tjdZddlmZddlZddlZddlmZddlmZm Z ej dZ ej dZ d d Z d d Zddd!dZd"dZd#dZdZddd$dZd%dZdS)&z>Turn structured statement facts into natural-language answers.) annotationsN)Any)InsightTransactionStructuredInsightz(?i)\b(in\s+a\s+paragraph|as\s+a\s+paragraph|paragraph\s+form|as\s+prose|in\s+prose|in\s+words|write\s+it\s+out|narrative|describe\s+in\s+words|full\s+sentence)\bz(?i)\b(explain\s+naturally|natural\s+language|tell\s+me\s+in\s+words|summarize\s+in\s+words|write\s+a\s+summary|plain\s+english|analy[sz]e|overview|summar(?:y|ize)|what\s+do\s+you\s+think|insights?|observations?)\bquestionstrreturnboolcTtt|pdSN)r _PARAGRAPH_REsearchrs 1/var/www/html/CA-Chatbot/app/saas/answer_style.pywants_paragraph_formatrs"  $$X^44 5 55cTtt|pdSr )r _PROSE_RErrs rwants_prose_answerr!s"    R00 1 11rintro transactionslist[InsightTransaction]r str | Nonec |s|pdSg}|D]~}|jpd}|jpd}|jr$|d|jd|d|c|d|d|d|}|r?|d s%|d |d dz}|pd t|d }|d |dS)Nz8I could not find any payments to list on this statement.Paymentr zon z you paid z to z you paid z; rz Here are all z payments on your statement: .) descriptionstripamountdateappendjoinisupperupperlen)rrpartstdescamtbodyprefixs rtransactions_to_paragraphr0%s= SRRRE 66 *1133x~2$$&& 6 6 LL@qv@@@@$@@ A A A A LL4S44d44 5 5 5 5 99U  D *DGOO%%*Aw}}abb)  UUc,&7&7UUUF  t   rinsightrc &t|jpg}|s|St||jr|jddznd}||gt|jpgdt|dgzdS) z7Replace card-style transaction list with flowing prose.r :Nrz Listed all z) payments in paragraph form as requested.)summaryr footnotes)update)listrr0r4rstrip model_copyr5r))r1rtxnsproses rapply_paragraph_styler<;s $* + +D  %dW^Wf2p'/2H2H2M2MPS2S2Slp q q qE   g/5266QSYYQQQRS     rdict[str, Any]c|j|jd|jpgDt|jpgd|jpgddDt|jpgdS)Nc,g|]}|j|jdS)labelvaluer@).0ms r z)insight_facts_payload..Os$ZZZQag88ZZZrcDg|]}|j|j|j|jdS)r$r!r# directionrG)rCr+s rrEz)insight_facts_payload..QsE     }([      rP)headliner4metrics highlightspaymentsr5)rJr4rKr7rLrr5)r1s rinsight_facts_payloadrNKs$?ZZ7?CXVXZZZ7-344  *0b#2#6   '+1r22  ruYou are Alex, a friendly financial assistant. Rewrite the answer using ONLY the facts below. Rules: - Lead with a direct answer to the user's question in the first sentence. - Then add 1–3 short supporting observations (patterns, largest items, what stands out). - Do NOT restate every metric from the facts list — the UI already shows those in cards. - Do not invent numbers, dates, merchants, or payments. - Keep currency amounts exactly as shown when you do mention a figure. - Friendly, concise, conversational. No filler. No greetings or goodbyes. - Never mention RAG, chunks, vectors, extraction, or embeddings. User question: {question} Facts (JSON): {facts} Answer:)max_payments_in_promptrPintc rt|}|dpg}t||krdS |t|pdt j|ddd }n#t$rYdSwxYw|pd}|pdS) uHOptional LLM pass — grounds prose in structured facts, not raw chunks.rMNr F) ensure_asciiindent)rfacts) num_predict) rNgetr) POLISH_PROMPTformatr"jsondumps Exception)r1r invoke_ollamarPrVrMrawtexts rpolish_insight_with_llmrbqs "' * *Eyy$$*H 8}}---t m  ".b//11jU1EEE !       tt I2    D <4sAB BBc|jr|jgng}|jrt|j}|d||dkrd|dnd|jD]<}|jr |jdnd}|d||jd|j=d |p|j S) uHCopy/audit text: narrative summary first — cards already show metrics.r z Payments ()Paymentsu · z- u —  ) r4r"rr)r%r$r!r#r&rJ)r1r*nr+whens rchat_text_from_insightrjs)0 @W_ " " $ $ % %bED $ % % R !a%%&!&&&&Z@@@% D DA&'f4af????"D LLBdBAMBBBB C C C C 99U   ! ! # # 7w'77r)rrr r )rrrrr r)r1rrrr r)r1rr r=)r1rrrrPrQr r)r1rr r)__doc__ __future__rr\retypingrapp.models.schemasrrcompilerrrrr0r<rNrZrbrjrrrrsFDD"""""" DDDDDDDD    BJ    66662222,     & 0#% 6 8 8 8 8 8 8r