVVVr( )rO r# s r% r? zCachedRepoInfo.refs s
WVdnVVVVr( N)r0 r1 r2 r3 r4 r5 REPO_TYPE_Tr r6 r r; r7 r8 rR rC r. r r? r9 r( r% rK rK s, # #J LLLOOOMMM+,,,,
53 5 5 5 X5 53 5 5 5 X5 /# / / / X/ Wd3 223 W W W XW W Wr( rK c e Zd ZU dZeed< ee ed< ee ed< ee ed< ee ed< ede fd Z
d d
Z d S ) DeleteCacheStrategya Frozen data structure holding the strategy to delete cached revisions.
This object is not meant to be instantiated programmatically but to be returned by
[`~utils.HFCacheInfo.delete_revisions`]. See documentation for usage example.
Args:
expected_freed_size (`float`):
Expected freed size once strategy is executed.
blobs (`FrozenSet[Path]`):
Set of blob file paths to be deleted.
refs (`FrozenSet[Path]`):
Set of reference file paths to be deleted.
repos (`FrozenSet[Path]`):
Set of entire repo paths to be deleted.
snapshots (`FrozenSet[Path]`):
Set of snapshots to be deleted (directory of symlinks).
expected_freed_sizeblobsr? repos snapshotsr c * t | j S )zt
(property) Expected size that will be freed as a human-readable string.
Example: "42.2K".
)r- r^ r# s r% expected_freed_size_strz+DeleteCacheStrategy.expected_freed_size_str( s D 4555r( Nc $ | j D ]}t |d | j D ]}t |d | j D ]}t |d | j D ]}t |d t
d| j d dS ) a Execute the defined strategy.
If this method is interrupted, the cache might get corrupted. Deletion order is
implemented so that references and symlinks are deleted before the actual blob
files.
This method is irreversible. If executed, cached files are erased and must be
downloaded again.
repo) path_typesnapshotrY blobzCache deletion done. Saved .N)r` _try_delete_pathra r? r_ loggerinforc )r$ paths r% executezDeleteCacheStrategy.execute1 s . J 5 5D TV 4 4 4 4 4 N 9 9D TZ 8 8 8 8 8 I 4 4D TU 3 3 3 3 3 J 5 5D TV 4 4 4 4 4 Q$2NQQQRRRRRr( )r N) r0 r1 r2 r3 r6 r5 r r r8 r4 rc rn r9 r( r% r] r] s $ T?
D/ T?
6 6 6 6 X6&S &S &S &S &S &Sr( r] c e Zd ZU dZeed< ee ed< ee ed< e
de fd Z de de
fdZd d
d ede fd Zd
S ) HFCacheInfoa Frozen data structure holding information about the entire cache-system.
This data structure is returned by [`scan_cache_dir`] and is immutable.
Args:
size_on_disk (`int`):
Sum of all valid repo sizes in the cache-system.
repos (`FrozenSet[CachedRepoInfo]`):
Set of [`~CachedRepoInfo`] describing all valid cached repos found on the
cache-system while scanning.
warnings (`List[CorruptedCacheException]`):
List of [`~CorruptedCacheException`] that occurred while scanning the cache.
Those exceptions are captured so that the scan can continue. Corrupted repos
are skipped from the scan.
Here `size_on_disk` is equal to the sum of all repo sizes (only blobs). However if
some cached repos are corrupted, their sizes are not taken into account.
r r` warningsr c * t | j S )z
(property) Sum of all valid repo sizes in the cache-system as a human-readable
string.
Example: "42.2K".
r, r# s r% r. z HFCacheInfo.size_on_disk_strw s D -...r( rO c t | }t t }| j D ]J}|j D ]@}|j |v r5|| | | |j AKt | dk r0t dd
| t }t }t }t } d}
| D ]\ } } | j | z
}
t |
dk r%| | j |
| j
z
}
G| D ]}| |j |j D ]"}| | j dz |z #|j D ]Z}|j |vrOd}|
D ]$}|j D ]}|j |j k rd} n|s n%|r$| |j |
|j
z
}
[t% t' | t' | t' | t' | |
S )a Prepare the strategy to delete one or more revisions cached locally.
Input revisions can be any revision hash. If a revision hash is not found in the
local cache, a warning is thrown but no error is raised. Revisions can be from
different cached repos since hashes are unique across repos,
Examples:
```py
>>> from huggingface_hub import scan_cache_dir
>>> cache_info = scan_cache_dir()
>>> delete_strategy = cache_info.delete_revisions(
... "81fd1d6e7847c99f5862c9fb81387956d99ec7aa"
... )
>>> print(f"Will free {delete_strategy.expected_freed_size_str}.")
Will free 7.9K.
>>> delete_strategy.execute()
Cache deletion done. Saved 7.9K.
```
```py
>>> from huggingface_hub import scan_cache_dir
>>> scan_cache_dir().delete_revisions(
... "81fd1d6e7847c99f5862c9fb81387956d99ec7aa",
... "e2983b237dccf3ab4937c97fa717319a9ca1a96d",
... "6c0e6080953db56375760c0471a8c5f2929baf11",
... ).execute()
Cache deletion done. Saved 8.6G.
```
`delete_revisions` returns a [`~utils.DeleteCacheStrategy`] object that needs to
be executed. The [`~utils.DeleteCacheStrategy`] is not meant to be modified but
allows having a dry run before actually executing the deletion.
r z,Revision(s) not found - cannot delete them: , r? TF)r_ r? r` ra r^ )setr r` rO r< addremoverH rk warningjoinitemsrN r r= r? r> r r] frozenset)r$ rO hashes_to_deleterepos_with_revisionsre rX delete_strategy_blobsdelete_strategy_refsdelete_strategy_reposdelete_strategy_snapshots#delete_strategy_expected_freed_size
affected_reporevisions_to_deleteother_revisionsrevision_to_deleterY file
is_file_alonerev_files r% delete_revisionsz HFCacheInfo.delete_revisions s L &)^^NYZ]N^N^ J B BD N
B
B'+;;;(.228<<<$++H,@AAA
B
1 $ $ NNg$))TdJeJegg h h h+.55 *-%% +.55 /2uu!./+2F2L2L2N2N # U # U .M. + 58K KO ?##q((%))-*ABBB3}7QQ3 ':
U
U")--.@.NOOO .2 U UC(,,]-Dv-MPS-STTTT / 4 U UD~-BBB(,
(7 & &H,4N * *#'>X5G#G#G49M$)E $H $1 & % & ) U 1 5 5dn E E E ?4CT T ? U
U4 # 122/00 122 9:: C
r( r ) verbosityr c |dk r2t d t | j d D g d S t d t | j d D g d S )
a}
Generate a table from the [`HFCacheInfo`] object.
Pass `verbosity=0` to get a table with a single row per repo, with columns
"repo_id", "repo_type", "size_on_disk", "nb_files", "last_accessed", "last_modified", "refs", "local_path".
Pass `verbosity=1` to get a table with a row per repo and revision (thus multiple rows can appear for a single repo), with columns
"repo_id", "repo_type", "revision", "size_on_disk", "nb_files", "last_modified", "refs", "local_path".
Example:
```py
>>> from huggingface_hub.utils import scan_cache_dir
>>> hf_cache_info = scan_cache_dir()
HFCacheInfo(...)
>>> print(hf_cache_info.export_as_table())
REPO ID REPO TYPE SIZE ON DISK NB FILES LAST_ACCESSED LAST_MODIFIED REFS LOCAL PATH
--------------------------------------------------- --------- ------------ -------- ------------- ------------- ---- --------------------------------------------------------------------------------------------------
roberta-base model 2.7M 5 1 day ago 1 week ago main ~/.cache/huggingface/hub/models--roberta-base
suno/bark model 8.8K 1 1 week ago 1 week ago main ~/.cache/huggingface/hub/models--suno--bark
t5-base model 893.8M 4 4 days ago 7 months ago main ~/.cache/huggingface/hub/models--t5-base
t5-large model 3.0G 4 5 weeks ago 5 months ago main ~/.cache/huggingface/hub/models--t5-large
>>> print(hf_cache_info.export_as_table(verbosity=1))
REPO ID REPO TYPE REVISION SIZE ON DISK NB FILES LAST_MODIFIED REFS LOCAL PATH
--------------------------------------------------- --------- ---------------------------------------- ------------ -------- ------------- ---- -----------------------------------------------------------------------------------------------------------------------------------------------------
roberta-base model e2da8e2f811d1448a5b465c236feacd80ffbac7b 2.7M 5 1 week ago main ~/.cache/huggingface/hub/models--roberta-base/snapshots/e2da8e2f811d1448a5b465c236feacd80ffbac7b
suno/bark model 70a8a7d34168586dc5d028fa9666aceade177992 8.8K 1 1 week ago main ~/.cache/huggingface/hub/models--suno--bark/snapshots/70a8a7d34168586dc5d028fa9666aceade177992
t5-base model a9723ea7f1b39c1eae772870f3b547bf6ef7e6c1 893.8M 4 7 months ago main ~/.cache/huggingface/hub/models--t5-base/snapshots/a9723ea7f1b39c1eae772870f3b547bf6ef7e6c1
t5-large model 150ebc2c4b72291e770f58e6057481c8d2ed331a 3.0G 4 5 months ago main ~/.cache/huggingface/hub/models--t5-large/snapshots/150ebc2c4b72291e770f58e6057481c8d2ed331a
```
Args:
verbosity (`int`, *optional*):
The verbosity level. Defaults to 0.
Returns:
`str`: The table as a string.
r c
g | ]t}|j |j d |j |j |j |j d t |j t |j guS ){:>12}rt ) rL rM formatr. rI rR rC ry sortedr? r4 rN rW re s r%
z/HFCacheInfo.export_as_table.. s (=>>
. . &"3"344DN++ r( c | j S NrN re s r% z-HFCacheInfo.export_as_table.. DN r( key)REPO ID REPO TYPE SIZE ON DISKNB FILES
LAST_ACCESSED
LAST_MODIFIEDREFS
LOCAL PATH)rowsheadersc & g | ]}t |j d D ]t}|j |j |j d |j |j |j d t |j
t |j guS )c | j S r )r< )rX s r% r z8HFCacheInfo.export_as_table...8 s
PXPd r( r r rt )
r rO rL rM r< r r. rI rC ry r? r4 r= )rW re rX s r% r z/HFCacheInfo.export_as_table.., s
$*4>?d?d$e$e$e
! , (ABB ) 2 & "7"788H 233
r( c | j S r r r s r% r z-HFCacheInfo.export_as_table..7 r r( )r r REVISIONr r r r r )r r r` )r$ r s r% export_as_tablezHFCacheInfo.export_as_table s P >> !'tz7R7R S S S
4
!'tz7R7R S S S
r( N)r0 r1 r2 r3 r6 r5 r rK r r r8 r4 r. r] r r r9 r( r% rp rp Z s . ^ $$$$*++++
/# / / / X/e
3 e
3F e
e
e
e
N 34 \ \ \C \ \ \ \ \ \ \r( rp cache_dirr c | t } t | } | st d| d| | rt d| d t }g }| D ]]}|j
dk r | t | 2# t $ r }| | Y d}~Vd}~ww xY wt t! | t# d |D | S ) at Scan the entire HF cache-system and return a [`~HFCacheInfo`] structure.
Use `scan_cache_dir` in order to programmatically scan your cache-system. The cache
will be scanned repo by repo. If a repo is corrupted, a [`~CorruptedCacheException`]
will be thrown internally but captured and returned in the [`~HFCacheInfo`]
structure. Only valid repos get a proper report.
```py
>>> from huggingface_hub import scan_cache_dir
>>> hf_cache_info = scan_cache_dir()
HFCacheInfo(
size_on_disk=3398085269,
repos=frozenset({
CachedRepoInfo(
repo_id='t5-small',
repo_type='model',
repo_path=PosixPath(...),
size_on_disk=970726914,
nb_files=11,
revisions=frozenset({
CachedRevisionInfo(
commit_hash='d78aea13fa7ecd06c29e3e46195d6341255065d5',
size_on_disk=970726339,
snapshot_path=PosixPath(...),
files=frozenset({
CachedFileInfo(
file_name='config.json',
size_on_disk=1197
file_path=PosixPath(...),
blob_path=PosixPath(...),
),
CachedFileInfo(...),
...
}),
),
CachedRevisionInfo(...),
...
}),
),
CachedRepoInfo(...),
...
}),
warnings=[
CorruptedCacheException("Snapshots dir doesn't exist in cached repo: ..."),
CorruptedCacheException(...),
...
],
)
```
You can also print a detailed report directly from the `huggingface-cli` using:
```text
> huggingface-cli scan-cache
REPO ID REPO TYPE SIZE ON DISK NB FILES REFS LOCAL PATH
--------------------------- --------- ------------ -------- ------------------- -------------------------------------------------------------------------
glue dataset 116.3K 15 1.17.0, main, 2.4.0 /Users/lucain/.cache/huggingface/hub/datasets--glue
google/fleurs dataset 64.9M 6 main, refs/pr/1 /Users/lucain/.cache/huggingface/hub/datasets--google--fleurs
Jean-Baptiste/camembert-ner model 441.0M 7 main /Users/lucain/.cache/huggingface/hub/models--Jean-Baptiste--camembert-ner
bert-base-cased model 1.9G 13 main /Users/lucain/.cache/huggingface/hub/models--bert-base-cased
t5-base model 10.1K 3 main /Users/lucain/.cache/huggingface/hub/models--t5-base
t5-small model 970.7M 11 refs/pr/1, main /Users/lucain/.cache/huggingface/hub/models--t5-small
Done in 0.0s. Scanned 6 repo(s) for a total of 3.4G.
Got 1 warning(s) while scanning. Use -vvv to print details.
```
Args:
cache_dir (`str` or `Path`, `optional`):
Cache directory to cache. Defaults to the default HF cache directory.
Raises:
`CacheNotFound`
If the cache directory does not exist.
[`ValueError`](https://docs.python.org/3/library/exceptions.html#ValueError)
If the cache directory is a file, instead of a directory.
Returns: a [`~HFCacheInfo`] object.
NzCache directory not found: zM. Please use `cache_dir` argument or set `HF_HUB_CACHE` environment variable.)r z1Scan cache expects a directory but found a file: z.locksc 3 $ K | ] }|j V d S r )r r s r% z!scan_cache_dir.. s% ==t*======r( )r` r rq )r r
expanduserresolveexistsr
is_file
ValueErrorru iterdirnamerv _scan_cached_repor appendrp r{ sum)r r` rq rN es r% scan_cache_dirr G s l Y**,,4466I
C)
C
C
C
Y
Y
Y
Y
"%E.0H &&(( >X % % II' 22 3 3 3 3& OOA ==u===== s "C##
D -DD rN c B
| st d| d| j vrt d| | j dd \ }}|dd }| dd }|d vrt d
| d | d i | d
z }| dz }| r| st d| t
t }| r| rt d| | d D ]}| rt | | }| 5 }|
} ddd n # 1 swxY w Y || | t }
| D ]} | j t v r| rt d| t } | d D ]}
|
rt# |
}| st d| |vr| |< | t) |
j |
| j || j | j t1 | dk r t3 fd| D }n| j }|
t5 | j t7 | t7 | | j t t; fdt d | D D | | t1 | dk r#t dt= | d| d t1 dk rWt3 d D }t3 d D }n"| }|j }|j }tA t1 || |t7 |
t; d D || S ) zScan a single cache repo and return information about it.
Any unexpected behavior will raise a [`~CorruptedCacheException`].
z Repo path is not a directory: z--z6Repo path is not a valid HuggingFace cache directory: r )maxsplitN/> r r r z8Repo type must be `dataset`, `model` or `space`, found `z` (z).ra r? z,Snapshots dir doesn't exist in cached repo: z!Refs directory cannot be a file: z**/*z*Snapshots folder corrupted. Found a file: z Blob missing (broken symlink): )r r r r r r r c 3 < K | ]}|j j V d S r )r st_mtime)rW r
blob_statss r% r z$_scan_cached_repo.. s. (f(fQUDN)C)L(f(f(f(f(f(fr( c 3 2 K | ]}| j V d S r st_size)rW r r s r% r z$_scan_cached_repo.. s< ! !6?Jy)1! ! ! ! ! !r( c 3 $ K | ] }|j V d S r )r )rW r s r% r z$_scan_cached_repo.. s% FoFoZ^t~FoFoFoFoFoFor( )r< r> r? r r= r@ z-Reference(s) refer to missing commit hashes: z (c 3 $ K | ] }|j V d S r )st_atimerW stats r% r z$_scan_cached_repo..0 $ O O4 O O O O O Or( c 3 $ K | ] }|j V d S r )r r s r% r z$_scan_cached_repo..1 r r( c 3 $ K | ] }|j V d S r r r s r% r z$_scan_cached_repo..> s$ FF$ FFFFFFr( )rI rL rN rM rO r rP r@ )!is_dirr r splitreplacer r ru r globr4 relative_toopenreadrv r FILES_TO_IGNOREr r r r r r r rH maxr; r{ popr dictvaluesrK )rN rM rL snapshots_path refs_path refs_by_hashref_pathref_namefr< cached_revisions
revision_path cached_filesr r revision_last_modifiedrepo_last_accessedrepo_last_modified
repo_statsr s @r% r r s
T%&Ry&R&RSSS 9>!!%&j_h&j&jkkk" --dQ-??Iw#2#IoodC((G555% by b bU^ b b b
.0J ,NF"I " " g.*?*?*A*A g%&eUc&e&efff
)4C(8(8L 4 [)*Yi*Y*YZZ Z!v.. 4 4H
8// ::;;H
'A ffhh
'
'
'
'
'
'
'
'
'
'
'
'
'
'
'
% ) )( 3 3 3 3 14'//11 1
1
0 0 " " h)*fWd*f*fgg guu &++F33 I !!
Y//11I ##%%
]-.[PY.[.[\\\
**(1(8(8
9% 'n '!+I!6!> ''1)'<'E'1)'<'E
| q %((f(f(f(fYe(f(f(f%f%f " "%2%7%7%9%9%B " ) . -- | / /
0BCEE J JKK ! ! ! !CFFoFobnFoFoFoCoCo! ! ! , 4
<1 % _D > IdOOOOO M$ _ _ _N)NNtNNNY]^^^^^^ b b bQ)QQ$QQQ\`aaaaaabs (A" A" "-C,CCr ).r3 r r r collectionsr dataclassesr pathlibr typingr r r r r
r r huggingface_hub.errorsr
r commands._cli_utilsr constantsr r r
get_loggerr0 rk r[ r r r; rK r] rp r4 r r r6 r- r r7 r" rj r9 r( r% r sw ; :
# # # # # # ! ! ! ! ! ! G G G G G G G G G G G G G G G G G G I I I I I I I I * * * * * * $ $ $ $ $ $
H % %12 - $?/ ?/ ?/ ?/ ?/ ?/ ?/ ?/D $I I I I I I I I X $RW RW RW RW RW RW RW RWj $HS HS HS HS HS HS HS HSV $i i i i i i i iXs shuS$Y'7 8 sK s s s slD D. D D D DN
c
c
<%