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[<56  + n56B   [<89  + ~&2]OT+ ~%FG + '3]OT+ %GH + }%1\ND{m$DE +y!-  [7)4i  +*+,8  [-./  + ~&2\ND|n$EF +z".XJ[8* => + '3^$d;&HI +/01= #$ [234 r"c i}t|dgt|dgt|dgt|dg2t|dgt|dgDcgc]}t|||c}|Scc}w)N nextPageTokennext_page_token tunedModels tuning_jobs)rrrr:s r"_ListTuningJobsResponse_from_mldevrs !) +()5&'kO;L)MN + '3 [=/:  "*dI >     A* c:i}t|dgt|dgt|dgt|dgt|dgt|dgt|dgt|dgt|dgt|dgt|dgt|dg|S)Nrmetadatadoneerrorrrs r_Operation_from_mldevrs !) +x ,VHd;9: + |$0ZL${ZL"AB +x ,VHd;9: +y!-WItK';< r"ci}t|dgt|dgt|dgt|dgt|dgt|dg|S)Nrnrorrs r_TunedModel_from_vertexr's[ !) +y!-WItK';< + |$0ZL${ZL"AB r"c i}t|dgt|dgt|dgt|dg-t|dgtj|t|dgt|dgt|dgt|dgt|dgt|dgt|dgt|dgt|dgt|dgt|d gt|d gt|d gt|d gt|d gt|d gt|d gt|d gt|d gt|d gt|dgt|d gt|dg$t|dgt |t|dg|t|dgt|dgt|dgt|dgt|dgt|dgt|dgt|dgt|dgt|dgt|dgt|dgt|dgt|dgt|dgt|dgt|dgt|dgt|dgt|dgt|dgt|dgt|dgt|dgt|dgt|d gt|dg|S)!NrrrrsrtrurvendTimerxryrzrrDrSrR tunedModelr|r`supervised_tuning_spectuningDataStatstuning_data_statsencryptionSpecencryption_specpartnerModelTuningSpecpartner_model_tuning_specr}r~rrrrrgrB)rrrrrrs r_TuningJob_from_vertexr6sJ !) +x ,VHd;9: +y!-   j${WI*FG  + ~&2]OT+ ~%FG + }%1\ND{m$DE + {#/ZL${YK"@A + ~&2]OT+ ~%FG +y!-WItK';< + '3]OT+ %GH + }%1\ND{m$DE + ~&2  [<.99  +./0< !" [123  +)*+7'(${=N $% [345  +*+,8  [-./  + ~&2\ND|n$EF +z".XJ[8* => + '3^$d;&HI +/01= #$ [234 r"c i}t|dgt|dgt|dgt|dg2t|dgt|dgDcgc]}t|||c}|Scc}w)Nrr tuningJobsr)rrrr:s r#_ListTuningJobsResponse_from_vertexrs !) +()5&'kO;L)MN + ~&2 [<.9  #:tY ?    rc teZdZdddedeej dejfdZdddeejdejfdZ ddded ejdeejdejfd Zddded ejdeejdejfd Zdddeejdeejfd Zdddedeej dejfd Zej*dddded ejdeejdejfdZy)TuningsNrrrrctj||}|jjr>t |j|}|j d}|rdj |}n@d}n=t|j|}|j d}|rdj |}nd}|j d}|r|dt|}|jddd}|j,|jj|jj}tj|}tj|}|jjd|||} |jjrt!|j| } nt#|j| } tj$j'| |j) } |jj+| | S zzGets a TuningJob. Args: name: The resource name of the tuning job. Returns: A TuningJob object. rrrz{name}r&?rNgetresponsekwargs)r _GetTuningJobParameters _api_clientvertexairXr format_mapr rpopr http_optionsr convert_to_dictencode_unserializable_typesrequestrr TuningJob_from_response model_dump_verify_response selfrrparameter_model request_dictrequest_url_dictpath query_paramsr response_dict return_values r_getz Tunings._gets33 O   6   Ol&))&1 ""#345   Ol&))&1 ""#34##H-LvQy./ 0dXt$04L*  " " / / ;$++88l**<8L66|DL$$,, t\<M   ,T-=-=}Mm,D,<,t |j|}|j d}|rdj |}n@d}n=t|j|}|j d}|rdj |}nd}|j d}|r|dt|}|jddd}|j,|jj|jj}tj|}tj|}|jjd |||}|jjrt!|j|}nt#|j|}tj$j'||j) } |jj+| | S zLists `TuningJob` objects. Args: config: The configuration for the list request. 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Returns: A TuningJob operation. rz=This method is only supported in the Gemini Developer client.rrr&rrNrr)r rrrr9rVrrrrrrr rrrr Operationrrrrs r _tune_mldevzTunings._tune_mldev~s$66)O    I 9   Ol&))&1 ''(89##H-LvQy./ 0dXt$04L*  " " / / ;$++88l**<8L66|DL$$,,lLM    $ $+D,<,> !89 9$>>33NCAF??//j4++44//(oo0 r")__name__ __module__ __qualname__strrr GetTuningJobConfigOrDictrrListTuningJobsConfigOrDictrrTuningDatasetOrDictCreateTuningJobConfigOrDictrrrrrrr experimental_warningrr"rrrs :> F Fu556 F   FREIF @ @AF ##FZ=A @@11 @ u889 @   @N=A BB11 B u889 B   BJEI @ @A U__:>  u556    $ 7+=A !!11 ! u889 !   ! !r"rc teZdZdddedeej dejfdZdddeejdejfdZ ddded ejdeejdejfd Zddded ejdeejdejfd Zdddeejdeejfd Zdddedeej dejfd Zej*dddded ejdeejdejfdZy) AsyncTuningsNrrrrcKtj||}|jjr>t |j|}|j d}|rdj |}n@d}n=t|j|}|j d}|rdj |}nd}|j d}|r|dt|}|jddd}|j,|jj|jj}tj|}tj|}|jjd|||d{} |jjrt!|j| } nt#|j| } tj$j'| |j) } |jj+| | S7wr)r rrrrXrrr rrrrr rr async_requestrrrrrrrs rrzAsyncTunings._gets33 O   6   Ol&))&1 ""#345   Ol&))&1 ""#34##H-LvQy./ 0dXt$04L*  " " / / ;$++88l**<8L66|DL**88 t\<M   ,T-=-=}Mm,D,<,t |j|}|j d}|rdj |}n@d}n=t|j|}|j d}|rdj |}nd}|j d}|r|dt|}|jddd}|j,|jj|jj}tj|}tj|}|jjd |||d{}|jjrt!|j|}nt#|j|}tj$j'||j) } |jj+| | S7wr)r rrrr\rrr/rrrrr rrrrrrrrrrs rrzAsyncTunings._listPs55O    8   Ol&))&1 &&'787   Ol&))&1 ''(89##H-LvQy./ 0dXt$04L*  " " / / ;$++88l**<8L66|DL**88 t\<M   9   Mm 9   Mm//>>'A'A'C?L %%l3 %sE"G:$G8%BG:rRrTchKtj|||}|jjs t dt |j|}|j d}|rdj|}nd}|j d}|r|dt|}|jddd} |j,|jj|jj} tj|}tj|}|jjd ||| d{} |jjrt!|j| } tj"j%| |j' } |jj)| | S7|wr)r rrrr9rlrrrrrrr rrrrrrrrrs rrzAsyncTunings._tunes$66)O    $ $ O PP9   Ol&))&1 &&'78##H-LvQy./ 0dXt$04L*  " " / / ;$++88l**<8L66|DL**88lLM   ,T-=-=}Mm??11'A'A'C2L %%l3 D1F23F04A=F2chKtj|||}|jjr t dt |j|}|j d}|rdj|}nd}|j d}|r|dt|}|jddd} |j,|jj|jj} tj|}tj|}|jjd ||| d{} |jjst!|j| } tj"j%| |j' } |jj)| | S7|wr)r rrrr9rVrrrrrrr rrrrrrrrrs rrzAsyncTunings._tune_mldevs$66)O    I 9   Ol&))&1 ''(89##H-LvQy./ 0dXt$04L*  " " / / ;$++88l**<8L66|DL**88lLM    $ $+D,<,> !89 9$>>33NCAF??//j4++44//(oo0 3 s".D(D$D( D&CD(&D()rrrrrr rrrrrrrrrrrrrrr rrrr"rrrs :> F Fu556 F   FREIF @ @AF ##FZ=A @@11 @ u889 @   @N=A BB11 B u889 B   BJEI @ @A%//":>  u556    $ 7+=A !!11 ! u889 !   ! !r"rc eZdZUdZeZeeed<edefdZ ede fdZ edefdZ edede edefd Ze dd ed ed eedd fdZedededd fdZededd fdZy )rz6Temporary class to hold the IPython related functions.displayed_experimentsrcjddl}d|jvr!ddlm}|jj Sy)NrIPython) get_ipython)sysmodulesrr __class__r)r rs r_get_ipython_shell_namez%_IpythonUtils._get_ipython_shell_namegs+CKK% ] $ $ - -- r"c<ttjSN)boolrr rr"ris_ipython_availablez"_IpythonUtils.is_ipython_availableqs  557 88r"cy)z8Returns the HTML style markup to support custom buttons.a rrr"r _get_stylesz_IpythonUtils._get_stylesus1 r"markerresource_partsc~tt|D]&}|||k(s |dzt|ks||dzcSy)z,Returns the part after the marker text part.rr )rangelen)rris r_parse_resource_namez"_IpythonUtils._parse_resource_namesN3~& '%  f $Q^1D)Da!e$$% r"texturliconNc "d}|j|std|dddl}dt|j }dt j d|d |d |d |d }|d |d|d|dz }ddlm}ddl m }|||y)a&Creates and displays the link to open the Vertex resource. 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N/zAhttps://console.cloud.google.com/vertex-ai/experiments/locations/z /experiments/z runs?project=zView Experimentscience)rrrsplitr)add)rrrlocationexperiment_nameuris rrz'_IpythonUtils.display_experiment_buttons  . . 0 << <  %%c*Na H$R(O L JmO#4A 6 7 ' # $  13 B''++J7r"rctjsy|jd}|d}|d}|d}dd|d|zd |z}tjd |d y) zFunction to generate a link bound to the Vertex model tuning job. Args: tuning_job_resource: The Vertex tuning job name. 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