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- """
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- Flare – Prompt Builder (Refactored with Multi-language Support)
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- ==============================================================
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- """
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-
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- from typing import List, Dict, Any
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- from datetime import datetime, timedelta
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- from config_provider import ConfigProvider
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- from logger import log_info, log_error, log_warning, log_debug
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- from locale_manager import LocaleManager
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-
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- # Date helper for locale-aware date expressions
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- def _get_date_context(locale_code: str = "tr") -> Dict[str, str]:
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- """Generate date context for date expressions"""
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- now = datetime.now()
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-
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- # Get locale data
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- locale_data = LocaleManager.get_locale(locale_code)
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- weekdays = locale_data.get("weekdays", ["Monday", "Tuesday", "Wednesday", "Thursday", "Friday", "Saturday", "Sunday"])
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-
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- today_weekday = weekdays[now.weekday()]
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-
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- # Calculate various dates
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- dates = {
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- "today": now.strftime("%Y-%m-%d"),
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- "tomorrow": (now + timedelta(days=1)).strftime("%Y-%m-%d"),
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- "day_after_tomorrow": (now + timedelta(days=2)).strftime("%Y-%m-%d"),
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- "this_weekend_saturday": (now + timedelta(days=(5-now.weekday())%7)).strftime("%Y-%m-%d"),
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- "this_weekend_sunday": (now + timedelta(days=(6-now.weekday())%7)).strftime("%Y-%m-%d"),
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- "next_week_same_day": (now + timedelta(days=7)).strftime("%Y-%m-%d"),
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- "two_weeks_later": (now + timedelta(days=14)).strftime("%Y-%m-%d"),
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- "today_weekday": today_weekday,
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- "today_day": now.day,
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- "today_month": now.month,
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- "today_year": now.year,
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- "locale_code": locale_code
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- }
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-
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- return dates
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-
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- def _build_locale_aware_date_prompt(param, date_ctx: Dict, locale_data: Dict, locale_code: str) -> str:
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- """Build locale-aware date extraction prompt"""
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-
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- # Get locale-specific date patterns
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- date_patterns = locale_data.get("date_patterns", {})
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- months = locale_data.get("months", [])
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-
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- prompt_parts = [f"• {param.name}: {param.extraction_prompt}"]
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- prompt_parts.append(f" IMPORTANT DATE RULES for {locale_data.get('name', 'this language')}:")
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-
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- # Add locale-specific patterns
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- if locale_code == "tr":
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- prompt_parts.extend([
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- f" - 'bugün' = {date_ctx['today']}",
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- f" - 'yarın' = {date_ctx['tomorrow']}",
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- f" - 'öbür gün' = {date_ctx['day_after_tomorrow']}",
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- f" - 'bu hafta sonu' = {date_ctx['this_weekend_saturday']} or {date_ctx['this_weekend_sunday']}",
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- f" - 'bu cumartesi' = {date_ctx['this_weekend_saturday']}",
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- f" - 'bu pazar' = {date_ctx['this_weekend_sunday']}",
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- f" - 'haftaya' or 'gelecek hafta' = add 7 days to current date",
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- f" - 'haftaya bugün' = {date_ctx['next_week_same_day']}",
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- f" - 'iki hafta sonra' = {date_ctx['two_weeks_later']}",
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- f" - '15 gün sonra' = add 15 days to today",
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- f" - '10 Temmuz' = {date_ctx['today_year']}-07-10",
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- f" - Turkish months: Ocak=01, Şubat=02, Mart=03, Nisan=04, Mayıs=05, Haziran=06, "
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- f"Temmuz=07, Ağustos=08, Eylül=09, Ekim=10, Kasım=11, Aralık=12"
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- ])
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- elif locale_code == "en":
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- prompt_parts.extend([
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- f" - 'today' = {date_ctx['today']}",
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- f" - 'tomorrow' = {date_ctx['tomorrow']}",
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- f" - 'day after tomorrow' = {date_ctx['day_after_tomorrow']}",
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- f" - 'this weekend' = {date_ctx['this_weekend_saturday']} or {date_ctx['this_weekend_sunday']}",
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- f" - 'this Saturday' = {date_ctx['this_weekend_saturday']}",
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- f" - 'this Sunday' = {date_ctx['this_weekend_sunday']}",
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- f" - 'next week' = add 7 days to current date",
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- f" - 'next {date_ctx['today_weekday']}' = {date_ctx['next_week_same_day']}",
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- f" - 'in two weeks' = {date_ctx['two_weeks_later']}",
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- f" - 'July 10' or '10th of July' = {date_ctx['today_year']}-07-10",
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- f" - English months: January=01, February=02, March=03, April=04, May=05, June=06, "
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- f"July=07, August=08, September=09, October=10, November=11, December=12"
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- ])
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-
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- # Add month mappings if available
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- if months:
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- month_mapping = [f"{month}={i+1:02d}" for i, month in enumerate(months)]
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- prompt_parts.append(f" - Month names: {', '.join(month_mapping)}")
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-
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- return "\n".join(prompt_parts)
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-
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- # ─────────────────────────────────────────────────────────────────────────────
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- # INTENT PROMPT
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- # ─────────────────────────────────────────────────────────────────────────────
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- def build_intent_prompt(version: Any, # VersionConfig
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- conversation: List[Dict[str, str]],
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- project_locale: str) -> str:
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- """Build intent detection prompt with enhanced detection prompts and examples"""
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-
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- # Get config
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- cfg = ConfigProvider.get()
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-
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- # Get internal prompt from LLM provider settings
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- internal_prompt = ""
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- if cfg.global_config.llm_provider and cfg.global_config.llm_provider.settings:
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- internal_prompt = cfg.global_config.llm_provider.settings.get("internal_prompt", "")
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-
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- # Extract intent names and captions
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- intent_names = [it.name for it in version.intents]
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- intent_captions = [str(it.caption) if it.caption else it.name for it in version.intents]
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-
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- # Get project language name
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- locale_data = LocaleManager.get_locale(project_locale)
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- project_language = locale_data.get("name", "Turkish")
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- current_language_name = project_language
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-
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- # Replace placeholders in internal prompt
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- if internal_prompt:
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- # Intent names - quoted and comma-separated
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- intent_names_str = ', '.join([f'"{name}"' for name in intent_names])
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- internal_prompt = internal_prompt.replace("<intent names>", intent_names_str)
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-
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- # Intent captions - quoted and comma-separated
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- intent_captions_str = ', '.join([f'"{caption}"' for caption in intent_captions])
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- internal_prompt = internal_prompt.replace("<intent captions>", intent_captions_str)
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-
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- # Project language
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- internal_prompt = internal_prompt.replace("<project language>", project_language)
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- internal_prompt = internal_prompt.replace("{{current_language_name}}", current_language_name)
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- internal_prompt = internal_prompt.replace("{{project_language}}", project_language)
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-
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- # === ENHANCED INTENT INDEX WITH DETECTION PROMPTS AND EXAMPLES ===
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- lines = ["### INTENT DETECTION RULES ###"]
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- for it in version.intents:
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- lines.append(f"\n{it.name}:")
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-
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- # Add detection prompt
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- if it.detection_prompt:
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- lines.append(f" Detection Rule: {it.detection_prompt}")
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-
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- # Add examples to enhance detection
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- examples = it.get_examples_for_locale(project_locale)
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- if examples:
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- # Combine detection prompt with examples
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- examples_str = " | ".join([f'"{ex}"' for ex in examples[:5]]) # Max 5 examples
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- lines.append(f" Examples that match this intent: {examples_str}")
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-
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- # If we have both detection prompt and examples, make it clear
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- if it.detection_prompt and examples:
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- lines.append(f" → This intent should be detected when user says something similar to the examples above AND matches the detection rule.")
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-
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- intent_index = "\n".join(lines)
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-
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- # === HISTORY ===
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- history_block = "\n".join(
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- f"{m['role'].upper()}: {m['content']}" for m in conversation[-10:]
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- )
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-
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- # Combine prompts
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- combined_prompt = internal_prompt + "\n\n" + version.general_prompt if internal_prompt else version.general_prompt
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-
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- # Get last user message
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- user_input = conversation[-1]['content'] if conversation else ""
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-
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- prompt = (
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- f"{combined_prompt}\n\n"
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- f"{intent_index}\n\n"
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- f"Conversation so far:\n{history_block}\n\n"
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- f"USER: {user_input.strip()}"
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- )
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-
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- log_info("✅ Intent prompt built with enhanced detection prompts and examples")
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- return prompt
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-
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- # ─────────────────────────────────────────────────────────────────────────────
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- # PARAMETER PROMPT
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- # ─────────────────────────────────────────────────────────────────────────────
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- _FMT = """#PARAMETERS:{"extracted":[{"name":"<param>","value":"<val>"},...],"missing":["<param>",...]}"""
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-
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- def build_parameter_prompt(
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- version: Any, # VersionConfig
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- intent_config: Any, # IntentConfig
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- chat_history: List[Dict[str, str]],
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- collected_params: Dict[str, Any],
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- missing_params: List[str],
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- params_to_ask: List[str],
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- max_params: int,
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- project_locale: str,
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- unanswered_params: List[str] = None
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- ) -> str:
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- """Build parameter collection prompt with approval support"""
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-
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- # Check if we're asking for approval parameter
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- is_approval_question = len(params_to_ask) == 1 and params_to_ask[0] == "is_approved"
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-
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- if is_approval_question:
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- # For approval, use special format without LLM collection prompt
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- # This will be handled in chat_handler with custom approval_question
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- return "" # Return empty, chat_handler will use custom question
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-
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- # Normal parameter collection
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- cfg = ConfigProvider.get()
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- collection_config = cfg.global_config.llm_provider.settings.get("parameter_collection_config", {})
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- collection_prompt = collection_config.get("collection_prompt", "")
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-
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- if not collection_prompt:
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- # Fallback prompt
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- collection_prompt = "Ask for the missing parameters naturally."
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-
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- # Build conversation history string
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- history_str = "\n".join([
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- f"{msg['role'].upper()}: {msg['content']}"
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- for msg in chat_history[-5:] # Last 5 messages
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- ])
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-
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- # Build collected params string
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- collected_str = "\n".join([
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- f"- {k}: {v}" for k, v in collected_params.items()
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- ])
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-
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- # Build missing params string with captions
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- missing_str = []
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- for param_name in missing_params:
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- param = next((p for p in intent_config.parameters if p.name == param_name), None)
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- if param:
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- caption = param.get_caption_for_locale(project_locale) if hasattr(param, 'get_caption_for_locale') else param_name
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- missing_str.append(f"- {param_name} ({caption})")
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- else:
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- missing_str.append(f"- {param_name}")
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- missing_str = "\n".join(missing_str)
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-
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- # Build unanswered params string
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- unanswered_str = "\n".join([f"- {p}" for p in (unanswered_params or [])])
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-
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- # Replace placeholders
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- prompt = collection_prompt
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- prompt = prompt.replace("{{conversation_history}}", history_str)
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- prompt = prompt.replace("{{intent_name}}", intent_config.name)
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- prompt = prompt.replace("{{intent_caption}}", str(intent_config.caption))
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- prompt = prompt.replace("{{collected_params}}", collected_str)
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- prompt = prompt.replace("{{missing_params}}", missing_str)
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- prompt = prompt.replace("{{unanswered_params}}", unanswered_str)
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- prompt = prompt.replace("{{max_params}}", str(max_params))
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- prompt = prompt.replace("{{project_language}}", project_locale)
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- prompt = prompt.replace("{{current_language_name}}", project_locale) # For compatibility
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-
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- return prompt
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-
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- # ─────────────────────────────────────────────────────────────────────────────
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- # SMART PARAMETER COLLECTION PROMPT
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- # ─────────────────────────────────────────────────────────────────────────────
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- def build_smart_parameter_question_prompt(intent_cfg,
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- missing_params: List[str],
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- conversation: List[Dict[str, str]],
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- collection_config: Dict[str, Any],
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- project_language: str) -> str:
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- """Build prompt for smart parameter collection"""
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-
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- # Get the collection prompt template
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- template = collection_config.get("collection_prompt", "Ask for the missing parameters.")
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-
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- # Replace placeholders
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- prompt = template.replace("{{max_params}}", str(collection_config.get("max_params_per_question", 2)))
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- prompt = prompt.replace("{{project_language}}", project_language)
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-
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- # Add parameter information
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- param_info = []
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- for param_name in missing_params[:collection_config.get("max_params_per_question", 2)]:
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- param = next((p for p in intent_cfg.parameters if p.name == param_name), None)
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- if param:
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- # Get caption for default locale (first supported locale)
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- caption = param.get_caption_for_locale("tr") # Default to Turkish
272
- param_info.append(f"- {param_name}: {caption}")
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-
274
- # Add context
275
- parts = [
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- prompt,
277
- "",
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- "Missing parameters:",
279
- "\n".join(param_info),
280
- "",
281
- "Recent conversation:"
282
- ]
283
-
284
- # Add recent conversation
285
- for msg in conversation[-5:]:
286
- parts.append(f"{msg['role'].upper()}: {msg['content']}")
287
-
288
- return "\n".join(parts)
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-
290
- # ─────────────────────────────────────────────────────────────────────────────
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- # PARAMETER EXTRACTION FROM QUESTION
292
- # ─────────────────────────────────────────────────────────────────────────────
293
- def extract_params_from_question(question: str, param_names: List[str]) -> Dict[str, str]:
294
- """Extract parameters that might be embedded in the question itself"""
295
- extracted = {}
296
-
297
- # Simple pattern matching for common cases
298
- # This is a basic implementation - can be enhanced with NLP
299
-
300
- # Example: "İstanbul'dan Ankara'ya ne zaman gitmek istiyorsunuz?"
301
- # Could extract origin=İstanbul, destination=Ankara
302
-
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- # For now, return empty dict
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- # This function can be enhanced based on specific use cases
305
-
306
- return extracted
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-
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- # ─────────────────────────────────────────────────────────────────────────────
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- # API RESPONSE PROMPT
310
- # ─────────────────────────────────────────────────────────────────────────────
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- def build_api_response_prompt(api_config, api_response: Dict) -> str:
312
- """Build prompt for API response with mappings"""
313
-
314
- response_prompt = api_config.response_prompt
315
- if not response_prompt:
316
- return "İşlem başarıyla tamamlandı."
317
-
318
- # Apply response mappings if available
319
- mapped_data = {}
320
- if hasattr(api_config, 'response_mappings'):
321
- for mapping in api_config.response_mappings:
322
- field_path = mapping.get('field_path', '')
323
- display_name = mapping.get('display_name', field_path)
324
-
325
- # Extract value from response
326
- value = _extract_value_from_path(api_response, field_path)
327
- if value is not None:
328
- mapped_data[display_name] = value
329
-
330
- # Replace placeholders in response prompt
331
- for key, value in mapped_data.items():
332
- response_prompt = response_prompt.replace(f"{{{key}}}", str(value))
333
-
334
- # Also try direct field replacement
335
- for key, value in api_response.items():
336
- response_prompt = response_prompt.replace(f"{{{key}}}", str(value))
337
-
338
- return response_prompt
339
-
340
- def _extract_value_from_path(data: Dict, path: str) -> Any:
341
- """Extract value from nested dict using dot notation"""
342
- try:
343
- parts = path.split('.')
344
- value = data
345
- for part in parts:
346
- if isinstance(value, dict):
347
- value = value.get(part)
348
- elif isinstance(value, list) and part.isdigit():
349
- value = value[int(part)]
350
- else:
351
- return None
352
- return value
353
- except:
354
- return None