+ iC^RIt^RIt^RIHtHtHt^RIHt^RIH t ^RIH t ^RIH t ^RIH t ^RI Ht^R I Ht^R IHtHt]P*!R 4tRLR R lltRLRRlltRLRRlltRLRRlltRLRRlltRLRRlltRLRRlltRLRRlltRLRRlltRLRRllt RLR R!llt!RLR"R#llt"RLR$R%llt#RLR&R'llt$RLR(R)llt%RLR*R+llt&RLR,R-llt'RLR.R/llt(RLR0R1llt)RLR2R3llt*RLR4R5llt+RLR6R7llt,RLR8R9llt-RLR:R;llt.RLR<R=llt/RLR>R?llt0RLR@RAllt1RLRBRCllt2RLRDREllt3!RFRG] Ph4t5!RHRI] Ph4t6!RJRK4t7R#)MN)AnyOptionalUnion) urlencode) _api_module)_common) _transformers)types)get_value_by_path)set_value_by_path) AsyncPagerPagerzgoogle_genai.tuningsc @V^8dQhR\\\\3,\3,R\ \\\3,,R\ \\\\3,\3,,R\\\3,/# from_object parent_object root_objectreturnrdictstrrobjectr)formats"g/Users/igloo/.openclaw/workspace/scratch/fb_ad_env/lib/python3.14/site-packages/google/genai/tunings.py __annotate__r#ntCH~v-.DcN+%S#X 678 #s(^ c ^/p\VR.4e\VR.\VR.44\VR.4e\VR.\VR.44\VR.4e\VR.\VR.44\VR.4e$\VR.\\VR.4W244V#) samplingCountsampling_count flipEnabled flip_enabledautoraterModelautorater_modelgenerationConfiggeneration_config)getvsetv_GenerationConfig_from_vertexrrr to_objects&&& r_AutoraterConfig_from_vertexr-#s !) +()5%&[?:K(LM + '3^$d;&HI +()*6&'krrc ^/p\VR.4e\VR.\VR.44\VR.4e\VR.\VR.44\VR.4e\VR.\VR.44\VR.4e$\VR.\\VR.4W244V#)r!r r#r"r%r$r'r&)r(r)_GenerationConfig_to_vertexr+s&&& r_AutoraterConfig_to_vertexr1>s !) +()*6_%tK:J9K'LM +'(4]OT+7G%HI +)*+7%&[;L:M(NO ++,-9 # 23 4i  rc @V^8dQhR\\\\3,\3,R\ \\\3,,R\ \\\\3,\3,,R\\\3,/#rr)rs"rrrYn  tCH~v-. DcN+ %S#X 678  #s(^ rc\/p\VR.4e\VRR.\VR.44V#name_urlr(r)r+s&&& r#_CancelTuningJobParameters_to_mldevr9Y8 !) +x ,VV$d;&AB rc @V^8dQhR\\\\3,\3,R\ \\\3,,R\ \\\\3,\3,,R\\\3,/#rr)rs"rrrer3rc\/p\VR.4e\VRR.\VR.44V#r5r8r+s&&& r$_CancelTuningJobParameters_to_vertexr=er:rc @V^8dQhR\\\\3,\3,R\ \\\3,,R\ \\\\3,\3,,R\\\3,/#rr)rs"rrrqn  tCH~v-. DcN+ %S#X 678  #s(^ rcZ/p\VR.4e\VR.\VR.44V#sdkHttpResponsesdk_http_responser8r+s&&& r#_CancelTuningJobResponse_from_mldevrDq@ !) +)*+7'(${=N {:; < ++ K789E  ')C D {:; < & K789E  9 : {:; < {Xx$89-,M.. K.)*6  D {^, - ++ K.)*6  J {^, - & K.)*6  @ {^, - {Xx$89-,M.. K-)5  !< 0 {]O ,  ++,-9  [./0 {Xx$89-,M.. K,(4  B {\N + {Xx$89-,M.. K/*+7  E {_- . {Xx$89-,M.. K-./;  !#5 6 %;!4 56  ++ K-./;  '); < %;!4 56  & K-./;  1 2 %;!4 56   +z". Dxj$AB +x ,A [6(#  +,-.: /0 [/01  +456B 67 [789  +456BJ [789  + ~&2 tK,'HI +)*+7  [,-. rc @V^8dQhR\\\\3,\3,R\ \\\3,,R\ \\\\3,\3,,R\\\3,/#rr)rs"rrrntCH~v-.DcN+%S#X 678 #s(^ rcB/p\VR.4e\VR.\VR.44\VR.4e\VR.\VR.44\VR.4e\\VR.4W24\VR.4e\\VR.4W24V# base_model baseModelpre_tuned_model preTunedModeltraining_datasetrl)r(r)_TuningDataset_to_mldevrir+s&&& r*_CreateTuningJobParametersPrivate_to_mldevrs !) + ~&2[M4 l^#DE +)*+7_%tK:K9L'MN +*+,8 [-./ +z".# [8*%y rc @V^8dQhR\\\\3,\3,R\ \\\3,,R\ \\\\3,\3,,R\\\3,/#rr)rs"rrrrrcB/p\VR.4e\VR.\VR.44\VR.4e\VR.\VR.44\VR.4e\\VR.4W24\VR.4e\\VR.4W24V#r)r(r)_TuningDataset_to_vertexrr+s&&& r+_CreateTuningJobParametersPrivate_to_vertexrs !) + ~&2[M4 l^#DE +)*+7_%tK:K9L'MN +*+,8 [-./ +z".$ [8*%y rc @V^8dQhR\\\\3,\3,R\ \\\3,,R\ \\\\3,\3,,R\\\3,/#rr)rs"rrr7n  tCH~v-. DcN+ %S#X 678  #s(^ rc /p\VR.4e.\VR.\P!\VR.444\VR.4e\VR.\VR.44\VR.4e$\VR.\ \VR.4W244\VR.4e%\VR.\ \VR.4VV44V#)metrics outputConfig output_configautoraterConfigautorater_configinferenceGenerationConfiginference_generation_config)r(r)t t_metricsr-r*r+s&&& r_EvaluationConfig_from_vertexr7s !) + {#/YKT+ {-K!LM +'(4_%tK.9I'JK +)*+7 $ 01 2I  +345A &'% :; <    rc @V^8dQhR\\\\3,\3,R\ \\\3,,R\ \\\\3,\3,,R\\\3,/#rr)rs"rrrZrrc /p\VR.4e.\VR.\P!\VR.444\VR.4e\VR.\VR.44\VR.4e$\VR.\ \VR.4W244\VR.4e%\VR.\ \VR.4VV44V#)rrrrrrr)r(r)rrr1r0r+s&&& rrrZs !) + {#/YKT+ {-K!LM +()5^$d;8I&JK +*+,8 " 12 3Y  +567C $%# <= >    rc @V^8dQhR\\\\3,\3,R\ \\\3,,R\ \\\\3,\3,,R\\\3,/#rr)rs"rrr}rJrc/p\VR.4e\VR.\VR.44\VR.4e\VR.\VR.44\VR.4e\VR.\VR.44\VR.4e\VR.\VR.44\VR.4e\VR .\VR.44\VR .4e\VR .\VR .44\VR .4e\VR .\VR .44\VR .4e\VR.\VR .44\VR.4e\VR.\VR.44\VR.4e\VR.\VR.44\VR.4e\VR.\VR.44\VR.4e\VR.\VR.44\VR.4e\VR.\VR.44\VR.4e\VR.\VR.44\VR.4e\VR.\VR.44\VR.4e\VR.\VR.44\VR.4e\VR.\VR.44\VR .4e\VR!.\VR .44\VR".4e\VR".\VR".44\VR#.4e\VR$.\VR#.44\VR%.4e\VR&.\VR%.44\VR'.4e\VR(.\VR'.44V#)) modelConfigmodel_selection_configresponseJsonSchemaresponse_json_schemaaudioTimestampaudio_timestampcandidateCountcandidate_countenableAffectiveDialogenable_affective_dialogfrequencyPenaltyfrequency_penaltylogprobsmaxOutputTokensmax_output_tokensmediaResolutionmedia_resolutionpresencePenaltypresence_penaltyresponseLogprobsresponse_logprobsresponseMimeTyperesponse_mime_typeresponseModalitiesresponse_modalitiesresponseSchemaresponse_schema routingConfigrouting_configseed speechConfig speech_config stopSequencesstop_sequences temperaturethinkingConfigthinking_configtopKtop_ktopPtop_pr8r+s&&& rr*r*}s !) + '3 !" [=/*  +,-.:   [/01  +()*6&'k  [345  +./0<  [123  +)*+7%&[;L:M(NO +)*+7%&[;L:M(NO +123? ! [456  ++,-9  [./0  + |$0ZL${ZL"AB ++,-9%&[;N:O(P +*+,8%&[;M:N(O +*+,8%&[;M:N(O ++,-9  [./0  +,-.:  [/01  +-./;  [012  +)*+7%&[;L:M(NO +()*6_%tK:J9K'LM +x ,VHd;9: +()5^$d;8I&JK +()*6_%tK:J9K'LM + '3]OT+ %GH +)*+7%&[;L:M(NO +y!-VHd; :; +y!-VHd; :; +789E P  rc @V^8dQhR\\\\3,\3,R\ \\\3,,R\ \\\\3,\3,,R\\\3,/#rr)rs"rrr\r3rc\/p\VR.4e\VRR.\VR.44V#r5r8r+s&&& r _GetTuningJobParameters_to_mldevr\r:rc @V^8dQhR\\\\3,\3,R\ \\\3,,R\ \\\\3,\3,,R\\\3,/#rr)rs"rrrhr3rc\/p\VR.4e\VRR.\VR.44V#r5r8r+s&&& r!_GetTuningJobParameters_to_vertexrhr:rc @V^8dQhR\\\\3,\3,R\ \\\3,,R\ \\\\3,\3,,R\\\3,/#rr)rs"rrrtrrc/p\VR.4e\VRR.\VR.44\VR.4e\VRR.\VR.44\VR.4e\VRR.\VR.44V# page_size_querypageSize page_token pageTokenfilterr8r+s&&& r_ListTuningJobsConfig_to_mldevrt !) + }%1*-tK+/O + ~&2 ; [<.)  +z".8,d; .KL rc @V^8dQhR\\\\3,\3,R\ \\\3,,R\ \\\\3,\3,,R\\\3,/#rr)rs"rrrrrc/p\VR.4e\VRR.\VR.44\VR.4e\VRR.\VR.44\VR.4e\VRR.\VR.44V#rr8r+s&&& r_ListTuningJobsConfig_to_vertexrrrc @V^8dQhR\\\\3,\3,R\ \\\3,,R\ \\\\3,\3,,R\\\3,/#rr)rs"rrrr?rcV/p\VR.4e\\VR.4W24V#rl)r(rr+s&&& r"_ListTuningJobsParameters_to_mldevrs6 !) +z"." [8*%y rc @V^8dQhR\\\\3,\3,R\ \\\3,,R\ \\\\3,\3,,R\\\3,/#rr)rs"rrrr?rcV/p\VR.4e\\VR.4W24V#r)r(rr+s&&& r#_ListTuningJobsParameters_to_vertexrs6 !) +z".# [8*%y rc @V^8dQhR\\\\3,\3,R\ \\\3,,R\ \\\\3,\3,,R\\\3,/#rr)rs"rrrrrc 8/p\VR.4e\VR.\VR.44\VR.4e\VR.\VR.44\VR.4e4\TR.\VR.4Uu.uFp\WCV4NK up4V#uupi)rBrC nextPageTokennext_page_token tunedModels tuning_jobs)r(r)_TuningJob_from_mldevrrrr,items&&& r"_ListTuningJobsResponse_from_mldevrs !) +)*+7'(${=N rc @V^8dQhR\\\\3,\3,R\ \\\3,,R\ \\\\3,\3,,R\\\3,/#rr)rs"rrrsntCH~v-.DcN+%S#X 678 #s(^ rc/p\VR.4e \R4h\VR.4e \R4h\VR.4e*\TRR.\VR.4Uu.uFqDNK up4V#uupi)gcs_uriz1gcs_uri parameter is not supported in Gemini API.vertex_dataset_resourcezAvertex_dataset_resource parameter is not supported in Gemini API.examplesrgrs&&& rrrs !) + {#/ H II +123? K  + |$0 Z {ZL9:9$9:  ;s A1 c @V^8dQhR\\\\3,\3,R\ \\\3,,R\ \\\\3,\3,,R\\\3,/#rr)rs"rrrsn<<tCH~v-.<DcN+<%S#X 678< #s(^ <rc/p\VRR.4pVfRpVR8Xd+\VR.4e\VRR.\VR.44MaVR8Xd+\VR.4e\VRR.\VR.44M0VR8Xd*\VR.4e\VR R .\VR.44\VRR.4pVfRpVR8Xd+\VR .4e\VRR.\VR .44MaVR8Xd+\VR .4e\VRR.\VR .44M0VR8Xd*\VR .4e\VR R .\VR .44\VR .4e \R 4hV#)rlrmrnrrotrainingDatasetUrirprqrrrspromptDatasetUrirrz1examples parameter is not supported in Vertex AI.rrs&&& rrrs !){Xx$89-,M.. K)%1  !#7 8 {YK ( ++ K)%1  ')= > {YK ( & K)%1  1 2 {YK ( {Xx$89-,M.. K345A  !#7 8 {67 8 ++ K345A  ')= > {67 8 & K345A  1 2 {67 8  + |$0 H II rc @V^8dQhR\\\\3,\3,R\ \\\3,,R\ \\\\3,\3,,R\\\3,/#rr)rs"rrr^sn88tCH~v-.8DcN+8%S#X 6788 #s(^ 8rc n/p\VR.4e\VR.\VR.44\VR.4e\VR.\VR.44\VR.4e.\VR.\P!\VR.444\VR.4e\VR.\VR.44\VRR.4e\VR.\VRR.44\VRR .4e\VR .\VRR .44\VR .4e\VR .\VR .44\VR .4e\VR .\VR .44\VR.4e\VR.\VR.44\VR.4e$\VR.\ \VR.4W244V#)rBrCr6state createTime create_timera startTime start_time completeTimeend_time updateTime update_timerOrr_self tuned_model)r(r)rt_tuning_job_statusrr+s&&& rrr^s !) +)*+7'(${=N $% [345  +*+,8 % 12 3Y  +)*+7'(${=N + }%1\ND{m$DE + '3^$d;&HI +()*6&'k>'A'A'C?L&+%7%7  &L" %%l3 rcd<V^8dQhRS[RS[S[P,RS[P/#r=rrr CancelTuningJobConfigOrDictCancelTuningJobResponse)rrAs"rrrBALL Lu889 L  $$ Lrc \P!VVR7pVPP'd<\ VRV4pVP R4pV'dRP V4pM=RpM:\VRV4pVP R4pV'dRP V4pMRpVP R4pV'dV R\V4 2pVPRR4RpVPe/VPPeVPPp\P!V4p\P!V4pVPPRWdV4p V P 'g/M\"P$!V P 4p VPP'd\'V RV4p VPP'g\)V RV4p \P*P-WP/4R 7p \P0!V P2R 7V nVPP7V 4V #) zDCancels a tuning job. Args: name (str): TuningJob resource name. rENr7 {name}:cancelrrFrlpostrHrK)r _CancelTuningJobParametersrNrOr=rGrPr9rrQrlrRrrSrTrUrVrWrXrHrDrvrYrZr[rLrCr\r]s &$$ rcancelTunings.cancels66 O    9 4l&))&1 ))*:;8 4l&))&1 ))*:;##H-LvQy./ 0dXt$04L*  " " / / ;$++88l**<8L66|DL''LH'mmmBHMM1JM    : m    $ $ $9 m00??'A'A'C@L&+%7%7  &L" %%l3 rrrc <V^8dQhRS[S[,RS[S[P,RS[PRS[S[P ,RS[P /#rrrrrlrrrr PreTunedModelOrDictTuningDatasetOrDictCreateTuningJobConfigOrDictr@)rrAs"rrrB6jII3-I  9 9: I 11 I u889 I Irc \P!VVVVR7pVPP'g \ R4h\ VRV4pVP R4pV'dRPV4pMRpVP R4p V 'dV R\V 4 2pVPRR4Rp VPe/VPPeVPPp \P!V4p\P!V4pVPPR WV 4p V P 'g/M\"P$!V P 4p VPP'd\'V RV4p \P(P+WP-4R 7p \P.!V P0R 7V nVPP5V 4V # zCreates a tuning job and returns the TuningJob object. Args: base_model: The name of the model to tune. training_dataset: The training dataset to use. config: The configuration to use for the tuning job. Returns: A TuningJob object. rrrrlz6This method is only supported in the Vertex AI client.Nr7rrrFrlrzrHrK)r !_CreateTuningJobParametersPrivaterNrOrhrrGrPrrQrlrRrrSrTrUrVrWrXrr@rYrZr[rLrCr\r^rrrrlr_r`rarbrcrRrIrdres&$$$$ r_tune Tunings._tune6s&==') O    $ $ $ O PP@ 4l&))&1 &&'78##H-LvQy./ 0dXt$04L*  " " / / ;$++88l**<8L66|DL''LH'mmmBHMM1JM    , m??11'A'A'C2L&+%7%7  &L" %%l3 rc <V^8dQhRS[S[,RS[S[P,RS[PRS[S[P ,RS[P /#rrrr rrrTuningOperation)rrAs"rrrBlKK3-K  9 9: K 11 K u889 K Krc \P!VVVVR7pVPP'd \ R4h\ VRV4pVP R4pV'dRPV4pMRpVP R4p V 'dV R\V 4 2pVPRR4Rp VPe/VPPeVPPp \P!V4p\P!V4pVPPR WV 4p V P 'g/M\"P$!V P 4p VPP'g\'V RV4p \P(P+WP-4R 7p \P.!V P0R 7V nVPP5V 4V # zCreates a tuning job and returns the TuningJob object. Args: base_model: The name of the model to tune. training_dataset: The training dataset to use. config: The configuration to use for the tuning job. Returns: A TuningJob operation. rz=This method is only supported in the Gemini Developer client.Nr7rrrFrlrzrHrK)r rrNrOrhrrGrPrrQrlrRrrSrTrUrVrWrXr6rrYrZr[rLrCr\rs&$$$$ r _tune_mldevTunings._tune_mldevs&==') O     I @ 4l&))&1 ''(89##H-LvQy./ 0dXt$04L*  " " / / ;$++88l**<8L66|DL''LH'mmmBHMM1JM    $ $ $1 m((77'A'A'C8L&+%7%7  &L" %%l3 rcd<V^8dQhRS[RS[S[P,RS[P/#r=r>)rrAs"rrrB: u556    rc VPWR7pVP'djVPP'dNVPPe6\ P VPVPPR7V#)rEr'projectrfr'rNrOr _IpythonUtilsdisplay_experiment_buttonr^r6rljobs&$$ rrG Tunings.getsq ))) -C     % % %    $ $ 0--^^""**. JrSThe SDK's tuning implementation is experimental, and may change in future versions.c~<V^8dQhRS[RS[PRS[S[P,RS[P /#rrrrlrrr rrrr@)rrAs"rrrBsPMMM11 M u889 M   MrcVPP'EdVPR4'dERpV'd\VRR4p\P !WR7pVP VVVR7pEM RpVEe&\VRR4Ee\VR4p\V\4'd\P!R /VBpVP'dVP'g \R4h\\VP44Fip \VPV ,\4'gK,\PP!VPV ,4VPV &Kk \V\4'dWR&MWnTpVP VVVR7pVe\VRR4eWvnMVP%VVVR7p V P&e&RV P&9dV P&R,p M;V P(f \R 4hV P(P+R 4^,p \P,!V \P.P0R 7pVP('d=VPP'd!\2P5VP(R 7V#z projects/NrS)tuned_model_name checkpoint_id)rrrlrYzEEvaluation config must have at least one metric and an output config.)rrrlrzOperation name is required.z /operations/)r6r )tuning_job_resourcerNrO startswithgetattrr PreTunedModelr isinstancerEvaluationConfigrrrhrangelenMetricmodel_validaterYrr4r6 partitionr@JobStateJOB_STATE_QUEUEDrdisplay_model_tuning_button) r^rrrlrr tuning_jobvalidated_evaluation_configrYi operationrs &$$$ rtune Tunings.tunes      { + + !&*I4P---' ZZ+-  IM#   3T:F%f.AB  )4 0 0 % 6 6 K9J K #+++&444 .6678a+33A6==-2\\-H-H#++A..''*9  % %*;& ''8 $(9 %ZZ!-    3T:F)D &""+#i    'LI> !89 9$>>33NCAF??//j4++444//(oo0 rcn<V^8dQhRS[S[P,RS[S[P,/#ri)rr rkrr@)rrAs"rrrB3s1 @ @A U__rc VVPp\RVVPVR7V4#)a]Lists `TuningJob` objects. Args: config: The configuration for the list request. Returns: A Pager object that contains one page of tuning jobs. When iterating over the pager, it automatically fetches the next page if there are more. Usage: .. code-block:: python for tuning_job in client.tunings.list(): print(tuning_job.name) rr)rqrr^rl list_requests&$ rlist Tunings.list3s1&::L  & !  rr__name__ __module__ __qualname____firstlineno__rfrqr|rrrGrexperimental_warningrr__static_attributes____classdictcell__rAs@rr;r;UsM:> MM^@DH@@DL=A LL\I#'I>B I =A IIVK#'K>B K =A KKZ:> $ +M =A MM M^DHrr;c*a]tRtRtoRR/V3RlRlltRR/V3RlRlltRR/V3RlR lltR RR RRR/V3R lR lltR RR RRR/V3RlRlltRR/V3RlRllt ] P!R4RR/V3RlRll4t RR/V3RlRllt RtVtR#) AsyncTuningsiOrlNcd<V^8dQhRS[RS[S[P,RS[P/#r=r>)rrAs"rrAsyncTunings.__annotate__Qs?OO Ou556 O   Orc "\P!VVR7pVPP'd<\ VRV4pVP R4pV'dRP V4pM=RpM:\VRV4pVP R4pV'dRP V4pMRpVP R4pV'dV R\V4 2pVPRR4RpVPe/VPPeVPPp\P!V4p\P!V4pVPPRWdV4GRjxL p V P 'g/M\"P$!V P 4p VPP'd\'V RV4p VPP'g\)V RV4p \P*P-WP/4R 7p \P0!V P2R 7V nVPP7V 4V #L5irD)r rMrNrOrrGrPrrrQrlrRrrSrT async_requestrVrWrXrrr@rYrZr[rLrCr\r]s &$$ rrfAsyncTunings._getQs&33 O    6 4l&))&1 ""#345 4l&))&1 ""#34##H-LvQy./ 0dXt$04L*  " " / / ;$++88l**<8L66|DL%%33 t<H'mmmBHMM1JM    , m    $ $ $+ m??11'A'A'C2L&+%7%7  &L" %%l3 /,CI/B,I/1I-2I/=I/(I//A?I/c^<V^8dQhRS[S[P,RS[P/#rirj)rrAs"rrrs2BB @ @AB ##Brc"\P!VR7pVPP'd<\ VRV4pVP R4pV'dRP V4pM=RpM:\VRV4pVP R4pV'dRP V4pMRpVP R4pV'dV R\V4 2pVPRR4RpVPe/VPPeVPPp\P!V4p\P!V4pVPPRWSV4GRjxL pVP 'g/M\"P$!VP 4p VPP'd\'V RV4p VPP'g\)V RV4p \P*P-WP/4R 7p \P0!VP2R 7V nVPP7V 4V #L5irn)r rorNrOrrGrPrrrQrlrRrrSrTrrVrWrXrrrlrYrZr[rLrCr\rps &$ rrqAsyncTunings._lists%55O     8 4l&))&1 &&'787 4l&))&1 ''(89##H-LvQy./ 0dXt$04L*  " " / / ;$++88l**<8L66|DL%%33 t<H'mmmBHMM1JM    9 m    $ $ $8 m//>>'A'A'C?L&+%7%7  &L" %%l3 /s,CI.B,I.0I,1I.=I.(I..A?I.cd<V^8dQhRS[RS[S[P,RS[P/#r=rt)rrAs"rrrrwrc "\P!VVR7pVPP'd<\ VRV4pVP R4pV'dRP V4pM=RpM:\VRV4pVP R4pV'dRP V4pMRpVP R4pV'dV R\V4 2pVPRR4RpVPe/VPPeVPPp\P!V4p\P!V4pVPPRWdV4GRjxL p V P 'g/M\"P$!V P 4p VPP'd\'V RV4p VPP'g\)V RV4p \P*P-WP/4R 7p \P0!V P2R 7V nVPP7V 4V #L5i) zUCancels a tuning job asynchronously. Args: name (str): A TuningJob resource name. rENr7ryrrFrlrzrHrK)r r{rNrOr=rGrPr9rrQrlrRrrSrTrrVrWrXrHrDrvrYrZr[rLrCr\r]s &$$ rr|AsyncTunings.cancels)66 O    9 4l&))&1 ))*:;8 4l&))&1 ))*:;##H-LvQy./ 0dXt$04L*  " " / / ;$++88l**<8L66|DL%%33LH'mmmBHMM1JM    : m    $ $ $9 m00??'A'A'C@L&+%7%7  &L" %%l3 /rrrc <V^8dQhRS[S[,RS[S[P,RS[PRS[S[P ,RS[P /#rr)rrAs"rrr4rrc 4"\P!VVVVR7pVPP'g \ R4h\ VRV4pVP R4pV'dRPV4pMRpVP R4p V 'dV R\V 4 2pVPRR4Rp VPe/VPPeVPPp \P!V4p\P!V4pVPPR WV 4GRjxL p V P 'g/M\"P$!V P 4p VPP'd\'V RV4p \P(P+WP-4R 7p \P.!V P0R 7V nVPP5V 4V #L5ir)r rrNrOrhrrGrPrrQrlrRrrSrTrrVrWrXrr@rYrZr[rLrCr\rs&$$$$ rrAsyncTunings._tune4s&==') O    $ $ $ O PP@ 4l&))&1 &&'78##H-LvQy./ 0dXt$04L*  " " / / ;$++88l**<8L66|DL%%33LH'mmmBHMM1JM    , m??11'A'A'C2L&+%7%7  &L" %%l3 %&BHB,HHH=HA?Hc <V^8dQhRS[S[,RS[S[P,RS[PRS[S[P ,RS[P /#rr)rrAs"rrrrrc 4"\P!VVVVR7pVPP'd \ R4h\ VRV4pVP R4pV'dRPV4pMRpVP R4p V 'dV R\V 4 2pVPRR4Rp VPe/VPPeVPPp \P!V4p\P!V4pVPPR WV 4GRjxL p V P 'g/M\"P$!V P 4p VPP'g\'V RV4p \P(P+WP-4R 7p \P.!V P0R 7V nVPP5V 4V #L5ir)r rrNrOrhrrGrPrrQrlrRrrSrTrrVrWrXr6rrYrZr[rLrCr\rs&$$$$ rrAsyncTunings._tune_mldevs&==') O     I @ 4l&))&1 ''(89##H-LvQy./ 0dXt$04L*  " " / / ;$++88l**<8L66|DL%%33LH'mmmBHMM1JM    $ $ $1 m((77'A'A'C8L&+%7%7  &L" %%l3 %rcd<V^8dQhRS[RS[S[P,RS[P/#r=r>)rrAs"rrrrrc<"VPWR7GRjxL pVP'djVPP'dNVPPe6\ P VPVPPR7V#L5i)rENrrrs&$$ rrGAsyncTunings.gets|  t 3 3C     % % %    $ $ 0--^^""**. J 4sBBBB ABrc~<V^8dQhRS[RS[PRS[S[P,RS[P /#rr)rrAs"rrrsPGGG11 G u889 G   Grc"VPP'EdVPR4'dMRpV'd\VRR4p\P !WR7pVP VVVR7GRjxL pEMVEe$\VRR4Ee\VR4p\V\4'd\P!R /VBpVP'dVP'g \R4h\\VP44Fip\VPV,\4'gK,\PP!VPV,4VPV&Kk \V\4'dWsR&MWsnVP VVVR7GRjxL pMVP%VVVR7GRjxL p V P&e&RV P&9dV P&R,p M;V P(f \R 4hV P(P+R 4^,p \P,!V \P.P0R 7pVP('d=VPP'd!\2P5VP(R 7V#ELVELL5irr) r^rrrlrrrrYrrrs &$$$ rrAsyncTunings.tunesz      { + + !&*I4P---'  ::+-&     3T:F%f.AB  )4 0 0 % 6 6 K9J K #+++&444 .6678a+33A6==-2\\-H-H#++A..''*9  % %*;& ''8 $::!-&  ((+)i    'LI> !89 9$>>33NCAF??//j4++444//(oo0 o < sb4K K;K<K=A$K"K4AK A9KKKK B3KK0#KKKcn<V^8dQhRS[S[P,RS[S[P,/#ri)rr rkr r@)rrAs"rrr+ s1 @ @A%//"rc r"VPp\RTVPVR7GRjxL V4#L 5i)a|Lists `TuningJob` objects asynchronously. Args: config: The configuration for the list request. Returns: A Pager object that contains one page of tuning jobs. When iterating over the pager, it automatically fetches the next page if there are more. Usage: .. code-block:: python async for tuning_job in await client.aio.tunings.list(): print(tuning_job.name) rrN)rqr rs&$ rrAsyncTunings.list+ s<&::L jjj''   (s )75 7rrrs@rrrOsO:> OObBDHBBHL=A LL\I#'I>B I =A IIVK#'K>B K =A KKZ:> $ +G =A GG GRDHrrca]tRtRtoRt]!4t]V3RlRl4t]V3RlRl4t ]V3RlRl4t ]V3R lR l4t ]RV3R lR ll4t ]V3R lRl4t ]V3RlRl4tV3RltRtVtR#)riG z6Temporary class to hold the IPython related functions.c6<V^8dQhRS[S[S[3,/#rr)rrr)rrAs"rr_IpythonUtils.__annotate__M s5c?rcr^RIpRVP9d"^RIHpV!4PP #R#)rNIPython) get_ipython)sysmodulesrr __class__r)rrs r_get_ipython_shell_name%_IpythonUtils._get_ipython_shell_nameL s+CKK% ] $ $ - -- rc <V^8dQhRS[/#r)bool)rrAs"rrrW s999rc<\\P44#)N)rrrrrris_ipython_available"_IpythonUtils.is_ipython_availableV s  557 88rc <V^8dQhRS[/#rr)rrAs"rrr[ s33s3rc R#)z8Returns the HTML style markup to support custom buttons.a rrrr _get_styles_IpythonUtils._get_stylesZ s1 rc<<V^8dQhRS[RS[S[,RS[/#)rmarkerresource_partsr)rr)rrAs"rrr s&3S crc \\V44F:pW,V8XgKV^,\V48gK+W^,,u# R#)z,Returns the part after the marker text part.r)rr)rrrs&& r_parse_resource_name"_IpythonUtils._parse_resource_name sE3~& '  f $Q^1D)D!e$$( rc@<V^8dQhRS[RS[RS[S[,RR/#)rtexturliconrN)rr)rrAs"rrr s111 11!)#1 1rc  8RpVPV4'g\RV R24h^RIpR\VP 44 2pR\ P 4 RV RV R V R V R 2 pVR V R V RV R2, p^RIHp^RIH pV!V!V44R#)aCreates and displays the link to open the Vertex resource. Args: text: The text displayed on the clickable button. url: The url that the button will lead to. Only cloud console URIs are allowed. icon: The icon name on the button (from material-icons library) z https://console.cloud.google.comzOnly urls starting with z are allowed.Nzview-vertex-resource-z z- z z z] )display)HTML) rrhuuidruuid4rrIPython.displayr r ) rr r  CLOUD_UI_URLr button_idhtmlr r s &&& r _display_link_IpythonUtils._display_link s6L >>, ' ' 1,}M NN'DJJL(9':;I  " " $%&--6K~i[Q99=?  D 34=+>./2U3!U# D"($ DJrc*<V^8dQhRS[RS[RR/#)rr'rrNr)rrAs"rrr s"88C8#8$8rc L\P4'dV\P9dR#VPR4pV^,pVR,pRV RV R2,RV 2,p\P RVR4\PP V4R#) a Function to generate a link bound to the Vertex experiment. Args: experiment: The Vertex experiment name. Example format: projects/{project_id}/locations/{location}/metadataStores/default/contexts/{experiment_name} project: The project (alphanumeric) name. N/zAhttps://console.cloud.google.com/vertex-ai/experiments/locations/z /experiments/z runs?project=zView Experimentscience)rrdisplayed_experimentssplitradd)r'rrlocationexperiment_nameuris&& rr'_IpythonUtils.display_experiment_button s  . . 0 0 << <  %%c*Na H$R(O L JmO#4A 6 7 ' # $  13 B''++J7rc$<V^8dQhRS[RR/#)rrrNr)rrAs"rrr s@@s@t@rc \P4'gR#VPR4pV^,pV^,pVR ,pRRV RV 2,RV 2,p\PRVR4R#) zFunction to generate a link bound to the Vertex model tuning job. Args: tuning_job_resource: The Vertex tuning job name. Example format: projects/{project_id}/locations/{location}/tuningJobs/{tuning_job_id} Nrz?https://console.cloud.google.com/vertex-ai/generative/language/z locations/z/tuning/tuningJob/z ?project=zView Tuning Jobrr)rrrr)rrrr tuning_job_idr s& rr)_IpythonUtils.display_model_tuning_button s  - - / / (..s3NQGa H"2&M J xj 2=/ B C gY    13?rc6<V^8dQh/S[S[,;R&#)rr)setr)rrAs"rrrG sS)rrN) open_in_new)rrrr__doc__r'r staticmethodrrrrrrr__annotate_func__rrrs@rrrG s>$'E9933j111f88:@@Irr)NN)8rWloggingtypingrrr urllib.parserrrrr rr r r(r r)pagersr r getLoggerloggerr-r1r9r=rDrHrirrrrrr*r0rrrrrrrrrrrrrr6r BaseModuler;rrrrrr3s$ ''" ..%   1 266    jZHV22 F FjZod  22  66 0<~8vL^4&wk$$wtu;))upx@x@r