T^(h$dZddlZddlZddlZddlZddlZddlZddlmZddl m Z ddl m Z m Z ddlmZddlmZddlZddlZddlmZmZmZmZmZmZmZmZmZmZmZmZdd l m!Z!m"Z"dd l#m$Z$m%Z%m&Z&m'Z'm(Z(m)Z)m*Z*m+Z+m,Z,m-Z-m.Z.dd l/m0Z0d d l1m2Z2m3Z3d dl4m5Z5d dl6m7Z7m8Z8m9Z9m:Z:m;Z;mZ?ej0jZAdZBejdejjejdddZFejZGejdejZIejdeIZJejdeJZKejdejjejdZMdZNejZPdD],ZQejeQejdeQdeS.dZTdZUejjd d!je7vZYeYrd"nd#ZZeZZ[ejjd$d/ejd%eSejjd$dZ[ejjd&e[Z[e[d'zZ\e[d(zZ] dYd)e^d*e^d+e e^e dfd,e e^fd-Z_d.Z`d/ZadZd0e ebe^dfd1e^fd2Zcd3e e^d4e e^d1e e^fd5Zdd)e e^ejfd6e^d1e e^fd7Zf d[d)e e^ejfd9ege^d+e e e^ejfd:ehd;e ehdehd?e^d@e e^d0e e e^ebe^e^ffdAehdBehdCehdDe e^d1e e^f"dEZidFZjdZdGZk d\d8dddHdIe e^ejfd6e^d,e e^dehd+e e^e dfd@e e^fdJZlGdKdLZmdMdNdOZndPe eoe^ffdQZp d]dRZq d^dSe^dTe ege^d=e e^dUehfdVZrGdWdXZsy)_z? Hub utilities: utilities related to download and cache models N)futures)Path)OptionalUnion)urlparse)uuid4) _CACHED_NO_EXISTCommitOperationAdd ModelCard ModelCardData constants create_branch create_commit create_repohf_hub_download hf_hub_urlsnapshot_downloadtry_to_load_from_cache)REGEX_COMMIT_HASHhttp_get) EntryNotFoundErrorGatedRepoErrorHfHubHTTPErrorLocalEntryNotFoundErrorOfflineModeIsEnabledRepositoryNotFoundErrorRevisionNotFoundErrorbuild_hf_headers get_sessionhf_raise_for_statussend_telemetry) HTTPError) __version__logging)working_or_temp_dir)ENV_VARS_TRUE_VALUES _tf_version_torch_versionis_tf_availableis_torch_availableis_training_run_on_sagemakerctSN)_is_offline_modeT/var/www/skyplay_api_hub/venv/lib/python3.12/site-packages/transformers/utils/hub.pyis_offline_moder3Os r1 TORCH_HOMEXDG_CACHE_HOMEz~/.cachetorchPYTORCH_PRETRAINED_BERT_CACHEPYTORCH_TRANSFORMERS_CACHETRANSFORMERS_CACHEHF_MODULES_CACHEmodulestransformers_modules)r7r8r9zUsing `zQ` is deprecated and will be removed in v5 of Transformers. 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HF_ENDPOINTz)/{model_id}/resolve/{revision}/{filename}z/api/telemetry/examplespath_or_repo_id full_filename cache_dirrevisionc<t||||}| |tk7r|Sy)N)rCrD)rr )rArBrCrD resolved_files r2_get_cache_file_to_returnrGs-+?MU^iqrM ]6F%F r1c4t|}|jdvS)N)httphttps)rscheme)url_or_filenameparseds r2 is_remote_urlrNs o &F ==- --r1c \ tjtjdj }|d}|dj dd}t jtjdd}d|vrdnd }d tjvr'tjd j dd nd}tjd dtjd dtjddtjdd||||d}|S#t $rd}d}YwxYw)NECS_CONTAINER_METADATA_URIImage:r#SM_FRAMEWORK_PARAMSz{}*sagemaker_distributed_dataparallel_enabledTFTRAINING_JOB_ARNSM_FRAMEWORK_MODULE AWS_REGION SM_NUM_GPUSr SM_NUM_CPUS) sm_framework sm_region sm_number_gpu sm_number_cpusm_distributed_trainingsm_deep_learning_containersm_deep_learning_container_tag sm_account_id) requestsgetosenvironjsonsplit Exceptionloadsgetenv) instance_datadlc_container_useddlc_tagsagemaker_paramsruns_distributed_training account_idsagemaker_objects r2define_sagemaker_informationrss RZZ0L%MNSSU *73(..s3A6 zz")),A4"HI(TXh(hns@RVXV`V`@`-.44S9!YY|T2=!4=!4#<&8*1#  % !sAD D+*D+ user_agentreturncdtdtjjddt}t r |dt z }tr |dtz }tjr|dzStr4|ddjd tjDzz }tj j#d d j%t&vr|d z }t)|t*r.|ddjd |jDzz }|St)|t,r|d|zz }|S)zF Formats a user-agent string with basic info about a request. z transformers/z ; python/rz ; session_id/z; torch/z ; tensorflow/z; telemetry/offz; c30K|]\}}|d|yw/Nr0.0kvs r2 z"http_user_agent..s]da!AaSz]TRANSFORMERS_IS_CIz ; is_ci/truec30K|]\}}|d|ywrxr0rzs r2r~z"http_user_agent..sIda!AaSzIr)r$sysversionrh SESSION_IDr+r)r*r(r HF_HUB_DISABLE_TELEMETRYr,joinrsitemsrerfrdupperr' isinstancedictstr)rtuas r2http_user_agentrs*  Ys{{/@/@/B1/E.FmT^S_ `B ()) k]++))%%%#% dTYY]6R6T6Z6Z6\]]]] zz~~*B/557;OO n*d# dTYYIj6F6F6HIIII I J $ dZ Ir1rF commit_hashc|||Stt|j}tjd|}|y|j d}t j|r|SdS)zP Extracts the commit hash from a resolved filename toward a cache file. Nzsnapshots/([^/]+)/r)rras_posixresearchgroupsrmatch)rFrrs r2extract_commit_hashrsn 7]+4467M YY,m ;HDHr1filenamec :td||gd|}||d}|S|}|S)a Tries to locate a file in a local folder and repo, downloads and cache it if necessary. Args: path_or_repo_id (`str` or `os.PathLike`): This can be either: - a string, the *model id* of a model repo on huggingface.co. - a path to a *directory* potentially containing the file. filename (`str`): The name of the file to locate in `path_or_repo`. cache_dir (`str` or `os.PathLike`, *optional*): Path to a directory in which a downloaded pretrained model configuration should be cached if the standard cache should not be used. force_download (`bool`, *optional*, defaults to `False`): Whether or not to force to (re-)download the configuration files and override the cached versions if they exist. resume_download: Deprecated and ignored. All downloads are now resumed by default when possible. Will be removed in v5 of Transformers. proxies (`Dict[str, str]`, *optional*): A dictionary of proxy servers to use by protocol or endpoint, e.g., `{'http': 'foo.bar:3128', 'http://hostname': 'foo.bar:4012'}.` The proxies are used on each request. token (`str` or *bool*, *optional*): The token to use as HTTP bearer authorization for remote files. If `True`, will use the token generated when running `huggingface-cli login` (stored in `~/.huggingface`). revision (`str`, *optional*, defaults to `"main"`): The specific model version to use. It can be a branch name, a tag name, or a commit id, since we use a git-based system for storing models and other artifacts on huggingface.co, so `revision` can be any identifier allowed by git. local_files_only (`bool`, *optional*, defaults to `False`): If `True`, will only try to load the tokenizer configuration from local files. subfolder (`str`, *optional*, defaults to `""`): In case the relevant files are located inside a subfolder of the model repo on huggingface.co, you can specify the folder name here. repo_type (`str`, *optional*): Specify the repo type (useful when downloading from a space for instance). Passing `token=True` is required when you want to use a private model. Returns: `Optional[str]`: Returns the resolved file (to the cache folder if downloaded from a repo). Examples: ```python # Download a model weight from the Hub and cache it. model_weights_file = cached_file("google-bert/bert-base-uncased", "pytorch_model.bin") ``` )rA filenamesrr0) cached_files)rArkwargsfiles r2 cached_filers;t  XH: XQW XD&47D K-1D Kr1Frforce_downloadresume_downloadproxiestokenlocal_files_only subfolder repo_type _raise_exceptions_for_gated_repo%_raise_exceptions_for_missing_entries'_raise_exceptions_for_connection_errors _commit_hashc D |jdd}|)tjdt| t d|}t r|st jdd}| d} |Dcgc]"}tjj| |$}}t|}g}|D]}tjj|s#tjj||}tjj|sD| r@|tjj| dk7r|d n|}t|d |d |d |d y|j|t!|t!|k(r|S|t"}t%|t&r t|}g}d}|T|sR|D]M}t)||||| }||t*ur|dz }|j|5| s|dz }=td|d|d|t!|k(rt!|dkDr|SdSt-| } t!|dk(r+t/||dt!| dk(rdn| | ||| ||||| nt1||| ||| ||||| |Dcgc]}t;||||}}tGd |Dr| rtI||Dcgc] \}}| | }}}t!|dk(r'|dtjj| dk(ry|d n|}t!|dk(rd!|dnd"g|}tK|d#|d |d |d$|Dcgc]}|| }}t!|dk(rd}|S|}|Scc}w#t2$r-}t%|t4rt%|t6st|d|t%|t8rt|d|d||Dcgc]}t;||||ncc}w}}t=d|Dr|cYd}~St%|t6r"| sYd}~ytd|dt||t%|t>r|sYd}~y| rLtdt@d|t%|tBr(t%|tDs|sYd}~ytd|d|Yd}~d}~wwxYwcc}wcc}}wcc}w)%ah Tries to locate several files in a local folder and repo, downloads and cache them if necessary. Args: path_or_repo_id (`str` or `os.PathLike`): This can be either: - a string, the *model id* of a model repo on huggingface.co. - a path to a *directory* potentially containing the file. filenames (`List[str]`): The name of all the files to locate in `path_or_repo`. cache_dir (`str` or `os.PathLike`, *optional*): Path to a directory in which a downloaded pretrained model configuration should be cached if the standard cache should not be used. force_download (`bool`, *optional*, defaults to `False`): Whether or not to force to (re-)download the configuration files and override the cached versions if they exist. resume_download: Deprecated and ignored. All downloads are now resumed by default when possible. Will be removed in v5 of Transformers. proxies (`Dict[str, str]`, *optional*): A dictionary of proxy servers to use by protocol or endpoint, e.g., `{'http': 'foo.bar:3128', 'http://hostname': 'foo.bar:4012'}.` The proxies are used on each request. token (`str` or *bool*, *optional*): The token to use as HTTP bearer authorization for remote files. If `True`, will use the token generated when running `huggingface-cli login` (stored in `~/.huggingface`). revision (`str`, *optional*, defaults to `"main"`): The specific model version to use. It can be a branch name, a tag name, or a commit id, since we use a git-based system for storing models and other artifacts on huggingface.co, so `revision` can be any identifier allowed by git. local_files_only (`bool`, *optional*, defaults to `False`): If `True`, will only try to load the tokenizer configuration from local files. subfolder (`str`, *optional*, defaults to `""`): In case the relevant files are located inside a subfolder of the model repo on huggingface.co, you can specify the folder name here. repo_type (`str`, *optional*): Specify the repo type (useful when downloading from a space for instance). Private args: _raise_exceptions_for_gated_repo (`bool`): if False, do not raise an exception for gated repo error but return None. _raise_exceptions_for_missing_entries (`bool`): if False, do not raise an exception for missing entries but return None. _raise_exceptions_for_connection_errors (`bool`): if False, do not raise an exception for connection errors but return None. _commit_hash (`str`, *optional*): passed when we are chaining several calls to various files (e.g. when loading a tokenizer or a pipeline). If files are cached for this commit hash, avoid calls to head and get from the cache. Passing `token=True` is required when you want to use a private model. Returns: `Optional[str]`: Returns the resolved file (to the cache folder if downloaded from a repo). Examples: ```python # Download a model weight from the Hub and cache it. model_weights_file = cached_file("google-bert/bert-base-uncased", "pytorch_model.bin") ``` use_auth_tokenNrThe `use_auth_token` argument is deprecated and will be removed in v5 of Transformers. Please use `token` instead.V`token` and `use_auth_token` are both specified. Please set only the argument `token`.z+Offline mode: forcing local_files_only=TrueTrz config.jsonmainz& does not appear to have a file named z#. Checkout 'https://huggingface.co/z/tree/z' for available files.r)rCrDrr#zCould not locate z inside .) rrrDrCrtrrrrr) allow_patternsrrDrCrtrrrrra is not a local folder and is not a valid model identifier listed on 'https://huggingface.co/models' If this is a private repository, make sure to pass a token having permission to this repo either by logging in with `huggingface-cli login` or by passing `token=` is not a valid git identifier (branch name, tag name or commit id) that exists for this model name. 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A    uv v!1 AB AJJbggll9d3JNJ/*ON" 1 77== )GGLL(CM77>>-08XV_anIo=o*2*:I!*++QRZQ[\33B2C6)Tjl   ! !- 0 1 >c.11& )T" N NL& \H2YajM( (88 A%L"))-8> A%L!$5hZxGXXY"Z[[ \s>**!$^!4q!8~BdB ,JPp ~ ! # ! "%i.A"5$9#!#%- /!1  -#!#%- /!1 BcqV^!/8YQN 3N 338]>A.R`>av(:(emeu8vv ~ ! #(:bggll9Vc>d(d&.FH 474HA4MmOA./ 0UabudsbuavSw 8=`ap`qqwyBxCC# #  (6Jt9IdJNJ 0A5TN  Passing `token=True` is required when you want to use a private model. Returns: `Optional[str]`: Returns the resolved file (to the cache folder if downloaded from a repo) or `None` if the file does not exist. Examples: ```python # Download a tokenizer configuration from huggingface.co and cache. tokenizer_config = get_file_from_repo("google-bert/bert-base-uncased", "tokenizer_config.json") # This model does not have a tokenizer config so the result will be None. tokenizer_config = get_file_from_repo("FacebookAI/xlm-roberta-base", "tokenizer_config.json") ``` zb`get_file_from_repo` is deprecated and will be removed in version 4.51. Use `cached_file` instead.F)rrr)rwarningr)argsrs r2get_file_from_repors9v NNl  )..305     r1ctjd|dttj\}}t j |d5}t|||ddd|S#1swY|SxYw)aw Downloads a given url in a temporary file. This function is not safe to use in multiple processes. Its only use is for deprecated behavior allowing to download config/models with a single url instead of using the Hub. Args: url (`str`): The url of the file to download. proxies (`Dict[str, str]`, *optional*): A dictionary of proxy servers to use by protocol or endpoint, e.g., `{'http': 'foo.bar:3128', 'http://hostname': 'foo.bar:4012'}.` The proxies are used on each request. Returns: `str`: The location of the temporary file where the url was downloaded. z5Using `from_pretrained` with the url of a file (here aY) is deprecated and won't be possible anymore in v5 of Transformers. You should host your file on the Hub (hf.co) instead and use the repository ID. Note that this is not compatible with the caching system (your file will be downloaded at each execution) or multiple processes (each process will download the file in a different temporary file).wb)rN)rrrtempfilemkstemprefdopenr)urlrtmp_fdtmp_filefs r2 download_urlrZst MM ?uEc c   '')FH 64 *Aa)* O* Os A%%A/)rrCr path_or_repoc |jdd} | )tjdt| t d| }t j j|r=t j jt j j||St|||||} t| t} |r| S tjt||||t!|t#d|d } t3| y #t$j&j(t$j&j*f$rt$j&j,t$j&j.t0f$r| cYSwxYw#t4$r,} t6j9| t;|d |d | d} ~ wt<$r)} t6j9| t;|d| d} ~ wt>$r,} t6j9| t;|d|d| d} ~ wt@$rYyt$jB$r| cYSwxYw)a Checks if a repo contains a given file without downloading it. Works for remote repos and local folders. If offline mode is enabled, checks if the file exists in the cache. This function will raise an error if the repository `path_or_repo` is not valid or if `revision` does not exist for this repo, but will return False for regular connection errors. rNrr)repo_idrrDrrC)rrDr)rrtF )headersallow_redirectsrtimeoutTzN is a gated repository. Make sure to request access at https://huggingface.co/z and pass a token having permission to this repo either by logging in with `huggingface-cli login` or by passing `token=`.zE is not a local folder or a valid repository name on 'https://hf.co'.rr)"rrrrrrerrrrrrrrheadrrrrc exceptionsSSLError ProxyErrorConnectionErrorTimeoutrr rrerrorrrrrr")rrrDrrrrCrrr cached_pathhas_file_in_cacheresponsers r2has_filerus?0'**+;TBN!  A    uv v ww}}\"ww~~bggll<BCC ) K#;4  !=%% |hU^ _$5_=NO! & "!H%    ( ((*=*=*H*H I ++## ! ! !  Qn&&2^4Z Z    #u Q&klmstt  QjKKW.Xr t      !  !sO?>D > F A5FF H='F55 H=$G%% H=1'H H=&H=<H=ceZdZdZ ddedeedeeeefdeedeedef d Zd eee jffd Z dd eee jfded e ee fd eedeeeefdedeedeefdZ ddedeed eedeedeeeefdeeeefdededeedeedeeedefdZy)PushToHubMixinzW A Mixin containing the functionality to push a model or tokenizer to the hub. Nrprivaterrepo_url organizationruc@|;tjd| td|jtdd}|Etjd|j |sd|vr|j dd}|d|}t|||d}|jS) z Create the repo if needed, cleans up repo_id with deprecated kwargs `repo_url` and `organization`, retrieves the token. zgThe `repo_url` argument is deprecated and will be removed in v5 of Transformers. Use `repo_id` instead.zT`repo_id` and `repo_url` are both specified. Please set only the argument `repo_id`.ryrzThe `organization` argument is deprecated and will be removed in v5 of Transformers. Set your organization directly in the `repo_id` passed instead (`repo_id={organization}/{model_id}`).T)rrrexist_ok) rrrreplacer? startswithrhrr)selfrrrrrrs r2 _create_repozPushToHubMixin._create_repos   MM " j&&*I)J!'LbQG  # MMo %%l3'>%mmC04G)N!G95'RVW{{r1 working_dirc tj|Dcic]@}|tjjtjj ||Bc}Scc}w)zS Returns the list of files with their last modification timestamp. )relistdirrgetmtimer)rrrs r2_get_files_timestampsz$PushToHubMixin._get_files_timestampssGLN::VaKbca277##BGGLLa$@AAcccsAA files_timestampscommit_message create_prrDcommit_descriptionc |d|jjvrd}nd|jjvrd}njd|jjvrd}nOd|jjvrd }n4d |jjvrd }nd |jj}tj|D cgc]K} | |vsCtjj tjj || || kDr| M} } | D cgc]~} tjjtjj || s=tjjtjj || r| } } g} | D] } tjjtjj || rtjtjj || D][} | jttjj || | tjj | |  ]| jttjj || | |!|jds t|||dt j#d|ddj | t%|| |||||Scc} wcc} w#t$r'} | jjdk(r|rnYd} ~ qd} ~ wwxYw)zh Uploads all modified files in `working_dir` to `repo_id`, based on `files_timestamps`. NModelz Upload modelConfigz Upload config TokenizerzUpload tokenizerFeatureExtractorzUpload feature extractor ProcessorzUpload processorzUpload )path_or_fileobj path_in_repozrefs/prT)rbranchrriz!Uploading the following files to z: ,)r operationsrrrrrD) __class____name__rerrrrrrrr rrrr status_coderrr)rrrrrrrrDrrmodified_filesrrrs r2_upload_modified_filesz%PushToHubMixin._upload_modified_filess  !$..111!/T^^444!0 7 77!3#t~~'>'>>!; 7 77!3#*4>>+B+B*C!DZZ , ((BGG,<,jAallSVFW\]\i1j j < /%&:;J77==,%12F%G\" \ )#/#?D L (&..ub9AA'2NVVW]_abK%--mR@K&1]!L4M3N#OD  P ~{_nos_tksD  D D sizec t|tr|S|jjdrt|dddzS|jjdrt|dddzS|jjdrt|dddzS|jjd r)t|dd d z}|jd r|d zS|S|jjdr)t|dd dz}|jd r|d zS|S|jjdr)t|dd dz}|jd r|d zS|St d)a' Converts a size expressed as a string with digits an unit (like `"5MB"`) to an integer (in bytes). Args: size (`int` or `str`): The size to convert. Will be directly returned if an `int`. Example: ```py >>> convert_file_size_to_int("1MiB") 1048576 ``` GIBNi@MIBiKIBiGBiʚ;bMBi@BKBizR`size` is not in a valid format. Use an integer followed by the unit, e.g., '5GB'.)rr-rendswithr)rIint_sizes r2convert_file_size_to_intrWs`$  zz|U#49~'' zz|U#49~'' zz|U#49~'' zz|T"tCRy>U+ $ c 2x1}@@ zz|T"tCRy>U+ $ c 2x1}@@ zz|T"tCRy>U+ $ c 2x1}@@ i jjr1c  ddl} | jdd}|)tjdt| t d|}t jj|st d|d|dt|5}| j|j}dddttd j}|d }t|d j!|d <|d j#|d <t jj%|r2|Dcgc]#}t jj'|| |%}}||fSt)|||||||||| | | }||fS#1swYxYwcc}w) a For a given model: - download and cache all the shards of a sharded checkpoint if `pretrained_model_name_or_path` is a model ID on the Hub - returns the list of paths to all the shards, as well as some metadata. For the description of each arg, see [`PreTrainedModel.from_pretrained`]. `index_filename` is the full path to the index (downloaded and cached if `pretrained_model_name_or_path` is a model ID on the Hub). rNrrrzCan't find a checkpoint index (z) in r weight_mapmetadataall_checkpoint_keys) rCrrrrrrtrDrr)rgrrrrrrerropenrjreadsortedsetvaluesr.keyscopyrrr)pretrained_model_name_or_pathindex_filenamerCrrrrrrtrDrrrrgrrindexshard_filenamessharded_metadatacached_filenamess r2get_checkpoint_shard_filesri$s2&**+;TBN!  A    uv v 77>>. ):>:J%PmOnnopqq n % 1668$%S|!4!;!;!=>?OZ(.253F3K3K3M.N*+%*<%8%=%=%?\" ww}}23^mnYZ277<<(EyRSTnn 000$%%')!  - --=%%os>!E2)(E>2E;rrrc tj|||}|l|j j g|j _|D]@}||j j vs|j j j|B|S#t$r-d}t|gn|d}tj||}YwxYw)a Creates or loads an existing model card and tags it. Args: repo_id (`str`): The repo_id where to look for the model card. tags (`List[str]`, *optional*): The list of tags to add in the model card token (`str`, *optional*): Authentication token, obtained with `huggingface_hub.HfApi.login` method. Will default to the stored token. ignore_metadata_errors (`bool`, *optional*, defaults to `False`): If True, errors while parsing the metadata section will be ignored. Some information might be lost during the process. Use it at your own risk. ruThis is the model card of a 🤗 transformers model that has been pushed on the Hub. This model card has been automatically generated.r>)rr@)model_description)r loadrr from_templaterErr)rrrrr#rk card_data model_tags r2r r ms(]^^G5Qgh   ??   '#%JOO  7I  4 44$$++I6 7  ]e!T\rtR`a ,,YJ[\ ]sB 3C?CcPeZdZdZd deej ddfdZdZdZ d dZ y) PushInProgresszj Internal class to keep track of a push in progress (which might contain multiple `Future` jobs). 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