Commit 
							
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First Worm
Browse files- README.md +31 -0
- Worm.onnx +3 -0
- Worm/Worm-7499000.onnx +3 -0
- Worm/Worm-7499000.pt +3 -0
- Worm/Worm-7999000.onnx +3 -0
- Worm/Worm-7999000.pt +3 -0
- Worm/Worm-8499000.onnx +3 -0
- Worm/Worm-8499000.pt +3 -0
- Worm/Worm-8999000.onnx +3 -0
- Worm/Worm-8999000.pt +3 -0
- Worm/Worm-9010000.onnx +3 -0
- Worm/Worm-9010000.pt +3 -0
- Worm/checkpoint.pt +3 -0
- Worm/events.out.tfevents.1661031265.default.1262.0 +3 -0
- config.json +1 -0
- configuration.yaml +75 -0
- run_logs/Player-0.log +305 -0
- run_logs/timers.json +369 -0
- run_logs/training_status.json +65 -0
    	
        README.md
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            ---
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                  tags:
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                  - unity-ml-agents
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                  - ml-agents
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                  - deep-reinforcement-learning
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                  - reinforcement-learning
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                  - ML-Agents-Worm
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                  library_name: ml-agents
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            ---
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              # **ppo** Agent playing **Worm**
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              This is a trained model of a **ppo** agent playing **Worm** using the [Unity ML-Agents Library](https://github.com/Unity-Technologies/ml-agents).
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              ## Usage (with ML-Agents)
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              The Documentation: https://github.com/huggingface/ml-agents#get-started
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              We wrote a complete tutorial to learn to train your first agent using ML-Agents and publish it to the Hub:
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              ### Resume the training
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              ```
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              mlagents-learn <your_configuration_file_path.yaml> --run-id=<run_id> --resume
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              ```
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              ### Watch your Agent play
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              You can watch your agent **playing directly in your browser:**.
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              1. Go to https://huggingface.co/spaces/unity/ML-Agents-Worm
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              2. Step 1: Write your model_id: rebolforces/testworm
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              3. Step 2: Select your *.nn /*.onnx file
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              4. Click on Watch the agent play 👀
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        Worm.onnx
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        config.json
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            {"default_settings": null, "behaviors": {"Worm": {"trainer_type": "ppo", "hyperparameters": {"batch_size": 2024, "buffer_size": 20240, "learning_rate": 0.0003, "beta": 0.005, "epsilon": 0.2, "lambd": 0.95, "num_epoch": 3, "learning_rate_schedule": "linear", "beta_schedule": "linear", "epsilon_schedule": "linear"}, "network_settings": {"normalize": true, "hidden_units": 512, "num_layers": 3, "vis_encode_type": "simple", "memory": null, "goal_conditioning_type": "hyper", "deterministic": false}, "reward_signals": {"extrinsic": {"gamma": 0.995, "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, "checkpoint_interval": 500000, "max_steps": 9000000, "time_horizon": 1000, "summary_freq": 30000, "threaded": false, "self_play": null, "behavioral_cloning": null}}, "env_settings": {"env_path": "./trained-envs-executables/linux/Worm/Worm", "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": "Worm 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}
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        configuration.yaml
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            default_settings: null
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            behaviors:
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              Worm:
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                trainer_type: ppo
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                hyperparameters:
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                  batch_size: 2024
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                  buffer_size: 20240
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                  learning_rate: 0.0003
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                  beta: 0.005
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                  epsilon: 0.2
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                  lambd: 0.95
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                  num_epoch: 3
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                  learning_rate_schedule: linear
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                  epsilon_schedule: linear
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                network_settings:
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                  normalize: true
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                  hidden_units: 512
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                  num_layers: 3
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                  vis_encode_type: simple
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                  memory: null
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                  goal_conditioning_type: hyper
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                  deterministic: false
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                reward_signals:
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                  extrinsic:
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                    gamma: 0.995
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                    strength: 1.0
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                    network_settings:
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                      normalize: false
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                      hidden_units: 128
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                      num_layers: 2
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                      vis_encode_type: simple
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                      memory: null
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                      goal_conditioning_type: hyper
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                      deterministic: false
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            +
                init_path: null
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            +
                keep_checkpoints: 5
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            +
                checkpoint_interval: 500000
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            +
                max_steps: 9000000
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            +
                time_horizon: 1000
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            +
                summary_freq: 30000
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            +
                threaded: false
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            +
                self_play: null
         | 
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            +
                behavioral_cloning: null
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            +
            env_settings:
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            +
              env_path: ./trained-envs-executables/linux/Worm/Worm
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            +
              env_args: null
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            +
              base_port: 5005
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              num_envs: 1
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              num_areas: 1
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            +
              seed: -1
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              max_lifetime_restarts: 10
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              restarts_rate_limit_n: 1
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              restarts_rate_limit_period_s: 60
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            engine_settings:
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            +
              width: 84
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            +
              height: 84
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            +
              quality_level: 5
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            +
              time_scale: 20
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            +
              target_frame_rate: -1
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            +
              capture_frame_rate: 60
         | 
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            +
              no_graphics: true
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            +
            environment_parameters: null
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            +
            checkpoint_settings:
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            +
              run_id: Worm Training
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            +
              initialize_from: null
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            +
              load_model: false
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            +
              resume: false
         | 
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            +
              force: false
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            +
              train_model: false
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            +
              inference: false
         | 
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            +
              results_dir: results
         | 
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            +
            torch_settings:
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            +
              device: null
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            +
            debug: false
         | 
    	
        run_logs/Player-0.log
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|  | 
|  | |
| 1 | 
            +
            Mono path[0] = '/home/studio-lab-user/deep-rl-class/unit4/ml-agents/trained-envs-executables/linux/Worm/Worm_Data/Managed'
         | 
| 2 | 
            +
            Mono config path = '/home/studio-lab-user/deep-rl-class/unit4/ml-agents/trained-envs-executables/linux/Worm/Worm_Data/MonoBleedingEdge/etc'
         | 
| 3 | 
            +
            Found 1 interfaces on host : 0) 169.254.255.2
         | 
| 4 | 
            +
            Broadcasting "[IP] 169.254.255.2 [Port] 55276 [Flags] 2 [Guid] 1798152580 [EditorId] 588871222 [Version] 1048832 [Id] LinuxPlayer(13,169.254.255.2) [Debug] 0 [PackageName] LinuxPlayer [ProjectName] UnityEnvironment" to [169.254.255.255:54997]...
         | 
| 5 | 
            +
            Preloaded 'lib_burst_generated.so'
         | 
| 6 | 
            +
            Preloaded 'libgrpc_csharp_ext.x64.so'
         | 
| 7 | 
            +
            Initialize engine version: 2021.3.5f1 (40eb3a945986)
         | 
| 8 | 
            +
            [Subsystems] Discovering subsystems at path /home/studio-lab-user/deep-rl-class/unit4/ml-agents/trained-envs-executables/linux/Worm/Worm_Data/UnitySubsystems
         | 
| 9 | 
            +
            Forcing GfxDevice: Null
         | 
| 10 | 
            +
            GfxDevice: creating device client; threaded=0; jobified=0
         | 
| 11 | 
            +
            NullGfxDevice:
         | 
| 12 | 
            +
                Version:  NULL 1.0 [1.0]
         | 
| 13 | 
            +
                Renderer: Null Device
         | 
| 14 | 
            +
                Vendor:   Unity Technologies
         | 
| 15 | 
            +
            FMOD initialized on nosound output
         | 
| 16 | 
            +
            Begin MonoManager ReloadAssembly
         | 
| 17 | 
            +
            - Completed reload, in  0.086 seconds
         | 
| 18 | 
            +
            ERROR: Shader Sprites/Default shader is not supported on this GPU (none of subshaders/fallbacks are suitable)
         | 
| 19 | 
            +
            ERROR: Shader Sprites/Mask shader is not supported on this GPU (none of subshaders/fallbacks are suitable)
         | 
| 20 | 
            +
            ERROR: Shader Legacy Shaders/VertexLit shader is not supported on this GPU (none of subshaders/fallbacks are suitable)
         | 
| 21 | 
            +
            WARNING: Shader Unsupported: 'Legacy Shaders/Diffuse' - All subshaders removed
         | 
| 22 | 
            +
            WARNING: Shader Did you use #pragma only_renderers and omit this platform?
         | 
| 23 | 
            +
            WARNING: Shader If subshaders removal was intentional, you may have forgotten turning Fallback off?
         | 
| 24 | 
            +
            ERROR: Shader Legacy Shaders/Diffuse shader is not supported on this GPU (none of subshaders/fallbacks are suitable)
         | 
| 25 | 
            +
            WARNING: Shader Unsupported: 'Legacy Shaders/Diffuse' - All subshaders removed
         | 
| 26 | 
            +
            WARNING: Shader Did you use #pragma only_renderers and omit this platform?
         | 
| 27 | 
            +
            WARNING: Shader If subshaders removal was intentional, you may have forgotten turning Fallback off?
         | 
| 28 | 
            +
            WARNING: Shader Unsupported: 'ML-Agents/GridPattern' - All subshaders removed
         | 
| 29 | 
            +
            WARNING: Shader Did you use #pragma only_renderers and omit this platform?
         | 
| 30 | 
            +
            WARNING: Shader If subshaders removal was intentional, you may have forgotten turning Fallback off?
         | 
| 31 | 
            +
            ERROR: Shader ML-Agents/GridPattern shader is not supported on this GPU (none of subshaders/fallbacks are suitable)
         | 
| 32 | 
            +
            WARNING: Shader Unsupported: 'ML-Agents/GridPattern' - All subshaders removed
         | 
| 33 | 
            +
            WARNING: Shader Did you use #pragma only_renderers and omit this platform?
         | 
| 34 | 
            +
            WARNING: Shader If subshaders removal was intentional, you may have forgotten turning Fallback off?
         | 
| 35 | 
            +
            WARNING: Shader Unsupported: 'Standard' - All subshaders removed
         | 
| 36 | 
            +
            WARNING: Shader Did you use #pragma only_renderers and omit this platform?
         | 
| 37 | 
            +
            WARNING: Shader If subshaders removal was intentional, you may have forgotten turning Fallback off?
         | 
| 38 | 
            +
            ERROR: Shader Standard shader is not supported on this GPU (none of subshaders/fallbacks are suitable)
         | 
| 39 | 
            +
            WARNING: Shader Unsupported: 'Standard' - All subshaders removed
         | 
| 40 | 
            +
            WARNING: Shader Did you use #pragma only_renderers and omit this platform?
         | 
| 41 | 
            +
            WARNING: Shader If subshaders removal was intentional, you may have forgotten turning Fallback off?
         | 
| 42 | 
            +
            WARNING: Shader Unsupported: 'Autodesk Interactive' - All subshaders removed
         | 
| 43 | 
            +
            WARNING: Shader Did you use #pragma only_renderers and omit this platform?
         | 
| 44 | 
            +
            WARNING: Shader If subshaders removal was intentional, you may have forgotten turning Fallback off?
         | 
| 45 | 
            +
            ERROR: Shader Autodesk Interactive shader is not supported on this GPU (none of subshaders/fallbacks are suitable)
         | 
| 46 | 
            +
            WARNING: Shader Unsupported: 'Autodesk Interactive' - All subshaders removed
         | 
| 47 | 
            +
            WARNING: Shader Did you use #pragma only_renderers and omit this platform?
         | 
| 48 | 
            +
            WARNING: Shader If subshaders removal was intentional, you may have forgotten turning Fallback off?
         | 
| 49 | 
            +
            UnloadTime: 0.671621 ms
         | 
| 50 | 
            +
            ERROR: Shader UI/Default shader is not supported on this GPU (none of subshaders/fallbacks are suitable)
         | 
| 51 | 
            +
            requesting resize 84 x 84
         | 
| 52 | 
            +
            Setting up 2 worker threads for Enlighten.
         | 
| 53 | 
            +
            PlayerConnection::CleanupMemory Statistics:
         | 
| 54 | 
            +
            [ALLOC_TEMP_TLS] TLS Allocator
         | 
| 55 | 
            +
              StackAllocators : 
         | 
| 56 | 
            +
                [ALLOC_TEMP_MAIN]
         | 
| 57 | 
            +
                  Peak usage frame count: [4.0 KB-8.0 KB]: 180154 frames, [2.0 MB-4.0 MB]: 1 frames
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| 58 | 
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                  Initial Block Size 4.0 MB
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| 59 | 
            +
                  Current Block Size 4.0 MB
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| 60 | 
            +
                  Peak Allocated Bytes 2.0 MB
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| 61 | 
            +
                  Overflow Count 0
         | 
| 62 | 
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                [ALLOC_TEMP_Background Job.Worker 8]
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| 63 | 
            +
                  Initial Block Size 32.0 KB
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| 64 | 
            +
                  Current Block Size 32.0 KB
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| 65 | 
            +
                  Peak Allocated Bytes 0 B
         | 
| 66 | 
            +
                  Overflow Count 0
         | 
| 67 | 
            +
                [ALLOC_TEMP_Background Job.Worker 10]
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| 68 | 
            +
                  Initial Block Size 32.0 KB
         | 
| 69 | 
            +
                  Current Block Size 32.0 KB
         | 
| 70 | 
            +
                  Peak Allocated Bytes 0 B
         | 
| 71 | 
            +
                  Overflow Count 0
         | 
| 72 | 
            +
                [ALLOC_TEMP_Background Job.Worker 6]
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| 73 | 
            +
                  Initial Block Size 32.0 KB
         | 
| 74 | 
            +
                  Current Block Size 32.0 KB
         | 
| 75 | 
            +
                  Peak Allocated Bytes 0 B
         | 
| 76 | 
            +
                  Overflow Count 0
         | 
| 77 | 
            +
                [ALLOC_TEMP_AUDIO_FMOD mixer thread]
         | 
| 78 | 
            +
                  Initial Block Size 64.0 KB
         | 
| 79 | 
            +
                  Current Block Size 64.0 KB
         | 
| 80 | 
            +
                  Peak Allocated Bytes 0 B
         | 
| 81 | 
            +
                  Overflow Count 0
         | 
| 82 | 
            +
                [ALLOC_TEMP_Background Job.Worker 1]
         | 
| 83 | 
            +
                  Initial Block Size 32.0 KB
         | 
| 84 | 
            +
                  Current Block Size 32.0 KB
         | 
| 85 | 
            +
                  Peak Allocated Bytes 0 B
         | 
| 86 | 
            +
                  Overflow Count 0
         | 
| 87 | 
            +
                [ALLOC_TEMP_Background Job.Worker 11]
         | 
| 88 | 
            +
                  Initial Block Size 32.0 KB
         | 
| 89 | 
            +
                  Current Block Size 32.0 KB
         | 
| 90 | 
            +
                  Peak Allocated Bytes 0 B
         | 
| 91 | 
            +
                  Overflow Count 0
         | 
| 92 | 
            +
                [ALLOC_TEMP_Background Job.Worker 3]
         | 
| 93 | 
            +
                  Initial Block Size 32.0 KB
         | 
| 94 | 
            +
                  Current Block Size 32.0 KB
         | 
| 95 | 
            +
                  Peak Allocated Bytes 0 B
         | 
| 96 | 
            +
                  Overflow Count 0
         | 
| 97 | 
            +
                [ALLOC_TEMP_BatchDeleteObjects]
         | 
| 98 | 
            +
                  Initial Block Size 64.0 KB
         | 
| 99 | 
            +
                  Current Block Size 64.0 KB
         | 
| 100 | 
            +
                  Peak Allocated Bytes 0 B
         | 
| 101 | 
            +
                  Overflow Count 0
         | 
| 102 | 
            +
                [ALLOC_TEMP_AUDIO_FMOD stream thread]
         | 
| 103 | 
            +
                  Initial Block Size 64.0 KB
         | 
| 104 | 
            +
                  Current Block Size 64.0 KB
         | 
| 105 | 
            +
                  Peak Allocated Bytes 0 B
         | 
| 106 | 
            +
                  Overflow Count 0
         | 
| 107 | 
            +
                [ALLOC_TEMP_Background Job.Worker 15]
         | 
| 108 | 
            +
                  Initial Block Size 32.0 KB
         | 
| 109 | 
            +
                  Current Block Size 32.0 KB
         | 
| 110 | 
            +
                  Peak Allocated Bytes 0 B
         | 
| 111 | 
            +
                  Overflow Count 0
         | 
| 112 | 
            +
                [ALLOC_TEMP_Background Job.Worker 7]
         | 
| 113 | 
            +
                  Initial Block Size 32.0 KB
         | 
| 114 | 
            +
                  Current Block Size 32.0 KB
         | 
| 115 | 
            +
                  Peak Allocated Bytes 0 B
         | 
| 116 | 
            +
                  Overflow Count 0
         | 
| 117 | 
            +
                [ALLOC_TEMP_Background Job.Worker 2]
         | 
| 118 | 
            +
                  Initial Block Size 32.0 KB
         | 
| 119 | 
            +
                  Current Block Size 32.0 KB
         | 
| 120 | 
            +
                  Peak Allocated Bytes 0 B
         | 
| 121 | 
            +
                  Overflow Count 0
         | 
| 122 | 
            +
                [ALLOC_TEMP_Job.Worker 1]
         | 
| 123 | 
            +
                  Initial Block Size 256.0 KB
         | 
| 124 | 
            +
                  Current Block Size 256.0 KB
         | 
| 125 | 
            +
                  Peak Allocated Bytes 0.8 KB
         | 
| 126 | 
            +
                  Overflow Count 0
         | 
| 127 | 
            +
                [ALLOC_TEMP_Loading.PreloadManager]
         | 
| 128 | 
            +
                  Initial Block Size 256.0 KB
         | 
| 129 | 
            +
                  Current Block Size 284.0 KB
         | 
| 130 | 
            +
                  Peak Allocated Bytes 243.4 KB
         | 
| 131 | 
            +
                  Overflow Count 4
         | 
| 132 | 
            +
                [ALLOC_TEMP_Profiler.Dispatcher]
         | 
| 133 | 
            +
                  Initial Block Size 64.0 KB
         | 
| 134 | 
            +
                  Current Block Size 64.0 KB
         | 
| 135 | 
            +
                  Peak Allocated Bytes 480 B
         | 
| 136 | 
            +
                  Overflow Count 0
         | 
| 137 | 
            +
                [ALLOC_TEMP_Background Job.Worker 12]
         | 
| 138 | 
            +
                  Initial Block Size 32.0 KB
         | 
| 139 | 
            +
                  Current Block Size 32.0 KB
         | 
| 140 | 
            +
                  Peak Allocated Bytes 0 B
         | 
| 141 | 
            +
                  Overflow Count 0
         | 
| 142 | 
            +
                [ALLOC_TEMP_AssetGarbageCollectorHelper] x 3
         | 
| 143 | 
            +
                  Initial Block Size 64.0 KB
         | 
| 144 | 
            +
                  Current Block Size 64.0 KB
         | 
| 145 | 
            +
                  Peak Allocated Bytes 0 B
         | 
| 146 | 
            +
                  Overflow Count 0
         | 
| 147 | 
            +
                [ALLOC_TEMP_Background Job.Worker 5]
         | 
| 148 | 
            +
                  Initial Block Size 32.0 KB
         | 
| 149 | 
            +
                  Current Block Size 32.0 KB
         | 
| 150 | 
            +
                  Peak Allocated Bytes 0 B
         | 
| 151 | 
            +
                  Overflow Count 0
         | 
| 152 | 
            +
                [ALLOC_TEMP_Background Job.Worker 13]
         | 
| 153 | 
            +
                  Initial Block Size 32.0 KB
         | 
| 154 | 
            +
                  Current Block Size 32.0 KB
         | 
| 155 | 
            +
                  Peak Allocated Bytes 0 B
         | 
| 156 | 
            +
                  Overflow Count 0
         | 
| 157 | 
            +
                [ALLOC_TEMP_Job.Worker 2]
         | 
| 158 | 
            +
                  Initial Block Size 256.0 KB
         | 
| 159 | 
            +
                  Current Block Size 256.0 KB
         | 
| 160 | 
            +
                  Peak Allocated Bytes 0 B
         | 
| 161 | 
            +
                  Overflow Count 0
         | 
| 162 | 
            +
                [ALLOC_TEMP_Background Job.Worker 0]
         | 
| 163 | 
            +
                  Initial Block Size 32.0 KB
         | 
| 164 | 
            +
                  Current Block Size 32.0 KB
         | 
| 165 | 
            +
                  Peak Allocated Bytes 0 B
         | 
| 166 | 
            +
                  Overflow Count 0
         | 
| 167 | 
            +
                [ALLOC_TEMP_Background Job.Worker 4]
         | 
| 168 | 
            +
                  Initial Block Size 32.0 KB
         | 
| 169 | 
            +
                  Current Block Size 32.0 KB
         | 
| 170 | 
            +
                  Peak Allocated Bytes 0 B
         | 
| 171 | 
            +
                  Overflow Count 0
         | 
| 172 | 
            +
                [ALLOC_TEMP_Job.Worker 0]
         | 
| 173 | 
            +
                  Initial Block Size 256.0 KB
         | 
| 174 | 
            +
                  Current Block Size 256.0 KB
         | 
| 175 | 
            +
                  Peak Allocated Bytes 0 B
         | 
| 176 | 
            +
                  Overflow Count 0
         | 
| 177 | 
            +
                [ALLOC_TEMP_Background Job.Worker 9]
         | 
| 178 | 
            +
                  Initial Block Size 32.0 KB
         | 
| 179 | 
            +
                  Current Block Size 32.0 KB
         | 
| 180 | 
            +
                  Peak Allocated Bytes 0 B
         | 
| 181 | 
            +
                  Overflow Count 0
         | 
| 182 | 
            +
                [ALLOC_TEMP_Background Job.Worker 14]
         | 
| 183 | 
            +
                  Initial Block Size 32.0 KB
         | 
| 184 | 
            +
                  Current Block Size 32.0 KB
         | 
| 185 | 
            +
                  Peak Allocated Bytes 0 B
         | 
| 186 | 
            +
                  Overflow Count 0
         | 
| 187 | 
            +
                [ALLOC_TEMP_EnlightenWorker] x 2
         | 
| 188 | 
            +
                  Initial Block Size 64.0 KB
         | 
| 189 | 
            +
                  Current Block Size 64.0 KB
         | 
| 190 | 
            +
                  Peak Allocated Bytes 0 B
         | 
| 191 | 
            +
                  Overflow Count 0
         | 
| 192 | 
            +
                [ALLOC_TEMP_Loading.AsyncRead]
         | 
| 193 | 
            +
                  Initial Block Size 64.0 KB
         | 
| 194 | 
            +
                  Current Block Size 64.0 KB
         | 
| 195 | 
            +
                  Peak Allocated Bytes 128 B
         | 
| 196 | 
            +
                  Overflow Count 0
         | 
| 197 | 
            +
            [ALLOC_MEMORYPROFILER]
         | 
| 198 | 
            +
              Peak usage frame count: [64.0 KB-128.0 KB]: 180155 frames
         | 
| 199 | 
            +
              Requested Block Size 1.0 MB
         | 
| 200 | 
            +
              Peak Block count 1
         | 
| 201 | 
            +
              Peak Allocated memory 103.1 KB
         | 
| 202 | 
            +
              Peak Large allocation bytes 0 B
         | 
| 203 | 
            +
            [ALLOC_DEFAULT] Dual Thread Allocator
         | 
| 204 | 
            +
              Peak main deferred allocation count 15
         | 
| 205 | 
            +
                [ALLOC_BUCKET]
         | 
| 206 | 
            +
                  Large Block size 4.0 MB
         | 
| 207 | 
            +
                  Used Block count 1
         | 
| 208 | 
            +
                  Peak Allocated bytes 0.8 MB
         | 
| 209 | 
            +
                [ALLOC_DEFAULT_MAIN]
         | 
| 210 | 
            +
                  Peak usage frame count: [4.0 MB-8.0 MB]: 180155 frames
         | 
| 211 | 
            +
                  Requested Block Size 16.0 MB
         | 
| 212 | 
            +
                  Peak Block count 1
         | 
| 213 | 
            +
                  Peak Allocated memory 5.3 MB
         | 
| 214 | 
            +
                  Peak Large allocation bytes 0 B
         | 
| 215 | 
            +
                [ALLOC_DEFAULT_THREAD]
         | 
| 216 | 
            +
                  Peak usage frame count: [16.0 MB-32.0 MB]: 180155 frames
         | 
| 217 | 
            +
                  Requested Block Size 16.0 MB
         | 
| 218 | 
            +
                  Peak Block count 1
         | 
| 219 | 
            +
                  Peak Allocated memory 17.6 MB
         | 
| 220 | 
            +
                  Peak Large allocation bytes 16.0 MB
         | 
| 221 | 
            +
            [ALLOC_TEMP_JOB_1_FRAME]
         | 
| 222 | 
            +
              Initial Block Size 2.0 MB
         | 
| 223 | 
            +
              Used Block Count 1
         | 
| 224 | 
            +
              Overflow Count (too large) 0
         | 
| 225 | 
            +
              Overflow Count (full) 0
         | 
| 226 | 
            +
            [ALLOC_TEMP_JOB_2_FRAMES]
         | 
| 227 | 
            +
              Initial Block Size 2.0 MB
         | 
| 228 | 
            +
              Used Block Count 1
         | 
| 229 | 
            +
              Overflow Count (too large) 0
         | 
| 230 | 
            +
              Overflow Count (full) 0
         | 
| 231 | 
            +
            [ALLOC_TEMP_JOB_4_FRAMES (JobTemp)]
         | 
| 232 | 
            +
              Initial Block Size 2.0 MB
         | 
| 233 | 
            +
              Used Block Count 2
         | 
| 234 | 
            +
              Overflow Count (too large) 0
         | 
| 235 | 
            +
              Overflow Count (full) 0
         | 
| 236 | 
            +
            [ALLOC_TEMP_JOB_ASYNC (Background)]
         | 
| 237 | 
            +
              Initial Block Size 1.0 MB
         | 
| 238 | 
            +
              Used Block Count 3
         | 
| 239 | 
            +
              Overflow Count (too large) 0
         | 
| 240 | 
            +
              Overflow Count (full) 0
         | 
| 241 | 
            +
            [ALLOC_GFX] Dual Thread Allocator
         | 
| 242 | 
            +
              Peak main deferred allocation count 0
         | 
| 243 | 
            +
                [ALLOC_BUCKET]
         | 
| 244 | 
            +
                  Large Block size 4.0 MB
         | 
| 245 | 
            +
                  Used Block count 1
         | 
| 246 | 
            +
                  Peak Allocated bytes 0.8 MB
         | 
| 247 | 
            +
                [ALLOC_GFX_MAIN]
         | 
| 248 | 
            +
                  Peak usage frame count: [32.0 KB-64.0 KB]: 180154 frames, [64.0 KB-128.0 KB]: 1 frames
         | 
| 249 | 
            +
                  Requested Block Size 16.0 MB
         | 
| 250 | 
            +
                  Peak Block count 1
         | 
| 251 | 
            +
                  Peak Allocated memory 67.0 KB
         | 
| 252 | 
            +
                  Peak Large allocation bytes 0 B
         | 
| 253 | 
            +
                [ALLOC_GFX_THREAD]
         | 
| 254 | 
            +
                  Peak usage frame count: [128.0 KB-256.0 KB]: 180155 frames
         | 
| 255 | 
            +
                  Requested Block Size 16.0 MB
         | 
| 256 | 
            +
                  Peak Block count 1
         | 
| 257 | 
            +
                  Peak Allocated memory 151.2 KB
         | 
| 258 | 
            +
                  Peak Large allocation bytes 0 B
         | 
| 259 | 
            +
            [ALLOC_CACHEOBJECTS] Dual Thread Allocator
         | 
| 260 | 
            +
              Peak main deferred allocation count 0
         | 
| 261 | 
            +
                [ALLOC_BUCKET]
         | 
| 262 | 
            +
                  Large Block size 4.0 MB
         | 
| 263 | 
            +
                  Used Block count 1
         | 
| 264 | 
            +
                  Peak Allocated bytes 0.8 MB
         | 
| 265 | 
            +
                [ALLOC_CACHEOBJECTS_MAIN]
         | 
| 266 | 
            +
                  Peak usage frame count: [0.5 MB-1.0 MB]: 180155 frames
         | 
| 267 | 
            +
                  Requested Block Size 4.0 MB
         | 
| 268 | 
            +
                  Peak Block count 1
         | 
| 269 | 
            +
                  Peak Allocated memory 0.6 MB
         | 
| 270 | 
            +
                  Peak Large allocation bytes 0 B
         | 
| 271 | 
            +
                [ALLOC_CACHEOBJECTS_THREAD]
         | 
| 272 | 
            +
                  Peak usage frame count: [256.0 KB-0.5 MB]: 180154 frames, [4.0 MB-8.0 MB]: 1 frames
         | 
| 273 | 
            +
                  Requested Block Size 4.0 MB
         | 
| 274 | 
            +
                  Peak Block count 2
         | 
| 275 | 
            +
                  Peak Allocated memory 4.2 MB
         | 
| 276 | 
            +
                  Peak Large allocation bytes 0 B
         | 
| 277 | 
            +
            [ALLOC_TYPETREE] Dual Thread Allocator
         | 
| 278 | 
            +
              Peak main deferred allocation count 0
         | 
| 279 | 
            +
                [ALLOC_BUCKET]
         | 
| 280 | 
            +
                  Large Block size 4.0 MB
         | 
| 281 | 
            +
                  Used Block count 1
         | 
| 282 | 
            +
                  Peak Allocated bytes 0.8 MB
         | 
| 283 | 
            +
                [ALLOC_TYPETREE_MAIN]
         | 
| 284 | 
            +
                  Peak usage frame count: [0-1.0 KB]: 180155 frames
         | 
| 285 | 
            +
                  Requested Block Size 2.0 MB
         | 
| 286 | 
            +
                  Peak Block count 1
         | 
| 287 | 
            +
                  Peak Allocated memory 1.0 KB
         | 
| 288 | 
            +
                  Peak Large allocation bytes 0 B
         | 
| 289 | 
            +
                [ALLOC_TYPETREE_THREAD]
         | 
| 290 | 
            +
                  Peak usage frame count: [4.0 KB-8.0 KB]: 180154 frames, [8.0 KB-16.0 KB]: 1 frames
         | 
| 291 | 
            +
                  Requested Block Size 2.0 MB
         | 
| 292 | 
            +
                  Peak Block count 1
         | 
| 293 | 
            +
                  Peak Allocated memory 9.3 KB
         | 
| 294 | 
            +
                  Peak Large allocation bytes 0 B
         | 
| 295 | 
            +
            [ALLOC_PROFILER]
         | 
| 296 | 
            +
              Peak usage frame count: [16.0 KB-32.0 KB]: 180155 frames
         | 
| 297 | 
            +
              Requested Block Size 16.0 MB
         | 
| 298 | 
            +
              Peak Block count 1
         | 
| 299 | 
            +
              Peak Allocated memory 29.5 KB
         | 
| 300 | 
            +
              Peak Large allocation bytes 0 B
         | 
| 301 | 
            +
                [ALLOC_PROFILER_BUCKET]
         | 
| 302 | 
            +
                  Large Block size 4.0 MB
         | 
| 303 | 
            +
                  Used Block count 1
         | 
| 304 | 
            +
                  Peak Allocated bytes 332 B
         | 
| 305 | 
            +
            ##utp:{"type":"MemoryLeaks","version":2,"phase":"Immediate","time":1661040767814,"processId":1276,"allocatedMemory":1972251,"memoryLabels":[{"Default":9033},{"Permanent":1264},{"NewDelete":12801},{"Thread":34516},{"Manager":11723},{"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":3573},{"DynamicArray":30868},{"HashMap":7680},{"Utility":2176},{"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
    ADDED
    
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        run_logs/training_status.json
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