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dqn-SpaceInvadersNoFrameskip-v4

Reinforcement Learning
stable-baselines3
SpaceInvadersNoFrameskip-v4
deep-reinforcement-learning
Eval Results
Model card Files Community
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Files changed (11) hide show
  1. README.md +3 -3
  2. args.yml +3 -3
  3. config.yml +2 -2
  4. dqn-SpaceInvadersNoFrameskip-v4.zip +2 -2
  5. dqn-SpaceInvadersNoFrameskip-v4/data +0 -0
  6. dqn-SpaceInvadersNoFrameskip-v4/policy.optimizer.pth +2 -2
  7. dqn-SpaceInvadersNoFrameskip-v4/policy.pth +2 -2
  8. dqn-SpaceInvadersNoFrameskip-v4/system_info.txt +5 -5
  9. replay.mp4 +2 -2
  10. results.json +1 -1
  11. train_eval_metrics.zip +2 -2
README.md CHANGED
@@ -16,7 +16,7 @@ model-index:
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  type: SpaceInvadersNoFrameskip-v4
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  metrics:
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  - type: mean_reward
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- value: 726.50 +/- 266.77
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  name: mean_reward
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  verified: false
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  ---
@@ -58,14 +58,14 @@ python -m rl_zoo3.push_to_hub --algo dqn --env SpaceInvadersNoFrameskip-v4 -f lo
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  ## Hyperparameters
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  ```python
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  OrderedDict([('batch_size', 32),
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- ('buffer_size', 100000),
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  ('env_wrapper',
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  ['stable_baselines3.common.atari_wrappers.AtariWrapper']),
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  ('exploration_final_eps', 0.01),
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  ('exploration_fraction', 0.1),
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  ('frame_stack', 4),
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  ('gradient_steps', 1),
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- ('learning_rate', 0.0001),
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  ('learning_starts', 100000),
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  ('n_timesteps', 1000000.0),
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  ('optimize_memory_usage', False),
 
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  type: SpaceInvadersNoFrameskip-v4
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  metrics:
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  - type: mean_reward
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+ value: 632.50 +/- 131.69
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  name: mean_reward
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  verified: false
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  ---
 
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  ## Hyperparameters
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  ```python
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  OrderedDict([('batch_size', 32),
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+ ('buffer_size', 120000),
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  ('env_wrapper',
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  ['stable_baselines3.common.atari_wrappers.AtariWrapper']),
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  ('exploration_final_eps', 0.01),
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  ('exploration_fraction', 0.1),
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  ('frame_stack', 4),
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  ('gradient_steps', 1),
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+ ('learning_rate', 0.00015),
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  ('learning_starts', 100000),
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  ('n_timesteps', 1000000.0),
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  ('optimize_memory_usage', False),
args.yml CHANGED
@@ -44,7 +44,7 @@
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  - - optimize_hyperparameters
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  - false
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  - - progress
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- - false
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  - - pruner
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  - median
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  - - sampler
@@ -54,7 +54,7 @@
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  - - save_replay_buffer
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  - false
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  - - seed
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- - 3188977004
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  - - storage
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  - null
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  - - study_name
@@ -64,7 +64,7 @@
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  - - track
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  - false
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  - - trained_agent
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- - ''
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  - - truncate_last_trajectory
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  - true
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  - - uuid
 
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  - - optimize_hyperparameters
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  - false
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  - - progress
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  - - pruner
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  - median
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  - - sampler
 
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  - - save_replay_buffer
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  - false
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  - - seed
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+ - 924316529
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  - - storage
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  - null
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  - - study_name
 
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  - - track
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  - false
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  - - trained_agent
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+ - logs/dqn/SpaceInvadersNoFrameskip-v4_1/SpaceInvadersNoFrameskip-v4.zip
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  - - truncate_last_trajectory
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  - true
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  - - uuid
config.yml CHANGED
@@ -2,7 +2,7 @@
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  - - - batch_size
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  - 32
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  - - buffer_size
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- - 100000
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  - - env_wrapper
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  - - stable_baselines3.common.atari_wrappers.AtariWrapper
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  - - exploration_final_eps
@@ -14,7 +14,7 @@
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  - - gradient_steps
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  - 1
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  - - learning_rate
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- - 0.0001
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  - - learning_starts
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  - 100000
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  - - n_timesteps
 
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  - - - batch_size
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  - 32
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  - - buffer_size
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+ - 120000
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  - - env_wrapper
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  - - stable_baselines3.common.atari_wrappers.AtariWrapper
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  - - exploration_final_eps
 
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  - - gradient_steps
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  - 1
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  - - learning_rate
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  - - learning_starts
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  - 100000
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  - - n_timesteps
dqn-SpaceInvadersNoFrameskip-v4.zip CHANGED
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dqn-SpaceInvadersNoFrameskip-v4/system_info.txt CHANGED
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- OS: Linux-5.10.133+-x86_64-with-glibc2.27 #1 SMP Fri Aug 26 08:44:51 UTC 2022
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- Python: 3.8.16
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  Stable-Baselines3: 1.6.2
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- PyTorch: 1.13.0+cu116
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- GPU Enabled: True
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- Numpy: 1.21.6
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  Gym: 0.21.0
 
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  Stable-Baselines3: 1.6.2
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  Gym: 0.21.0
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results.json CHANGED
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