Reinforcement Learning
ml-agents
TensorBoard
ONNX
SnowballTarget
deep-reinforcement-learning
ML-Agents-SnowballTarget
Instructions to use byfengwu/ppo-SnowballTarget with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- ml-agents
How to use byfengwu/ppo-SnowballTarget with ml-agents:
mlagents-load-from-hf --repo-id="byfengwu/ppo-SnowballTarget" --local-dir="./download: string[]s"
- Notebooks
- Google Colab
- Kaggle
First Push
Browse files- SnowballTarget.onnx +1 -1
- SnowballTarget/SnowballTarget-149984.onnx +1 -1
- SnowballTarget/SnowballTarget-149984.pt +1 -1
- SnowballTarget/SnowballTarget-199984.onnx +1 -1
- SnowballTarget/SnowballTarget-199984.pt +1 -1
- SnowballTarget/SnowballTarget-200112.onnx +1 -1
- SnowballTarget/SnowballTarget-200112.pt +1 -1
- SnowballTarget/SnowballTarget-49936.onnx +1 -1
- SnowballTarget/SnowballTarget-49936.pt +1 -1
- SnowballTarget/SnowballTarget-99960.onnx +1 -1
- SnowballTarget/SnowballTarget-99960.pt +1 -1
- SnowballTarget/checkpoint.pt +1 -1
- SnowballTarget/events.out.tfevents.1777974117.900a678047b4.6507.0 +3 -0
- config.json +1 -1
- configuration.yaml +1 -1
- run_logs/Player-0.log +10 -7
- run_logs/timers.json +99 -99
- run_logs/training_status.json +12 -12
SnowballTarget.onnx
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SnowballTarget/checkpoint.pt
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SnowballTarget/events.out.tfevents.1777974117.900a678047b4.6507.0
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size 23637
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config.json
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-
{"default_settings": null, "behaviors": {"SnowballTarget": {"trainer_type": "ppo", "hyperparameters": {"batch_size": 128, "buffer_size": 2048, "learning_rate": 0.0003, "beta": 0.005, "epsilon": 0.2, "lambd": 0.95, "num_epoch": 3, "shared_critic": false, "learning_rate_schedule": "linear", "beta_schedule": "linear", "epsilon_schedule": "linear"}, "checkpoint_interval": 50000, "network_settings": {"normalize": false, "hidden_units": 256, "num_layers": 2, "vis_encode_type": "simple", "memory": null, "goal_conditioning_type": "hyper", "deterministic": false}, "reward_signals": {"extrinsic": {"gamma": 0.99, "strength": 1.0, "network_settings": {"normalize": false, "hidden_units": 128, "num_layers": 2, "vis_encode_type": "simple", "memory": null, "goal_conditioning_type": "hyper", "deterministic": false}}}, "init_path": null, "keep_checkpoints": 10, "even_checkpoints": false, "max_steps": 200000, "time_horizon": 64, "summary_freq": 10000, "threaded": false, "self_play": null, "behavioral_cloning": null}}, "env_settings": {"env_path": "./training-envs-executables/linux/SnowballTarget/SnowballTarget", "env_args": null, "base_port": 5005, "num_envs": 1, "num_areas": 1, "timeout_wait": 60, "seed": -1, "max_lifetime_restarts": 10, "restarts_rate_limit_n": 1, "restarts_rate_limit_period_s": 60}, "engine_settings": {"width": 84, "height": 84, "quality_level": 5, "time_scale": 20, "target_frame_rate": -1, "capture_frame_rate": 60, "no_graphics": true, "no_graphics_monitor": false}, "environment_parameters": null, "checkpoint_settings": {"run_id": "SnowballTarget1", "initialize_from": null, "load_model": false, "resume": false, "force":
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+
{"default_settings": null, "behaviors": {"SnowballTarget": {"trainer_type": "ppo", "hyperparameters": {"batch_size": 128, "buffer_size": 2048, "learning_rate": 0.0003, "beta": 0.005, "epsilon": 0.2, "lambd": 0.95, "num_epoch": 3, "shared_critic": false, "learning_rate_schedule": "linear", "beta_schedule": "linear", "epsilon_schedule": "linear"}, "checkpoint_interval": 50000, "network_settings": {"normalize": false, "hidden_units": 256, "num_layers": 2, "vis_encode_type": "simple", "memory": null, "goal_conditioning_type": "hyper", "deterministic": false}, "reward_signals": {"extrinsic": {"gamma": 0.99, "strength": 1.0, "network_settings": {"normalize": false, "hidden_units": 128, "num_layers": 2, "vis_encode_type": "simple", "memory": null, "goal_conditioning_type": "hyper", "deterministic": false}}}, "init_path": null, "keep_checkpoints": 10, "even_checkpoints": false, "max_steps": 200000, "time_horizon": 64, "summary_freq": 10000, "threaded": false, "self_play": null, "behavioral_cloning": null}}, "env_settings": {"env_path": "./training-envs-executables/linux/SnowballTarget/SnowballTarget", "env_args": null, "base_port": 5005, "num_envs": 1, "num_areas": 1, "timeout_wait": 60, "seed": -1, "max_lifetime_restarts": 10, "restarts_rate_limit_n": 1, "restarts_rate_limit_period_s": 60}, "engine_settings": {"width": 84, "height": 84, "quality_level": 5, "time_scale": 20, "target_frame_rate": -1, "capture_frame_rate": 60, "no_graphics": true, "no_graphics_monitor": false}, "environment_parameters": null, "checkpoint_settings": {"run_id": "SnowballTarget1", "initialize_from": null, "load_model": false, "resume": false, "force": false, "train_model": false, "inference": false, "results_dir": "results"}, "torch_settings": {"device": null}, "debug": false}
|
configuration.yaml
CHANGED
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initialize_from: null
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load_model: false
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resume: false
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force:
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train_model: false
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inference: false
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results_dir: results
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initialize_from: null
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load_model: false
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resume: false
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+
force: false
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train_model: false
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inference: false
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results_dir: results
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run_logs/Player-0.log
CHANGED
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@@ -2,6 +2,9 @@ Mono path[0] = '/content/ml-agents/training-envs-executables/linux/SnowballTarge
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Mono config path = '/content/ml-agents/training-envs-executables/linux/SnowballTarget/SnowballTarget_Data/MonoBleedingEdge/etc'
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Preloaded 'lib_burst_generated.so'
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Initialize engine version: 2021.3.14f1 (eee1884e7226)
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[Subsystems] Discovering subsystems at path /content/ml-agents/training-envs-executables/linux/SnowballTarget/SnowballTarget_Data/UnitySubsystems
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Forcing GfxDevice: Null
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@@ -31,7 +34,7 @@ ALSA lib pcm.c:2664:(snd_pcm_open_noupdate) Unknown PCM default
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FMOD failed to initialize the output device.: "Error initializing output device. " (60)
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FMOD initialized on nosound output
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Begin MonoManager ReloadAssembly
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-
- Completed reload, in 0.
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ERROR: Shader Sprites/Default shader is not supported on this GPU (none of subshaders/fallbacks are suitable)
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ERROR: Shader Sprites/Mask shader is not supported on this GPU (none of subshaders/fallbacks are suitable)
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ERROR: Shader Legacy Shaders/VertexLit shader is not supported on this GPU (none of subshaders/fallbacks are suitable)
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WARNING: Shader Unsupported: 'Standard' - All subshaders removed
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WARNING: Shader Did you use #pragma only_renderers and omit this platform?
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WARNING: Shader If subshaders removal was intentional, you may have forgotten turning Fallback off?
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-
UnloadTime: 0.
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ERROR: Shader UI/Default shader is not supported on this GPU (none of subshaders/fallbacks are suitable)
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requesting resize 84 x 84
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Setting up 1 worker threads for Enlighten.
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Peak Allocated Bytes 0 B
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Overflow Count 0
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[ALLOC_DEFAULT] Dual Thread Allocator
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Peak main deferred allocation count
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[ALLOC_BUCKET]
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Large Block size 4.0 MB
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Used Block count 1
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Peak usage frame count: [4.0 MB-8.0 MB]: 5458 frames
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Requested Block Size 16.0 MB
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Peak Block count 1
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Peak Allocated memory
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Peak Large allocation bytes 0 B
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[ALLOC_DEFAULT_THREAD]
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Peak usage frame count: [16.0 MB-32.0 MB]: 5458 frames
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Requested Block Size 16.0 MB
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Peak Block count 1
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Peak Allocated memory 17.
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Peak Large allocation bytes 16.0 MB
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[ALLOC_TEMP_JOB_1_FRAME]
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Initial Block Size 2.0 MB
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[ALLOC_GFX_MAIN]
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Requested Block Size 16.0 MB
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[ALLOC_GFX_THREAD]
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Peak usage frame count: [32.0 KB-64.0 KB]: 5458 frames
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Mono config path = '/content/ml-agents/training-envs-executables/linux/SnowballTarget/SnowballTarget_Data/MonoBleedingEdge/etc'
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Preloaded 'lib_burst_generated.so'
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Preloaded 'libgrpc_csharp_ext.x64.so'
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PlayerPrefs - Creating folder: /root/.config/unity3d/Hugging Face
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PlayerPrefs - Creating folder: /root/.config/unity3d/Hugging Face/SnowballTarget
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Unable to load player prefs
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Initialize engine version: 2021.3.14f1 (eee1884e7226)
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[Subsystems] Discovering subsystems at path /content/ml-agents/training-envs-executables/linux/SnowballTarget/SnowballTarget_Data/UnitySubsystems
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Forcing GfxDevice: Null
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FMOD failed to initialize the output device.: "Error initializing output device. " (60)
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FMOD initialized on nosound output
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Begin MonoManager ReloadAssembly
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+
- Completed reload, in 0.189 seconds
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ERROR: Shader Sprites/Default shader is not supported on this GPU (none of subshaders/fallbacks are suitable)
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ERROR: Shader Sprites/Mask shader is not supported on this GPU (none of subshaders/fallbacks are suitable)
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ERROR: Shader Legacy Shaders/VertexLit shader is not supported on this GPU (none of subshaders/fallbacks are suitable)
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WARNING: Shader Unsupported: 'Standard' - All subshaders removed
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WARNING: Shader Did you use #pragma only_renderers and omit this platform?
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WARNING: Shader If subshaders removal was intentional, you may have forgotten turning Fallback off?
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+
UnloadTime: 0.785120 ms
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ERROR: Shader UI/Default shader is not supported on this GPU (none of subshaders/fallbacks are suitable)
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requesting resize 84 x 84
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Setting up 1 worker threads for Enlighten.
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Peak Allocated Bytes 0 B
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Overflow Count 0
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[ALLOC_DEFAULT] Dual Thread Allocator
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Peak main deferred allocation count 40
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[ALLOC_BUCKET]
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Large Block size 4.0 MB
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Used Block count 1
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Peak usage frame count: [4.0 MB-8.0 MB]: 5458 frames
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Requested Block Size 16.0 MB
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Peak Block count 1
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Peak Allocated memory 7.0 MB
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Peak Large allocation bytes 0 B
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[ALLOC_DEFAULT_THREAD]
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Peak usage frame count: [16.0 MB-32.0 MB]: 5458 frames
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Requested Block Size 16.0 MB
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Peak Block count 1
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+
Peak Allocated memory 17.6 MB
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Peak Large allocation bytes 16.0 MB
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[ALLOC_TEMP_JOB_1_FRAME]
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Initial Block Size 2.0 MB
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Used Block count 1
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Peak Allocated bytes 1.0 MB
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[ALLOC_GFX_MAIN]
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Peak usage frame count: [32.0 KB-64.0 KB]: 3523 frames, [64.0 KB-128.0 KB]: 1935 frames
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Requested Block Size 16.0 MB
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Peak Block count 1
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Peak Allocated memory 68.2 KB
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Peak Large allocation bytes 0 B
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[ALLOC_GFX_THREAD]
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Peak usage frame count: [32.0 KB-64.0 KB]: 5458 frames
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run_logs/timers.json
CHANGED
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"name": "root",
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"gauges": {
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"SnowballTarget.Policy.Entropy.mean": {
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"max": 2.
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"count": 20
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"value":
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"min":
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"max":
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"count": 20
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},
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"SnowballTarget.Step.mean": {
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"count": 20
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},
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"SnowballTarget.Policy.ExtrinsicValueEstimate.mean": {
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"value":
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"max":
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| 307 |
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| 308 |
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| 340 |
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| 342 |
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| 344 |
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run_logs/training_status.json
CHANGED
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@@ -4,8 +4,8 @@
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| 4 |
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| 13 |
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| 22 |
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| 23 |
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|
@@ -31,8 +31,8 @@
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|
| 31 |
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| 32 |
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| 40 |
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@@ -50,8 +50,8 @@
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| 50 |
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| 51 |
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| 52 |
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| 53 |
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| 55 |
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| 56 |
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| 57 |
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|
|
|
| 4 |
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| 5 |
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| 6 |
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| 9 |
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| 10 |
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| 11 |
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|
|
|
| 13 |
{
|
| 14 |
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|
| 15 |
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| 16 |
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| 17 |
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| 18 |
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| 20 |
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|
|
|
| 22 |
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|
| 23 |
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| 24 |
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|
| 31 |
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| 32 |
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| 40 |
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| 41 |
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