mindcraft/evaluation_script.py
2025-03-14 18:51:41 -07:00

483 lines
No EOL
21 KiB
Python

import argparse
import json
import shutil
import subprocess
import time
from datetime import datetime
import re
import sys
import os
import time
BLOCKED_ACTIONS_COOKING = [
'!activate', '!attackPlayer', '!checkBlueprint', '!checkBlueprintLevel',
'!clearChat', '!clearFurnace', '!consume', '!craftable', '!discard', '!endConversation',
'!endGoal', '!entities', '!equip', '!followPlayer', '!getBlueprint', '!getBlueprintLevel',
'!goToBed', '!help', '!modes', '!moveAway', '!newAction', '!placeHere', '!putInChest',
'!restart', '!setMode', '!stay', '!stfu', '!stop'
]
BLOCKED_ACTIONS_CRAFTING = [
'!activate', '!attack', '!attackPlayer', '!checkBlueprint', '!checkBlueprintLevel',
'!clearChat', '!clearFurnace', '!consume', '!craftable', '!discard', '!endConversation',
'!endGoal', '!entities', '!followPlayer', '!getBlueprint', '!getBlueprintLevel',
'!goToBed', '!help', '!modes', '!newAction', '!putInChest', '!restart',
'!searchForEntity', '!setMode', '!stay', '!stfu', '!stop', '!takeFromChest',
'!viewChest'
]
BLOCKED_ACTIONS_CONSTRUCTION = [
'!activate', '!attackPlayer', '!clearChat', '!clearFurnace', '!collectBlocks',
'!consume', '!craftable', '!discard', '!endConversation', '!endGoal', '!entities',
'!equip', '!followPlayer', '!getBlueprint', '!getBlueprintLevel', '!goToBed',
'!help', '!modes', '!moveAway', '!newAction', '!placeHere', '!putInChest',
'!restart', '!searchForBlock', '!searchForEntity', '!setMode', '!stay', '!stfu',
'!stop', '!takeFromChest', '!viewChest'
]
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 update_keys_json():
"""Update the keys.json file with the specified key-value pair."""
with open("keys.example.json", 'r', encoding='utf-8') as file:
content = file.read()
data = json.loads(content)
# Update keys with environment variables
for key in data.keys():
env_value = os.getenv(key) # Fetch from environment variables
if env_value: # If the variable exists, update it
data[key] = env_value
with open("keys.json", 'w', encoding='utf-8') as file:
json.dump(data, file, indent=4)
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 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-mini",
api="openai",
num_parallel=1,
s3=False,
bucket_name="mindcraft-experiments",
template_profile="profiles/tasks/collab_profile.json",
world_name="Forest",
insecure_coding=False,
url="http://127.0.0.1:8000/v1"):
with open(task_path, 'r', encoding='utf-8') as file:
content = file.read()
json_data = json.loads(content)
task_ids = json_data.keys()
task_type = json_data[list(task_ids)[0]]["type"]
# 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, world_name=world_name)
date_time = datetime.now().strftime("%m-%d_%H-%M")
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,
s3=s3,
bucket_name=bucket_name,
template_profile=template_profile,
model=model,
api=api,
insecure_coding=insecure_coding,
num_agents=num_agents,
url=url,
task_type=task_type)
time.sleep(5)
for i in range(20):
for i in range(len(servers)):
session_name = str(servers[i][1] - 55916)
subprocess.run(["tmux", "send-keys", "-t", "server_" + session_name, f"/op @a", "C-m"])
time.sleep(10)
def launch_server_experiment(task_path,
task_ids,
num_exp,
server,
experiments_folder,
exp_name="exp",
num_agents=2,
model="gpt-4o",
api="openai",
s3=False,
bucket_name="mindcraft-experiments",
template_profile="profiles/tasks/collab_profile.json",
insecure_coding=False,
url="http://127.0.0.1:8000/v1",
task_type="techtree"):
"""
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
@param s3: Boolean flag to enable S3 upload
@param bucket_name: Name of the S3 bucket
"""
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 == 1:
agent_names = [f"Andy_{session_name}"]
models = [model]
apis = [api]
elif num_agents == 2:
agent_names = [f"Andy_{session_name}", f"Jill_{session_name}"]
models = [model] * 2
apis = [api] * 2
else:
agent_names = []
for i in range(num_agents):
agent_names.append(f"Agent_{i}_{session_name}")
models = [model] * 3
apis = [api] * 3
make_profiles(agent_names, models, apis, template_profile=template_profile, url=url)
agent_profiles = [f"./{agent}.json" for agent in agent_names]
if num_agents == 1:
agent_profiles_str = f"'[\"{agent_profiles[0]}\"]'"
elif num_agents == 2:
agent_profiles_str = f"'[\"{agent_profiles[0]}\", \"{agent_profiles[1]}\"]'"
else:
agent_profiles_str = "'["
for agent in agent_profiles[:-1]:
agent_profiles_str += f'\"{agent}\", '
agent_profiles_str += f"\"{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)
if insecure_coding:
set_environment_variable_tmux_session(session_name, "INSECURE_CODING", "true")
# you need to add the bots to the world first before you can add them as op
cmd = f"node main.js --task_path example_tasks.json --task_id debug_{num_agents}_agent_timeout"
subprocess.run(["tmux", "send-keys", "-t", session_name, cmd, "C-m"])
time.sleep(40)
subprocess.run(["tmux", "send-keys", "-t", "server_" + session_name, f"/op {agent_names[0]}", "C-m"])
# add the bots as op
# op_script_content = "sleep 5\n\op @p" * 20
# op_script_file = f"./tmp/op_script_{session_name}.sh"
# make_script_file_and_run(op_script_content, "server_" + session_name, op_script_file)
if task_type == "cooking":
set_environment_variable_tmux_session(session_name, "BLOCKED_ACTIONS", BLOCKED_ACTIONS_COOKING)
elif task_type == "techtree":
set_environment_variable_tmux_session(session_name, "BLOCKED_ACTIONS", BLOCKED_ACTIONS_CRAFTING)
elif task_type == "construction":
set_environment_variable_tmux_session(session_name, "BLOCKED_ACTIONS", BLOCKED_ACTIONS_CONSTRUCTION)
script_content = ""
for task_id in task_ids:
# Create a separate folder for each task_id
task_folder = os.path.join(experiments_folder, str(task_id))
os.makedirs(task_folder, exist_ok=True)
assert os.path.exists(task_folder), f"Directory {task_folder} was not created"
print(f"Created directory: {task_folder}")
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:
agent_file_path = os.path.join(task_folder, f"{agent}_{_}.json")
script_content += f"echo 'Saving to {agent_file_path}'\n"
cp_cmd = f"cp bots/{agent}/memory.json {agent_file_path}"
script_content += f"echo '{cp_cmd}'\n"
script_content += f"{cp_cmd}\n"
script_content += "sleep 1\n"
if s3:
s3_cmd = f"aws s3 cp {agent_file_path} s3://{bucket_name}/{exp_name}/{task_id}/{agent}_{_}.json"
s3_upload_experiment = f"aws s3 cp {agent_file_path} s3://{bucket_name}/{exp_name}/{task_id}/{agent}_{_}.json"
script_content += f"echo 'Uploading {agent_file_path} to S3'\n"
script_content += f"echo '{s3_cmd}'\n"
script_content += f"{s3_cmd}\n"
script_content += "sleep 1\n"
script_content += f"sleep 10\n"
if s3:
for agent in agent_names:
script_content += f"aws s3 cp bots/{agent} s3://{bucket_name}/{exp_name}/bots/{agent} --recursive\n"
# Create a temporary shell script file
script_file = f"./tmp/experiment_script_{session_name}.sh"
make_script_file_and_run(script_content, session_name, script_file)
def make_script_file_and_run(script_content, session_name, file_name):
script_dir = os.path.dirname(file_name)
os.makedirs(script_dir, exist_ok=True)
assert os.path.exists(script_dir), f"Script directory {script_dir} was not created"
print(f"Created script directory: {script_dir}")
# Call the function before writing the script file
with open(file_name, 'w') as f:
f.write(script_content)
assert os.path.exists(file_name), f"Script file {file_name} was not created"
script_file_run = "bash " + file_name
# 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, apis, template_profile="profiles/collab_profile.json", url="http://127.0.0.1:8000/v1"):
assert len(agent_names) == len(models)
with open(template_profile, 'r') as f:
content = f.read()
profile = json.loads(content)
for index in range(len(agent_names)):
profile["name"] = agent_names[index]
if apis[index] == "vllm":
profile["model"] = {
"api": "vllm",
"model": models[index],
"url": url
}
else:
profile["model"] = models[index]
with open(f"{agent_names[index]}.json", 'w') as f:
json.dump(profile, f, indent=4)
def create_server_files(source_path, num_copies, world_name="Forest"):
"""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,
"level-name": world_name})
# 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:
# print(f"\n\n/op {agent}\n\n")
# 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_agents', default=2, type=int, help='Number of agents 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('--s3', action='store_true', help='Whether to upload to s3')
parser.add_argument('--bucket_name', default="mindcraft-experiments", help='Name of the s3 bucket')
parser.add_argument('--add_keys', action='store_true', help='Create the keys.json to match the environment variables')
parser.add_argument('--template_profile', default="profiles/tasks/collab_profile.json", help='Model to use for the agents')
parser.add_argument('--model', default="gpt-4o-mini", help='Model to use for the agents')
parser.add_argument('--api', default="openai", help='API to use for the agents')
parser.add_argument('--world_name', default="Forest", help='Name of the world')
parser.add_argument('--insecure_coding', action='store_true', help='Enable insecure coding')
parser.add_argument('--url', default="http://127.0.0.1:8000/v1")
args = parser.parse_args()
print(args)
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.add_keys:
update_keys_json()
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,
s3=args.s3,
bucket_name=args.bucket_name,
template_profile=args.template_profile,
model=args.model,
api=args.api,
world_name=args.world_name,
insecure_coding=args.insecure_coding,
num_agents=args.num_agents,
url=args.url)
cmd = "aws s3"
if __name__ == "__main__":
main()