Ki! 0ddlddlmZddlmZddlmZddlmZddl m Z m Z m Z m Z iddd d d d d ddddddddddddddddddd d!d"d#d$d%d&d'd(d)d*d+d,d-d,d-d.d/Ze e d0e d1d1d23e eeef4d5Zd8d6Zy7)9)*)evaluate_all_metrics)LLMChain) JSONResponse) HTTPException)retrystop_after_attemptwait_exponentialretry_if_exception_typezHeart Rate (BPM) heart_ratezBreathing Ratebreathing_ratezOxygen Saturationoxygen_saturationzBlood Pressureblood_pressurez Stress Level stress_levelzHeart Variabilityheart_variabilityPRQprqActivityactivitySleepsleep Equilibrium equilibrium Metabolism metabolism Relaxation relaxationzCardiovascular Agecardiovascular_age Hemoglobin hemoglobin Cholesterol cholesterolzA1C Riska1c_riskzCholesterol Riskcholesterol_risk a1c_rangecholesterol_rangewellness_scoreatrial_fibrillationhba1ccardiovascular_bmi)z A1C RangezCholesterol RangezWellness ScoreAtrial FibrillationHbA1cr+r,zCardiovascular BMI ) multiplierminmax)stopwaitrcVttztz}|jd|i}|S)z(LLM call with automatic retry on failuredata)input)Promptllmparserinvoke)r6runnable llm_outputs */var/www/welltra_ai_report_api/response.pycall_llm_with_retryr?&s,|f$H~6J c B t|dr|jn|}|jDcic] \}}| || }}}t|}g}|jD]\}|j ij dd} t fdt jDjddj} |j| d|d| d d k(s|jd |d| d d j|} t| } t| d d} | t| dg} g}i}| D]R}t|dt|} ||| <| jddjj!}|||<T|jD]\}t fdt jDd} | s jddj} |vr|d} d k(r|}n|d}n d} d k(r|nd}d}| |vrt|| dd}nD| jddjj!}||vrt||dd}|s$| dk(s| dk(rd}n| dk(s| dk(rd}n | dk(rd}nd}|}|j| | ||d|r\|j d }|Id}d |vrt|d dd}|s|d!k\rd"}n|d#k\rd$}n |d%k\rd&}nd'}d ||d(}|j||D]}|j dd k(sd|vs|d=!t#d)d)d*d+|d,-Scc}}w#t$$r9}ddl}|j)t+d.|t-d/d/d0d1gd,2d}~wwxYw)3NdictstatusNormalc34K|]\}}|k(s |ywN.0tkkeys r> zresponse..@I1S!I _ z: z (Status: )r'zOverall Wellness Score:  Datametricstitle(rc34K|]\}}|k(s |ywrFrGrHs r>rMzresponse.._rNrOscoretipOptimalz_This state supports overall physical resilience, so continue with your current wellness habits.HighElevatedzaConsider a gentle adjustment to your daily routine to help bring this closer to a balanced range.Lowz]Prioritizing restorative habits and balanced nutrition can help support a more optimal level.zWMaintaining consistent daily habits will help support long-term stability in this area.)rVrCr\rYzOverall Wellness ScorezYYour overall wellness is strong. Maintain your current routines to preserve this balance.u}Your wellness is on track but has room to improve. Focus on one area—sleep, movement, or stress—to elevate your baseline.z^Your body is showing signs of strain. Prioritize rest, hydration, and reduced intensity today.ziYour recovery is significantly impaired. Focus on immediate rest and minimizing physical and mental load.)rVr\rYTz!Get user scan report successfully) ResponseCodeStatusMessagerT) status_codecontentzError in response function: iFz.Internal server error. Please try again later.)rhdetail)hasattrrBitemsrgetnext title_to_keyreplacerVappendjoinr?getattrstrsplitstriplowerr Exception traceback print_excprintr)r6 well_score data_dictrKv filtered_dataclinical_evaluationsllm_input_listvaluerCrVllm_input_stringllm_response_obj metrics_listformatted_datallm_metrics_mapmetricnorm_keyrYr\ norm_title display_score wellness_val overall_entryentryeryrLs @r>responser2snU #*4#8DIIKd +4//*;M$!Qq}AM M3MB'--/ ]JC)--c26::8XNFI (:(:(<I3;;WZ\_K`KfKfKhiE  ! !UG2eWJvha"H I&&%%(@zRXQYYZ&[\  ] 99^4//?@/>  "#3YCL" /FFGS[9E%+OE "{{3'*00288:H(.OH %  /(--/0 JCI (:(:(<I4PE C-335**-c28<**!E05g>E!!$(8!8aC'oe4eR@#[[-a0668>>@ 0!/*"=ubICX%9)<{Cv%:)=}Cu_yCsC"M  ! ! & # W0 f (,,-=>L'+>!/2J"KUTVWC#q(y%*^%*~J6)! %%m4$ $Eyy!%==(eBS(O $ #>&   qND   ,QC01 #K    sA1M MMB,M1IM:M?MM N%4NNN)F)utilsutils.clinical_rangesrlangchain.chainsrfastapi.responsesrfastapirtenacityrr r r ro ValueErrorKeyErrorrxr?rrGr@r>rsP6%*!YY &,&  N  ,  5  W=,,.,=  !"*#$,&0 0 .3 8 A  QA2 6 !:x"C D   V r@