First Worm
Browse files- README.md +31 -0
- Worm.onnx +3 -0
- Worm/Worm-5499000.onnx +3 -0
- Worm/Worm-5499000.pt +3 -0
- Worm/Worm-5999000.onnx +3 -0
- Worm/Worm-5999000.pt +3 -0
- Worm/Worm-6499000.onnx +3 -0
- Worm/Worm-6499000.pt +3 -0
- Worm/Worm-6999000.onnx +3 -0
- Worm/Worm-6999000.pt +3 -0
- Worm/Worm-7010000.onnx +3 -0
- Worm/Worm-7010000.pt +3 -0
- Worm/checkpoint.pt +3 -0
- Worm/events.out.tfevents.1657389915.nm-tr.15616.0 +3 -0
- config.json +1 -0
- configuration.yaml +75 -0
- run_logs/Player-0.log +524 -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: meln1k/MLAgents-Worm
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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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version https://git-lfs.github.com/spec/v1
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oid sha256:770adca5aa8e1abff0b05bd1300f1e847ac0fd880fe01e74dfb112eca236c29f
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size 2255979
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Worm/Worm-5499000.onnx
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version https://git-lfs.github.com/spec/v1
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size 2255979
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Worm/Worm-5499000.pt
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version https://git-lfs.github.com/spec/v1
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size 13493423
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Worm/Worm-5999000.onnx
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version https://git-lfs.github.com/spec/v1
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size 2255979
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Worm/Worm-5999000.pt
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version https://git-lfs.github.com/spec/v1
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size 13493423
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Worm/Worm-6499000.onnx
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version https://git-lfs.github.com/spec/v1
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oid sha256:1a2178f24fe49d0b435d668c2290b43433d6abe23885b592c4929a575f06d42f
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size 2255979
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Worm/Worm-6499000.pt
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version https://git-lfs.github.com/spec/v1
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size 13493423
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Worm/Worm-6999000.onnx
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version https://git-lfs.github.com/spec/v1
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size 2255979
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Worm/Worm-6999000.pt
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version https://git-lfs.github.com/spec/v1
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size 13493423
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Worm/Worm-7010000.onnx
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version https://git-lfs.github.com/spec/v1
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oid sha256:770adca5aa8e1abff0b05bd1300f1e847ac0fd880fe01e74dfb112eca236c29f
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size 2255979
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Worm/Worm-7010000.pt
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version https://git-lfs.github.com/spec/v1
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oid sha256:27514d874e53b8a8ddcee57c4acc2be78176740e15cb4855833475d44ff1899b
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size 13493423
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Worm/checkpoint.pt
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version https://git-lfs.github.com/spec/v1
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oid sha256:27514d874e53b8a8ddcee57c4acc2be78176740e15cb4855833475d44ff1899b
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size 13493423
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Worm/events.out.tfevents.1657389915.nm-tr.15616.0
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version https://git-lfs.github.com/spec/v1
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oid sha256:4f37e86b95f0ab105e7db19652d2e92ced124b99c9658f0c6b2e5f3709a9e2a1
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size 280218
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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": 7000000, "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": true, "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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beta_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: 7000000
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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: true
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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
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run_logs/Player-0.log
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1 |
+
Mono path[0] = '/home/nm/projects/deep-rl-class/unit4/ml-agents/trained-envs-executables/linux/Worm/Worm_Data/Managed'
|
2 |
+
Mono config path = '/home/nm/projects/deep-rl-class/unit4/ml-agents/trained-envs-executables/linux/Worm/Worm_Data/MonoBleedingEdge/etc'
|
3 |
+
Found 4 interfaces on host : 0) 192.168.1.25 1) 100.67.241.34 2) 172.18.0.1 3) 172.17.0.1
|
4 |
+
Multi-casting "[IP] 192.168.1.25 [Port] 55034 [Flags] 2 [Guid] 3905067125 [EditorId] 588871222 [Version] 1048832 [Id] LinuxPlayer(13,192.168.1.25) [Debug] 0 [PackageName] LinuxPlayer [ProjectName] UnityEnvironment" to [225.0.0.222:54997]...
|
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/nm/projects/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
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11 |
+
NullGfxDevice:
|
12 |
+
Version: NULL 1.0 [1.0]
|
13 |
+
Renderer: Null Device
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14 |
+
Vendor: Unity Technologies
|
15 |
+
Begin MonoManager ReloadAssembly
|
16 |
+
- Completed reload, in 0.051 seconds
|
17 |
+
ERROR: Shader Sprites/Default shader is not supported on this GPU (none of subshaders/fallbacks are suitable)
|
18 |
+
ERROR: Shader Sprites/Mask shader is not supported on this GPU (none of subshaders/fallbacks are suitable)
|
19 |
+
ERROR: Shader Legacy Shaders/VertexLit shader is not supported on this GPU (none of subshaders/fallbacks are suitable)
|
20 |
+
WARNING: Shader Unsupported: 'Legacy Shaders/Diffuse' - All subshaders removed
|
21 |
+
WARNING: Shader Did you use #pragma only_renderers and omit this platform?
|
22 |
+
WARNING: Shader If subshaders removal was intentional, you may have forgotten turning Fallback off?
|
23 |
+
ERROR: Shader Legacy Shaders/Diffuse shader is not supported on this GPU (none of subshaders/fallbacks are suitable)
|
24 |
+
WARNING: Shader Unsupported: 'Legacy Shaders/Diffuse' - All subshaders removed
|
25 |
+
WARNING: Shader Did you use #pragma only_renderers and omit this platform?
|
26 |
+
WARNING: Shader If subshaders removal was intentional, you may have forgotten turning Fallback off?
|
27 |
+
WARNING: Shader Unsupported: 'ML-Agents/GridPattern' - All subshaders removed
|
28 |
+
WARNING: Shader Did you use #pragma only_renderers and omit this platform?
|
29 |
+
WARNING: Shader If subshaders removal was intentional, you may have forgotten turning Fallback off?
|
30 |
+
ERROR: Shader ML-Agents/GridPattern shader is not supported on this GPU (none of subshaders/fallbacks are suitable)
|
31 |
+
WARNING: Shader Unsupported: 'ML-Agents/GridPattern' - All subshaders removed
|
32 |
+
WARNING: Shader Did you use #pragma only_renderers and omit this platform?
|
33 |
+
WARNING: Shader If subshaders removal was intentional, you may have forgotten turning Fallback off?
|
34 |
+
WARNING: Shader Unsupported: 'Standard' - All subshaders removed
|
35 |
+
WARNING: Shader Did you use #pragma only_renderers and omit this platform?
|
36 |
+
WARNING: Shader If subshaders removal was intentional, you may have forgotten turning Fallback off?
|
37 |
+
ERROR: Shader Standard shader is not supported on this GPU (none of subshaders/fallbacks are suitable)
|
38 |
+
WARNING: Shader Unsupported: 'Standard' - All subshaders removed
|
39 |
+
WARNING: Shader Did you use #pragma only_renderers and omit this platform?
|
40 |
+
WARNING: Shader If subshaders removal was intentional, you may have forgotten turning Fallback off?
|
41 |
+
WARNING: Shader Unsupported: 'Autodesk Interactive' - All subshaders removed
|
42 |
+
WARNING: Shader Did you use #pragma only_renderers and omit this platform?
|
43 |
+
WARNING: Shader If subshaders removal was intentional, you may have forgotten turning Fallback off?
|
44 |
+
ERROR: Shader Autodesk Interactive shader is not supported on this GPU (none of subshaders/fallbacks are suitable)
|
45 |
+
WARNING: Shader Unsupported: 'Autodesk Interactive' - All subshaders removed
|
46 |
+
WARNING: Shader Did you use #pragma only_renderers and omit this platform?
|
47 |
+
WARNING: Shader If subshaders removal was intentional, you may have forgotten turning Fallback off?
|
48 |
+
UnloadTime: 0.759751 ms
|
49 |
+
ERROR: Shader UI/Default shader is not supported on this GPU (none of subshaders/fallbacks are suitable)
|
50 |
+
requesting resize 84 x 84
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51 |
+
Setting up 24 worker threads for Enlighten.
|
52 |
+
PlayerConnection::CleanupMemory Statistics:
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53 |
+
[ALLOC_TEMP_TLS] TLS Allocator
|
54 |
+
StackAllocators :
|
55 |
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[ALLOC_TEMP_MAIN]
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56 |
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[ALLOC_TEMP_EnlightenWorker] x 24
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350 |
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Peak Allocated Bytes 0 B
|
355 |
+
Overflow Count 0
|
356 |
+
[ALLOC_TEMP_Job.Worker 33]
|
357 |
+
Initial Block Size 256.0 KB
|
358 |
+
Current Block Size 256.0 KB
|
359 |
+
Peak Allocated Bytes 0 B
|
360 |
+
Overflow Count 0
|
361 |
+
[ALLOC_TEMP_Job.Worker 24]
|
362 |
+
Initial Block Size 256.0 KB
|
363 |
+
Current Block Size 256.0 KB
|
364 |
+
Peak Allocated Bytes 0 B
|
365 |
+
Overflow Count 0
|
366 |
+
[ALLOC_TEMP_Job.Worker 23]
|
367 |
+
Initial Block Size 256.0 KB
|
368 |
+
Current Block Size 256.0 KB
|
369 |
+
Peak Allocated Bytes 0 B
|
370 |
+
Overflow Count 0
|
371 |
+
[ALLOC_TEMP_Background Job.Worker 12]
|
372 |
+
Initial Block Size 32.0 KB
|
373 |
+
Current Block Size 32.0 KB
|
374 |
+
Peak Allocated Bytes 0 B
|
375 |
+
Overflow Count 0
|
376 |
+
[ALLOC_TEMP_AssetGarbageCollectorHelper] x 47
|
377 |
+
Initial Block Size 64.0 KB
|
378 |
+
Current Block Size 64.0 KB
|
379 |
+
Peak Allocated Bytes 0 B
|
380 |
+
Overflow Count 0
|
381 |
+
[ALLOC_TEMP_Job.Worker 41]
|
382 |
+
Initial Block Size 256.0 KB
|
383 |
+
Current Block Size 256.0 KB
|
384 |
+
Peak Allocated Bytes 0 B
|
385 |
+
Overflow Count 0
|
386 |
+
[ALLOC_TEMP_Background Job.Worker 4]
|
387 |
+
Initial Block Size 32.0 KB
|
388 |
+
Current Block Size 32.0 KB
|
389 |
+
Peak Allocated Bytes 0 B
|
390 |
+
Overflow Count 0
|
391 |
+
[ALLOC_TEMP_Background Job.Worker 0]
|
392 |
+
Initial Block Size 32.0 KB
|
393 |
+
Current Block Size 32.0 KB
|
394 |
+
Peak Allocated Bytes 0 B
|
395 |
+
Overflow Count 0
|
396 |
+
[ALLOC_TEMP_Background Job.Worker 14]
|
397 |
+
Initial Block Size 32.0 KB
|
398 |
+
Current Block Size 32.0 KB
|
399 |
+
Peak Allocated Bytes 0 B
|
400 |
+
Overflow Count 0
|
401 |
+
[ALLOC_TEMP_Job.Worker 28]
|
402 |
+
Initial Block Size 256.0 KB
|
403 |
+
Current Block Size 256.0 KB
|
404 |
+
Peak Allocated Bytes 0 B
|
405 |
+
Overflow Count 0
|
406 |
+
[ALLOC_TEMP_Job.Worker 7]
|
407 |
+
Initial Block Size 256.0 KB
|
408 |
+
Current Block Size 256.0 KB
|
409 |
+
Peak Allocated Bytes 0 B
|
410 |
+
Overflow Count 0
|
411 |
+
[ALLOC_TEMP_Job.Worker 45]
|
412 |
+
Initial Block Size 256.0 KB
|
413 |
+
Current Block Size 256.0 KB
|
414 |
+
Peak Allocated Bytes 0 B
|
415 |
+
Overflow Count 0
|
416 |
+
[ALLOC_MEMORYPROFILER]
|
417 |
+
Peak usage frame count: [64.0 KB-128.0 KB]: 140165 frames
|
418 |
+
Requested Block Size 1.0 MB
|
419 |
+
Peak Block count 1
|
420 |
+
Peak Allocated memory 103.1 KB
|
421 |
+
Peak Large allocation bytes 0 B
|
422 |
+
[ALLOC_DEFAULT] Dual Thread Allocator
|
423 |
+
Peak main deferred allocation count 12
|
424 |
+
[ALLOC_BUCKET]
|
425 |
+
Large Block size 4.0 MB
|
426 |
+
Used Block count 1
|
427 |
+
Peak Allocated bytes 0.8 MB
|
428 |
+
[ALLOC_DEFAULT_MAIN]
|
429 |
+
Peak usage frame count: [4.0 MB-8.0 MB]: 140165 frames
|
430 |
+
Requested Block Size 16.0 MB
|
431 |
+
Peak Block count 1
|
432 |
+
Peak Allocated memory 5.4 MB
|
433 |
+
Peak Large allocation bytes 0 B
|
434 |
+
[ALLOC_DEFAULT_THREAD]
|
435 |
+
Peak usage frame count: [16.0 MB-32.0 MB]: 140165 frames
|
436 |
+
Requested Block Size 16.0 MB
|
437 |
+
Peak Block count 1
|
438 |
+
Peak Allocated memory 17.8 MB
|
439 |
+
Peak Large allocation bytes 16.0 MB
|
440 |
+
[ALLOC_TEMP_JOB_1_FRAME]
|
441 |
+
Initial Block Size 2.0 MB
|
442 |
+
Used Block Count 1
|
443 |
+
Overflow Count (too large) 0
|
444 |
+
Overflow Count (full) 0
|
445 |
+
[ALLOC_TEMP_JOB_2_FRAMES]
|
446 |
+
Initial Block Size 2.0 MB
|
447 |
+
Used Block Count 1
|
448 |
+
Overflow Count (too large) 0
|
449 |
+
Overflow Count (full) 0
|
450 |
+
[ALLOC_TEMP_JOB_4_FRAMES (JobTemp)]
|
451 |
+
Initial Block Size 2.0 MB
|
452 |
+
Used Block Count 2
|
453 |
+
Overflow Count (too large) 0
|
454 |
+
Overflow Count (full) 0
|
455 |
+
[ALLOC_TEMP_JOB_ASYNC (Background)]
|
456 |
+
Initial Block Size 1.0 MB
|
457 |
+
Used Block Count 3
|
458 |
+
Overflow Count (too large) 0
|
459 |
+
Overflow Count (full) 0
|
460 |
+
[ALLOC_GFX] Dual Thread Allocator
|
461 |
+
Peak main deferred allocation count 0
|
462 |
+
[ALLOC_BUCKET]
|
463 |
+
Large Block size 4.0 MB
|
464 |
+
Used Block count 1
|
465 |
+
Peak Allocated bytes 0.8 MB
|
466 |
+
[ALLOC_GFX_MAIN]
|
467 |
+
Peak usage frame count: [32.0 KB-64.0 KB]: 140164 frames, [64.0 KB-128.0 KB]: 1 frames
|
468 |
+
Requested Block Size 16.0 MB
|
469 |
+
Peak Block count 1
|
470 |
+
Peak Allocated memory 67.0 KB
|
471 |
+
Peak Large allocation bytes 0 B
|
472 |
+
[ALLOC_GFX_THREAD]
|
473 |
+
Peak usage frame count: [128.0 KB-256.0 KB]: 140165 frames
|
474 |
+
Requested Block Size 16.0 MB
|
475 |
+
Peak Block count 1
|
476 |
+
Peak Allocated memory 151.2 KB
|
477 |
+
Peak Large allocation bytes 0 B
|
478 |
+
[ALLOC_CACHEOBJECTS] Dual Thread Allocator
|
479 |
+
Peak main deferred allocation count 0
|
480 |
+
[ALLOC_BUCKET]
|
481 |
+
Large Block size 4.0 MB
|
482 |
+
Used Block count 1
|
483 |
+
Peak Allocated bytes 0.8 MB
|
484 |
+
[ALLOC_CACHEOBJECTS_MAIN]
|
485 |
+
Peak usage frame count: [0.5 MB-1.0 MB]: 140165 frames
|
486 |
+
Requested Block Size 4.0 MB
|
487 |
+
Peak Block count 1
|
488 |
+
Peak Allocated memory 0.6 MB
|
489 |
+
Peak Large allocation bytes 0 B
|
490 |
+
[ALLOC_CACHEOBJECTS_THREAD]
|
491 |
+
Peak usage frame count: [256.0 KB-0.5 MB]: 140164 frames, [4.0 MB-8.0 MB]: 1 frames
|
492 |
+
Requested Block Size 4.0 MB
|
493 |
+
Peak Block count 2
|
494 |
+
Peak Allocated memory 4.2 MB
|
495 |
+
Peak Large allocation bytes 0 B
|
496 |
+
[ALLOC_TYPETREE] Dual Thread Allocator
|
497 |
+
Peak main deferred allocation count 0
|
498 |
+
[ALLOC_BUCKET]
|
499 |
+
Large Block size 4.0 MB
|
500 |
+
Used Block count 1
|
501 |
+
Peak Allocated bytes 0.8 MB
|
502 |
+
[ALLOC_TYPETREE_MAIN]
|
503 |
+
Peak usage frame count: [0-1.0 KB]: 140165 frames
|
504 |
+
Requested Block Size 2.0 MB
|
505 |
+
Peak Block count 1
|
506 |
+
Peak Allocated memory 1.0 KB
|
507 |
+
Peak Large allocation bytes 0 B
|
508 |
+
[ALLOC_TYPETREE_THREAD]
|
509 |
+
Peak usage frame count: [4.0 KB-8.0 KB]: 140164 frames, [8.0 KB-16.0 KB]: 1 frames
|
510 |
+
Requested Block Size 2.0 MB
|
511 |
+
Peak Block count 1
|
512 |
+
Peak Allocated memory 9.3 KB
|
513 |
+
Peak Large allocation bytes 0 B
|
514 |
+
[ALLOC_PROFILER]
|
515 |
+
Peak usage frame count: [64.0 KB-128.0 KB]: 140165 frames
|
516 |
+
Requested Block Size 16.0 MB
|
517 |
+
Peak Block count 1
|
518 |
+
Peak Allocated memory 71.9 KB
|
519 |
+
Peak Large allocation bytes 0 B
|
520 |
+
[ALLOC_PROFILER_BUCKET]
|
521 |
+
Large Block size 4.0 MB
|
522 |
+
Used Block count 1
|
523 |
+
Peak Allocated bytes 332 B
|
524 |
+
##utp:{"type":"MemoryLeaks","version":2,"phase":"Immediate","time":1657395601504,"processId":15723,"allocatedMemory":2022160,"memoryLabels":[{"Default":9033},{"Permanent":1264},{"NewDelete":12801},{"Thread":35748},{"Manager":42511},{"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":3510},{"DynamicArray":30868},{"HashMap":7680},{"Utility":20128},{"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
@@ -0,0 +1,369 @@
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1 |
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|
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