Add ui agent (#343)

* add uipath agent

* readme update
This commit is contained in:
alexandruilie7
2025-09-24 14:42:46 +03:00
committed by GitHub
parent 088e68798c
commit f59cf00cae
14 changed files with 2167 additions and 1 deletions

View File

@@ -326,4 +326,60 @@ def run_single_example_mano(agent, env, example, max_steps, instruction, args, e
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"))
env.controller.end_recording(os.path.join(example_result_dir, "recording.mp4"))
def run_single_example_uipath(agent, env, example, max_steps, instruction, args, example_result_dir, scores):
runtime_logger = setup_logger(example, example_result_dir)
try:
agent.reset(runtime_logger)
except Exception as e:
agent.reset()
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,
args,
step_idx
)
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 = env.step(action, args.sleep_after_execution)
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,
"response": response,
"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"))