First Push

README.md

@@ -0,0 +1,31 @@
+
+---
+      tags:
+      - unity-ml-agents
+      - ml-agents
+      - deep-reinforcement-learning
+      - reinforcement-learning
+      - ML-Agents-SoccerTwos
+      library_name: ml-agents
+---
+    
+  # **poca** Agent playing **SoccerTwos**
+  This is a trained model of a **poca** agent playing **SoccerTwos** using the [Unity ML-Agents Library](https://github.com/Unity-Technologies/ml-agents).
+  
+  ## Usage (with ML-Agents)
+  The Documentation: https://github.com/huggingface/ml-agents#get-started
+  We wrote a complete tutorial to learn to train your first agent using ML-Agents and publish it to the Hub:
+
+
+  ### Resume the training
+  ```
+  mlagents-learn <your_configuration_file_path.yaml> --run-id=<run_id> --resume
+  ```
+  ### Watch your Agent play
+  You can watch your agent **playing directly in your browser:**.
+  
+  1. Go to https://huggingface.co/spaces/unity/ML-Agents-SoccerTwos
+  2. Step 1: Write your model_id: toinsson/poca-SoccerTwos-Base
+  3. Step 2: Select your *.nn /*.onnx file
+  4. Click on Watch the agent play 👀
+  

SoccerTwos.onnx

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:a98ffed8a75bc53e5e5c48f744e2fab8b282d6bbc6a06a51e27b4eca9c5843b9
+size 1763220

SoccerTwos/SoccerTwos-30499886.onnx

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:e99ad7a2ef620cc5267965ecde0eaa1383331f96b1bb53622ff1e83596422c17
+size 1763220

SoccerTwos/SoccerTwos-30499886.pt

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:d28046f6c3a35f51fcd553ca8b606b78c0c67d970f3f1b870395361bff0c6a42
+size 28424371

SoccerTwos/SoccerTwos-30999994.onnx

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:5ce876770d2567685e455cdaa5e12bacec04e087d1d118046922ce9e9794a75b
+size 1763220

SoccerTwos/SoccerTwos-30999994.pt

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:03f17f6c728356217eb0b4e7b5e30c434f67ae0b1ac4c549687d49378c481566
+size 28424371

SoccerTwos/SoccerTwos-31499816.onnx

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:e3c5043089c8730d0644cf218d721c8a5344aa2cc5bcfd5c48584fcd915cf6d1
+size 1763220

SoccerTwos/SoccerTwos-31499816.pt

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:e3789ee3fe3e6ae90f9e534bf33672b41cb1de94275916f8ed1b029079bdca55
+size 28424371

SoccerTwos/SoccerTwos-31999994.onnx

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:85ca059aac4f4e05efa0f24a591031be0b0af97a109ff92b6373a67580d4a4cf
+size 1763220

SoccerTwos/SoccerTwos-31999994.pt

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:161364e66e9c9476478bde276f3fc8b5733942b4313fa633b8277aff75863683
+size 28424371

SoccerTwos/SoccerTwos-32262938.onnx

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:a98ffed8a75bc53e5e5c48f744e2fab8b282d6bbc6a06a51e27b4eca9c5843b9
+size 1763220

SoccerTwos/SoccerTwos-32262938.pt

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:d36d6fd009caab0ce074531b25be5ff03fd29e6c205c33c51dd67188a8e6d105
+size 28424371

SoccerTwos/checkpoint.pt

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:d36d6fd009caab0ce074531b25be5ff03fd29e6c205c33c51dd67188a8e6d105
+size 28424371

SoccerTwos/events.out.tfevents.1677062364.pop-os.14807.0

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:1f6c13deb7e0ddafcc1463f96625166b79be6f8e78c1a8516421e6e537ab618b
+size 33029991

config.json

@@ -0,0 +1 @@
+{"default_settings": null, "behaviors": {"SoccerTwos": {"trainer_type": "poca", "hyperparameters": {"batch_size": 2048, "buffer_size": 20480, "learning_rate": 0.0003, "beta": 0.005, "epsilon": 0.2, "lambd": 0.95, "num_epoch": 3, "learning_rate_schedule": "constant", "beta_schedule": "linear", "epsilon_schedule": "linear"}, "checkpoint_interval": 500000, "network_settings": {"normalize": false, "hidden_units": 512, "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": 5, "even_checkpoints": false, "max_steps": 50000000, "time_horizon": 1000, "summary_freq": 10000, "threaded": false, "self_play": {"save_steps": 50000, "team_change": 200000, "swap_steps": 2000, "window": 10, "play_against_latest_model_ratio": 0.5, "initial_elo": 1200.0}, "behavioral_cloning": null}}, "env_settings": {"env_path": "../SoccerTwos/SoccerTwos.x86_64", "env_args": null, "base_port": 5005, "num_envs": 1, "num_areas": 1, "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}, "environment_parameters": null, "checkpoint_settings": {"run_id": "Base", "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

@@ -0,0 +1,82 @@
+default_settings: null
+behaviors:
+  SoccerTwos:
+    trainer_type: poca
+    hyperparameters:
+      batch_size: 2048
+      buffer_size: 20480
+      learning_rate: 0.0003
+      beta: 0.005
+      epsilon: 0.2
+      lambd: 0.95
+      num_epoch: 3
+      learning_rate_schedule: constant
+      beta_schedule: linear
+      epsilon_schedule: linear
+    checkpoint_interval: 500000
+    network_settings:
+      normalize: false
+      hidden_units: 512
+      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: 5
+    even_checkpoints: false
+    max_steps: 50000000
+    time_horizon: 1000
+    summary_freq: 10000
+    threaded: false
+    self_play:
+      save_steps: 50000
+      team_change: 200000
+      swap_steps: 2000
+      window: 10
+      play_against_latest_model_ratio: 0.5
+      initial_elo: 1200.0
+    behavioral_cloning: null
+env_settings:
+  env_path: ../SoccerTwos/SoccerTwos.x86_64
+  env_args: null
+  base_port: 5005
+  num_envs: 1
+  num_areas: 1
+  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
+environment_parameters: null
+checkpoint_settings:
+  run_id: Base
+  initialize_from: null
+  load_model: false
+  resume: false
+  force: false
+  train_model: false
+  inference: false
+  results_dir: results
+torch_settings:
+  device: null
+debug: false

run_logs/Player-0.log

@@ -0,0 +1,694 @@
+Mono path[0] = '/home/antoine/Documents/owndev/hugginface_ai/deeprl/huggingface_deeprl_course/unit7/SoccerTwos/SoccerTwos_Data/Managed'
+Mono config path = '/home/antoine/Documents/owndev/hugginface_ai/deeprl/huggingface_deeprl_course/unit7/SoccerTwos/SoccerTwos_Data/MonoBleedingEdge/etc'
+Preloaded 'lib_burst_generated.so'
+Preloaded 'libgrpc_csharp_ext.x64.so'
+Initialize engine version: 2021.3.14f1 (eee1884e7226)
+[Subsystems] Discovering subsystems at path /home/antoine/Documents/owndev/hugginface_ai/deeprl/huggingface_deeprl_course/unit7/SoccerTwos/SoccerTwos_Data/UnitySubsystems
+Forcing GfxDevice: Null
+GfxDevice: creating device client; threaded=0; jobified=0
+NullGfxDevice:
+    Version:  NULL 1.0 [1.0]
+    Renderer: Null Device
+    Vendor:   Unity Technologies
+Begin MonoManager ReloadAssembly
+- Completed reload, in  0.048 seconds
+ERROR: Shader Sprites/Default shader is not supported on this GPU (none of subshaders/fallbacks are suitable)
+ERROR: Shader Sprites/Mask shader is not supported on this GPU (none of subshaders/fallbacks are suitable)
+ERROR: Shader Legacy Shaders/VertexLit shader is not supported on this GPU (none of subshaders/fallbacks are suitable)
+WARNING: Shader Unsupported: 'Standard (Specular setup)' - All subshaders removed
+WARNING: Shader Did you use #pragma only_renderers and omit this platform?
+WARNING: Shader If subshaders removal was intentional, you may have forgotten turning Fallback off?
+ERROR: Shader Standard (Specular setup) shader is not supported on this GPU (none of subshaders/fallbacks are suitable)
+WARNING: Shader Unsupported: 'Standard (Specular setup)' - All subshaders removed
+WARNING: Shader Did you use #pragma only_renderers and omit this platform?
+WARNING: Shader If subshaders removal was intentional, you may have forgotten turning Fallback off?
+WARNING: Shader Unsupported: 'Autodesk Interactive' - All subshaders removed
+WARNING: Shader Did you use #pragma only_renderers and omit this platform?
+WARNING: Shader If subshaders removal was intentional, you may have forgotten turning Fallback off?
+ERROR: Shader Autodesk Interactive shader is not supported on this GPU (none of subshaders/fallbacks are suitable)
+WARNING: Shader Unsupported: 'Autodesk Interactive' - All subshaders removed
+WARNING: Shader Did you use #pragma only_renderers and omit this platform?
+WARNING: Shader If subshaders removal was intentional, you may have forgotten turning Fallback off?
+WARNING: Shader Unsupported: 'Standard' - All subshaders removed
+WARNING: Shader Did you use #pragma only_renderers and omit this platform?
+WARNING: Shader If subshaders removal was intentional, you may have forgotten turning Fallback off?
+ERROR: Shader Standard shader is not supported on this GPU (none of subshaders/fallbacks are suitable)
+WARNING: Shader Unsupported: 'Standard' - All subshaders removed
+WARNING: Shader Did you use #pragma only_renderers and omit this platform?
+WARNING: Shader If subshaders removal was intentional, you may have forgotten turning Fallback off?
+UnloadTime: 0.479460 ms
+Registered Communicator in Agent.
+ERROR: Shader UI/Default shader is not supported on this GPU (none of subshaders/fallbacks are suitable)
+requesting resize 84 x 84
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+TOO LONG
+Setting up 6 worker threads for Enlighten.
+Memory Statistics:
+[ALLOC_TEMP_TLS] TLS Allocator
+  StackAllocators : 
+    [ALLOC_TEMP_MAIN]
+      Peak usage frame count: [8.0 KB-16.0 KB]: 607685 frames, [2.0 MB-4.0 MB]: 1 frames
+      Initial Block Size 4.0 MB
+      Current Block Size 4.0 MB
+      Peak Allocated Bytes 2.1 MB
+      Overflow Count 0
+    [ALLOC_TEMP_Loading.AsyncRead]
+      Initial Block Size 64.0 KB
+      Current Block Size 64.0 KB
+      Peak Allocated Bytes 137 B
+      Overflow Count 0
+    [ALLOC_TEMP_Loading.PreloadManager]
+      Initial Block Size 256.0 KB
+      Current Block Size 300.0 KB
+      Peak Allocated Bytes 249.7 KB
+      Overflow Count 4
+    [ALLOC_TEMP_Background Job.Worker 8]
+      Initial Block Size 32.0 KB
+      Current Block Size 32.0 KB
+      Peak Allocated Bytes 0 B
+      Overflow Count 0
+    [ALLOC_TEMP_Job.Worker 6]
+      Initial Block Size 256.0 KB
+      Current Block Size 256.0 KB
+      Peak Allocated Bytes 0 B
+      Overflow Count 0
+    [ALLOC_TEMP_Job.Worker 0]
+      Initial Block Size 256.0 KB
+      Current Block Size 256.0 KB
+      Peak Allocated Bytes 0 B
+      Overflow Count 0
+    [ALLOC_TEMP_Background Job.Worker 10]
+      Initial Block Size 32.0 KB
+      Current Block Size 32.0 KB
+      Peak Allocated Bytes 0 B
+      Overflow Count 0
+    [ALLOC_TEMP_Background Job.Worker 9]
+      Initial Block Size 32.0 KB
+      Current Block Size 32.0 KB
+      Peak Allocated Bytes 0 B
+      Overflow Count 0
+    [ALLOC_TEMP_Job.Worker 5]
+      Initial Block Size 256.0 KB
+      Current Block Size 256.0 KB
+      Peak Allocated Bytes 0.7 KB
+      Overflow Count 0
+    [ALLOC_TEMP_Background Job.Worker 14]
+      Initial Block Size 32.0 KB
+      Current Block Size 32.0 KB
+      Peak Allocated Bytes 0 B
+      Overflow Count 0
+    [ALLOC_TEMP_Background Job.Worker 6]
+      Initial Block Size 32.0 KB
+      Current Block Size 32.0 KB
+      Peak Allocated Bytes 0 B
+      Overflow Count 0
+    [ALLOC_TEMP_Job.Worker 4]
+      Initial Block Size 256.0 KB
+      Current Block Size 256.0 KB
+      Peak Allocated Bytes 0 B
+      Overflow Count 0
+    [ALLOC_TEMP_Job.Worker 3]
+      Initial Block Size 256.0 KB
+      Current Block Size 256.0 KB
+      Peak Allocated Bytes 0 B
+      Overflow Count 0
+    [ALLOC_TEMP_Background Job.Worker 12]
+      Initial Block Size 32.0 KB
+      Current Block Size 32.0 KB
+      Peak Allocated Bytes 0 B
+      Overflow Count 0
+    [ALLOC_TEMP_EnlightenWorker] x 6
+      Initial Block Size 64.0 KB
+      Current Block Size 64.0 KB
+      Peak Allocated Bytes 0 B
+      Overflow Count 0
+    [ALLOC_TEMP_Background Job.Worker 15]
+      Initial Block Size 32.0 KB
+      Current Block Size 32.0 KB
+      Peak Allocated Bytes 0 B
+      Overflow Count 0
+    [ALLOC_TEMP_Background Job.Worker 1]
+      Initial Block Size 32.0 KB
+      Current Block Size 32.0 KB
+      Peak Allocated Bytes 0 B
+      Overflow Count 0
+    [ALLOC_TEMP_Background Job.Worker 2]
+      Initial Block Size 32.0 KB
+      Current Block Size 32.0 KB
+      Peak Allocated Bytes 0 B
+      Overflow Count 0
+    [ALLOC_TEMP_Background Job.Worker 7]
+      Initial Block Size 32.0 KB
+      Current Block Size 32.0 KB
+      Peak Allocated Bytes 0 B
+      Overflow Count 0
+    [ALLOC_TEMP_AssetGarbageCollectorHelper] x 11
+      Initial Block Size 64.0 KB
+      Current Block Size 64.0 KB
+      Peak Allocated Bytes 0 B
+      Overflow Count 0
+    [ALLOC_TEMP_Background Job.Worker 5]
+      Initial Block Size 32.0 KB
+      Current Block Size 32.0 KB
+      Peak Allocated Bytes 0 B
+      Overflow Count 0
+    [ALLOC_TEMP_Job.Worker 9]
+      Initial Block Size 256.0 KB
+      Current Block Size 256.0 KB
+      Peak Allocated Bytes 0 B
+      Overflow Count 0
+    [ALLOC_TEMP_Background Job.Worker 13]
+      Initial Block Size 32.0 KB
+      Current Block Size 32.0 KB
+      Peak Allocated Bytes 0 B
+      Overflow Count 0
+    [ALLOC_TEMP_Job.Worker 8]
+      Initial Block Size 256.0 KB
+      Current Block Size 256.0 KB
+      Peak Allocated Bytes 0 B
+      Overflow Count 0
+    [ALLOC_TEMP_Job.Worker 7]
+      Initial Block Size 256.0 KB
+      Current Block Size 256.0 KB
+      Peak Allocated Bytes 0 B
+      Overflow Count 0
+    [ALLOC_TEMP_Job.Worker 1]
+      Initial Block Size 256.0 KB
+      Current Block Size 256.0 KB
+      Peak Allocated Bytes 0 B
+      Overflow Count 0
+    [ALLOC_TEMP_Job.Worker 2]
+      Initial Block Size 256.0 KB
+      Current Block Size 256.0 KB
+      Peak Allocated Bytes 0 B
+      Overflow Count 0
+    [ALLOC_TEMP_Background Job.Worker 3]
+      Initial Block Size 32.0 KB
+      Current Block Size 32.0 KB
+      Peak Allocated Bytes 0 B
+      Overflow Count 0
+    [ALLOC_TEMP_Background Job.Worker 11]
+      Initial Block Size 32.0 KB
+      Current Block Size 32.0 KB
+      Peak Allocated Bytes 0 B
+      Overflow Count 0
+    [ALLOC_TEMP_Job.Worker 10]
+      Initial Block Size 256.0 KB
+      Current Block Size 256.0 KB
+      Peak Allocated Bytes 0 B
+      Overflow Count 0
+    [ALLOC_TEMP_Background Job.Worker 0]
+      Initial Block Size 32.0 KB
+      Current Block Size 32.0 KB
+      Peak Allocated Bytes 0 B
+      Overflow Count 0
+    [ALLOC_TEMP_Background Job.Worker 4]
+      Initial Block Size 32.0 KB
+      Current Block Size 32.0 KB
+      Peak Allocated Bytes 0 B
+      Overflow Count 0
+    [ALLOC_TEMP_BatchDeleteObjects]
+      Initial Block Size 64.0 KB
+      Current Block Size 64.0 KB
+      Peak Allocated Bytes 0 B
+      Overflow Count 0
+[ALLOC_DEFAULT] Dual Thread Allocator
+  Peak main deferred allocation count 7
+    [ALLOC_BUCKET]
+      Large Block size 4.0 MB
+      Used Block count 1
+      Peak Allocated bytes 4.0 MB
+      Failed Allocations. Bucket layout:
+        16B: 2 Subsections = 2048 buckets. Failed count: 0
+        32B: 23 Subsections = 11776 buckets. Failed count: 355
+        48B: 39 Subsections = 13312 buckets. Failed count: 337
+        64B: 30 Subsections = 7680 buckets. Failed count: 42
+        80B: 14 Subsections = 2867 buckets. Failed count: 0
+        96B: 3 Subsections = 512 buckets. Failed count: 0
+        112B: 139 Subsections = 20333 buckets. Failed count: 144378
+        128B: 6 Subsections = 768 buckets. Failed count: 0
+    [ALLOC_DEFAULT_MAIN]
+      Peak usage frame count: [4.0 MB-8.0 MB]: 607686 frames
+      Requested Block Size 16.0 MB
+      Peak Block count 1
+      Peak Allocated memory 7.0 MB
+      Peak Large allocation bytes 0 B
+    [ALLOC_DEFAULT_THREAD]
+      Peak usage frame count: [16.0 MB-32.0 MB]: 607686 frames
+      Requested Block Size 16.0 MB
+      Peak Block count 1
+      Peak Allocated memory 17.3 MB
+      Peak Large allocation bytes 16.0 MB
+[ALLOC_TEMP_JOB_1_FRAME]
+  Initial Block Size 2.0 MB
+  Used Block Count 1
+  Overflow Count (too large) 0
+  Overflow Count (full) 0
+[ALLOC_TEMP_JOB_2_FRAMES]
+  Initial Block Size 2.0 MB
+  Used Block Count 1
+  Overflow Count (too large) 0
+  Overflow Count (full) 0
+[ALLOC_TEMP_JOB_4_FRAMES (JobTemp)]
+  Initial Block Size 2.0 MB
+  Used Block Count 2
+  Overflow Count (too large) 0
+  Overflow Count (full) 0
+[ALLOC_TEMP_JOB_ASYNC (Background)]
+  Initial Block Size 1.0 MB
+  Used Block Count 3
+  Overflow Count (too large) 0
+  Overflow Count (full) 0
+[ALLOC_GFX] Dual Thread Allocator
+  Peak main deferred allocation count 0
+    [ALLOC_BUCKET]
+      Large Block size 4.0 MB
+      Used Block count 1
+      Peak Allocated bytes 4.0 MB
+      Failed Allocations. Bucket layout:
+        16B: 2 Subsections = 2048 buckets. Failed count: 0
+        32B: 23 Subsections = 11776 buckets. Failed count: 355
+        48B: 39 Subsections = 13312 buckets. Failed count: 337
+        64B: 30 Subsections = 7680 buckets. Failed count: 42
+        80B: 14 Subsections = 2867 buckets. Failed count: 0
+        96B: 3 Subsections = 512 buckets. Failed count: 0
+        112B: 139 Subsections = 20333 buckets. Failed count: 144378
+        128B: 6 Subsections = 768 buckets. Failed count: 0
+    [ALLOC_GFX_MAIN]
+      Peak usage frame count: [32.0 KB-64.0 KB]: 607685 frames, [64.0 KB-128.0 KB]: 1 frames
+      Requested Block Size 16.0 MB
+      Peak Block count 1
+      Peak Allocated memory 65.6 KB
+      Peak Large allocation bytes 0 B
+    [ALLOC_GFX_THREAD]
+      Peak usage frame count: [128.0 KB-256.0 KB]: 607686 frames
+      Requested Block Size 16.0 MB
+      Peak Block count 1
+      Peak Allocated memory 173.5 KB
+      Peak Large allocation bytes 0 B
+[ALLOC_CACHEOBJECTS] Dual Thread Allocator
+  Peak main deferred allocation count 0
+    [ALLOC_BUCKET]
+      Large Block size 4.0 MB
+      Used Block count 1
+      Peak Allocated bytes 4.0 MB
+      Failed Allocations. Bucket layout:
+        16B: 2 Subsections = 2048 buckets. Failed count: 0
+        32B: 23 Subsections = 11776 buckets. Failed count: 355
+        48B: 39 Subsections = 13312 buckets. Failed count: 337
+        64B: 30 Subsections = 7680 buckets. Failed count: 42
+        80B: 14 Subsections = 2867 buckets. Failed count: 0
+        96B: 3 Subsections = 512 buckets. Failed count: 0
+        112B: 139 Subsections = 20333 buckets. Failed count: 144378
+        128B: 6 Subsections = 768 buckets. Failed count: 0
+    [ALLOC_CACHEOBJECTS_MAIN]
+      Peak usage frame count: [0.5 MB-1.0 MB]: 607686 frames
+      Requested Block Size 4.0 MB
+      Peak Block count 1
+      Peak Allocated memory 0.6 MB
+      Peak Large allocation bytes 0 B
+    [ALLOC_CACHEOBJECTS_THREAD]
+      Peak usage frame count: [0.5 MB-1.0 MB]: 607685 frames, [4.0 MB-8.0 MB]: 1 frames
+      Requested Block Size 4.0 MB
+      Peak Block count 2
+      Peak Allocated memory 4.5 MB
+      Peak Large allocation bytes 0 B
+[ALLOC_TYPETREE] Dual Thread Allocator
+  Peak main deferred allocation count 0
+    [ALLOC_BUCKET]
+      Large Block size 4.0 MB
+      Used Block count 1
+      Peak Allocated bytes 4.0 MB
+      Failed Allocations. Bucket layout:
+        16B: 2 Subsections = 2048 buckets. Failed count: 0
+        32B: 23 Subsections = 11776 buckets. Failed count: 355
+        48B: 39 Subsections = 13312 buckets. Failed count: 337
+        64B: 30 Subsections = 7680 buckets. Failed count: 42
+        80B: 14 Subsections = 2867 buckets. Failed count: 0
+        96B: 3 Subsections = 512 buckets. Failed count: 0
+        112B: 139 Subsections = 20333 buckets. Failed count: 144378
+        128B: 6 Subsections = 768 buckets. Failed count: 0
+    [ALLOC_TYPETREE_MAIN]
+      Peak usage frame count: [0-1.0 KB]: 607686 frames
+      Requested Block Size 2.0 MB
+      Peak Block count 1
+      Peak Allocated memory 1.0 KB
+      Peak Large allocation bytes 0 B
+    [ALLOC_TYPETREE_THREAD]
+      Peak usage frame count: [1.0 KB-2.0 KB]: 607685 frames, [2.0 KB-4.0 KB]: 1 frames
+      Requested Block Size 2.0 MB
+      Peak Block count 1
+      Peak Allocated memory 2.2 KB
+      Peak Large allocation bytes 0 B

run_logs/timers.json

@@ -0,0 +1,424 @@
+{
+    "name": "root",
+    "gauges": {
+        "SoccerTwos.Policy.Entropy.mean": {
+            "value": 0.7791455388069153,
+            "min": 0.7624937295913696,
+            "max": 3.295722723007202,
+            "count": 3226
+        },
+        "SoccerTwos.Policy.Entropy.sum": {
+            "value": 14884.796875,
+            "min": 14200.68359375,
+            "max": 146859.28125,
+            "count": 3226
+        },
+        "SoccerTwos.Environment.EpisodeLength.mean": {
+            "value": 45.86538461538461,
+            "min": 39.292682926829265,
+            "max": 999.0,
+            "count": 3226
+        },
+        "SoccerTwos.Environment.EpisodeLength.sum": {
+            "value": 19080.0,
+            "min": 11136.0,
+            "max": 29296.0,
+            "count": 3226
+        },
+        "SoccerTwos.Self-play.ELO.mean": {
+            "value": 1624.6993163392315,
+            "min": 1195.5682471929065,
+            "max": 1675.4064958149786,
+            "count": 3225
+        },
+        "SoccerTwos.Self-play.ELO.sum": {
+            "value": 337937.45779856015,
+            "min": 2396.0280775710307,
+            "max": 400193.93976528017,
+            "count": 3225
+        },
+        "SoccerTwos.Step.mean": {
+            "value": 32259981.0,
+            "min": 9664.0,
+            "max": 32259981.0,
+            "count": 3226
+        },
+        "SoccerTwos.Step.sum": {
+            "value": 32259981.0,
+            "min": 9664.0,
+            "max": 32259981.0,
+            "count": 3226
+        },
+        "SoccerTwos.Policy.ExtrinsicBaselineEstimate.mean": {
+            "value": -0.03840962424874306,
+            "min": -0.13809826970100403,
+            "max": 0.1878994256258011,
+            "count": 3226
+        },
+        "SoccerTwos.Policy.ExtrinsicBaselineEstimate.sum": {
+            "value": -8.02761173248291,
+            "min": -29.305511474609375,
+            "max": 25.478267669677734,
+            "count": 3226
+        },
+        "SoccerTwos.Policy.ExtrinsicValueEstimate.mean": {
+            "value": -0.03768490254878998,
+            "min": -0.14155514538288116,
+            "max": 0.18486498296260834,
+            "count": 3226
+        },
+        "SoccerTwos.Policy.ExtrinsicValueEstimate.sum": {
+            "value": -7.876144886016846,
+            "min": -31.07803726196289,
+            "max": 25.072528839111328,
+            "count": 3226
+        },
+        "SoccerTwos.Environment.CumulativeReward.mean": {
+            "value": 0.0,
+            "min": 0.0,
+            "max": 0.0,
+            "count": 3226
+        },
+        "SoccerTwos.Environment.CumulativeReward.sum": {
+            "value": 0.0,
+            "min": 0.0,
+            "max": 0.0,
+            "count": 3226
+        },
+        "SoccerTwos.Policy.ExtrinsicReward.mean": {
+            "value": -0.0010143552670638528,
+            "min": -0.6013857168810708,
+            "max": 0.6171851908719098,
+            "count": 3226
+        },
+        "SoccerTwos.Policy.ExtrinsicReward.sum": {
+            "value": -0.21200025081634521,
+            "min": -66.77680015563965,
+            "max": 60.29400014877319,
+            "count": 3226
+        },
+        "SoccerTwos.Environment.GroupCumulativeReward.mean": {
+            "value": -0.0010143552670638528,
+            "min": -0.6013857168810708,
+            "max": 0.6171851908719098,
+            "count": 3226
+        },
+        "SoccerTwos.Environment.GroupCumulativeReward.sum": {
+            "value": -0.21200025081634521,
+            "min": -66.77680015563965,
+            "max": 60.29400014877319,
+            "count": 3226
+        },
+        "SoccerTwos.IsTraining.mean": {
+            "value": 1.0,
+            "min": 1.0,
+            "max": 1.0,
+            "count": 3226
+        },
+        "SoccerTwos.IsTraining.sum": {
+            "value": 1.0,
+            "min": 1.0,
+            "max": 1.0,
+            "count": 3226
+        },
+        "SoccerTwos.Losses.PolicyLoss.mean": {
+            "value": 0.015469975732654954,
+            "min": 0.009428530762185498,
+            "max": 0.025476174593980733,
+            "count": 1565
+        },
+        "SoccerTwos.Losses.PolicyLoss.sum": {
+            "value": 0.015469975732654954,
+            "min": 0.009428530762185498,
+            "max": 0.025476174593980733,
+            "count": 1565
+        },
+        "SoccerTwos.Losses.ValueLoss.mean": {
+            "value": 0.11798259566227595,
+            "min": 0.00023185536532158342,
+            "max": 0.1290443571905295,
+            "count": 1565
+        },
+        "SoccerTwos.Losses.ValueLoss.sum": {
+            "value": 0.11798259566227595,
+            "min": 0.00023185536532158342,
+            "max": 0.1290443571905295,
+            "count": 1565
+        },
+        "SoccerTwos.Losses.BaselineLoss.mean": {
+            "value": 0.12054882372419039,
+            "min": 0.00023373690686033418,
+            "max": 0.13223507205645244,
+            "count": 1565
+        },
+        "SoccerTwos.Losses.BaselineLoss.sum": {
+            "value": 0.12054882372419039,
+            "min": 0.00023373690686033418,
+            "max": 0.13223507205645244,
+            "count": 1565
+        },
+        "SoccerTwos.Policy.LearningRate.mean": {
+            "value": 0.0003,
+            "min": 0.0003,
+            "max": 0.0003,
+            "count": 1565
+        },
+        "SoccerTwos.Policy.LearningRate.sum": {
+            "value": 0.0003,
+            "min": 0.0003,
+            "max": 0.0003,
+            "count": 1565
+        },
+        "SoccerTwos.Policy.Epsilon.mean": {
+            "value": 0.135493344,
+            "min": 0.135493344,
+            "max": 0.19995901600000007,
+            "count": 1565
+        },
+        "SoccerTwos.Policy.Epsilon.sum": {
+            "value": 0.135493344,
+            "min": 0.135493344,
+            "max": 0.19995901600000007,
+            "count": 1565
+        },
+        "SoccerTwos.Policy.Beta.mean": {
+            "value": 0.0017811178656000003,
+            "min": 0.0017811178656000003,
+            "max": 0.0049979548984,
+            "count": 1565
+        },
+        "SoccerTwos.Policy.Beta.sum": {
+            "value": 0.0017811178656000003,
+            "min": 0.0017811178656000003,
+            "max": 0.0049979548984,
+            "count": 1565
+        }
+    },
+    "metadata": {
+        "timer_format_version": "0.1.0",
+        "start_time_seconds": "1677062363",
+        "python_version": "3.8.16 (default, Jan 17 2023, 23:13:24) \n[GCC 11.2.0]",
+        "command_line_arguments": "/home/antoine/anaconda3/envs/hf_drl_unit7/bin/mlagents-learn cfg_base.yaml --env=../SoccerTwos/SoccerTwos.x86_64 --run-id=Base --no-graphics",
+        "mlagents_version": "0.31.0.dev0",
+        "mlagents_envs_version": "0.31.0.dev0",
+        "communication_protocol_version": "1.5.0",
+        "pytorch_version": "1.8.1+cu102",
+        "numpy_version": "1.21.2",
+        "end_time_seconds": "1677107818"
+    },
+    "total": 45454.463184305,
+    "count": 1,
+    "self": 0.18237785199744394,
+    "children": {
+        "run_training.setup": {
+            "total": 0.006511797000712249,
+            "count": 1,
+            "self": 0.006511797000712249
+        },
+        "TrainerController.start_learning": {
+            "total": 45454.274294656,
+            "count": 1,
+            "self": 30.29970927356044,
+            "children": {
+                "TrainerController._reset_env": {
+                    "total": 4.8319704840114355,
+                    "count": 162,
+                    "self": 4.8319704840114355
+                },
+                "TrainerController.advance": {
+                    "total": 45419.005565137435,
+                    "count": 2244188,
+                    "self": 27.900850920581433,
+                    "children": {
+                        "env_step": {
+                            "total": 34999.42035713118,
+                            "count": 2244188,
+                            "self": 28603.619322127084,
+                            "children": {
+                                "SubprocessEnvManager._take_step": {
+                                    "total": 6377.473117561428,
+                                    "count": 2244188,
+                                    "self": 157.06944341419057,
+                                    "children": {
+                                        "TorchPolicy.evaluate": {
+                                            "total": 6220.403674147237,
+                                            "count": 4051318,
+                                            "self": 6220.403674147237
+                                        }
+                                    }
+                                },
+                                "workers": {
+                                    "total": 18.327917442669786,
+                                    "count": 2244187,
+                                    "self": 0.0,
+                                    "children": {
+                                        "worker_root": {
+                                            "total": 45404.27861819351,
+                                            "count": 2244187,
+                                            "is_parallel": true,
+                                            "self": 20539.20533841079,
+                                            "children": {
+                                                "run_training.setup": {
+                                                    "total": 0.0,
+                                                    "count": 0,
+                                                    "is_parallel": true,
+                                                    "self": 0.0,
+                                                    "children": {
+                                                        "steps_from_proto": {
+                                                            "total": 0.0025274600002376246,
+                                                            "count": 2,
+                                                            "is_parallel": true,
+                                                            "self": 0.0003966739977840916,
+                                                            "children": {
+                                                                "_process_rank_one_or_two_observation": {
+                                                                    "total": 0.002130786002453533,
+                                                                    "count": 8,
+                                                                    "is_parallel": true,
+                                                                    "self": 0.002130786002453533
+                                                                }
+                                                            }
+                                                        },
+                                                        "UnityEnvironment.step": {
+                                                            "total": 0.019344760999956634,
+                                                            "count": 1,
+                                                            "is_parallel": true,
+                                                            "self": 0.0009375609988637734,
+                                                            "children": {
+                                                                "UnityEnvironment._generate_step_input": {
+                                                                    "total": 0.0006344470002659364,
+                                                                    "count": 1,
+                                                                    "is_parallel": true,
+                                                                    "self": 0.0006344470002659364
+                                                                },
+                                                                "communicator.exchange": {
+                                                                    "total": 0.015185750999989978,
+                                                                    "count": 1,
+                                                                    "is_parallel": true,
+                                                                    "self": 0.015185750999989978
+                                                                },
+                                                                "steps_from_proto": {
+                                                                    "total": 0.0025870020008369465,
+                                                                    "count": 2,
+                                                                    "is_parallel": true,
+                                                                    "self": 0.00041773600150918355,
+                                                                    "children": {
+                                                                        "_process_rank_one_or_two_observation": {
+                                                                            "total": 0.002169265999327763,
+                                                                            "count": 8,
+                                                                            "is_parallel": true,
+                                                                            "self": 0.002169265999327763
+                                                                        }
+                                                                    }
+                                                                }
+                                                            }
+                                                        }
+                                                    }
+                                                },
+                                                "UnityEnvironment.step": {
+                                                    "total": 24864.692314070737,
+                                                    "count": 2244186,
+                                                    "is_parallel": true,
+                                                    "self": 1692.4320398539567,
+                                                    "children": {
+                                                        "UnityEnvironment._generate_step_input": {
+                                                            "total": 1072.3914547570039,
+                                                            "count": 2244186,
+                                                            "is_parallel": true,
+                                                            "self": 1072.3914547570039
+                                                        },
+                                                        "communicator.exchange": {
+                                                            "total": 17266.984998667784,
+                                                            "count": 2244186,
+                                                            "is_parallel": true,
+                                                            "self": 17266.984998667784
+                                                        },
+                                                        "steps_from_proto": {
+                                                            "total": 4832.883820791993,
+                                                            "count": 4488372,
+                                                            "is_parallel": true,
+                                                            "self": 711.814651623984,
+                                                            "children": {
+                                                                "_process_rank_one_or_two_observation": {
+                                                                    "total": 4121.069169168009,
+                                                                    "count": 17953488,
+                                                                    "is_parallel": true,
+                                                                    "self": 4121.069169168009
+                                                                }
+                                                            }
+                                                        }
+                                                    }
+                                                },
+                                                "steps_from_proto": {
+                                                    "total": 0.38096571198093443,
+                                                    "count": 322,
+                                                    "is_parallel": true,
+                                                    "self": 0.054525434093193326,
+                                                    "children": {
+                                                        "_process_rank_one_or_two_observation": {
+                                                            "total": 0.3264402778877411,
+                                                            "count": 1288,
+                                                            "is_parallel": true,
+                                                            "self": 0.3264402778877411
+                                                        }
+                                                    }
+                                                }
+                                            }
+                                        }
+                                    }
+                                }
+                            }
+                        },
+                        "trainer_advance": {
+                            "total": 10391.684357085669,
+                            "count": 2244187,
+                            "self": 213.58864884816103,
+                            "children": {
+                                "process_trajectory": {
+                                    "total": 4261.204047678503,
+                                    "count": 2244187,
+                                    "self": 4252.85078458151,
+                                    "children": {
+                                        "RLTrainer._checkpoint": {
+                                            "total": 8.353263096993032,
+                                            "count": 64,
+                                            "self": 8.353263096993032
+                                        }
+                                    }
+                                },
+                                "_update_policy": {
+                                    "total": 5916.891660559005,
+                                    "count": 1565,
+                                    "self": 3666.2843281976784,
+                                    "children": {
+                                        "TorchPOCAOptimizer.update": {
+                                            "total": 2250.6073323613264,
+                                            "count": 46953,
+                                            "self": 2250.6073323613264
+                                        }
+                                    }
+                                }
+                            }
+                        }
+                    }
+                },
+                "trainer_threads": {
+                    "total": 7.799972081556916e-07,
+                    "count": 1,
+                    "self": 7.799972081556916e-07
+                },
+                "TrainerController._save_models": {
+                    "total": 0.13704898099967977,
+                    "count": 1,
+                    "self": 0.0013844339991919696,
+                    "children": {
+                        "RLTrainer._checkpoint": {
+                            "total": 0.1356645470004878,
+                            "count": 1,
+                            "self": 0.1356645470004878
+                        }
+                    }
+                }
+            }
+        }
+    }
+}

run_logs/training_status.json

@@ -0,0 +1,66 @@
+{
+    "SoccerTwos": {
+        "checkpoints": [
+            {
+                "steps": 30499886,
+                "file_path": "results/Base/SoccerTwos/SoccerTwos-30499886.onnx",
+                "reward": 0.0,
+                "creation_time": 1677105249.262516,
+                "auxillary_file_paths": [
+                    "results/Base/SoccerTwos/SoccerTwos-30499886.pt"
+                ]
+            },
+            {
+                "steps": 30999994,
+                "file_path": "results/Base/SoccerTwos/SoccerTwos-30999994.onnx",
+                "reward": 0.0,
+                "creation_time": 1677105952.110748,
+                "auxillary_file_paths": [
+                    "results/Base/SoccerTwos/SoccerTwos-30999994.pt"
+                ]
+            },
+            {
+                "steps": 31499816,
+                "file_path": "results/Base/SoccerTwos/SoccerTwos-31499816.onnx",
+                "reward": 0.0,
+                "creation_time": 1677106689.0561786,
+                "auxillary_file_paths": [
+                    "results/Base/SoccerTwos/SoccerTwos-31499816.pt"
+                ]
+            },
+            {
+                "steps": 31999994,
+                "file_path": "results/Base/SoccerTwos/SoccerTwos-31999994.onnx",
+                "reward": 0.0,
+                "creation_time": 1677107426.6596465,
+                "auxillary_file_paths": [
+                    "results/Base/SoccerTwos/SoccerTwos-31999994.pt"
+                ]
+            },
+            {
+                "steps": 32262938,
+                "file_path": "results/Base/SoccerTwos/SoccerTwos-32262938.onnx",
+                "reward": 0.0,
+                "creation_time": 1677107818.2214096,
+                "auxillary_file_paths": [
+                    "results/Base/SoccerTwos/SoccerTwos-32262938.pt"
+                ]
+            }
+        ],
+        "elo": 1623.403777961604,
+        "final_checkpoint": {
+            "steps": 32262938,
+            "file_path": "results/Base/SoccerTwos.onnx",
+            "reward": 0.0,
+            "creation_time": 1677107818.2214096,
+            "auxillary_file_paths": [
+                "results/Base/SoccerTwos/SoccerTwos-32262938.pt"
+            ]
+        }
+    },
+    "metadata": {
+        "stats_format_version": "0.3.0",
+        "mlagents_version": "0.31.0.dev0",
+        "torch_version": "1.8.1+cu102"
+    }
+}