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"""
Flare – Prompt Builder (v2)
============================
• build_intent_prompt
• build_parameter_prompt
Spark (LLM) çağrılarına gidecek ‘system’ prompt’ları üretir.
"""
from typing import List, Dict
from datetime import datetime
# 🕒 zamanlı log
def log(msg: str) -> None:
print(f"[{datetime.now().strftime('%H:%M:%S')}] {msg}", flush=True)
# ---------------------------------------------------------------------------
# INTENT DETECTION PROMPT
# ---------------------------------------------------------------------------
def build_intent_prompt(general_prompt: str,
conversation: List[Dict[str, str]],
user_input: str) -> str:
"""
Returns system-prompt string for LLM to detect intent.
"""
history = "\n".join(
f"{m['role'].upper()}: {m['content']}" for m in conversation[-10:]
)
prompt = (
f"{general_prompt}\n\n"
f"Conversation so far:\n{history}\n\n"
f"USER: {user_input.strip()}"
)
log("✅ Intent prompt built")
return prompt
# ---------------------------------------------------------------------------
# PARAMETER EXTRACTION PROMPT
# ---------------------------------------------------------------------------
_RESULT_SPEC = (
"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:
"""
intent_cfg : intent section from service_config
missing_params : list of param names still required
"""
lines = [
"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:
lines.append(f"* {p['name']}: {p['extraction_prompt']}")
lines.append(_RESULT_SPEC)
history = "\n".join(
f"{m['role'].upper()}: {m['content']}" for m in conversation[-10:]
)
prompt = (
"\n".join(lines) +
"\n\nConversation so far:\n" + history +
"\n\nUSER: " + user_input.strip()
)
log("✅ Parameter-prompt built")
return prompt
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