@iSrSSKrSSKJrJr SSKJrJr SSKJ r J r J r J r J r JrJrJrJrJrJrJrJr SSKJr \R0"\5rS\S\4S jrg) z#API routes for FastAPI application.N) APIRouter HTTPException)DictAny) QueryRequest QueryResponseFeedbackRequestFeedbackResponse TrainRequest TrainResponseTrainingHistoryResponseIterationStartRequestIterationStartResponseIterationNextRequestIterationNextResponseIterationFinalizeRequestIterationFinalizeResponse) WebServiceservicereturncl^[SS/S9nURS[S9S[S[4U4Sjj5nURS [S9S[ S[4U4S jj5nURS [ S9S[S[ 4U4S jj5nURS [S9S[4U4Sjj5nURS[S9S[S[4U4Sjj5nURS[S9S[S[4U4Sjj5nURS[S9S[S[4U4Sjj5nU$)zuCreate API router with all endpoints. Args: service: WebService instance Returns: Configured APIRouter z/apiapi)prefixtagsz/query)response_modelrequestrc># TRURURS9n[S0UD6$![a/n[ R SU3SS9 [S[U5S9eSnAff=f7f) zProcess a natural language query and return patterns. Args: request: Query request with natural language query string and optional iteration rounds Returns: Query response with patterns, rules, and explanation )iteration_roundszError in query endpoint: Texc_info status_codedetailN) run_queryqueryrr Exceptionloggererrorrstrrresulters =/home/ubuntu/codebase/yexijia/保研/iCoLoc/src/web/router.pyr'create_router..query ss @&&w}}wG_G_&`F *6* * @ LL4QC84L HCA? ? @s$A0.4A0 A-*A((A--A0z /feedbackc.># URS;a [SSS9eTRURURURS9n[ S 0UD6$![ a/n[RSU3SS9 [S [U5S9eS nAff=f7f) zSave user feedback for a pattern. Args: request: Feedback request with pattern and feedback type Returns: Feedback response with status and counts )positivenegativeiz)Feedback must be 'positive' or 'negative'r") pattern_idpatternfeedbackzError in feedback endpoint: Trr!Nr%) r6r add_feedbackr4r5r r(r)r*r+r,s r/r6create_router..feedback1s @'??# #F ))"-- ))*F $-f- - @ LL7s;dL KCA? ? @s)BAAB B#*B  BBz/traincX># TRUR=(d SUR=(d SUR=(d SUR=(d SS9n[ S 0UD6$![ a/n[RSU3SS9 [S [U5S 9eS nAff=f7f) zTrigger preference model training. Args: request: Training request with hyperparameters Returns: Training response with loss history gMbP? g333333?)epochs learning_rate batch_sizemarginzError in train endpoint: Trr!r"Nr%) run_trainingr<r=r>r?r r(r)r*rr+r,s r/traincreate_router..trainLs @))~~+%33# TR5n[S0UD6$![a/n[R SU3SS9 [ S[ U5S9eSnAff=f7f)zXGet training history. Returns: Training history response with all training records z$Error in training history endpoint: Trr!r"Nr%)get_training_historyr r(r)r*rr+)historyr.rs r/rD+create_router..get_training_historybsb @224G*5W5 5 @ LL?sCdL SCA? ? @s$A A A*AAAz/iteration/startc># TRURUR5n[S0UD6$![a/n[ R SU3SS9 [S[U5S9eSnAff=f7f)zStart an interactive iteration session (Stage4). Args: request: Iteration start request with query and rounds Returns: Iteration start response with session_id and first round results z#Error in iteration start endpoint: Trr!r"Nr%) start_iterationr'rrr(r)r*rr+r,s r/rH&create_router..start_iterationqsp @,,W]]GqcBTL RCA? ? @%A206A2 A/*A**A//A2z/iteration/nextc># TRURUR5n[S0UD6$![a/n[ R SU3SS9 [S[U5S9eSnAff=f7f)zProcess feedback, train model, and return next iteration round (Stage4). Args: request: Iteration next request with session_id and feedback Returns: Iteration next response with next round results z"Error in iteration next endpoint: Trr!r"Nr%) next_iteration session_idr6rr(r)r*rr+r,s r/rL%create_router..next_iterationsr @++G,>,>@P@PQF(262 2 @ LL=aSADL QCA? ? @rJz/iteration/finalizec># TRUR5n[S0UD6$![a/n[R SU3SS9 [ S[U5S9eSnAff=f7f)zGet final results after all iterations (Stage4). Args: request: Iteration finalize request with session_id Returns: Iteration finalize response with final results z&Error in iteration finalize endpoint: Trr!r"Nr%)finalize_iterationrMrr(r)r*rr+r,s r/rP)create_router..finalize_iterationsk @//0B0BCF,6v6 6 @ LLA!EPTL UCA? ? @s$A'%+A' A$*AA$$A')rpostrrr r r r getr rrrrrr) rrouterr'r6rArDrHrLrPs ` r/ create_routerrUsfE7 3F [[-[8@\@m@9@  [[-=[>@@4D@?@4 [[-[8@\@m@9@* ZZ 1HZI @(? @J @ [[#4J[K@'<@AW@L@  [["3H[I@&:@?T@J@  [[&7P[Q@*B@G`@R@ M)__doc__loggingfastapirrtypingrr web.schemasrrr r r r r rrrrrr web.servicesr getLogger__name__r)rUr%rVr/r_sP),$   8 $O:O)OrV