import gradio as gr import subprocess import os import re from datetime import datetime def run_evaluation(model_name): results = [] # Use the secret OpenRouter API key from the Hugging Face space if "OPENROUTER_API_KEY" not in os.environ: return "Error: OPENROUTER_API_KEY not found in environment variables." try: # Set up environment env = os.environ.copy() env["OPENROUTER_API_KEY"] = os.environ["OPENROUTER_API_KEY"] # Run inference current_date = datetime.now().strftime("%Y%m%d") inference_cmd = f""" cd duckdb-nsql/ && python eval/predict.py \ predict \ eval/data/dev.json \ eval/data/tables.json \ --output-dir output/ \ --stop-tokens ';' \ --max-tokens 30000 \ --overwrite-manifest \ --manifest-client openrouter \ --manifest-engine {model_name} \ --prompt-format duckdbinstgraniteshort """ inference_result = subprocess.run(inference_cmd, shell=True, check=True, capture_output=True, text=True, env=env) results.append("Inference completed.") # Extract JSON file path from inference output json_path_match = re.search(r'(.*\.json)', inference_result.stdout) if not json_path_match: raise ValueError("Could not find JSON file path in inference output") json_file = os.path.basename(json_path_match.group(1)) results.append(f"Generated JSON file: {json_file}") # Run evaluation eval_cmd = f""" cd duckdb-nsql/ && python eval/evaluate.py evaluate \ --gold eval/data/dev.json \ --db eval/data/databases/ \ --tables eval/data/tables.json \ --output-dir output/ \ --pred output/{json_file} """ eval_result = subprocess.run(eval_cmd, shell=True, check=True, capture_output=True, text=True) # Extract and format metrics from eval output metrics = eval_result.stdout if metrics: results.append(f"Evaluation completed:\n{metrics}") else: results.append("Evaluation completed, but couldn't get metrics.") except subprocess.CalledProcessError as e: results.append(f"Error occurred: {str(e)}") results.append(f"Command output: {e.output}") except Exception as e: results.append(f"An unexpected error occurred: {str(e)}") return "\n\n".join(results) with gr.Blocks() as demo: gr.Markdown("# DuckDB SQL Evaluation App (OpenRouter)") model_name = gr.Textbox(label="Model Name (e.g., qwen/qwen-2.5-72b-instruct)") start_btn = gr.Button("Start Evaluation") output = gr.Textbox(label="Output", lines=20) start_btn.click(fn=run_evaluation, inputs=[model_name], outputs=output) demo.launch()