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Building
""" | |
Flare β Prompt Builder (v4-fix Β· detection_prompt + examples) | |
============================================================== | |
""" | |
from typing import List, Dict | |
from datetime import datetime | |
def log(msg: str) -> None: | |
print(f"[{datetime.now().strftime('%H:%M:%S')}] {msg}", flush=True) | |
# βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ | |
# INTENT PROMPT | |
# βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ | |
def build_intent_prompt(general_prompt: str, | |
conversation: List[Dict[str, str]], | |
user_input: str, | |
intents: List[Dict]) -> str: | |
# === INTENT INDEX === | |
lines = ["### INTENT INDEX ###"] | |
for it in intents: | |
det = it.get("detection_prompt", "").strip() | |
det_part = f" β’ detection_prompt β β{det}β" if det else "" | |
exs = " | ".join(it.get("examples", [])) | |
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("β Intent prompt built (index with detection_prompt)") | |
return prompt | |
# βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ | |
# PARAMETER PROMPT (deΔiΕmedi) | |
# βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ | |
_FMT = ( | |
"Return exactly ONE line in the format:\n" | |
"#PARAMETERS:{" | |
"\"extracted\":[{\"name\":\"<param>\",\"value\":\"<val>\"},...]," | |
"\"missing\":[\"<param>\",...]}" | |
) | |
def build_parameter_prompt(intent_cfg: Dict, | |
missing_params: List[str], | |
user_input: str, | |
conversation: List[Dict[str, str]]) -> str: | |
parts: List[str] = [ | |
"You will extract ONLY the parameters listed below.", | |
"If a parameter cannot be found OR fails validation, keep it in the " | |
"\"missing\" list. Never guess values." | |
] | |
for p in intent_cfg["parameters"]: | |
if p["name"] in missing_params: | |
parts.append(f"* {p['name']}: {p['extraction_prompt']}") | |
parts.append(_FMT) | |
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("β Parameter prompt built") | |
return prompt | |