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204 changes: 204 additions & 0 deletions chapter6_marl/environment.yml
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name: opendilab
channels:
- https://mirrors.tuna.tsinghua.edu.cn/anaconda/pkgs/main
- https://mirrors.tuna.tsinghua.edu.cn/anaconda/pkgs/r
- https://mirrors.tuna.tsinghua.edu.cn/anaconda/pkgs/free
- https://mirrors.tuna.tsinghua.edu.cn/anaconda/cloud/conda-forge
- https://mirrors.tuna.tsinghua.edu.cn/anaconda/pkgs/msys2
- defaults
dependencies:
- _libgcc_mutex=0.1=main
- _openmp_mutex=5.1=1_gnu
- ca-certificates=2022.10.11=h06a4308_0
- certifi=2022.12.7=py39h06a4308_0
- ld_impl_linux-64=2.38=h1181459_1
- libffi=3.3=he6710b0_2
- libgcc-ng=11.2.0=h1234567_1
- libgomp=11.2.0=h1234567_1
- libstdcxx-ng=11.2.0=h1234567_1
- ncurses=6.3=h5eee18b_3
- openssl=1.1.1s=h7f8727e_0
- pip=22.3.1=py39h06a4308_0
- python=3.9.0=hdb3f193_2
- readline=8.2=h5eee18b_0
- setuptools=65.6.3=py39h06a4308_0
- sqlite=3.40.1=h5082296_0
- tk=8.6.12=h1ccaba5_0
- tzdata=2022g=h04d1e81_0
- wheel=0.37.1=pyhd3eb1b0_0
- xz=5.2.8=h5eee18b_0
- zlib=1.2.13=h5eee18b_0
- pip:
- absl-py==1.4.0
- ale-py==0.7.5
- appdirs==1.4.4
- async-timeout==4.0.2
- attrs==22.2.0
- autorom==0.6.1
- blinker==1.6.2
- box2d==2.3.2
- box2d-kengz==2.3.3
- box2d-py==2.3.5
- bsuite==0.3.5
- cffi==1.15.1
- charset-normalizer==3.0.1
- click==7.1.2
- cloudpickle==1.6.0
- cmake==3.26.3
- commonmark==0.9.1
- contourpy==1.0.7
- cycler==0.11.0
- cython==0.29.33
- decorator==5.1.1
- di-engine==0.4.7
- di-toolkit==0.1.0
- di-treetensor==0.4.0
- dill==0.3.6
- dm-env==1.6
- dm-tree==0.1.8
- docker-pycreds==0.4.0
- easydict==1.9
- enum-tools==0.9.0.post1
- evogym==1.0.0
- exceptiongroup==1.1.0
- fasteners==0.18
- filelock==3.9.0
- flake8==6.0.0
- flask==1.1.4
- fonttools==4.38.0
- frozendict==2.3.7
- gitdb==4.0.10
- gitpython==3.1.30
- glcontext==2.3.7
- glfw==2.5.6
- gpy==1.10.0
- gpyopt==1.2.6
- gym==0.25.1
- gym-notices==0.0.8
- gym-super-mario-bros==7.4.0
- gym3==0.3.3
- gymnasium==0.27.1
- gymnasium-notices==0.0.1
- h5py==3.7.0
- hanabi-learning-environment==0.0.1
- hbutils==0.8.0
- hickle==5.0.2
- idna==3.4
- imageio==2.25.1
- imageio-ffmpeg==0.3.0
- importlib-metadata==4.13.0
- importlib-resources==5.12.0
- inflect==6.0.2
- iniconfig==2.0.0
- itsdangerous==1.1.0
- jax-jumpy==0.2.0
- jinja2==2.11.3
- joblib==1.2.0
- kiwisolver==1.4.4
- lazy-loader==0.2
- llvmlite==0.39.1
- lxml==4.9.2
- lz4==4.3.2
- magent==0.1.14
- mamujoco==1.1.0
- markupsafe==2.0.1
- matplotlib==3.6.3
- mccabe==0.7.0
- metadrive-simulator==0.2.6.0
- minigrid==2.1.1
- mizani==0.8.1
- moderngl==5.7.4
- mpire==2.6.0
- mujoco==2.2.0
- mujoco-py==2.1.2.14
- multi-agent-ale-py==0.1.11
- neat-python==0.92
- nes-py==8.2.1
- networkx==3.1
- numba==0.56.4
- numpy==1.23.5
- nvidia-cublas-cu11==11.10.3.66
- nvidia-cuda-nvrtc-cu11==11.7.99
- nvidia-cuda-runtime-cu11==11.7.99
- nvidia-cudnn-cu11==8.5.0.96
- opencv-python==4.7.0.68
- opencv-python-headless==4.7.0.72
- packaging==23.0
- palettable==3.3.1
- panda3d==1.10.8
- panda3d-gltf==0.13
- panda3d-simplepbr==0.10
- pandas==1.5.2
- paramz==0.9.5
- pathtools==0.1.2
- patsy==0.5.3
- pettingzoo==1.12.0
- pillow==9.4.0
- plotnine==0.10.1
- pluggy==1.0.0
- procgen==0.10.7
- protobuf==3.20.1
- psutil==5.9.4
- py==1.11.0
- pybind11==2.10.3
- pycodestyle==2.10.0
- pycparser==2.21
- pydantic==1.10.4
- pyflakes==3.0.1
- pygame==2.0.0
- pygifsicle==1.0.7
- pyglet==1.5.21
- pygments==2.14.0
- pymunk==6.2.0
- pynng==0.7.2
- pyopengl==3.1.6
- pyopengl-accelerate==3.1.6
- pyparsing==3.0.9
- pytest==7.0.1
- python-chess==0.31.4
- python-dateutil==2.8.2
- python-graphviz==0.20.1
- pytz==2022.7.1
- pywavelets==1.4.1
- pyyaml==6.0
- readerwriterlock==1.0.9
- redis==4.4.2
- requests==2.28.2
- responses==0.12.1
- rich==13.1.0
- rlcard==1.0.4
- rocket-recycling==0.1
- scikit-image==0.20.0
- scikit-learn==1.2.0
- scipy==1.9.1
- seaborn==0.12.2
- sentry-sdk==1.13.0
- setproctitle==1.3.2
- six==1.16.0
- smmap==5.0.0
- sniffio==1.3.0
- stable-baselines3==1.7.0
- statsmodels==0.13.5
- support-developer==1.0.5
- swig==4.1.1
- tabulate==0.9.0
- tensorboardx==2.5.1
- termcolor==2.2.0
- threadpoolctl==3.1.0
- tifffile==2023.3.21
- tomli==2.0.1
- torch==1.12.0
- torchvision==0.14.1
- tqdm==4.64.1
- treevalue==1.4.3
- trueskill==0.4.5
- ttkbootstrap==1.10.1
- typing==3.7.4.3
- typing-extensions==4.4.0
- urllib3==1.26.14
- urlobject==2.4.3
- wandb==0.13.9
- werkzeug==1.0.1
- yapf==0.29.0
- zipp==3.11.0
prefix: /home/polarstar/miniconda3/envs/opendilab
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154 changes: 154 additions & 0 deletions chapter6_marl/multi_mujoco_ant_2x4_ppo/formatted_total_config.py
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from easydict import EasyDict

main_config = dict(
exp_name='multi_mujoco_ant_2x4_ppo',
env=dict(
manager=dict(
episode_num=float('inf'),
max_retry=5,
step_timeout=None,
auto_reset=True,
reset_timeout=None,
retry_type='reset',
retry_waiting_time=0.1,
shared_memory=True,
copy_on_get=True,
context='fork',
wait_num=float('inf'),
step_wait_timeout=None,
connect_timeout=60,
reset_inplace=False,
cfg_type='SyncSubprocessEnvManagerDict',
type='subprocess',
),
stop_value=6000,
n_evaluator_episode=8,
scenario='Ant-v2',
agent_conf='2x4d',
agent_obsk=2,
add_agent_id=False,
episode_limit=1000,
collector_env_num=8,
evaluator_env_num=8,
),
policy=dict(
model=dict(
agent_num=2,
agent_obs_shape=54,
global_obs_shape=111,
action_shape=4,
action_space='continuous',
),
learn=dict(
learner=dict(
train_iterations=1000000000,
dataloader=dict(
num_workers=0,
),
log_policy=True,
hook=dict(
load_ckpt_before_run='',
log_show_after_iter=100,
save_ckpt_after_iter=10000,
save_ckpt_after_run=True,
),
cfg_type='BaseLearnerDict',
),
epoch_per_collect=3,
batch_size=800,
learning_rate=0.0005,
value_weight=0.5,
entropy_weight=0.001,
clip_ratio=0.2,
adv_norm=True,
value_norm=True,
ppo_param_init=True,
grad_clip_type='clip_norm',
grad_clip_value=5,
ignore_done=False,
),
collect=dict(
collector=dict(
deepcopy_obs=False,
transform_obs=False,
collect_print_freq=100,
cfg_type='SampleSerialCollectorDict',
type='sample',
),
unroll_len=1,
discount_factor=0.99,
gae_lambda=0.95,
env_num=8,
n_sample=3200,
),
eval=dict(
evaluator=dict(
eval_freq=1000,
render={'render_freq': -1, 'mode': 'train_iter'},
cfg_type='InteractionSerialEvaluatorDict',
stop_value=6000,
n_episode=8,
),
env_num=8,
),
other=dict(
replay_buffer=dict(
type='advanced',
replay_buffer_size=4096,
max_use=float('inf'),
max_staleness=float('inf'),
alpha=0.6,
beta=0.4,
anneal_step=100000,
enable_track_used_data=False,
deepcopy=False,
thruput_controller=dict(
push_sample_rate_limit=dict(
max=float('inf'),
min=0,
),
window_seconds=30,
sample_min_limit_ratio=1,
),
monitor=dict(
sampled_data_attr=dict(
average_range=5,
print_freq=200,
),
periodic_thruput=dict(
seconds=60,
),
),
cfg_type='AdvancedReplayBufferDict',
),
),
on_policy=True,
cuda=True,
multi_gpu=False,
bp_update_sync=True,
traj_len_inf=False,
priority=False,
priority_IS_weight=False,
recompute_adv=True,
action_space='continuous',
nstep_return=False,
multi_agent=True,
transition_with_policy_data=True,
cfg_type='PPOCommandModePolicyDict',
),
)
main_config = EasyDict(main_config)
main_config = main_config
create_config = dict(
env=dict(
type='mujoco_multi',
import_names=['dizoo.multiagent_mujoco.envs.multi_mujoco_env'],
),
env_manager=dict(
cfg_type='SyncSubprocessEnvManagerDict',
type='subprocess',
),
policy=dict(type='ppo'),
)
create_config = EasyDict(create_config)
create_config = create_config
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