+jK>ddlmZddlmZddlmZddlmZddlmZddl m Z ddl m Z Gdd e eZGd d e eZeGd d ZeGddZeGddZeGddZeGddZeGddZeGddZeGddZeGddZeGddZeGd d!Zd"d"d"d#d$e d%ee d&ee efd"zd'ee efd"zd(ee zd"zd)eeze zd"zd*ee e fd"zd+ee d"zd,eed"zd-ee effd.Zd"S)/) dataclass)datetime)Enum)Any) constantsVolume)parse_datetimeczeZdZdZdZdZdZdZdZdZ dZ d Z d Z d Z d Zd ZdZdZdZdZdZdZdZdZdZdZdZdZdZdZdS) JobHardwarea  Enumeration of hardware flavors available to run Jobs on the Hub. Value can be compared to a string: ```py assert JobHardware.CPU_BASIC == "cpu-basic" ``` Both enums are kept in sync with the Hub API by `utils/check_hardware_flavors.py`. z cpu-basicz cpu-upgradezcpu-performancezcpu-xlzt4-smallz t4-mediuml4x1l4x4l40sx1l40sx4l40sx8z a10g-smallz a10g-largez a10g-largex2z a10g-largex4z a100-largea100x4a100x8h200h200x2h200x4h200x8z rtx-pro-6000zrtx-pro-6000x2zrtx-pro-6000x4zrtx-pro-6000x8N)__name__ __module__ __qualname____doc__ CPU_BASIC CPU_UPGRADECPU_PERFORMANCECPU_XLT4_SMALL T4_MEDIUML4X1L4X4L40SX1L40SX4L40SX8 A10G_SMALL A10G_LARGE A10G_LARGEX2 A10G_LARGEX4 A100_LARGEA100X4A100X8H200H200X2H200X4H200X8 RTX_PRO_6000RTX_PRO_6000X2RTX_PRO_6000X4RTX_PRO_6000X8]/home/wildlama/visual-decline/.venv/lib/python3.11/site-packages/huggingface_hub/_jobs_api.pyr r s  IK'O FHI D D F F FJJ!L!LJ F F D F F F!L%N%N%NNNr7r c*eZdZdZdZdZdZdZdZdZ dS) JobStageav Enumeration of possible stage of a Job on the Hub. Value can be compared to a string: ```py assert JobStage.COMPLETED == "COMPLETED" ``` Possible values are: `COMPLETED`, `CANCELED`, `ERROR`, `DELETED`, `SCHEDULING`, `RUNNING`. Taken from https://github.com/huggingface/moon-landing/blob/main/server/job_types/JobInfo.ts#L61 (private url). COMPLETEDCANCELEDERRORDELETED SCHEDULINGRUNNINGN) rrrrr;r<r=r>r?r@r6r7r8r:r:Cs8  IH EGJGGGr7r:cFeZdZUeed<edzed<eedzed<dS) JobStatusstageNmessage expose_urls)rrrr:__annotations__strlistr6r7r8rBrBXs@ OOO 4ZcT!!!!!!r7rBc.eZdZUeed<eed<eed<dS)JobOwneridnametypeN)rrrrGrFr6r7r8rJrJ_s+ GGG III IIIIIr7rJcLeZdZUdZedzed<edzed<edzed<ddZdS) JobDurationsau Timing breakdown for a Job, computed server-side. Args: scheduling_secs (`int` or `None`): Seconds the job spent in the scheduling stage before starting to run. `None` if the job never reached the running stage. running_secs (`int` or `None`): Seconds the job has been or was running. Recomputed on each request while the job is in progress. `None` if the job never started running. total_secs (`int` or `None`): Total seconds elapsed since the job was created. Recomputed on each request while the job is in progress. Nscheduling_secs running_secs total_secsreturnc |d|d|_|d|d|_|d|d|_dS)NschedulingSecsrP runningSecsrQ totalSecsrR)getrPrQrRselfkwargss r8__init__zJobDurations.__init__{sm%zz*:FJJGX>> from huggingface_hub import run_job >>> job = run_job( ... image="python:3.12", ... command=["python", "-c", "print('Hello from the cloud!')"] ... ) >>> job JobInfo(id='687fb701029421ae5549d998', created_at=datetime.datetime(2025, 7, 22, 16, 6, 25, 79000, tzinfo=datetime.timezone.utc), started_at=datetime.datetime(2025, 7, 22, 16, 6, 31, 79000, tzinfo=datetime.timezone.utc), finished_at=None, docker_image='python:3.12', space_id=None, command=['python', '-c', "print('Hello from the cloud!')"], arguments=[], environment={}, secrets={}, flavor='cpu-basic', labels=None, status=JobStatus(stage='RUNNING', message=None), durations=JobDurations(scheduling_secs=6, running_secs=2, total_secs=8), owner=JobOwner(id='5e9ecfc04957053f60648a3e', name='lhoestq', type='user'), initiator=JobInitiator(type='user', id='5e9ecfc04957053f60648a3e', name='lhoestq'), endpoint='https://huggingface.co', url='https://huggingface.co/jobs/lhoestq/687fb701029421ae5549d998') >>> job.id '687fb701029421ae5549d998' >>> job.url 'https://huggingface.co/jobs/lhoestq/687fb701029421ae5549d998' >>> job.status.stage 'RUNNING' ``` rKN created_at started_at finished_at docker_imagespace_idcommand arguments environmentsecretsflavorlabelsvolumesstatus durationsowner initiatorendpointurlrSc |d|_|dp|d}|rt|nd|_|dp|d}|rt|nd|_|dp|d}|rt|nd|_|dp|d |_|d p|d |_|d i}t|d|d |d|_ |d|_ |d|_ |d|_ |d|_ |d|_|d|_|d}|r d|Dnd|_|di}t#|d|d|d|_|d}|r t'd#i|nd|_|d} | r1t+| d| d| d nd|_|d t.j|_|jd!|j jd"|j|_dS)$NrK createdAtrc startedAtrd finishedAtre dockerImagerfspaceIdrgrqrLrMrKrLrMrhrirjrkrlrmrnc&g|]}tdi|Sr6r.0vs r8 z$JobInfo.__init__.."555  555r7rorCrD exposeUrls)rCrDrErprr)rMrKrLrsz/jobs//r6)rKrXr rcrdrerfrgrJrqrhrirjrkrlrmrnrBrorOrpr`rrrENDPOINTrsrLrt) rZr[rcrdrerqrnrorprrs r8r\zJobInfo.__init__s,ZZ ,,H <0H0H 8BL.444ZZ ,,H <0H0H 8BL.444jj..K&**]2K2K :EO>+6664"JJ}55SN9S9S 9--GJ1G1G  7B''t5=uV}UUU zz),, K00!::m44zz),, jj** jj** **Y''9@J55W5555d Hb))/6::i+@+@fjjYeNfNf    JJ{++ 6?I22 222TJJ{++ dm wLi/IdO)--X^J_J_ ` ` ` `sw   :y/ABB mFF4:?FFTWFFr7r])rrrrrGrFrrHdictrr r rBrOrJr`r\r6r7r8rbrbs~@@D GGG44D   *Dj #Y Cy4c3h$&&&& #s(^d """" $  cNT !!!! &\D    d"""" OOOd""""MMM HHH!G!G!G!G!G!Gr7rbc8eZdZUedzed<edzed<eedzed<eedzed<eeefdzed<eeefdzed<edzed<e dzed <eedzed <edzed <eeefdzed <ee dzed <ddZ dS)JobSpecNrfrgrhrirjrkrltimeouttagsarchrmrnrSc |dp|d|_|dp|d|_|d|_|d|_|d|_|d|_|d |_|d |_|d |_ |d |_ |d |_ |d}|r d|Dnd|_ dS)Nryrfrzrgrhrirjrkrlrrrrmrnc&g|]}tdi|Sr}rr~s r8rz$JobSpec.__init__..+rr7) rXrfrgrhrirjrkrlrrrrmrn)rZr[rns r8r\zJobSpec.__init__s,"JJ}55SN9S9S 9--GJ1G1G zz),, K00!::m44zz),, jj** zz),, JJv&& JJv&& jj** **Y''9@J55W5555d r7r]) rrrrGrFrHrrr r^r r\r6r7r8rrs *Dj #Y Cy4c3h$&&&& #s(^d """" $  4Z s)d  * cNT !!!! &\D     K K K K K Kr7rc,eZdZUeed<eed<ddZdS) LastJobInforKatrSNc T|d|_t|d|_dS)NrKr)rKr rrYs r8r\zLastJobInfo.__init__3s$, ..r7r])rrrrGrFrr\r6r7r8rr.s< GGGLLL//////r7rc8eZdZUedzed<edzed<ddZdS)ScheduledJobStatusNlast_jobnext_job_run_atrSc "|dp|d}|r tdi|nd|_|dp|d}|rtt |nd|_dS)NlastJobr nextJobRunAtrr6)rXrrr rGr)rZr[rrs r8r\zScheduledJobStatus.__init__=s::i((BFJJz,B,B3;E //h///  **^44U CT8U8UGV`~c/.B.BCCC\`r7r])rrrrrFrr\r6r7r8rr8sQD    _$$$aaaaaar7rceZdZUdZeed<edzed<eed<edzed<edzed<edzed<e ed <e ed <d d Z dS)ScheduledJobInfoa Contains information about a Job. Args: id (`str`): Scheduled Job ID. created_at (`datetime` or `None`): When the scheduled Job was created. tags (`list[str]` or `None`): The tags of the scheduled Job. schedule (`str` or `None`): One of "@annually", "@yearly", "@monthly", "@weekly", "@daily", "@hourly", or a CRON schedule expression (e.g., '0 9 * * 1' for 9 AM every Monday). suspend (`bool` or `None`): Whether the scheduled job is suspended (paused). concurrency (`bool` or `None`): Whether multiple instances of this Job can run concurrently. status (`ScheduledJobStatus` or `None`): Status of the scheduled Job. owner: (`JobOwner` or `None`): Owner of the scheduled Job, e.g. `JobOwner(id="5e9ecfc04957053f60648a3e", name="lhoestq", type="user")` job_spec: (`JobSpec` or `None`): Specifications of the Job. Example: ```python >>> from huggingface_hub import run_job >>> scheduled_job = create_scheduled_job( ... image="python:3.12", ... command=["python", "-c", "print('Hello from the cloud!')"], ... schedule="@hourly", ... ) >>> scheduled_job.id '687fb701029421ae5549d999' >>> scheduled_job.status.next_job_run_at datetime.datetime(2025, 7, 22, 17, 6, 25, 79000, tzinfo=datetime.timezone.utc) ``` rKNrcjob_specschedulesuspend concurrencyrorqrSc *|d|_|dp|d}|rt|nd|_t di|dp|di|_|d|_|d|_|d|_|d i}t|d p|d |d p|d |_ |di}t|d|d|d|_ dS)NrKrvrcrjobSpecrrrrorrrr)rrrqrLrMr{r6) rKrXr rcrrrrrrrorJrq)rZr[rcrorqs r8r\zScheduledJobInfo.__init__ws\,ZZ ,,H <0H0H 8BL.444XX6::j#9#9#VVZZ SU=V=VXX  :.. zz),, !::m44Hb))(ZZ ++Dvzz)/D/D"JJ'899WVZZ=W=W     7B''t5=uV}UUU r7r]) rrrrrGrFrrboolrrJr\r6r7r8rrDs&&P GGG4Dj D[  OOOVVVVVVr7rcNeZdZUdZeed<eed<eed<eed<eed<d d ZdS) JobAcceleratora Contains information about a Job accelerator (GPU). Args: type (`str`): Type of accelerator, e.g. `"gpu"`. model (`str`): Model of accelerator, e.g. `"T4"`, `"A10G"`, `"A100"`, `"L4"`, `"L40S"`. quantity (`str`): Number of accelerators, e.g. `"1"`, `"2"`, `"4"`, `"8"`. vram (`str`): Total VRAM, e.g. `"16 GB"`, `"24 GB"`. manufacturer (`str`): Manufacturer of the accelerator, e.g. `"Nvidia"`. rMmodelquantityvram manufacturerrSNc |d|_|d|_|d|_|d|_|d|_dS)NrMrrrr)rMrrrrrYs r8r\zJobAccelerator.__init__sB6N G_ z* 6N ">2r7r])rrrrrGrFr\r6r7r8rrsf III JJJMMM III333333r7rc|eZdZUdZeed<eed<eed<eed<eed<edzed<eed <eed <eed <dd Z dS)JobHardwareInfoa$ Contains information about available Job hardware. Args: name (`str`): Machine identifier, e.g. `"cpu-basic"`, `"a10g-large"`. pretty_name (`str`): Human-readable name, e.g. `"CPU Basic"`, `"Nvidia A10G - large"`. cpu (`str`): CPU specification, e.g. `"2 vCPU"`, `"12 vCPU"`. ram (`str`): RAM specification, e.g. `"16 GB"`, `"46 GB"`. ephemeral_storage (`str`): Ephemeral storage specification, e.g. `"20 GB"`, `"100 GB"`. accelerator (`JobAccelerator` or `None`): GPU/accelerator details if available. unit_cost_micro_usd (`int`): Cost in micro-dollars per unit, e.g. `167` (= $0.000167). unit_cost_usd (`float`): Cost in USD per unit, e.g. `0.000167`. unit_label (`str`): Cost unit period, e.g. `"minute"`. Example: ```python >>> from huggingface_hub import list_jobs_hardware >>> hardware_list = list_jobs_hardware() >>> hardware_list[0] JobHardwareInfo(name='cpu-basic', pretty_name='CPU Basic', cpu='2 vCPU', ram='16 GB', ephemeral_storage='20 GB', accelerator=None, unit_cost_micro_usd=167, unit_cost_usd=0.000167, unit_label='minute') >>> hardware_list[0].name 'cpu-basic' ``` rL pretty_namecpuramephemeral_storageN acceleratorunit_cost_micro_usd unit_cost_usd unit_labelrSc F|d|_|d|_|d|_|d|_|dd|_|d}|r t d i|nd|_|d|_|d |_ |d |_ dS) NrL prettyNamerrephemeralStoragezN/ArunitCostMicroUSD unitCostUSD unitLabelr6) rLrrrrXrrrrrr)rZr[rs r8r\zJobHardwareInfo.__init__s6N !,/%=%=!',>!F!Fjj// 88K888T#)*<#= #M2 -r7r]) rrrrrGrFrr^floatr\r6r7r8rrs!!F III HHH HHH$&&&&OOO . . . . . .r7rN)rmrnexposeimagerhenvrkrlrrmrnrrSc |g|pi|p tjd} |r|| d<|roddddd} t|trA|d| vr7t t |dd| |dz| d <nt || d <|r|| d <|rd |D| d <|rd |i| d<dD]3} || r|t| d| d<n4|| d<| S)N)rhrirjrlrk<iiQ)smhdtimeoutSecondsrmc6g|]}|Sr6)to_dict)rvols r8rz$_create_job_spec..s @@@s{{}}@@@r7rnportsr)zhttps://huggingface.co/spaces/zhttps://hf.co/spaces/zhuggingface.co/spaces/z hf.co/spaces/rzry)r r isinstancerGr^r startswithlen) rrhrrkrlrrmrnrrtime_units_factorsprefixs r8_create_job_specrsgyb1K1   H&%6#$2DyII gs # # 6 7I(I(I),U73B3<-@-@CUV]^`VaCb-b)c)cH% & &),WH% & $#A@@@@@ /%v. ( (   F # # "'F "6HY  E #( Or7) dataclassesrrenumrtypingrhuggingface_hubrhuggingface_hub._space_apir huggingface_hub.utils._datetimer rGr r:rBrJrOr`rbrrrrrrrHrr^rrr6r7r8rsG"!!!!!%%%%%%------::::::(&(&(&(&(&#t(&(&(&VsD* """"""" "     LLLLLLL L4           zGzGzGzGzGzGzG zGz KKKKKKK K< /////// / aaaaaaa a @V@V@V@V@V@V@V @VF 3333333 3> 8.8.8.8.8.8.8. 8.F%)#'#222 2#Y2 c3h$  2 #s(^d " 2 #  $ 25[3  %2 cNT !2&\D 2 I 2 #s(^222222r7