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""" | |
Flare β Prompt Builder (v5 Β· improved parameter prompt) | |
============================================================== | |
""" | |
from typing import List, Dict | |
from utils import log | |
# βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ | |
# INTENT PROMPT | |
# βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ | |
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("β Intent prompt built (index with detection_prompt)") | |
return prompt | |
# βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ | |
# PARAMETER PROMPT - Improved version | |
# βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ | |
_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"π Parameter prompt built for missing: {missing_params}") | |
return prompt |