import requests from config import Config from utils.regex import extract_sql_query class MYSQL_Generator: def __init__(self, config: Config): self.api_url = config.GROQ_API_URL self.headers = { "Content-Type": "application/json", "Authorization": f"Bearer {config.GROQ_API_KEY}" } def generate_response(self, context: str) -> str: """Generate SQL query using Groq API""" try: data = { "model": "llama-3.1-8b-instant", "messages": [{ "role": "user", "content": (f"question: {context}\n" "the table name is vidavox" "the table is about av826 testing data" "---below is the column table of MySQL db---" "test_id VARCHAR(10) PRIMARY KEY,test_date DATE,model_name VARCHAR(50),noise_level_db DECIMAL(5, 2),cleaning_efficiency_percent DECIMAL(5, 2), battery_duration_minutes INT, area_covered_sqm DECIMAL(10, 2), dust_collection_grams DECIMAL(10, 2), operating_temperature_celsius DECIMAL(5, 2),maintenance_score DECIMAL(5, 2), navigation_accuracy_percent DECIMAL(5, 2),software_version VARCHAR(50)" "---and below is the data example from the DB---" "('TST0000020', '2024-01-07', 'AV826', 56.9, 95.8, 112, 42.41, 87.0, 26.6, 9, 96.9, 'v2.1.0')" "your task is to generate just 1 MySQL code relateed above column and dont create any description to answer user question just use MySQL code " "always limit the data only 10 line " "dont create any fake mysql code" "return none if the question doesn't has relation with the column and example data above" ) }], "temperature": 0.1 } response = requests.post(self.api_url, json=data, headers=self.headers) if response.status_code == 200: response_text = response.json()['choices'][0]['message']['content'] return extract_sql_query(response_text) else: raise Exception(f"Groq API error: {response.status_code}, {response.text}") except Exception as e: return str(e)