add openai cua agent
This commit is contained in:
@@ -62,3 +62,58 @@ def setup_logger(example, example_result_dir):
|
||||
runtime_logger.setLevel(logging.DEBUG)
|
||||
runtime_logger.addHandler(logging.FileHandler(os.path.join(example_result_dir, "runtime.log")))
|
||||
return runtime_logger
|
||||
|
||||
def run_single_example_openaicua(agent, env, example, max_steps, instruction, args, example_result_dir, scores):
|
||||
runtime_logger = setup_logger(example, example_result_dir)
|
||||
agent.reset(runtime_logger)
|
||||
env.reset(task_config=example)
|
||||
time.sleep(60) # Wait for the environment to be ready
|
||||
obs = env._get_obs() # Get the initial observation
|
||||
done = False
|
||||
step_idx = 0
|
||||
env.controller.start_recording()
|
||||
while not done and step_idx < max_steps:
|
||||
response, actions = agent.predict(
|
||||
instruction,
|
||||
obs
|
||||
)
|
||||
|
||||
done = not response.get('state_correct', False)
|
||||
|
||||
for action in actions:
|
||||
# Capture the timestamp before executing the action
|
||||
action_timestamp = datetime.datetime.now().strftime("%Y%m%d@%H%M%S")
|
||||
logger.info("Step %d: %s", step_idx + 1, action)
|
||||
obs, reward, done, info, step_info = agent.step(action)
|
||||
|
||||
if not done:
|
||||
if not response.get('state_correct', False):
|
||||
done = True
|
||||
|
||||
logger.info("Reward: %.2f", reward)
|
||||
logger.info("Done: %s", done)
|
||||
# Save screenshot and trajectory information
|
||||
with open(os.path.join(example_result_dir, f"step_{step_idx + 1}_{action_timestamp}.png"),
|
||||
"wb") as _f:
|
||||
_f.write(obs['screenshot'])
|
||||
with open(os.path.join(example_result_dir, "traj.jsonl"), "a") as f:
|
||||
f.write(json.dumps({
|
||||
"step_num": step_idx + 1,
|
||||
"action_timestamp": action_timestamp,
|
||||
"action": action,
|
||||
"reward": reward,
|
||||
"done": done,
|
||||
"info": info,
|
||||
"screenshot_file": f"step_{step_idx + 1}_{action_timestamp}.png"
|
||||
}))
|
||||
f.write("\n")
|
||||
if done:
|
||||
logger.info("The episode is done.")
|
||||
break
|
||||
step_idx += 1
|
||||
result = env.evaluate()
|
||||
logger.info("Result: %.2f", result)
|
||||
scores.append(result)
|
||||
with open(os.path.join(example_result_dir, "result.txt"), "w", encoding="utf-8") as f:
|
||||
f.write(f"{result}\n")
|
||||
env.controller.end_recording(os.path.join(example_result_dir, "recording.mp4"))
|
||||
Reference in New Issue
Block a user