^h57SSKrSSKrSSKJr SSKJrJrJrJrJ r J r SSK r SSK J r SSK7 SSKJr \"5rSSKJr SqSrS \4S jr\R1S \"\5/S /S S9\R1S\"\5/S /S S9\"\54S\S\ S\S\4Sjj55r\R7S \"\5/S /SS9\R7S\"\5/S /SS9SS\"\54S\S\ S \SS\\S\\S\4 Sjj55r\R1S\"\5/S /SS9\R1S\"\5/S /SS9\"\54S\S\ S\S\4Sjj55rg)N)Optional) APIRouterDepends HTTPExceptionRequestResponsestatus)verbose_proxy_logger)*)user_api_key_auth)LiteLLMFineTuningJobCreatecPUcg[U[5(d [S5eUHzn[U[5(dMUR 5HLup#[U[ 5(dMUR S5(dM4[R"U5X'MN M| Uq g)Nz9invalid fine_tuning config, expected a list is not a listz os.environ/) isinstancelist ValueErrordictitemsstr startswithlitellm get_secretfine_tuning_config)configelementkeyvalues g/home/james-whalen/.local/lib/python3.13/site-packages/litellm/proxy/fine_tuning_endpoints/endpoints.pyset_fine_tuning_configrs ~ fd # #TUU gt $ $%mmo eS))e.>.>}.M.M#*#5#5e#"SR[AU555 [R"[BRD"55 [GU[H5(aY[K[7US[AURL55[7USS5[7USS5[7US[NRP5S9e[AU5n[K[7USU5[7USS5[7USS5[7USS5S9eS nAff=f7f) a, Creates a fine-tuning job which begins the process of creating a new model from a given dataset. This is the equivalent of POST https://api.openai.com/v1/fine_tuning/jobs Supports Identical Params as: https://platform.openai.com/docs/api-reference/fine-tuning/create Example Curl: ``` curl http://localhost:4000/v1/fine_tuning/jobs -H "Content-Type: application/json" -H "Authorization: Bearer sk-1234" -d '{ "model": "gpt-3.5-turbo", "training_file": "file-abc123", "hyperparameters": { "n_epochs": 4 } }' ``` radd_litellm_data_to_requestgeneral_settingsget_custom_headers premium_user proxy_configproxy_logging_objversionT) exclude_none+Only premium users can use this endpoint + zRequest received by LiteLLM: {})indentdatar(r/r+r4r2Nr litellm_call_idsuccess)r<r _hidden_paramsmodel_id cache_keyapi_baseallowed_model_regionr+r@rArBr4 model_regionr+original_exception request_datazLlitellm.proxy.proxy_server.create_fine_tuning_job(): Exception occurred - {}messagetypeNoneparam status_coderIrJrLcode))litellm.proxy.proxy_serverr.r/r0r1r2r3r4 model_dumprCommonProxyErrorsnot_premium_userrr debugformatjsondumpsr$r updateracreate_fine_tuning_jobasyncio create_taskupdate_request_statusr"getattrheaders Exceptionpost_call_failure_hookerrorr traceback format_excrrProxyExceptiondetailr HTTP_400_BAD_REQUEST)r(r)r*r+r.r/r0r1r2r3r4r:llm_provider_configresponse hidden_paramsr@rArBe error_msgs rcreate_fine_tuning_jobrn:sL  ) )t ) O>`>`>f>f=gh  "" . 5 5djjaj6P Q 1-/%   > 3 G G   * KK+ , 88@4@@   3 3 $):B ?  4   *:B?E2  $$Z6<"!%%k48>B  $$Z6<"  '' "3!#!$%68NPRS   Y $A6 66/ATX7    "" Z a aA  ""9#7#7#9: a ' ' 9c!((m<Q/a&1Q v/J/JK  q6(I 9i8Q/a&1Q s3  's\"K&A0F0F+AF0F.CF0*K&+F0.F00 K#;KGDKK##K&u&✨ (Enterprise) List Fine-Tuning Jobs)openaiazureafterlimitc# SSKJnJnJnJn Jn Jn Jn 0n U SLa&[S[RR35eU"U UUUU U S9IShvN n [US9nUbU RU5 [R"S0U DUUS.D6IShvN n[!US 05=(d 0nUR#S S5=(d S nUR#S S5=(d S nUR#S S5=(d S nUR$RU"UUUUU [!USS 5S95 U$NN![&Ga(nU R)UUU S9IShvN [*R,"SR/[1U555 [*R2"[4R6"55 [9U[:5(aY[=[!US[1UR>55[!USS5[!USS5[!US[@RB5S9e[1U5n[=[!USU5[!USS5[!USS5[!USS5S9eSnAff=f7f)aV Lists fine-tuning jobs for the organization. This is the equivalent of GET https://api.openai.com/v1/fine_tuning/jobs Supported Query Params: - `custom_llm_provider`: Name of the LiteLLM provider - `after`: Identifier for the last job from the previous pagination request. - `limit`: Number of fine-tuning jobs to retrieve (default is 20). rr-Tr6r9Nr;)rqrrr?r@r=rArBrCrDrFKlitellm.proxy.proxy_server.list_fine_tuning_jobs(): Exception occurred - {}rIrJrKrLrMrNrPrQ)"rRr.r/r0r1r2r3r4rrTrUrr$rZralist_fine_tuning_jobsr_r"r`rarbr rcrWrrVrdrerrrfrgr rh)r(r)r rqrrr+r.r/r0r1r2r3r4r:rirjrkr@rArBrlrms rlist_fine_tuning_jobsrvs{:DH t #=>O>`>`>f>f=gh 1-/%   > 3   * KK+ , 77     *:B?E2  $$Z6<"!%%k48>B  $$Z6<"  '' "3!#!$%68NPRS   Q " 2 66/ATX7    "" Y ` `A  ""9#7#7#9: a ' ' 9c!((m<Q/a&1Q v/J/JK  q6(I 9i8Q/a&1Q s3  'sZI(9D2D.?D2D0BD2-I(.D20D22 I%=I EDI  I%%I(z5/v1/fine_tuning/jobs/{fine_tuning_job_id:path}/cancelu(✨ (Enterprise) Cancel Fine-Tuning Jobsz2/fine_tuning/jobs/{fine_tuning_job_id:path}/cancelfine_tuning_job_idc,# SSKJnJnJnJnJnJn Jn 0n USLa&[S[RR35eU"U UUUU US9IShvN n UR5IShvN n U RSS5n [U S9nUbU RU5 [ R""S0U DS U0D6IShvN n[%US 05=(d 0nURS S5=(d S nURS S5=(d S nURSS5=(d S nUR&RU"UUUUU [%USS 5S95 U$GNNN![(Ga(nU R+UUU S9IShvN [,R."SR1[3U555 [,R4"[6R8"55 [;U[<5(aY[?[%US[3UR@55[%USS5[%USS5[%US[BRD5S9e[3U5n[?[%USU5[%USS5[%USS5[%USS5S9eSnAff=f7f)a Cancel a fine-tuning job. This is the equivalent of POST https://api.openai.com/v1/fine_tuning/jobs/{fine_tuning_job_id}/cancel Supported Query Params: - `custom_llm_provider`: Name of the LiteLLM provider - `fine_tuning_job_id`: The ID of the fine-tuning job to cancel. rr-Tr6r9Nr r;rwr?r@r=rArBrCrDrFrtrIrJrKrLrMrNrPrQ)#rRr.r/r0r1r2r3r4rrTrUrrXr"r$rZracancel_fine_tuning_jobr_r`rarbr rcrWrrVrdrerrrfrgr rh)r(r)rwr+r.r/r0r1r2r3r4r: request_bodyr rirjrkr@rArBrlrms rretrieve_fine_tuning_jobr{2s6DK t #=>O>`>`>f>f=gh 1-/%   %\\^+ *../DdK> 3   * KK+ , 88  1    *:B?E2  $$Z6<"!%%k48>B  $$Z6<"  '' "3!#!$%68NPRS   W , 0 66/ATX7    "" Y ` `A  ""9#7#7#9: a ' ' 9c!((m<Q/a&1Q v/J/JK  q6(I 9i8Q/a&1Q s3  'smJ9EEE)E*AE:E;BEJEEE J)J =F>DJ  JJ) r\rdtypingrfastapirrrrrr rlitellm._loggingr litellm.proxy._types$litellm.proxy.auth.user_api_key_authr routerlitellm.types.llms.openair rrrr$postUserAPIKeyAuthrnr"Literalintrvr{rQrrrsGPP1"B @ $  +,-  5   +,-  5  )00A(B v vv4v& v  vr+,-  4   +,-  4   (/0A(B d dd!!23d C= d C= d & d  dN;+,-  6   8+,-  6  )00A(B e eee& e  er