MattStammers
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Browse files- .gitattributes +2 -0
- .summary/0/events.out.tfevents.1696733778.rhmmedcatt-proliant-ml350-gen10 +3 -0
- .summary/1/events.out.tfevents.1696733778.rhmmedcatt-proliant-ml350-gen10 +3 -0
- README.md +169 -0
- checkpoint_p0/best_000097600_99942400_reward_97.070.pth +3 -0
- checkpoint_p0/checkpoint_000096832_99155968.pth +3 -0
- checkpoint_p0/checkpoint_000097664_100007936.pth +3 -0
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- checkpoint_p0/milestones/checkpoint_000034144_34963456.pth +3 -0
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- checkpoint_p1/milestones/checkpoint_000025664_26279936.pth +3 -0
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- checkpoint_p1/milestones/checkpoint_000086144_88211456.pth +3 -0
- checkpoint_p1/milestones/checkpoint_000094752_97026048.pth +3 -0
- config.json +162 -0
- git.diff +3 -0
- replay.mp4 +3 -0
- sf_log.txt +0 -0
.gitattributes
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replay.mp4 filter=lfs diff=lfs merge=lfs -text
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.summary/0/events.out.tfevents.1696733778.rhmmedcatt-proliant-ml350-gen10
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README.md
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---
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library_name: sample-factory
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tags:
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- deep-reinforcement-learning
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- reinforcement-learning
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- sample-factory
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model-index:
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- name: APPO
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results:
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- task:
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type: reinforcement-learning
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name: reinforcement-learning
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dataset:
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name: atari_assault
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type: atari_assault
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metrics:
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- type: mean_reward
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value: 9944.00 +/- 1906.60
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name: mean_reward
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verified: false
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---
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A(n) **APPO** model trained on the **atari_assault** environment.
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This model was trained using Sample-Factory 2.0: https://github.com/alex-petrenko/sample-factory.
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Documentation for how to use Sample-Factory can be found at https://www.samplefactory.dev/
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## Downloading the model
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After installing Sample-Factory, download the model with:
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```
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python -m sample_factory.huggingface.load_from_hub -r MattStammers/APPO-atari_assault
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```
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## About the Model
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This model as with all the others in the benchmarks was trained initially asynchronously un-seeded to 10 million steps for the purposes of setting a sample factory async baseline for this model on this environment but only 3/57 made it.
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The aim is to reach state-of-the-art (SOTA) performance on each atari environment. I will flag the models with SOTA when they reach at or near these levels.
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The hyperparameters used in the model are the ones I have pushed to my fork of sample-factory: https://github.com/MattStammers/sample-factory. Given that https://huggingface.co/edbeeching has kindly shared his.
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I saved time and energy by using many of his tuned hyperparameters to maximise performance. However, he used 2 billion training steps. I have started as explained above at 10 million then moved to 100m to see how performance goes:
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```
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hyperparameters = {
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"device": "gpu",
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"seed": 1234,
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"num_policies": 2,
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"async_rl": true,
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"serial_mode": false,
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"batched_sampling": true,
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"num_batches_to_accumulate": 2,
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"worker_num_splits": 1,
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"policy_workers_per_policy": 1,
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"max_policy_lag": 1000,
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"num_workers": 16,
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"num_envs_per_worker": 2,
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"batch_size": 1024,
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"num_batches_per_epoch": 8,
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"num_epochs": 4,
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"rollout": 128,
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"recurrence": 1,
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"shuffle_minibatches": false,
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"gamma": 0.99,
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"reward_scale": 1.0,
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"reward_clip": 1000.0,
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"value_bootstrap": false,
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"normalize_returns": true,
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"exploration_loss_coeff": 0.0004677351413,
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"value_loss_coeff": 0.5,
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"kl_loss_coeff": 0.0,
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"exploration_loss": "entropy",
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"gae_lambda": 0.95,
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"ppo_clip_ratio": 0.1,
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"ppo_clip_value": 1.0,
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"with_vtrace": false,
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"vtrace_rho": 1.0,
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"vtrace_c": 1.0,
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"optimizer": "adam",
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"adam_eps": 1e-05,
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"adam_beta1": 0.9,
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"adam_beta2": 0.999,
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"max_grad_norm": 0.0,
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"learning_rate": 0.0003033891184,
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"lr_schedule": "linear_decay",
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"lr_schedule_kl_threshold": 0.008,
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"lr_adaptive_min": 1e-06,
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"lr_adaptive_max": 0.01,
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"obs_subtract_mean": 0.0,
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"obs_scale": 255.0,
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"normalize_input": true,
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"normalize_input_keys": [
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"obs"
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],
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"decorrelate_experience_max_seconds": 0,
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"decorrelate_envs_on_one_worker": true,
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"actor_worker_gpus": [],
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"set_workers_cpu_affinity": true,
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"force_envs_single_thread": false,
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"default_niceness": 0,
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"log_to_file": true,
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"experiment_summaries_interval": 3,
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"flush_summaries_interval": 30,
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"stats_avg": 100,
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"summaries_use_frameskip": true,
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"heartbeat_interval": 10,
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"heartbeat_reporting_interval": 60,
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"train_for_env_steps": 100000000,
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"train_for_seconds": 10000000000,
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"save_every_sec": 120,
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"keep_checkpoints": 2,
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"load_checkpoint_kind": "latest",
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"save_milestones_sec": 1200,
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"save_best_every_sec": 5,
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"save_best_metric": "reward",
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"save_best_after": 100000,
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"benchmark": false,
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"encoder_mlp_layers": [
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512,
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512
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],
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"encoder_conv_architecture": "convnet_atari",
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"encoder_conv_mlp_layers": [
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512
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],
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"use_rnn": false,
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"rnn_size": 512,
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"rnn_type": "gru",
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"rnn_num_layers": 1,
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"decoder_mlp_layers": [],
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"nonlinearity": "relu",
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"policy_initialization": "orthogonal",
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"policy_init_gain": 1.0,
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"actor_critic_share_weights": true,
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"adaptive_stddev": false,
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"continuous_tanh_scale": 0.0,
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"initial_stddev": 1.0,
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"use_env_info_cache": false,
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"env_gpu_actions": false,
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"env_gpu_observations": true,
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"env_frameskip": 4,
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"env_framestack": 4,
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}
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```
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## Using the model
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To run the model after download, use the `enjoy` script corresponding to this environment:
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```
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python -m sf_examples.atari.enjoy_atari --algo=APPO --env=atari_assault --train_dir=./train_dir --experiment=APPO-atari_assault
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```
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You can also upload models to the Hugging Face Hub using the same script with the `--push_to_hub` flag.
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See https://www.samplefactory.dev/10-huggingface/huggingface/ for more details
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## Training with this model
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To continue training with this model, use the `train` script corresponding to this environment:
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```
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python -m sf_examples.atari.train_atari --algo=APPO --env=atari_assault --train_dir=./train_dir --experiment=APPO-atari_assault --restart_behavior=resume --train_for_env_steps=10000000000
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```
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Note, you may have to adjust `--train_for_env_steps` to a suitably high number as the experiment will resume at the number of steps it concluded at.
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