tPj]UddlZddlmZmZddlmZmZmZmZm Z m Z ddl Z ddl m Z ddlddlmZddlmZddlmZmZdd lmZdd lmZeZeed <dd lmZdad Zde fdZ!ejEdeegdgdejEdeegdgdeefde de dede#fdZ$ejKdeegdgdejKdeegdgddeefde de de de&ddzde#f dZ'ejKdeegdgd ejKdeegdgd dedd!"ddeefde de de&ddzd#e dzd$e dzd%e(dzde#fd&Z)ejEd'eegdgd(ejEd)eegdgd(eefde de de de#fd*Z*y)+N)Finalcast) APIRouterDepends HTTPExceptionQueryRequestResponse)verbose_proxy_logger)*)user_api_key_auth)ProxyBaseLLMRequestProcessing)"_is_base64_encoded_unified_file_idvalidate_managed_id_requirement)handle_exception_on_proxy)LiteLLMFineTuningJobrouter)LiteLLMFineTuningJobCreatec|yt|ts td|D]f}t|ts|j D]@\}}t|t s|j ds)tj|||<Bh|a y)Nz9invalid fine_tuning config, expected a list is not a listz os.environ/) isinstancelist ValueErrordictitemsstr startswithlitellm get_secretfine_tuning_config)configelementkeyvalues r/home/oem/CyberBrain26-unified/.venv/lib/python3.12/site-packages/litellm/proxy/fine_tuning_endpoints/endpoints.pyset_fine_tuning_configr% s ~ fd #TUU= gt $%mmo = UeS)e.>.>}.M#*#5#5e#sL  ) )t ) >O    .+;; //>>O    15 @OO  !# ##%`a 08Z 8Z8Z8b]a8b2bcH%4H "9HH # #$5 6 4 4)H$7$K$K* #. /0$<<DtDDH  kl l"3!I!I/"J"   Z ;O%P H   3 3DHHM^`bDclu 3 v 'x1A2FL" '++J=C(,,[$?E2 '++J=C  '' ) < <"3!#!$%68NPRS   m   $3cE  > +66/ATX7    && Z\] (**+s#L)A(K&K'C!KL) K KKKKK L&#L!:K=;&L!!L&&L)z./v1/fine_tuning/jobs/{fine_tuning_job_id:path}u)✨ (Enterprise) Retrieve Fine-Tuning Jobz+/fine_tuning/jobs/{fine_tuning_job_id:path}fine_tuning_job_id)openaiazurecKddlm}m}m}m}m} m} d|i} |dur&tdtjjt|d|| jdd {t| } | j|||| | |tj j d {\} } |j#d {}|j'd d xs|}d }d }|r t)|}|rI|t+dddit-t.|j d#i| d {}||j0d<n>|r| jA| j'dddtC|dixsi}|j'dd xsd}|j'dd xsd}|j'dd xsd}|jDj5tjF||||| tC|dd |S777#t$$ri}YwxYw7{7,7#t$$rC}| jI||| !d {7tKjLd"|tO|d }~wwxYww)$a& Retrieves a fine-tuning job. This is the equivalent of GET https://api.openai.com/v1/fine_tuning/jobs/{fine_tuning_job_id} Supported Query Params: - `custom_llm_provider`: Name of the LiteLLM provider - `fine_tuning_job_id`: The ID of the fine-tuning job to retrieve. rr4rTr<fine-tuning jobrErFNr?rBr'FrJrKrLrMunified_finetuning_job_idrQrRrSrUrVrWrXrZr[r\r]r^r_razNlitellm.proxy.proxy_server.retrieve_fine_tuning_job(): Exception occurred - %srd)(rer5r6r7r8r9r:rrgrhr#rrnrrl CallTypesaretrieve_fine_tuning_jobrjrxr)rrrrrZr+rprrqrrrrsrtrurvrwryr rzr)r/r0rr'r2r5r6r7r8r9r:r@r{r| request_bodyrrTr}r~rr[r\r]rs r$retrieve_fine_tuning_jobrsu6'(:;Dj+ t #JK\KmKmKsKsJtuv v-*+//>>O    .KPT-U#.NN-//% ::@@O     !(/L+../DdKbOb;@!04 (JK](^ % $!# ##%`a$:j::H D]H # #$? @ )H]p)q ". /0$>>H  e  "3!I!I/"J"   Z ;O%P H   3 3DHHM^`bDclu 3 v 'x1A2FL" '++J=C(,,[$?E2 '++J=C  '' ) < <"3!#!$%68NPRS   }  0 L $ @ +66/ATX7    && \^_ (**+sK4A J%#J$AJ%'J(J%0J JJ AJ%!J "AJ%3J4*J%J"C!J%K4J%J%J JJ%JJ%J%"J%% K1.K,K&K,,K11K4u&✨ (Enterprise) List Fine-Tuning JobszOComma separated list of model names to filter by. Example: 'gpt-4o,gpt-4o-mini')default descriptiontarget_model_namesafterlimitczKddlm}m}m} m} m} m} i} | dur&tdtjjt| }|j|||| | | tjjd{\} }d}|rtt|t rd|j#d}t%|d k7r t'd d | t'd d |d| d<|jdi| ||dd{}|S|rAt)|}|| j+|t-jdi| ||dd{}| t'd d t/|dixsi}|j1ddxsd}|j1ddxsd}|j1ddxsd}|j2j+tj4||||| t/|dd|S7f77#t6$rC}| j9||| d{7t;j<d|t?|d}~wwxYww)ar 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). rr4Tr<r?rBN,rzatarget_model_names on list fine-tuning jobs must be a list of one model name. Example: ['gpt-4o']rMrJrLmodel)rrrQrRrZr[rVr\r]r^r_razKlitellm.proxy.proxy_server.list_fine_tuning_jobs(): Exception occurred - %srd) rer5r6r7r8r9r:rrgrhr#rrlralist_fine_tuning_jobsrrsplitlenrr+rprrur)rvrwrxryr rzr)r/r0r'rrrr2r5r6r7r8r9r:r@r{r|rTtarget_model_names_listr}rr[r\r]rs r$list_fine_tuning_jobsrpsBDQ+ t #JK\KmKmKsKsJtuv v-JPT-U#.NN-//% 77==O     $ *-?"E-?-E-Ec-J #*+q0# #~ !# #V4A6DM>Z>>H O )H]p)q ". /0$;;H  e  'x1A2FL" '++J=C(,,[$?E2 '++J=C  '' ) < <"3!#!$%68NPRS   E 2< +66/ATX7    &&'tvwx'** +syH;A)G,?G%A8G,8G(9G,>H;?>G,=G*>B&G,$H;%G,(G,*G,, H85H3 H &H33H88H;z5/v1/fine_tuning/jobs/{fine_tuning_job_id:path}/cancelu(✨ (Enterprise) Cancel Fine-Tuning Jobsz2/fine_tuning/jobs/{fine_tuning_job_id:path}/cancelcKddlm}m}m}m}m}m} d|i} |dur&tdtjjt|d||jdd {t| } | j|||| ||tj j d {\} } |j#d {} | j'd d }d }d }|r t)|}|rI|t+dddit-t.|j d#i| d {}||j0d<n|jA| j'dddtC|dixsi}|j'dd xsd}|j'dd xsd}|j'dd xsd}|jDj5tjF||||| tC|dd |S777#t$$ri} YwxYw7y7,7#t$$rC}|jI||| !d {7tKjLd"|tO|d }~wwxYww)$a* Cancel a fine-tuning job. This is the equivalent of POST https://api.openai.com/v1/fine_tuning/jobs/{fine_tuning_job_id}/cancel Supported Query Params: - `custom_llm_provider`: Name of the LiteLLM provider - `fine_tuning_job_id`: The ID of the fine-tuning job to cancel. rr4rTr<rrErFNr?rBr'FrJrKrLrMrrQrrRrSrUrVrWrXrZr[r\r]r^r_razLlitellm.proxy.proxy_server.cancel_fine_tuning_job(): Exception occurred - %srd)(rer5r6r7r8r9r:rrgrhr#rrnrrlracancel_fine_tuning_jobrjrxr)rrrrrZr+rprrqrrrrsrtrurvrwryr rzr)r/r0rr2r5r6r7r8r9r:r@r{r|rr'rrTr}r~rr[r\r]rs r$cancel_fine_tuning_jobrso6'(:;Dj+ t #JK\KmKmKsKsJtuv v-*+//>>O    .KPT-U#.NN-//% 88>>O     !(/L&2%5%56KT%R;@!04 (JK](^ % $!# ##%`a$8j88H D]H # #$? @*I]p)q ". /0$<<H  e  "3!I!I/"J"   Z ;O%P H   3 3DHHM^`bDclu 3 v 'x1A2FL" '++J=C(,,[$?E2 '++J=C  '' ) < <"3!#!$%68NPRS   }  0 L $ @ +66/ATX7    && Z\] (**+sK.A J#I;$AJ'I>(J0JJJAJJ AJ-J.*JJC!J:K.;J>JJ JJJJJJ K+(K&?K&K&&K++K.)+rrtypingrrfastapirrrrr r rlitellm._loggingr litellm.proxy._types$litellm.proxy.auth.user_api_key_authr 'litellm.proxy.common_request_processingr1litellm.proxy.openai_files_endpoints.common_utilsrrlitellm.proxy.utilsrlitellm.types.utilsrr__annotations__litellm.types.llms.openairrr%rr+postUserAPIKeyAuthrr)Literalrintrrrdr&r$rs9OO1"BQ:4 @ $  +,-  5   +,-  5  )00A(B Q+ Q+Q+4Q+& Q+  Q+h4+,-  7   1+,-  7  >B(/0A(B C+ C+C+C+!!23d: C+ & C+  C+L+,-  4   +,-  4  >B%*e&(/0A(Bp+ p+p+!!23d:p+d p+ :p+ :p+&p+  p+f;+,-  6   8+,-  6  )00A(B C+ C+C+C+& C+  C+r&