mindcraft/evaluation_script.py

350 lines
No EOL
14 KiB
Python

import argparse
import json
import shutil
import subprocess
import time
from datetime import datetime
import re
import sys
import os
import time
def read_settings(file_path):
"""Read and parse the settings.js file to get agent profiles."""
with open(file_path, 'r', encoding='utf-8') as file:
content = file.read()
# Remove `export default` and trailing commas
content = re.sub(r'export\s+default', '', content)
content = re.sub(r',\s*(?=[}\]])', '', content)
# Remove JavaScript comments
content = re.sub(r'//.*', '', content)
# Remove trailing commas (e.g., before } or ])
content = re.sub(r',\s*(?=[}\]])', '', content)
# Strip leading and trailing whitespace
content = content.strip()
json_data = json.loads(content)
profiles = json_data['profiles']
## profiles is a list of strings like "./andy.json" and "./bob.json"
agent_names = [profile.split('/')[-1].split('.')[0] for profile in profiles]
return agent_names
def check_task_completion(agents):
"""Check memory.json files of all agents to determine task success/failure."""
for agent in agents:
memory_path = f"bots/{agent}/memory.json"
try:
with open(memory_path, 'r') as f:
memory = json.load(f)
# Check the last system message in turns
for turn in reversed(memory['turns']):
if turn['role'] == 'system' and 'code' in turn['content']:
# Extract completion code
if 'code : 2' in turn['content']:
return True # Task successful
elif 'code : 4' in turn['content']:
return False # Task failed
except (FileNotFoundError, json.JSONDecodeError) as e:
print(f"Error reading memory for agent {agent}: {e}")
continue
return False # Default to failure if no conclusive result found
def update_results_file(task_id, success_count, total_count, time_taken, experiment_results, results_filename):
"""Update the results file with current success ratio and time taken."""
success_ratio = success_count / total_count
with open(results_filename, 'w') as f: # 'w' mode overwrites the file each time
f.write(f"Task ID: {task_id}\n")
f.write(f"Experiments completed: {total_count}\n")
f.write(f"Successful experiments: {success_count}\n")
f.write(f"Success ratio: {success_ratio:.2f}\n")
f.write(f"Time taken for last experiment: {time_taken:.2f} seconds\n")
# Write individual experiment results
for i, result in enumerate(experiment_results, 1):
f.write(f"Experiment {i}: {'Success' if result['success'] else 'Failure'}, Time taken: {result['time_taken']:.2f} seconds\n")
# Write aggregated metrics
total_time = sum(result['time_taken'] for result in experiment_results)
f.write(f"\nAggregated metrics:\n")
f.write(f"Total experiments: {total_count}\n")
f.write(f"Total successful experiments: {success_count}\n")
f.write(f"Overall success ratio: {success_ratio:.2f}\n")
f.write(f"Total time taken: {total_time:.2f} seconds\n")
f.write(f"Average time per experiment: {total_time / total_count:.2f} seconds\n")
f.write(f"Last updated: {datetime.now().strftime('%Y-%m-%d %H:%M:%S')}\n")
def set_environment_variable_tmux_session(session_name, key, value):
"""Set an environment variable for the current process."""
subprocess.run(["tmux", "send-keys", "-t", session_name, f"export {key}={value}", "C-m"])
def launch_parallel_experiments(task_path,
num_exp,
exp_name,
num_agents=2,
model="gpt-4o",
num_parallel=1):
with open(task_path, 'r', encoding='utf-8') as file:
content = file.read()
json_data = json.loads(content)
task_ids = json_data.keys()
# split the task_ids into num_parallel groups
task_ids = list(task_ids)
task_ids_split = [task_ids[i::num_parallel] for i in range(num_parallel)]
servers = create_server_files("../server_data/", num_parallel)
date_time = datetime.now().strftime("%Y-%m-%d_%H-%M-%S")
experiments_folder = f"experiments/{exp_name}_{date_time}"
exp_name = f"{exp_name}_{date_time}"
# start wandb
os.makedirs(experiments_folder, exist_ok=True)
for i, server in enumerate(servers):
launch_server_experiment(task_path, task_ids_split[i], num_exp, server, experiments_folder, exp_name)
time.sleep(5)
def launch_server_experiment(task_path,
task_ids,
num_exp,
server,
experiments_folder,
exp_name="exp",
num_agents=2,
model="gpt-4o"):
"""
Launch a Minecraft server and run experiments on it.
@param task_path: Path to the task file
@param task_ids: IDs of the tasks to run
@param num_exp: Number of experiments to run
@param server: Tuple containing server path and port
@param experiments_folder: Folder to store experiment results
@param exp_name: Name of the experiment for wandb dataset
@param num_agents: Number of agents to run
@param model: Model to use for the agents
"""
server_path, server_port = server
edit_file(os.path.join(server_path, "server.properties"), {"server-port": server_port})
mindserver_port = server_port - 55916 + 8080
# set up server and agents
session_name = str(server_port - 55916)
if num_agents == 2:
agent_names = [f"andy_{session_name}", f"jill_{session_name}"]
models = [model] * 2
else:
agent_names = [f"andy_{session_name}", f"jill_{session_name}", f"bob_{session_name}"]
models = [model] * 3
make_profiles(agent_names, models)
# edit_file("settings.js", {"profiles": [f"./{agent}.json" for agent in agent_names]})
agent_profiles = [f"./{agent}.json" for agent in agent_names]
agent_profiles_str = f"\'[\"{agent_profiles[0]}\", \"{agent_profiles[1]}\"]\'"
print(agent_profiles_str)
launch_world(server_path, session_name="server_" + session_name, agent_names=agent_names)
subprocess.run(['tmux', 'new-session', '-d', '-s', session_name], check=True)
# set environment variables
set_environment_variable_tmux_session(session_name, "MINECRAFT_PORT", server_port)
set_environment_variable_tmux_session(session_name, "MINDSERVER_PORT", mindserver_port)
set_environment_variable_tmux_session(session_name, "PROFILES", agent_profiles_str)
script_content = ""
for task_id in task_ids:
cmd = f"node main.js --task_path {task_path} --task_id {task_id}"
cp_cmd = f"cp {agent_names[0]}.json {server_path}bots/{agent_names[0]}/profile.json"
for _ in range(num_exp):
script_content += f"{cmd}\n"
script_content += "sleep 2\n"
for agent in agent_names:
cp_cmd = f"cp bots/{agent}/memory.json {experiments_folder}/{task_id}_{agent}_{_}.json"
script_content += f"{cp_cmd}\n"
script_content += "sleep 1\n"
script_content += f"echo 'Uploading {experiments_folder}/{task_id}_{agent}_{_}.json to wandb'\n"
wandb_cmd = f"wandb artifact put {experiments_folder}/{task_id}_{agent}_{_}.json --name {exp_name}_{task_id}_{agent}_{_} --type dataset"
script_content += f"echo '{wandb_cmd}'\n"
script_content += f"{wandb_cmd}\n"
script_content += "sleep 1\n"
script_content += "sleep 1\n"
# Create a temporary shell script file
script_file = f"./tmp/experiment_script_{session_name}.sh"
script_dir = os.path.dirname(script_file)
os.makedirs(script_dir, exist_ok=True)
# Call the function before writing the script file
with open(script_file, 'w') as f:
f.write(script_content)
script_file_run = "bash " + script_file
# Execute the shell script using subprocess
subprocess.run(["tmux", "send-keys", "-t", session_name, script_file_run, "C-m"])
# subprocess.run(["tmux", "send-keys", "-t", session_name, f"/op {agent_names[0]}", "C-m"])
def make_profiles(agent_names, models):
assert len(agent_names) == len(models)
for index in range(len(agent_names)):
content = {"name": agent_names[index], "model": models[index], "modes": {"hunting": False}}
with open(f"{agent_names[index]}.json", 'w') as f:
json.dump(content, f)
def create_server_files(source_path, num_copies):
"""Create multiple copies of server files for parallel experiments."""
print("Creating server files...")
print(num_copies)
servers = []
for i in range(num_copies):
dest_path = f"../server_data_{i}/"
copy_server_files(source_path, dest_path)
print(dest_path)
edit_file(dest_path + "server.properties", {"server-port": 55916 + i})
# edit_server_properties_file(dest_path, 55916 + i)
servers.append((dest_path, 55916 + i))
return servers
def edit_file(file, content_dict):
try:
with open(file, 'r') as f:
lines = f.readlines()
with open(file, 'w') as f:
for line in lines:
for key, value in content_dict.items():
if line.startswith(key):
f.write(f"{key}={value}\n")
else:
f.write(line)
print(f"{file} updated with {content_dict}")
except Exception as e:
print(f"Error editing file {file}: {e}")
def clean_up_server_files(num_copies):
"""Delete server files from multiple locations."""
for i in range(num_copies):
dest_path = f"../server_data_{i}/"
delete_server_files(dest_path)
def copy_server_files(source_path, dest_path):
"""Copy server files to the specified location."""
try:
shutil.copytree(source_path, dest_path)
print(f"Server files copied to {dest_path}")
except Exception as e:
print(f"Error copying server files: {e}")
def delete_server_files(dest_path):
"""Delete server files from the specified location."""
try:
shutil.rmtree(dest_path)
print(f"Server files deleted from {dest_path}")
except Exception as e:
print(f"Error deleting server files: {e}")
def launch_world(server_path="../server_data/", agent_names=["andy", "jill"], session_name="server"):
"""Launch the Minecraft world."""
print(server_path)
cmd = f"cd {server_path} && java -jar server.jar"
subprocess.run(['tmux', 'new-session', '-d', '-s', session_name], check=True)
subprocess.run(["tmux", "send-keys", "-t", session_name, cmd, "C-m"])
for agent in agent_names:
subprocess.run(["tmux", "send-keys", "-t", session_name, f"/op {agent}", "C-m"])
time.sleep(5)
def kill_world(session_name="server"):
"""Kill the Minecraft world."""
subprocess.run(["tmux", "send-keys", "-t", session_name, "stop", "C-m"])
time.sleep(5)
subprocess.run(["tmux", "kill-session", "-t", session_name])
def detach_process(command):
"""
Launches a subprocess and detaches from it, allowing it to run independently.
Args:
command: A list of strings representing the command to execute, e.g., ['python', 'my_script.py'].
"""
try:
# Create a new process group so the child doesn't get signals intended for the parent.
# This is crucial for proper detachment.
kwargs = {}
if sys.platform == 'win32':
kwargs.update(creationflags=subprocess.CREATE_NEW_PROCESS_GROUP) # Windows specific
process = subprocess.Popen(command,
stdin=subprocess.PIPE, # Prevent stdin blocking
stdout=subprocess.PIPE, # Redirect stdout
stderr=subprocess.PIPE, # Redirect stderr
close_fds=True, # Close open file descriptors
**kwargs)
print(f"Process launched with PID: {process.pid}")
return process.pid # Return the PID of the detached process
except FileNotFoundError:
print(f"Error: Command not found: {command}")
return None
except Exception as e:
print(f"An error occurred: {e}")
return None
def main():
# edit_settings("settings.js", {"profiles": ["./andy.json", "./jill.json"], "port": 55917})
# edit_server_properties_file("../server_data/", 55917)
parser = argparse.ArgumentParser(description='Run Minecraft AI agent experiments')
parser.add_argument('--task_path', default="multiagent_crafting_tasks.json", help='Path to the task file')
parser.add_argument('--task_id', default=None, help='ID of the task to run')
parser.add_argument('--num_exp', default=1, type=int, help='Number of experiments to run')
parser.add_argument('--num_parallel', default=1, type=int, help='Number of parallel servers to run')
parser.add_argument('--exp_name', default="exp", help='Name of the experiment')
parser.add_argument('--wandb', action='store_true', help='Whether to use wandb')
parser.add_argument('--wandb-project', default="minecraft_experiments", help='wandb project name')
args = parser.parse_args()
if args.wandb:
import wandb
wandb.init(project=args.wandb_project, name=args.exp_name)
# kill all tmux session before starting
try:
subprocess.run(['tmux', 'kill-server'], check=True)
except:
print("No tmux session to kill")
# delete all server files
clean_up_server_files(args.num_parallel)
if args.task_id is None:
launch_parallel_experiments(args.task_path, num_exp=args.num_exp, exp_name=args.exp_name, num_parallel=args.num_parallel)
# servers = create_server_files("../server_data/", args.num_parallel)
# date_time = datetime.now().strftime("%Y-%m-%d_%H-%M-%S")
# experiments_folder = f"{args.exp_name}_{date_time}"
# os.makedirs(experiments_folder, exist_ok=True)
# for server in servers:
# launch_server_experiment(args.task_path, [args.task_id], args.num_exp, server, experiments_folder)
# time.sleep(5)
# run_experiment(args.task_path, args.task_id, args.num_exp)
if __name__ == "__main__":
main()