MODEL_ID = "Qwen/Qwen2.5-Coder-0.5B-Instruct" DATASET_ID = "gretelai/synthetic_text_to_sql" OUTPUT_DIR = "./qwen-text-to-sql-lora" MAX_TRAIN_SAMPLES = 20_000 MAX_VALIDATION_SAMPLES = 1_000 GENERATION_EVAL_SAMPLES = 50 SEED = 42 SYSTEM_PROMPT = """ You are an expert SQL generator. Given a database schema/context and a natural-language request, generate the SQL query that correctly answers the request. Rules: 1. Use only tables and columns available in the provided database context. 2. Return SQL only. 3. Do not include Markdown code fences. 4. Do not explain the query. """.strip()