""" Flare – Prompt Builder (v5 · improved parameter prompt) ============================================================== """ from typing import List, Dict from utils import log # ───────────────────────────────────────────────────────────────────────────── # INTENT PROMPT # ───────────────────────────────────────────────────────────────────────────── def build_intent_prompt(general_prompt: str, conversation: List[Dict[str, str]], user_input: str, intents: List) -> str: # === INTENT INDEX === lines = ["### INTENT INDEX ###"] for it in intents: # IntentConfig object attribute access det = it.detection_prompt.strip() if it.detection_prompt else "" det_part = f' • detection_prompt → "{det}"' if det else "" exs = " | ".join(it.examples) if it.examples else "" ex_part = f" • examples → {exs}" if exs else "" newline_between = "\n" if det_part and ex_part else "" lines.append(f"{it.name}:{det_part}{newline_between}{ex_part}") intent_index = "\n".join(lines) # === HISTORY === history_block = "\n".join( f"{m['role'].upper()}: {m['content']}" for m in conversation[-10:] ) prompt = ( f"{general_prompt}\n\n" f"{intent_index}\n\n" f"Conversation so far:\n{history_block}\n\n" f"USER: {user_input.strip()}" ) log("✅ Intent prompt built (index with detection_prompt)") return prompt # ───────────────────────────────────────────────────────────────────────────── # PARAMETER PROMPT - Improved version # ───────────────────────────────────────────────────────────────────────────── _FMT = """#PARAMETERS:{"extracted":[{"name":"","value":""},...],"missing":["",...]}""" def build_parameter_prompt(intent_cfg, missing_params: List[str], user_input: str, conversation: List[Dict[str, str]]) -> str: parts: List[str] = [ "You are extracting parameters from user messages.", "Extract ONLY the parameters listed below from the conversation.", "Look at BOTH the current message AND previous messages to find parameter values.", "If a parameter cannot be found, is invalid, or wasn't provided, keep it in the \"missing\" list.", "Never guess or make up values. Only extract values explicitly given by the user.", "" ] # Add parameter descriptions parts.append("Parameters to extract:") for p in intent_cfg.parameters: if p.name in missing_params: parts.append(f"• {p.name}: {p.extraction_prompt}") # Add format instruction parts.append("") parts.append("IMPORTANT: Your response must start with '#PARAMETERS:' followed by the JSON.") parts.append("Return ONLY this format with no extra text before or after:") parts.append(_FMT) # Add conversation history history_block = "\n".join( f"{m['role'].upper()}: {m['content']}" for m in conversation[-10:] ) prompt = ( "\n".join(parts) + "\n\nConversation so far:\n" + history_block + "\n\nUSER: " + user_input.strip() ) log(f"📝 Parameter prompt built for missing: {missing_params}") return prompt