First Pyramids

Pyramids.onnx

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:d0f70840f0ca948d2debd6a6f3e7383918a8342004cf594c15df1faf9cf7a9f8
+size 1417437

Pyramids/Pyramids-199947.onnx

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:e975e3cc0af91d9643060377c1ba81c84a62cab81cc7a9539d5cb1c6aa9bd729
+size 1417437

Pyramids/Pyramids-199947.pt

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:deb30cadb0458756e6fc97f5bc5adb64b0f6078119ac62df6897286c5bf46efe
+size 8651427

Pyramids/Pyramids-299952.onnx

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:93e2c59cf524a624e6569b66c6150240c3bb1212335e456274577a80871dc98c
+size 1417437

Pyramids/Pyramids-299952.pt

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:b631f7f30dd028556dd9e15b3fa4535578e27acbc05a28d1a4121e95c3b056cb
+size 8651427

Pyramids/Pyramids-399927.onnx

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:4397e92e8f3d828e8fc68a897a0cdf69dfe0397db8fccc2f63b37a571da743c3
+size 1417437

Pyramids/Pyramids-399927.pt

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:8bb062c7cdeacc54953eabc3f0744ded5259e66bdf189e47a46cfb2a45c12c44
+size 8651427

Pyramids/Pyramids-499961.onnx

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:d0f70840f0ca948d2debd6a6f3e7383918a8342004cf594c15df1faf9cf7a9f8
+size 1417437

Pyramids/Pyramids-499961.pt

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:2556c1cdd9816cacd0a0d5fac8883ae586b66095fcd6a9ca0465189de3f48531
+size 8651427

Pyramids/Pyramids-500089.onnx

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:d0f70840f0ca948d2debd6a6f3e7383918a8342004cf594c15df1faf9cf7a9f8
+size 1417437

Pyramids/Pyramids-500089.pt

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:39875887eee9570481378ee5a7ef31fc448c58bb6a16cc97c76351161041d171
+size 8651427

Pyramids/checkpoint.pt

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:39875887eee9570481378ee5a7ef31fc448c58bb6a16cc97c76351161041d171
+size 8651427

Pyramids/events.out.tfevents.1657726190.2775460de6ad.260.0

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:87d46fa28aeb0dd5e437382111c9b5d877097449598354854546f92a0dce8c57
+size 104615

README.md

@@ -0,0 +1,31 @@
+
+---
+      tags:
+      - unity-ml-agents
+      - ml-agents
+      - deep-reinforcement-learning
+      - reinforcement-learning
+      - ML-Agents-Pyramids
+      library_name: ml-agents
+---
+    
+  # **ppo** Agent playing **Pyramids**
+  This is a trained model of a **ppo** agent playing **Pyramids** 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-Pyramids
+  2. Step 1: Write your model_id: bothrajat/testpyramidsrnd
+  3. Step 2: Select your *.nn /*.onnx file
+  4. Click on Watch the agent play 👀
+  

config.json

@@ -0,0 +1 @@
+{"default_settings": null, "behaviors": {"Pyramids": {"trainer_type": "ppo", "hyperparameters": {"batch_size": 128, "buffer_size": 2048, "learning_rate": 0.0003, "beta": 0.01, "epsilon": 0.2, "lambd": 0.95, "num_epoch": 3, "learning_rate_schedule": "linear", "beta_schedule": "linear", "epsilon_schedule": "linear"}, "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}}, "rnd": {"gamma": 0.99, "strength": 0.01, "network_settings": {"normalize": false, "hidden_units": 64, "num_layers": 3, "vis_encode_type": "simple", "memory": null, "goal_conditioning_type": "hyper", "deterministic": false}, "learning_rate": 0.0001, "encoding_size": null}}, "init_path": null, "keep_checkpoints": 5, "checkpoint_interval": 100000, "max_steps": 500000, "time_horizon": 128, "summary_freq": 50000, "threaded": false, "self_play": null, "behavioral_cloning": null}}, "env_settings": {"env_path": "./trained-envs-executables/linux/Pyramids/Pyramids", "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": "Pyramids_Training", "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 +1,88 @@
+default_settings: null
+behaviors:
+  Pyramids:
+    trainer_type: ppo
+    hyperparameters:
+      batch_size: 128
+      buffer_size: 2048
+      learning_rate: 0.0003
+      beta: 0.01
+      epsilon: 0.2
+      lambd: 0.95
+      num_epoch: 3
+      learning_rate_schedule: linear
+      beta_schedule: linear
+      epsilon_schedule: linear
+    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
+      rnd:
+        gamma: 0.99
+        strength: 0.01
+        network_settings:
+          normalize: false
+          hidden_units: 64
+          num_layers: 3
+          vis_encode_type: simple
+          memory: null
+          goal_conditioning_type: hyper
+          deterministic: false
+        learning_rate: 0.0001
+        encoding_size: null
+    init_path: null
+    keep_checkpoints: 5
+    checkpoint_interval: 100000
+    max_steps: 500000
+    time_horizon: 128
+    summary_freq: 50000
+    threaded: false
+    self_play: null
+    behavioral_cloning: null
+env_settings:
+  env_path: ./trained-envs-executables/linux/Pyramids/Pyramids
+  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: Pyramids_Training
+  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 +1,317 @@
+Mono path[0] = '/content/ml-agents/trained-envs-executables/linux/Pyramids/Pyramids_Data/Managed'
+Mono config path = '/content/ml-agents/trained-envs-executables/linux/Pyramids/Pyramids_Data/MonoBleedingEdge/etc'
+Found 1 interfaces on host : 0) 172.28.0.2
+Multi-casting "[IP] 172.28.0.2 [Port] 55258 [Flags] 2 [Guid] 2335508585 [EditorId] 764847374 [Version] 1048832 [Id] LinuxPlayer(13,172.28.0.2) [Debug] 0 [PackageName] LinuxPlayer [ProjectName] UnityEnvironment" to [225.0.0.222:54997]...
+Preloaded 'lib_burst_generated.so'
+Preloaded 'libgrpc_csharp_ext.x64.so'
+PlayerPrefs - Creating folder: /root/.config/unity3d/Unity Technologies
+PlayerPrefs - Creating folder: /root/.config/unity3d/Unity Technologies/UnityEnvironment
+Unable to load player prefs
+Initialize engine version: 2021.3.5f1 (40eb3a945986)
+[Subsystems] Discovering subsystems at path /content/ml-agents/trained-envs-executables/linux/Pyramids/Pyramids_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
+ALSA lib confmisc.c:767:(parse_card) cannot find card '0'
+ALSA lib conf.c:4528:(_snd_config_evaluate) function snd_func_card_driver returned error: No such file or directory
+ALSA lib confmisc.c:392:(snd_func_concat) error evaluating strings
+ALSA lib conf.c:4528:(_snd_config_evaluate) function snd_func_concat returned error: No such file or directory
+ALSA lib confmisc.c:1246:(snd_func_refer) error evaluating name
+ALSA lib conf.c:4528:(_snd_config_evaluate) function snd_func_refer returned error: No such file or directory
+ALSA lib conf.c:5007:(snd_config_expand) Evaluate error: No such file or directory
+ALSA lib pcm.c:2495:(snd_pcm_open_noupdate) Unknown PCM default
+FMOD failed to initialize the output device.: "Error initializing output device. " (60)
+Forced to initialize FMOD to to the device driver's system output rate 48000, this may impact performance and/or give inconsistent experiences compared to selected sample rate 48000
+ALSA lib confmisc.c:767:(parse_card) cannot find card '0'
+ALSA lib conf.c:4528:(_snd_config_evaluate) function snd_func_card_driver returned error: No such file or directory
+ALSA lib confmisc.c:392:(snd_func_concat) error evaluating strings
+ALSA lib conf.c:4528:(_snd_config_evaluate) function snd_func_concat returned error: No such file or directory
+ALSA lib confmisc.c:1246:(snd_func_refer) error evaluating name
+ALSA lib conf.c:4528:(_snd_config_evaluate) function snd_func_refer returned error: No such file or directory
+ALSA lib conf.c:5007:(snd_config_expand) Evaluate error: No such file or directory
+ALSA lib pcm.c:2495:(snd_pcm_open_noupdate) Unknown PCM default
+FMOD failed to initialize the output device.: "Error initializing output device. " (60)
+FMOD initialized on nosound output
+Begin MonoManager ReloadAssembly
+- Completed reload, in  0.133 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: '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: 'Legacy Shaders/Diffuse' - 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 Legacy Shaders/Diffuse shader is not supported on this GPU (none of subshaders/fallbacks are suitable)
+WARNING: Shader Unsupported: 'Legacy Shaders/Diffuse' - 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: 'ML-Agents/GridPattern' - 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 ML-Agents/GridPattern shader is not supported on this GPU (none of subshaders/fallbacks are suitable)
+WARNING: Shader Unsupported: 'ML-Agents/GridPattern' - 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: 1.307987 ms
+ERROR: Shader UI/Default shader is not supported on this GPU (none of subshaders/fallbacks are suitable)
+requesting resize 84 x 84
+Setting up 1 worker threads for Enlighten.
+PlayerConnection::CleanupMemory Statistics:
+[ALLOC_TEMP_TLS] TLS Allocator
+  StackAllocators : 
+    [ALLOC_TEMP_MAIN]
+      Peak usage frame count: [16.0 KB-32.0 KB]: 4066 frames, [32.0 KB-64.0 KB]: 4489 frames, [64.0 KB-128.0 KB]: 838 frames, [2.0 MB-4.0 MB]: 1 frames
+      Initial Block Size 4.0 MB
+      Current Block Size 4.0 MB
+      Peak Allocated Bytes 2.0 MB
+      Overflow Count 0
+    [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_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 6]
+      Initial Block Size 32.0 KB
+      Current Block Size 32.0 KB
+      Peak Allocated Bytes 0 B
+      Overflow Count 0
+    [ALLOC_TEMP_AUDIO_FMOD mixer thread]
+      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 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 11]
+      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 3]
+      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_TEMP_AUDIO_FMOD stream thread]
+      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 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 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 7]
+      Initial Block Size 32.0 KB
+      Current Block Size 32.0 KB
+      Peak Allocated Bytes 0 B
+      Overflow Count 0
+    [ALLOC_TEMP_Loading.PreloadManager]
+      Initial Block Size 256.0 KB
+      Current Block Size 320.0 KB
+      Peak Allocated Bytes 251.5 KB
+      Overflow Count 4
+    [ALLOC_TEMP_Profiler.Dispatcher]
+      Initial Block Size 64.0 KB
+      Current Block Size 64.0 KB
+      Peak Allocated Bytes 240 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_AssetGarbageCollectorHelper]
+      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_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_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_Job.Worker 0]
+      Initial Block Size 256.0 KB
+      Current Block Size 256.0 KB
+      Peak Allocated Bytes 0.8 KB
+      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_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_EnlightenWorker]
+      Initial Block Size 64.0 KB
+      Current Block Size 64.0 KB
+      Peak Allocated Bytes 0 B
+      Overflow Count 0
+    [ALLOC_TEMP_Loading.AsyncRead]
+      Initial Block Size 64.0 KB
+      Current Block Size 64.0 KB
+      Peak Allocated Bytes 128 B
+      Overflow Count 0
+[ALLOC_MEMORYPROFILER]
+  Peak usage frame count: [0.5 MB-1.0 MB]: 299 frames, [1.0 MB-2.0 MB]: 9095 frames
+  Requested Block Size 1.0 MB
+  Peak Block count 2
+  Peak Allocated memory 1.6 MB
+  Peak Large allocation bytes 0 B
+[ALLOC_DEFAULT] Dual Thread Allocator
+  Peak main deferred allocation count 12775
+    [ALLOC_BUCKET]
+      Large Block size 4.0 MB
+      Used Block count 1
+      Peak Allocated bytes 1.6 MB
+    [ALLOC_DEFAULT_MAIN]
+      Peak usage frame count: [8.0 MB-16.0 MB]: 1 frames, [16.0 MB-32.0 MB]: 9393 frames
+      Requested Block Size 16.0 MB
+      Peak Block count 3
+      Peak Allocated memory 30.3 MB
+      Peak Large allocation bytes 0 B
+    [ALLOC_DEFAULT_THREAD]
+      Peak usage frame count: [16.0 MB-32.0 MB]: 9394 frames
+      Requested Block Size 16.0 MB
+      Peak Block count 1
+      Peak Allocated memory 23.7 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 1.6 MB
+    [ALLOC_GFX_MAIN]
+      Peak usage frame count: [32.0 KB-64.0 KB]: 9393 frames, [64.0 KB-128.0 KB]: 1 frames
+      Requested Block Size 16.0 MB
+      Peak Block count 1
+      Peak Allocated memory 67.0 KB
+      Peak Large allocation bytes 0 B
+    [ALLOC_GFX_THREAD]
+      Peak usage frame count: [64.0 KB-128.0 KB]: 9394 frames
+      Requested Block Size 16.0 MB
+      Peak Block count 1
+      Peak Allocated memory 67.7 KB
+      Peak Large allocation bytes 0 B
+[ALLOC_CACHEOBJECTS] Dual Thread Allocator
+  Peak main deferred allocation count 1
+    [ALLOC_BUCKET]
+      Large Block size 4.0 MB
+      Used Block count 1
+      Peak Allocated bytes 1.6 MB
+    [ALLOC_CACHEOBJECTS_MAIN]
+      Peak usage frame count: [0.5 MB-1.0 MB]: 299 frames, [1.0 MB-2.0 MB]: 9095 frames
+      Requested Block Size 4.0 MB
+      Peak Block count 1
+      Peak Allocated memory 1.4 MB
+      Peak Large allocation bytes 0 B
+    [ALLOC_CACHEOBJECTS_THREAD]
+      Peak usage frame count: [1.0 MB-2.0 MB]: 9393 frames, [4.0 MB-8.0 MB]: 1 frames
+      Requested Block Size 4.0 MB
+      Peak Block count 2
+      Peak Allocated memory 4.7 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 1.6 MB
+    [ALLOC_TYPETREE_MAIN]
+      Peak usage frame count: [0-1.0 KB]: 9394 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]: 9394 frames
+      Requested Block Size 2.0 MB
+      Peak Block count 1
+      Peak Allocated memory 1.9 KB
+      Peak Large allocation bytes 0 B
+[ALLOC_PROFILER]
+  Peak usage frame count: [16.0 KB-32.0 KB]: 9394 frames
+  Requested Block Size 16.0 MB
+  Peak Block count 1
+  Peak Allocated memory 27.4 KB
+  Peak Large allocation bytes 0 B
+    [ALLOC_PROFILER_BUCKET]
+      Large Block size 4.0 MB
+      Used Block count 1
+      Peak Allocated bytes 396 B
+##utp:{"type":"MemoryLeaks","version":2,"phase":"Immediate","time":1657727711838,"processId":272,"allocatedMemory":1957329,"memoryLabels":[{"Default":9033},{"Permanent":1264},{"Thread":34460},{"Manager":10603},{"VertexData":12},{"Geometry":280},{"Texture":16},{"Shader":69173},{"Material":24},{"GfxDevice":35248},{"Animation":304},{"Audio":3976},{"Physics":288},{"Serialization":216},{"Input":9176},{"JobScheduler":200},{"Mono":40},{"ScriptingNativeRuntime":216},{"BaseObject":1609212},{"Resource":592},{"Renderer":1936},{"Transform":48},{"File":800},{"WebCam":24},{"Culling":40},{"Terrain":953},{"Wind":24},{"String":3444},{"DynamicArray":30868},{"HashMap":7680},{"Utility":1360},{"PoolAlloc":1160},{"TypeTree":1792},{"ScriptManager":80},{"RuntimeInitializeOnLoadManager":72},{"SpriteAtlas":112},{"GI":3272},{"Unet":16},{"Director":7760},{"WebRequest":720},{"VR":45473},{"SceneManager":424},{"Video":32},{"LazyScriptCache":32},{"NativeArray":384},{"Camera":25},{"Secure":1},{"SerializationCache":624},{"APIUpdating":5872},{"Subsystems":384},{"VirtualTexturing":57552},{"AssetReference":32}]}

run_logs/timers.json

@@ -0,0 +1,405 @@
+{
+    "name": "root",
+    "gauges": {
+        "Pyramids.Policy.Entropy.mean": {
+            "value": 0.5681598782539368,
+            "min": 0.5681598782539368,
+            "max": 1.3228497505187988,
+            "count": 10
+        },
+        "Pyramids.Policy.Entropy.sum": {
+            "value": 28271.634765625,
+            "min": 28271.634765625,
+            "max": 67941.5625,
+            "count": 10
+        },
+        "Pyramids.Step.mean": {
+            "value": 499961.0,
+            "min": 49980.0,
+            "max": 499961.0,
+            "count": 10
+        },
+        "Pyramids.Step.sum": {
+            "value": 499961.0,
+            "min": 49980.0,
+            "max": 499961.0,
+            "count": 10
+        },
+        "Pyramids.Policy.ExtrinsicValueEstimate.mean": {
+            "value": 0.14217694103717804,
+            "min": -0.09073202311992645,
+            "max": 0.14217694103717804,
+            "count": 10
+        },
+        "Pyramids.Policy.ExtrinsicValueEstimate.sum": {
+            "value": 59.42995834350586,
+            "min": -36.474273681640625,
+            "max": 59.42995834350586,
+            "count": 10
+        },
+        "Pyramids.Policy.RndValueEstimate.mean": {
+            "value": 0.05098048597574234,
+            "min": 0.05029464140534401,
+            "max": 0.7062878608703613,
+            "count": 10
+        },
+        "Pyramids.Policy.RndValueEstimate.sum": {
+            "value": 21.309843063354492,
+            "min": 20.872276306152344,
+            "max": 282.51513671875,
+            "count": 10
+        },
+        "Pyramids.Losses.PolicyLoss.mean": {
+            "value": 0.07004182281511924,
+            "min": 0.0675196686797219,
+            "max": 0.07379435087724227,
+            "count": 10
+        },
+        "Pyramids.Losses.PolicyLoss.sum": {
+            "value": 1.6109619247477425,
+            "min": 0.9593265614041496,
+            "max": 1.7189425113182926,
+            "count": 10
+        },
+        "Pyramids.Losses.ValueLoss.mean": {
+            "value": 0.008374699226239329,
+            "min": 0.0017309119011206793,
+            "max": 0.022593066516711207,
+            "count": 10
+        },
+        "Pyramids.Losses.ValueLoss.sum": {
+            "value": 0.19261808220350457,
+            "min": 0.03634914992353427,
+            "max": 0.2937098647172457,
+            "count": 10
+        },
+        "Pyramids.Policy.LearningRate.mean": {
+            "value": 1.5007999345191308e-05,
+            "min": 1.5007999345191308e-05,
+            "max": 0.0002835668362469538,
+            "count": 10
+        },
+        "Pyramids.Policy.LearningRate.sum": {
+            "value": 0.0003451839849394001,
+            "min": 0.0003451839849394001,
+            "max": 0.0053536551154484,
+            "count": 10
+        },
+        "Pyramids.Policy.Epsilon.mean": {
+            "value": 0.10500263478260871,
+            "min": 0.10500263478260871,
+            "max": 0.19452227692307694,
+            "count": 10
+        },
+        "Pyramids.Policy.Epsilon.sum": {
+            "value": 2.4150606000000003,
+            "min": 2.4150606000000003,
+            "max": 3.8845516,
+            "count": 10
+        },
+        "Pyramids.Policy.Beta.mean": {
+            "value": 0.000509763214782609,
+            "min": 0.000509763214782609,
+            "max": 0.009452775464615384,
+            "count": 10
+        },
+        "Pyramids.Policy.Beta.sum": {
+            "value": 0.011724553940000007,
+            "min": 0.011724553940000007,
+            "max": 0.17848670484,
+            "count": 10
+        },
+        "Pyramids.Losses.RNDLoss.mean": {
+            "value": 0.0341656468808651,
+            "min": 0.0341656468808651,
+            "max": 0.5372101068496704,
+            "count": 10
+        },
+        "Pyramids.Losses.RNDLoss.sum": {
+            "value": 0.7858098745346069,
+            "min": 0.7858098745346069,
+            "max": 6.983731269836426,
+            "count": 10
+        },
+        "Pyramids.Environment.EpisodeLength.mean": {
+            "value": 719.5441176470588,
+            "min": 719.5441176470588,
+            "max": 984.25,
+            "count": 10
+        },
+        "Pyramids.Environment.EpisodeLength.sum": {
+            "value": 48929.0,
+            "min": 47244.0,
+            "max": 52588.0,
+            "count": 10
+        },
+        "Pyramids.Environment.CumulativeReward.mean": {
+            "value": 0.51550583760528,
+            "min": -0.9018750513593355,
+            "max": 0.51550583760528,
+            "count": 10
+        },
+        "Pyramids.Environment.CumulativeReward.sum": {
+            "value": 35.05439695715904,
+            "min": -43.29000246524811,
+            "max": 35.05439695715904,
+            "count": 10
+        },
+        "Pyramids.Policy.ExtrinsicReward.mean": {
+            "value": 0.51550583760528,
+            "min": -0.9018750513593355,
+            "max": 0.51550583760528,
+            "count": 10
+        },
+        "Pyramids.Policy.ExtrinsicReward.sum": {
+            "value": 35.05439695715904,
+            "min": -43.29000246524811,
+            "max": 35.05439695715904,
+            "count": 10
+        },
+        "Pyramids.Policy.RndReward.mean": {
+            "value": 0.2559640761524754,
+            "min": 0.2559640761524754,
+            "max": 8.122548788165053,
+            "count": 10
+        },
+        "Pyramids.Policy.RndReward.sum": {
+            "value": 17.405557178368326,
+            "min": 17.405557178368326,
+            "max": 389.88234183192253,
+            "count": 10
+        },
+        "Pyramids.IsTraining.mean": {
+            "value": 1.0,
+            "min": 1.0,
+            "max": 1.0,
+            "count": 10
+        },
+        "Pyramids.IsTraining.sum": {
+            "value": 1.0,
+            "min": 1.0,
+            "max": 1.0,
+            "count": 10
+        }
+    },
+    "metadata": {
+        "timer_format_version": "0.1.0",
+        "start_time_seconds": "1657726179",
+        "python_version": "3.7.13 (default, Apr 24 2022, 01:04:09) \n[GCC 7.5.0]",
+        "command_line_arguments": "/usr/local/bin/mlagents-learn ./config/ppo/PyramidsRND.yaml --env=./trained-envs-executables/linux/Pyramids/Pyramids --run-id=Pyramids_Training --no-graphics",
+        "mlagents_version": "0.29.0.dev0",
+        "mlagents_envs_version": "0.29.0.dev0",
+        "communication_protocol_version": "1.5.0",
+        "pytorch_version": "1.8.1+cu102",
+        "numpy_version": "1.21.6",
+        "end_time_seconds": "1657727711"
+    },
+    "total": 1532.167608667,
+    "count": 1,
+    "self": 0.736263854000299,
+    "children": {
+        "run_training.setup": {
+            "total": 0.0585323079999398,
+            "count": 1,
+            "self": 0.0585323079999398
+        },
+        "TrainerController.start_learning": {
+            "total": 1531.3728125049997,
+            "count": 1,
+            "self": 1.2976342699912493,
+            "children": {
+                "TrainerController._reset_env": {
+                    "total": 10.288719579999906,
+                    "count": 1,
+                    "self": 10.288719579999906
+                },
+                "TrainerController.advance": {
+                    "total": 1519.6516352550088,
+                    "count": 31650,
+                    "self": 1.3194515280160886,
+                    "children": {
+                        "env_step": {
+                            "total": 888.927109817004,
+                            "count": 31650,
+                            "self": 813.4394815900032,
+                            "children": {
+                                "SubprocessEnvManager._take_step": {
+                                    "total": 74.73825263599804,
+                                    "count": 31650,
+                                    "self": 3.7822936319912515,
+                                    "children": {
+                                        "TorchPolicy.evaluate": {
+                                            "total": 70.95595900400679,
+                                            "count": 31313,
+                                            "self": 15.595505347027142,
+                                            "children": {
+                                                "TorchPolicy.sample_actions": {
+                                                    "total": 55.360453656979644,
+                                                    "count": 31313,
+                                                    "self": 55.360453656979644
+                                                }
+                                            }
+                                        }
+                                    }
+                                },
+                                "workers": {
+                                    "total": 0.7493755910027176,
+                                    "count": 31650,
+                                    "self": 0.0,
+                                    "children": {
+                                        "worker_root": {
+                                            "total": 1528.2044942590273,
+                                            "count": 31650,
+                                            "is_parallel": true,
+                                            "self": 799.4302569030251,
+                                            "children": {
+                                                "run_training.setup": {
+                                                    "total": 0.0,
+                                                    "count": 0,
+                                                    "is_parallel": true,
+                                                    "self": 0.0,
+                                                    "children": {
+                                                        "steps_from_proto": {
+                                                            "total": 0.008049904999893442,
+                                                            "count": 1,
+                                                            "is_parallel": true,
+                                                            "self": 0.00595759299983456,
+                                                            "children": {
+                                                                "_process_rank_one_or_two_observation": {
+                                                                    "total": 0.0020923120000588824,
+                                                                    "count": 8,
+                                                                    "is_parallel": true,
+                                                                    "self": 0.0020923120000588824
+                                                                }
+                                                            }
+                                                        },
+                                                        "UnityEnvironment.step": {
+                                                            "total": 0.06828021699993769,
+                                                            "count": 1,
+                                                            "is_parallel": true,
+                                                            "self": 0.0006089470000461006,
+                                                            "children": {
+                                                                "UnityEnvironment._generate_step_input": {
+                                                                    "total": 0.0008014960000082283,
+                                                                    "count": 1,
+                                                                    "is_parallel": true,
+                                                                    "self": 0.0008014960000082283
+                                                                },
+                                                                "communicator.exchange": {
+                                                                    "total": 0.064714763999973,
+                                                                    "count": 1,
+                                                                    "is_parallel": true,
+                                                                    "self": 0.064714763999973
+                                                                },
+                                                                "steps_from_proto": {
+                                                                    "total": 0.0021550099999103622,
+                                                                    "count": 1,
+                                                                    "is_parallel": true,
+                                                                    "self": 0.0005696680000255583,
+                                                                    "children": {
+                                                                        "_process_rank_one_or_two_observation": {
+                                                                            "total": 0.001585341999884804,
+                                                                            "count": 8,
+                                                                            "is_parallel": true,
+                                                                            "self": 0.001585341999884804
+                                                                        }
+                                                                    }
+                                                                }
+                                                            }
+                                                        }
+                                                    }
+                                                },
+                                                "UnityEnvironment.step": {
+                                                    "total": 728.7742373560022,
+                                                    "count": 31649,
+                                                    "is_parallel": true,
+                                                    "self": 20.372478276950915,
+                                                    "children": {
+                                                        "UnityEnvironment._generate_step_input": {
+                                                            "total": 11.837199776018679,
+                                                            "count": 31649,
+                                                            "is_parallel": true,
+                                                            "self": 11.837199776018679
+                                                        },
+                                                        "communicator.exchange": {
+                                                            "total": 632.7837335230098,
+                                                            "count": 31649,
+                                                            "is_parallel": true,
+                                                            "self": 632.7837335230098
+                                                        },
+                                                        "steps_from_proto": {
+                                                            "total": 63.78082578002284,
+                                                            "count": 31649,
+                                                            "is_parallel": true,
+                                                            "self": 17.47754399901976,
+                                                            "children": {
+                                                                "_process_rank_one_or_two_observation": {
+                                                                    "total": 46.30328178100308,
+                                                                    "count": 253192,
+                                                                    "is_parallel": true,
+                                                                    "self": 46.30328178100308
+                                                                }
+                                                            }
+                                                        }
+                                                    }
+                                                }
+                                            }
+                                        }
+                                    }
+                                }
+                            }
+                        },
+                        "trainer_advance": {
+                            "total": 629.4050739099888,
+                            "count": 31650,
+                            "self": 2.5038410159457953,
+                            "children": {
+                                "process_trajectory": {
+                                    "total": 112.5473704540401,
+                                    "count": 31650,
+                                    "self": 111.95928454004013,
+                                    "children": {
+                                        "RLTrainer._checkpoint": {
+                                            "total": 0.5880859139999757,
+                                            "count": 5,
+                                            "self": 0.5880859139999757
+                                        }
+                                    }
+                                },
+                                "_update_policy": {
+                                    "total": 514.3538624400029,
+                                    "count": 218,
+                                    "self": 136.74705431799475,
+                                    "children": {
+                                        "TorchPPOOptimizer.update": {
+                                            "total": 377.60680812200815,
+                                            "count": 11394,
+                                            "self": 377.60680812200815
+                                        }
+                                    }
+                                }
+                            }
+                        }
+                    }
+                },
+                "trainer_threads": {
+                    "total": 1.3539997780753765e-06,
+                    "count": 1,
+                    "self": 1.3539997780753765e-06
+                },
+                "TrainerController._save_models": {
+                    "total": 0.13482204599995384,
+                    "count": 1,
+                    "self": 0.0026258959996994236,
+                    "children": {
+                        "RLTrainer._checkpoint": {
+                            "total": 0.13219615000025442,
+                            "count": 1,
+                            "self": 0.13219615000025442
+                        }
+                    }
+                }
+            }
+        }
+    }
+}

run_logs/training_status.json

@@ -0,0 +1,65 @@
+{
+    "Pyramids": {
+        "checkpoints": [
+            {
+                "steps": 199947,
+                "file_path": "results/Pyramids_Training/Pyramids/Pyramids-199947.onnx",
+                "reward": null,
+                "creation_time": 1657726780.3862202,
+                "auxillary_file_paths": [
+                    "results/Pyramids_Training/Pyramids/Pyramids-199947.pt"
+                ]
+            },
+            {
+                "steps": 299952,
+                "file_path": "results/Pyramids_Training/Pyramids/Pyramids-299952.onnx",
+                "reward": 0.16359996050596237,
+                "creation_time": 1657727083.732131,
+                "auxillary_file_paths": [
+                    "results/Pyramids_Training/Pyramids/Pyramids-299952.pt"
+                ]
+            },
+            {
+                "steps": 399927,
+                "file_path": "results/Pyramids_Training/Pyramids/Pyramids-399927.onnx",
+                "reward": 0.5923999696969986,
+                "creation_time": 1657727395.4137464,
+                "auxillary_file_paths": [
+                    "results/Pyramids_Training/Pyramids/Pyramids-399927.pt"
+                ]
+            },
+            {
+                "steps": 499961,
+                "file_path": "results/Pyramids_Training/Pyramids/Pyramids-499961.onnx",
+                "reward": 0.5564666241407394,
+                "creation_time": 1657727711.0006368,
+                "auxillary_file_paths": [
+                    "results/Pyramids_Training/Pyramids/Pyramids-499961.pt"
+                ]
+            },
+            {
+                "steps": 500089,
+                "file_path": "results/Pyramids_Training/Pyramids/Pyramids-500089.onnx",
+                "reward": 0.5564666241407394,
+                "creation_time": 1657727711.1552916,
+                "auxillary_file_paths": [
+                    "results/Pyramids_Training/Pyramids/Pyramids-500089.pt"
+                ]
+            }
+        ],
+        "final_checkpoint": {
+            "steps": 500089,
+            "file_path": "results/Pyramids_Training/Pyramids.onnx",
+            "reward": 0.5564666241407394,
+            "creation_time": 1657727711.1552916,
+            "auxillary_file_paths": [
+                "results/Pyramids_Training/Pyramids/Pyramids-500089.pt"
+            ]
+        }
+    },
+    "metadata": {
+        "stats_format_version": "0.3.0",
+        "mlagents_version": "0.29.0.dev0",
+        "torch_version": "1.8.1+cu102"
+    }
+}