_|i<UdZddlZddlZddlmZmZmZddlZddlm Z ddl m Z ddl m Z daeejed<dZd ejfd Z dd e d ed ededededededee dee d efdZ dd e d ed ededededededee dee d eeeffdZy)u AI analysis service — wraps the Anthropic Claude API. Builds an agronomic prompt from scenario data and returns a structured dict. N)AnyDictOptional)GraftCombination)Plant) SoilProfile_clientzclaude-sonnet-4-6returnclt)tjtjdatS)NANTHROPIC_API_KEY)api_key)r anthropic AnthropicosgetenvD/var/www/acinvestment.org/public_html/aci/backend/app/services/ai.py _get_clientrs&%%bii8K.LM Nrsoil applied_n applied_p applied_kirrigation_methodirrigation_frequency_daysseason duration_daysplantgraftc g} | | j} | j} | dd| jd| jdd| jd| j d| j d| jd d | jjd | jd | jd tj| jdtj| jd| j dd| jd| jdd| jd| j d| j d| jd d| jd | jd| j"d| j dd tj| jd| j$ddd| j&d| j(ddtj| j*gz } | j,r!| j/d| j,n|} | dd| jd| jd| j0jd | jd| j d| j d| jd d!| jd | jd"| jjd#| j"d| j dd$tj| jd%tj| jgz } | d&d'd|jd(|j2jd)|j4d*|j6d+|j8d,|j:d-d.|j<jd/|j>jd0|j@d1|jBd2|jDd3|jFd4|jHd5gz } |jJr| j/d6|jJ| d&d7d8|d1|d2|d9|d:|d;d<|d=|dgz } | gd>z } d?jM| S)@Nz## Graft Combinationz - Rootstock: z ()z - Drought tolerance: z/10 | Salinity: z/10 | Heat: z/10 | Cold: z/10z - Root depth: z | pH range: u–z - Disease resistance: z - Nutrient uptake efficiency: z - Growth cycle: z daysz - Scion: z - pH range: z - Yield potential: z kg/plant | Growth cycle: z- Graft compatibility score: z.2fz/1.0z- Vigor boost: zx | Yield modifier: xz- Stress tolerance overrides: z - Notes: z## Plant (Ungrafted)z- Name: z ) | Type: z- Drought tolerance: z - pH range: z- Root depth: z- Yield potential: z- Disease resistance: z- Nutrient uptake efficiency: z## Soil Profilez | Type: z | Climate zone: z- pH: z | Organic matter: z% | Salinity: z dS/mz - Drainage: z | Water retention: z- Native NPK (ppm): N=z P=z K=z- Temperature range: u°C – u°Cz- Description: z## Care Protocolz- Applied NPK (kg/ha): N=z- Irrigation: z every z day(s)z - Season: z- Simulation duration: )r#z## TaskzXYou are an expert agronomist specialising in grafting, soil science, and crop modelling.zCBased on the scenario above, provide a rigorous agronomic analysis.uYReturn ONLY a valid JSON object with this exact structure — no markdown, no commentary:r#u{ "predicted_yield": , "survival_probability": , "risk_factors": [, ...], "recommended_adjustments": { "nitrogen": , "phosphorus": , "potassium": , "irrigation_notes": "", "additional_notes": "" }, "growth_timeline": [ {"week": , "stage": "", "expected_height_cm": , "notes": ""}, ... ], "confidence_score": , "ai_analysis": "" } )' rootstockscionnamespeciesdrought_tolerancesalinity_toleranceheat_tolerancecold_toleranceroot_depth_categoryvalueoptimal_ph_minoptimal_ph_maxjsondumpsdisease_resistancenutrient_uptake_efficiencygrowth_cycle_daysyield_potential_kg_per_plantcompatibility_score vigor_boostyield_modifierstress_tolerance_overridenotesappend variety_type soil_type climate_zoneph_levelorganic_matter_percentsalinity_level drainage_ratewater_retentionnative_nitrogennative_phosphorusnative_potassiumtemperature_range_mintemperature_range_max descriptionjoin)rrrrrrrrrrlinesrsscps r _build_promptrPs4 E  __ [[ "BGG9Brzzl! 4%b&:&:%;;MbNcNcMddrsutEtEsFFTUWUfUfTggj kr55;;>QRVRcRcQde 4T5P5P4QQabfbubuavv{| t))//00FtG[G[GaGaFbc !5!5 6d4;Q;Q:RRVW[WlWlVmn  : :;8DD^D^C__bcE  t'7'7&89:   #I;d9+T)M *+73L2MWU VH !-6 E E6 99U rc t||||||||||  } t} | jjtddd| dg} | j dj j} | jdr:| jdd } | jd r| d d } | j} tj| S) z,Call Claude and return parsed analysis dict.) rrrrrrrrrriuYou are an expert agronomist and plant scientist. You always respond with valid JSON only — no markdown fences, no extra text.user)rolecontent)model max_tokenssystemmessagesrz```r1N) rPrrXcreateMODELrTtextstrip startswithsplitr1loads)rrrrrrrrrrpromptclientmessageraws r run_analysisrfs +";# F]Foo$$ ]"f56%G //!  ! ! ' ' )C ~~eiiq! >>& !ab'Ciik ::c?r)NN)__doc__r1rtypingrrrrapp.models.graft_combinationrapp.models.plantrapp.models.soil_profilerr r__annotations__r\rfloatstrintrPrfrrrrpsg &&9"/)-)%% &-Y(( "(,e eee e  e # e ee E?e $ %e eb"(,. ... .  . # . .. E?. $ %. #s(^.r