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""" | |
Flare β Prompt Builder | |
""" | |
from typing import Dict, List, Optional | |
from datetime import datetime | |
import json | |
import re | |
from config_provider import ConfigProvider | |
from locale_manager import LocaleManager | |
from utils import log | |
# βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ | |
# DATE CONTEXT | |
# βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ | |
def _get_date_context(locale_code: str = "tr") -> Dict[str, str]: | |
"""Get today/tomorrow dates with weekday names in target locale""" | |
from datetime import timedelta | |
today = datetime.now() | |
tomorrow = today + timedelta(days=1) | |
locale_data = LocaleManager.get_locale(locale_code) | |
weekday_names = locale_data.get("weekdays", { | |
"0": "Monday", "1": "Tuesday", "2": "Wednesday", "3": "Thursday", | |
"4": "Friday", "5": "Saturday", "6": "Sunday" | |
}) | |
# Get localized date format | |
date_format = locale_data.get("date_format", "%Y-%m-%d") | |
dates = { | |
"today": today.strftime(date_format), | |
"tomorrow": tomorrow.strftime(date_format), | |
"today_weekday": weekday_names.get(str(today.weekday()), ""), | |
"tomorrow_weekday": weekday_names.get(str(tomorrow.weekday()), ""), | |
"locale_code": locale_code | |
} | |
return dates | |
# βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ | |
# INTENT PROMPT | |
# βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ | |
def build_intent_prompt(general_prompt: str, | |
conversation: List[Dict[str, str]], | |
user_input: str, | |
intents: List, | |
project_name: str = None, | |
project_locale: str = "tr") -> str: | |
# Get config when needed | |
cfg = ConfigProvider.get() | |
# Get internal prompt from LLM provider settings | |
internal_prompt = "" | |
if cfg.global_config.llm_provider and cfg.global_config.llm_provider.settings: | |
internal_prompt = cfg.global_config.llm_provider.settings.get("internal_prompt", "") | |
# Extract intent names and captions | |
intent_names = [it.name for it in intents] | |
intent_captions = [it.caption or it.name for it in intents] | |
# Get project language name from locale | |
locale_info = LocaleManager.get_locale(project_locale) | |
project_language = locale_info.get("name", "Turkish") | |
# Replace placeholders in internal prompt | |
if internal_prompt: | |
# Intent names - quoted and comma-separated | |
intent_names_str = ', '.join([f'"{name}"' for name in intent_names]) | |
internal_prompt = internal_prompt.replace("<intent names>", intent_names_str) | |
# Intent captions - quoted and comma-separated | |
intent_captions_str = ', '.join([f'"{caption}"' for caption in intent_captions]) | |
internal_prompt = internal_prompt.replace("<intent captions>", intent_captions_str) | |
# Project language | |
internal_prompt = internal_prompt.replace("<project language>", project_language) | |
# === INTENT INDEX === | |
lines = ["### INTENT INDEX ###"] | |
for it in intents: | |
# Get examples for project locale | |
locale_examples = it.get_examples_for_locale(project_locale) | |
det = it.detection_prompt.strip() if it.detection_prompt else "" | |
det_part = f' β’ detection_prompt β "{det}"' if det else "" | |
ex_part = "" | |
if locale_examples: | |
exs = " | ".join(locale_examples) | |
ex_part = f" β’ examples β {exs}" | |
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:] | |
) | |
# Combine prompts | |
combined_prompt = internal_prompt + "\n\n" + general_prompt if internal_prompt else general_prompt | |
prompt = ( | |
f"{combined_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 (with internal prompt)") | |
return prompt | |
# βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ | |
# PARAMETER PROMPT | |
# 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]], | |
locale_code: str = None, | |
project_locale: str = "tr") -> str: | |
# Use project locale if not specified | |
if not locale_code: | |
locale_code = project_locale | |
date_ctx = _get_date_context(locale_code) | |
locale_data = LocaleManager.get_locale(locale_code) | |
parts: List[str] = [ | |
f"You are extracting parameters from user messages in {locale_data.get('name', 'the target language')}.", | |
f"Today is {date_ctx['today']} ({date_ctx['today_weekday']}). Tomorrow is {date_ctx['tomorrow']}.", | |
"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.", | |
"", | |
"IMPORTANT: If the user is NOT providing the requested parameter but instead:", | |
"- Asking for recommendations or advice (e.g. 'nereye gitsem?', 'ΓΆnerin var mΔ±?')", | |
"- Expressing uncertainty (e.g. 'tam net deΔil', 'emin deΔilim', 'bilmiyorum')", | |
"- Changing the subject or asking something else", | |
"Then DO NOT extract any value for that parameter. Keep it in the 'missing' list.", | |
"" | |
] | |
# Add parameter descriptions with localized captions | |
parts.append("Parameters to extract:") | |
for p in intent_cfg.parameters: | |
if p.name in missing_params: | |
# Get localized caption | |
caption = p.get_caption_for_locale(locale_code, project_locale) | |
# Special handling for date type parameters | |
if p.type == "date": | |
date_prompt = _build_locale_aware_date_prompt( | |
p, date_ctx, locale_data, locale_code | |
) | |
parts.append(date_prompt) | |
else: | |
extraction = p.extraction_prompt or f"Extract {p.name}" | |
parts.append(f"β’ {p.name} ({caption}): {extraction}") | |
# Add format instruction | |
parts.append("") | |
parts.append("IMPORTANT: Your response must start with '#PARAMETERS:' followed by the JSON.") | |
parts.append(f"Format: {_FMT}") | |
parts.append("No other text before or after.") | |
# Add conversation history | |
parts.append("") | |
parts.append("Recent conversation:") | |
for msg in conversation[-5:]: | |
parts.append(f"{msg['role'].upper()}: {msg['content']}") | |
# Add current input | |
parts.append(f"USER: {user_input}") | |
return "\n".join(parts) | |
def _build_locale_aware_date_prompt(param, date_ctx: Dict, locale_data: Dict, locale_code: str) -> str: | |
"""Build date extraction prompt with locale awareness""" | |
caption = param.get_caption_for_locale(locale_code) | |
# Get locale-specific date info | |
month_names = locale_data.get("months", {}) | |
relative_dates = locale_data.get("relative_dates", { | |
"today": "today", "tomorrow": "tomorrow", | |
"yesterday": "yesterday", "this_week": "this week" | |
}) | |
parts = [ | |
f"β’ {param.name} ({caption}): Extract date in YYYY-MM-DD format.", | |
f" - Today is {date_ctx['today']} ({date_ctx['today_weekday']})", | |
f" - '{relative_dates.get('today', 'today')}' β {date_ctx['today']}", | |
f" - '{relative_dates.get('tomorrow', 'tomorrow')}' β {date_ctx['tomorrow']}" | |
] | |
if param.extraction_prompt: | |
parts.append(f" - {param.extraction_prompt}") | |
return "\n".join(parts) | |
# βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ | |
# SMART PARAMETER QUESTION | |
# βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ | |
def build_smart_parameter_question_prompt( | |
intent_config, | |
missing_params: List[str], | |
collected_params: Dict[str, str], | |
conversation: List[Dict[str, str]], | |
project_locale: str = "tr", | |
unanswered_params: List[str] = None | |
) -> str: | |
"""Build prompt for smart parameter collection""" | |
cfg = ConfigProvider.get() | |
# Get parameter collection config from LLM provider settings | |
collection_config = {} | |
if cfg.global_config.llm_provider and cfg.global_config.llm_provider.settings: | |
collection_config = cfg.global_config.llm_provider.settings.get("parameter_collection_config", {}) | |
# Get collection prompt template | |
collection_prompt = collection_config.get("collection_prompt", """ | |
You are a helpful assistant collecting information from the user. | |
Intent: {{intent_name}} - {{intent_caption}} | |
Still needed: {{missing_params}} | |
Ask for the missing parameters in a natural, conversational way in {{project_language}}. | |
Generate ONLY the question, nothing else. | |
""") | |
# Get locale info | |
locale_info = LocaleManager.get_locale(project_locale) | |
project_language = locale_info.get("name", "Turkish") | |
# Build missing params description with localized captions | |
missing_param_descriptions = [] | |
for param_name in missing_params: | |
param = next((p for p in intent_config.parameters if p.name == param_name), None) | |
if param: | |
caption = param.get_caption_for_locale(project_locale) | |
missing_param_descriptions.append(f"{param_name} ({caption})") | |
# Build collected params description | |
collected_descriptions = [] | |
for param_name, value in collected_params.items(): | |
param = next((p for p in intent_config.parameters if p.name == param_name), None) | |
if param: | |
caption = param.get_caption_for_locale(project_locale) | |
collected_descriptions.append(f"{param_name} ({caption}): {value}") | |
# Build conversation history | |
conv_history = "\n".join([f"{msg['role']}: {msg['content']}" for msg in conversation[-5:]]) | |
# Replace placeholders | |
prompt = collection_prompt | |
prompt = prompt.replace("{{conversation_history}}", conv_history) | |
prompt = prompt.replace("{{intent_name}}", intent_config.name) | |
prompt = prompt.replace("{{intent_caption}}", intent_config.caption or intent_config.name) | |
prompt = prompt.replace("{{collected_params}}", "\n".join(collected_descriptions) if collected_descriptions else "None") | |
prompt = prompt.replace("{{missing_params}}", ", ".join(missing_param_descriptions)) | |
prompt = prompt.replace("{{unanswered_params}}", ", ".join(unanswered_params) if unanswered_params else "None") | |
prompt = prompt.replace("{{max_params}}", str(collection_config.get("max_params_per_question", 2))) | |
prompt = prompt.replace("{{project_language}}", project_language) | |
return prompt | |
# βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ | |
# PARAMETER EXTRACTION FROM QUESTION | |
# βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ | |
def extract_params_from_question(question: str, intent_config, project_locale: str = "tr") -> List[str]: | |
"""Extract which parameters are being asked in the question""" | |
asked_params = [] | |
question_lower = question.lower() | |
# Check each missing parameter | |
for param in intent_config.parameters: | |
# Check all locale captions | |
for caption_obj in param.caption: | |
caption = caption_obj.caption.lower() | |
# Check if caption appears in question | |
if caption in question_lower: | |
asked_params.append(param.name) | |
break | |
# Also check parameter name | |
if param.name.lower() in question_lower: | |
if param.name not in asked_params: | |
asked_params.append(param.name) | |
return asked_params | |
# βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ | |
# API RESPONSE PROMPT | |
# βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ | |
def build_api_response_prompt(api_config, api_response: Dict) -> str: | |
"""Build prompt for API response humanization""" | |
response_prompt = api_config.response_prompt | |
if not response_prompt: | |
response_prompt = "Convert this API response to a friendly message: {{api_response}}" | |
# Replace placeholders | |
response_prompt = response_prompt.replace("{{api_response}}", json.dumps(api_response, ensure_ascii=False)) | |
return response_prompt |