flare / prompt_builder.py
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"""
Flare – Prompt Builder (v5 Β· 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' β€’ detection_prompt β†’ "{det}"' if det else ""
exs = " | ".join(it.examples) if it.examples else ""
ex_part = f" β€’ examples β†’ {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("βœ… Intent prompt built (index with detection_prompt)")
return prompt
# ─────────────────────────────────────────────────────────────────────────────
# PARAMETER PROMPT - Improved version
# ─────────────────────────────────────────────────────────────────────────────
_FMT = """#PARAMETERS:{"extracted":[{"name":"<param>","value":"<val>"},...],"missing":["<param>",...]}"""
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"β€’ {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"πŸ“ Parameter prompt built for missing: {missing_params}")
return prompt