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Ryukijano
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poca-SoccerTwos

Reinforcement Learning
ml-agents
TensorBoard
ONNX
SoccerTwos
deep-reinforcement-learning
ML-Agents-SoccerTwos
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Files changed (22) hide show
  1. README.md +22 -18
  2. SoccerTwos.onnx +2 -2
  3. SoccerTwos/SoccerTwos-15999996.onnx +3 -0
  4. SoccerTwos/SoccerTwos-15999996.pt +3 -0
  5. SoccerTwos/SoccerTwos-16499986.onnx +3 -0
  6. SoccerTwos/SoccerTwos-16499986.pt +3 -0
  7. SoccerTwos/SoccerTwos-16999964.onnx +3 -0
  8. SoccerTwos/SoccerTwos-16999964.pt +3 -0
  9. SoccerTwos/SoccerTwos-17499980.onnx +3 -0
  10. SoccerTwos/SoccerTwos-17499980.pt +3 -0
  11. SoccerTwos/SoccerTwos-17994130.onnx +3 -0
  12. SoccerTwos/SoccerTwos-17994130.pt +3 -0
  13. SoccerTwos/SoccerTwos-2499896.pt +3 -0
  14. SoccerTwos/checkpoint.pt +2 -2
  15. SoccerTwos/events.out.tfevents.1689609655.Ryuwukijano.7468.0 +3 -0
  16. SoccerTwos/events.out.tfevents.1689619074.Ryuwukijano.14768.0 +3 -0
  17. SoccerTwos/events.out.tfevents.1689619680.Ryuwukijano.13348.0 +3 -0
  18. config.json +1 -1
  19. configuration.yaml +7 -7
  20. run_logs/Player-0.log +581 -1019
  21. run_logs/timers.json +183 -183
  22. run_logs/training_status.json +29 -29
README.md CHANGED
@@ -1,31 +1,35 @@
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-
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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-SoccerTwos
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- library_name: ml-agents
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  ---
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-
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  # **poca** Agent playing **SoccerTwos**
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- This is a trained model of a **poca** agent playing **SoccerTwos** using the [Unity ML-Agents Library](https://github.com/Unity-Technologies/ml-agents).
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-
 
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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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-
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- 1. Go to https://huggingface.co/spaces/unity/ML-Agents-SoccerTwos
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- 2. Step 1: Write your model_id: Ryukijano/poca-SoccerTwos
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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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  ---
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+ library_name: ml-agents
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+ tags:
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+ - SoccerTwos
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+ - deep-reinforcement-learning
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+ - reinforcement-learning
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+ - ML-Agents-SoccerTwos
 
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  ---
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+
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  # **poca** Agent playing **SoccerTwos**
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+ This is a trained model of a **poca** agent playing **SoccerTwos**
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+ using the [Unity ML-Agents Library](https://github.com/Unity-Technologies/ml-agents).
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+
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  ## Usage (with ML-Agents)
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+ The Documentation: https://unity-technologies.github.io/ml-agents/ML-Agents-Toolkit-Documentation/
 
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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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+ - A *short tutorial* where you teach Huggy the Dog 🐶 to fetch the stick and then play with him directly in your
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+ browser: https://huggingface.co/learn/deep-rl-course/unitbonus1/introduction
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+ - A *longer tutorial* to understand how works ML-Agents:
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+ https://huggingface.co/learn/deep-rl-course/unit5/introduction
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  ### Resume the training
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+ ```bash
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  mlagents-learn <your_configuration_file_path.yaml> --run-id=<run_id> --resume
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  ```
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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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+
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+ 1. If the environment is part of ML-Agents official environments, go to https://huggingface.co/unity
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+ 2. Step 1: Find your model_id: Ryukijano/poca-SoccerTwos
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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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config.json CHANGED
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- {"default_settings": null, "behaviors": {"SoccerTwos": {"trainer_type": "poca", "hyperparameters": {"batch_size": 2048, "buffer_size": 20480, "learning_rate": 0.0003, "beta": 0.005, "epsilon": 0.2, "lambd": 0.95, "num_epoch": 3, "learning_rate_schedule": "constant", "beta_schedule": "constant", "epsilon_schedule": "constant"}, "checkpoint_interval": 500000, "network_settings": {"normalize": false, "hidden_units": 512, "num_layers": 16, "vis_encode_type": "simple", "memory": null, "goal_conditioning_type": "hyper", "deterministic": false}, "reward_signals": {"extrinsic": {"gamma": 0.99, "strength": 1.0, "network_settings": {"normalize": false, "hidden_units": 128, "num_layers": 2, "vis_encode_type": "simple", "memory": null, "goal_conditioning_type": "hyper", "deterministic": false}}}, "init_path": null, "keep_checkpoints": 5, "even_checkpoints": false, "max_steps": 100000000, "time_horizon": 1000, "summary_freq": 10000, "threaded": false, "self_play": {"save_steps": 50000, "team_change": 200000, "swap_steps": 2000, "window": 10, "play_against_latest_model_ratio": 0.5, "initial_elo": 1200.0}, "behavioral_cloning": null}}, "env_settings": {"env_path": "./training-envs-executables/SoccerTwos.exe", "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": "SoccerTwos", "initialize_from": null, "load_model": false, "resume": true, "force": false, "train_model": false, "inference": false, "results_dir": "results"}, "torch_settings": {"device": null}, "debug": false}
 
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+ {"default_settings": null, "behaviors": {"SoccerTwos": {"trainer_type": "poca", "hyperparameters": {"batch_size": 5120, "buffer_size": 409600, "learning_rate": 0.0003, "beta": 0.005, "epsilon": 0.2, "lambd": 0.95, "num_epoch": 10, "learning_rate_schedule": "constant", "beta_schedule": "constant", "epsilon_schedule": "constant"}, "checkpoint_interval": 500000, "network_settings": {"normalize": false, "hidden_units": 512, "num_layers": 4, "vis_encode_type": "nature_cnn", "memory": null, "goal_conditioning_type": "hyper", "deterministic": false}, "reward_signals": {"extrinsic": {"gamma": 0.99, "strength": 1.0, "network_settings": {"normalize": false, "hidden_units": 128, "num_layers": 2, "vis_encode_type": "simple", "memory": null, "goal_conditioning_type": "hyper", "deterministic": false}}}, "init_path": null, "keep_checkpoints": 5, "even_checkpoints": false, "max_steps": 100000000, "time_horizon": 1000, "summary_freq": 10000, "threaded": false, "self_play": {"save_steps": 50000, "team_change": 200000, "swap_steps": 2000, "window": 10, "play_against_latest_model_ratio": 0.5, "initial_elo": 1200.0}, "behavioral_cloning": null}}, "env_settings": {"env_path": "./training-envs-executables/SoccerTwos.exe", "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": false}, "environment_parameters": null, "checkpoint_settings": {"run_id": "SoccerTwos_ultimate_poca", "initialize_from": null, "load_model": false, "resume": true, "force": false, "train_model": false, "inference": false, "results_dir": "results"}, "torch_settings": {"device": null}, "debug": false}
configuration.yaml CHANGED
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  SoccerTwos:
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  trainer_type: poca
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  hyperparameters:
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- batch_size: 2048
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- buffer_size: 20480
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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: constant
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  beta_schedule: constant
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  epsilon_schedule: constant
@@ -17,8 +17,8 @@ behaviors:
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  network_settings:
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  normalize: false
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  hidden_units: 512
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- num_layers: 16
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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
@@ -66,10 +66,10 @@ engine_settings:
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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: SoccerTwos
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  initialize_from: null
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  load_model: false
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  resume: true
 
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  SoccerTwos:
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  trainer_type: poca
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  hyperparameters:
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+ batch_size: 5120
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+ buffer_size: 409600
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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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  beta_schedule: constant
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  epsilon_schedule: constant
 
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  memory: null
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  goal_conditioning_type: hyper
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  deterministic: false
 
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  target_frame_rate: -1
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  capture_frame_rate: 60
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+ no_graphics: false
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  environment_parameters: null
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  checkpoint_settings:
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+ run_id: SoccerTwos_ultimate_poca
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  initialize_from: null
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  load_model: false
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  resume: true
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541
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566
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567
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569
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570
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571
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573
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574
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575
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577
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578
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579
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580
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581
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582
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583
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584
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585
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586
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587
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588
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614
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615
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616
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617
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618
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619
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620
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621
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622
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623
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624
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625
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626
- TOO LONG
627
- TOO LONG
628
- TOO LONG
629
- TOO LONG
630
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631
- TOO LONG
632
- TOO LONG
633
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634
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635
- TOO LONG
636
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637
- TOO LONG
638
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639
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640
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641
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642
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643
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644
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645
- TOO LONG
646
- TOO LONG
647
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648
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649
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650
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651
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652
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653
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654
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655
- TOO LONG
656
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657
- TOO LONG
658
- TOO LONG
659
- TOO LONG
660
- TOO LONG
661
- TOO LONG
662
- TOO LONG
663
- TOO LONG
664
- TOO LONG
665
- TOO LONG
666
- TOO LONG
667
- TOO LONG
668
- TOO LONG
669
- TOO LONG
670
- TOO LONG
671
- TOO LONG
672
- TOO LONG
673
- TOO LONG
674
- TOO LONG
675
- TOO LONG
676
- TOO LONG
677
- TOO LONG
678
- TOO LONG
679
- TOO LONG
680
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681
- TOO LONG
682
- TOO LONG
683
- TOO LONG
684
- TOO LONG
685
- TOO LONG
686
- TOO LONG
687
- TOO LONG
688
- TOO LONG
689
- TOO LONG
690
- TOO LONG
691
- TOO LONG
692
- TOO LONG
693
- TOO LONG
694
- TOO LONG
695
- TOO LONG
696
- TOO LONG
697
- TOO LONG
698
- TOO LONG
699
- TOO LONG
700
- TOO LONG
701
- TOO LONG
702
- TOO LONG
703
- TOO LONG
704
- TOO LONG
705
- TOO LONG
706
- TOO LONG
707
- TOO LONG
708
- TOO LONG
709
- TOO LONG
710
- TOO LONG
711
- TOO LONG
712
- TOO LONG
713
- TOO LONG
714
- TOO LONG
715
- TOO LONG
716
- TOO LONG
717
- TOO LONG
718
- Setting up 10 worker threads for Enlighten.
719
- Memory Statistics:
720
- [ALLOC_TEMP_TLS] TLS Allocator
721
- StackAllocators :
722
- [ALLOC_TEMP_MAIN]
723
- Peak usage frame count: [8.0 KB-16.0 KB]: 32452 frames, [2.0 MB-4.0 MB]: 1 frames
724
- Initial Block Size 4.0 MB
725
- Current Block Size 4.0 MB
726
- Peak Allocated Bytes 2.0 MB
727
- Overflow Count 0
728
- [ALLOC_TEMP_Job.Worker 18]
729
- Initial Block Size 256.0 KB
730
- Current Block Size 256.0 KB
731
- Peak Allocated Bytes 54 B
732
- Overflow Count 0
733
- [ALLOC_TEMP_Loading.PreloadManager]
734
- Initial Block Size 256.0 KB
735
- Current Block Size 256.0 KB
736
- Peak Allocated Bytes 68.0 KB
737
- Overflow Count 4
738
- [ALLOC_TEMP_Loading.AsyncRead]
739
- Initial Block Size 64.0 KB
740
- Current Block Size 64.0 KB
741
- Peak Allocated Bytes 291 B
742
- Overflow Count 0
743
- [ALLOC_TEMP_Background Job.Worker 8]
744
- Initial Block Size 32.0 KB
745
- Current Block Size 32.0 KB
746
- Peak Allocated Bytes 54 B
747
- Overflow Count 0
748
- [ALLOC_TEMP_Job.Worker 6]
749
- Initial Block Size 256.0 KB
750
- Current Block Size 256.0 KB
751
- Peak Allocated Bytes 0 B
752
- Overflow Count 0
753
- [ALLOC_TEMP_Job.Worker 0]
754
- Initial Block Size 256.0 KB
755
- Current Block Size 256.0 KB
756
- Peak Allocated Bytes 0 B
757
- Overflow Count 0
758
- [ALLOC_TEMP_Background Job.Worker 10]
759
- Initial Block Size 32.0 KB
760
- Current Block Size 32.0 KB
761
- Peak Allocated Bytes 54 B
762
- Overflow Count 0
763
- [ALLOC_TEMP_Background Job.Worker 9]
764
- Initial Block Size 32.0 KB
765
- Current Block Size 32.0 KB
766
- Peak Allocated Bytes 54 B
767
- Overflow Count 0
768
- [ALLOC_TEMP_Job.Worker 5]
769
- Initial Block Size 256.0 KB
770
- Current Block Size 256.0 KB
771
- Peak Allocated Bytes 0 B
772
- Overflow Count 0
773
- [ALLOC_TEMP_Background Job.Worker 14]
774
- Initial Block Size 32.0 KB
775
- Current Block Size 32.0 KB
776
- Peak Allocated Bytes 54 B
777
- Overflow Count 0
778
- [ALLOC_TEMP_Job.Worker 16]
779
- Initial Block Size 256.0 KB
780
- Current Block Size 256.0 KB
781
- Peak Allocated Bytes 0.8 KB
782
- Overflow Count 0
783
- [ALLOC_TEMP_Background Job.Worker 6]
784
- Initial Block Size 32.0 KB
785
- Current Block Size 32.0 KB
786
- Peak Allocated Bytes 54 B
787
- Overflow Count 0
788
- [ALLOC_TEMP_Job.Worker 4]
789
- Initial Block Size 256.0 KB
790
- Current Block Size 256.0 KB
791
- Peak Allocated Bytes 0 B
792
- Overflow Count 0
793
- [ALLOC_TEMP_Job.Worker 14]
794
- Initial Block Size 256.0 KB
795
- Current Block Size 256.0 KB
796
- Peak Allocated Bytes 54 B
797
- Overflow Count 0
798
- [ALLOC_TEMP_Job.Worker 17]
799
- Initial Block Size 256.0 KB
800
- Current Block Size 256.0 KB
801
- Peak Allocated Bytes 54 B
802
- Overflow Count 0
803
- [ALLOC_TEMP_Job.Worker 3]
804
- Initial Block Size 256.0 KB
805
- Current Block Size 256.0 KB
806
- Peak Allocated Bytes 0 B
807
- Overflow Count 0
808
- [ALLOC_TEMP_Job.Worker 13]
809
- Initial Block Size 256.0 KB
810
- Current Block Size 256.0 KB
811
- Peak Allocated Bytes 54 B
812
- Overflow Count 0
813
- [ALLOC_TEMP_Background Job.Worker 12]
814
- Initial Block Size 32.0 KB
815
- Current Block Size 32.0 KB
816
- Peak Allocated Bytes 54 B
817
- Overflow Count 0
818
- [ALLOC_TEMP_EnlightenWorker] x 10
819
- Initial Block Size 64.0 KB
820
- Current Block Size 64.0 KB
821
- Peak Allocated Bytes 54 B
822
- Overflow Count 0
823
- [ALLOC_TEMP_Background Job.Worker 15]
824
- Initial Block Size 32.0 KB
825
- Current Block Size 32.0 KB
826
- Peak Allocated Bytes 54 B
827
- Overflow Count 0
828
- [ALLOC_TEMP_Background Job.Worker 1]
829
- Initial Block Size 32.0 KB
830
- Current Block Size 32.0 KB
831
- Peak Allocated Bytes 54 B
832
- Overflow Count 0
833
- [ALLOC_TEMP_Background Job.Worker 2]
834
- Initial Block Size 32.0 KB
835
- Current Block Size 32.0 KB
836
- Peak Allocated Bytes 54 B
837
- Overflow Count 0
838
- [ALLOC_TEMP_Background Job.Worker 7]
839
- Initial Block Size 32.0 KB
840
- Current Block Size 32.0 KB
841
- Peak Allocated Bytes 54 B
842
- Overflow Count 0
843
- [ALLOC_TEMP_AssetGarbageCollectorHelper] x 19
844
- Initial Block Size 64.0 KB
845
- Current Block Size 64.0 KB
846
- Peak Allocated Bytes 0 B
847
- Overflow Count 0
848
- [ALLOC_TEMP_Background Job.Worker 5]
849
- Initial Block Size 32.0 KB
850
- Current Block Size 32.0 KB
851
- Peak Allocated Bytes 54 B
852
- Overflow Count 0
853
- [ALLOC_TEMP_Job.Worker 9]
854
- Initial Block Size 256.0 KB
855
- Current Block Size 256.0 KB
856
- Peak Allocated Bytes 0 B
857
- Overflow Count 0
858
- [ALLOC_TEMP_Background Job.Worker 13]
859
- Initial Block Size 32.0 KB
860
- Current Block Size 32.0 KB
861
- Peak Allocated Bytes 54 B
862
- Overflow Count 0
863
- [ALLOC_TEMP_Job.Worker 8]
864
- Initial Block Size 256.0 KB
865
- Current Block Size 256.0 KB
866
- Peak Allocated Bytes 0 B
867
- Overflow Count 0
868
- [ALLOC_TEMP_Job.Worker 7]
869
- Initial Block Size 256.0 KB
870
- Current Block Size 256.0 KB
871
- Peak Allocated Bytes 0 B
872
- Overflow Count 0
873
- [ALLOC_TEMP_Job.Worker 1]
874
- Initial Block Size 256.0 KB
875
- Current Block Size 256.0 KB
876
- Peak Allocated Bytes 0 B
877
- Overflow Count 0
878
- [ALLOC_TEMP_Job.Worker 2]
879
- Initial Block Size 256.0 KB
880
- Current Block Size 256.0 KB
881
- Peak Allocated Bytes 0 B
882
- Overflow Count 0
883
- [ALLOC_TEMP_Background Job.Worker 3]
884
- Initial Block Size 32.0 KB
885
- Current Block Size 32.0 KB
886
- Peak Allocated Bytes 54 B
887
- Overflow Count 0
888
- [ALLOC_TEMP_Background Job.Worker 11]
889
- Initial Block Size 32.0 KB
890
- Current Block Size 32.0 KB
891
- Peak Allocated Bytes 54 B
892
- Overflow Count 0
893
- [ALLOC_TEMP_Job.Worker 10]
894
- Initial Block Size 256.0 KB
895
- Current Block Size 256.0 KB
896
- Peak Allocated Bytes 54 B
897
- Overflow Count 0
898
- [ALLOC_TEMP_Background Job.Worker 0]
899
- Initial Block Size 32.0 KB
900
- Current Block Size 32.0 KB
901
- Peak Allocated Bytes 54 B
902
- Overflow Count 0
903
- [ALLOC_TEMP_Job.Worker 15]
904
- Initial Block Size 256.0 KB
905
- Current Block Size 256.0 KB
906
- Peak Allocated Bytes 54 B
907
- Overflow Count 0
908
- [ALLOC_TEMP_Job.Worker 11]
909
- Initial Block Size 256.0 KB
910
- Current Block Size 256.0 KB
911
- Peak Allocated Bytes 54 B
912
- Overflow Count 0
913
- [ALLOC_TEMP_Job.Worker 12]
914
- Initial Block Size 256.0 KB
915
- Current Block Size 256.0 KB
916
- Peak Allocated Bytes 54 B
917
- Overflow Count 0
918
- [ALLOC_TEMP_Background Job.Worker 4]
919
- Initial Block Size 32.0 KB
920
- Current Block Size 32.0 KB
921
- Peak Allocated Bytes 54 B
922
- Overflow Count 0
923
- [ALLOC_TEMP_BatchDeleteObjects]
924
- Initial Block Size 64.0 KB
925
- Current Block Size 64.0 KB
926
- Peak Allocated Bytes 54 B
927
- Overflow Count 0
928
- [ALLOC_DEFAULT] Dual Thread Allocator
929
- Peak main deferred allocation count 4
930
- [ALLOC_BUCKET]
931
- Large Block size 4.0 MB
932
- Used Block count 1
933
- Peak Allocated bytes 0.9 MB
934
- [ALLOC_DEFAULT_MAIN]
935
- Peak usage frame count: [4.0 MB-8.0 MB]: 32453 frames
936
- Requested Block Size 16.0 MB
937
- Peak Block count 1
938
- Peak Allocated memory 4.9 MB
939
- Peak Large allocation bytes 0 B
940
- [ALLOC_DEFAULT_THREAD]
941
- Peak usage frame count: [16.0 MB-32.0 MB]: 32453 frames
942
- Requested Block Size 16.0 MB
943
- Peak Block count 1
944
- Peak Allocated memory 17.4 MB
945
- Peak Large allocation bytes 16.0 MB
946
- [ALLOC_TEMP_JOB_1_FRAME]
947
- Initial Block Size 2.0 MB
948
- Used Block Count 1
949
- Overflow Count (too large) 0
950
- Overflow Count (full) 0
951
- [ALLOC_TEMP_JOB_2_FRAMES]
952
- Initial Block Size 2.0 MB
953
- Used Block Count 1
954
- Overflow Count (too large) 0
955
- Overflow Count (full) 0
956
- [ALLOC_TEMP_JOB_4_FRAMES (JobTemp)]
957
- Initial Block Size 2.0 MB
958
- Used Block Count 2
959
- Overflow Count (too large) 0
960
- Overflow Count (full) 0
961
- [ALLOC_TEMP_JOB_ASYNC (Background)]
962
- Initial Block Size 1.0 MB
963
- Used Block Count 3
964
- Overflow Count (too large) 0
965
- Overflow Count (full) 0
966
- [ALLOC_GFX] Dual Thread Allocator
967
- Peak main deferred allocation count 0
968
- [ALLOC_BUCKET]
969
- Large Block size 4.0 MB
970
- Used Block count 1
971
- Peak Allocated bytes 0.9 MB
972
- [ALLOC_GFX_MAIN]
973
- Peak usage frame count: [32.0 KB-64.0 KB]: 32452 frames, [64.0 KB-128.0 KB]: 1 frames
974
- Requested Block Size 16.0 MB
975
- Peak Block count 1
976
- Peak Allocated memory 65.6 KB
977
- Peak Large allocation bytes 0 B
978
- [ALLOC_GFX_THREAD]
979
- Peak usage frame count: [128.0 KB-256.0 KB]: 32453 frames
980
- Requested Block Size 16.0 MB
981
- Peak Block count 1
982
- Peak Allocated memory 173.6 KB
983
- Peak Large allocation bytes 0 B
984
- [ALLOC_CACHEOBJECTS] Dual Thread Allocator
985
- Peak main deferred allocation count 2
986
- [ALLOC_BUCKET]
987
- Large Block size 4.0 MB
988
- Used Block count 1
989
- Peak Allocated bytes 0.9 MB
990
- [ALLOC_CACHEOBJECTS_MAIN]
991
- Peak usage frame count: [0.5 MB-1.0 MB]: 32453 frames
992
- Requested Block Size 4.0 MB
993
- Peak Block count 1
994
- Peak Allocated memory 0.6 MB
995
- Peak Large allocation bytes 0 B
996
- [ALLOC_CACHEOBJECTS_THREAD]
997
- Peak usage frame count: [0.5 MB-1.0 MB]: 32452 frames, [2.0 MB-4.0 MB]: 1 frames
998
- Requested Block Size 4.0 MB
999
- Peak Block count 1
1000
- Peak Allocated memory 3.2 MB
1001
- Peak Large allocation bytes 0 B
1002
- [ALLOC_TYPETREE] Dual Thread Allocator
1003
- Peak main deferred allocation count 0
1004
- [ALLOC_BUCKET]
1005
- Large Block size 4.0 MB
1006
- Used Block count 1
1007
- Peak Allocated bytes 0.9 MB
1008
- [ALLOC_TYPETREE_MAIN]
1009
- Peak usage frame count: [0-1.0 KB]: 32453 frames
1010
- Requested Block Size 2.0 MB
1011
- Peak Block count 1
1012
- Peak Allocated memory 1.0 KB
1013
- Peak Large allocation bytes 0 B
1014
- [ALLOC_TYPETREE_THREAD]
1015
- Peak usage frame count: [1.0 KB-2.0 KB]: 32452 frames, [2.0 KB-4.0 KB]: 1 frames
1016
- Requested Block Size 2.0 MB
1017
- Peak Block count 1
1018
- Peak Allocated memory 2.2 KB
1019
- Peak Large allocation bytes 0 B
 
1
+ Mono path[0] = 'I:/WORK/ml-agents/training-envs-executables/SoccerTwos/SoccerTwos_Data/Managed'
2
+ Mono config path = 'I:/WORK/ml-agents/training-envs-executables/SoccerTwos/MonoBleedingEdge/etc'
3
+ Initialize engine version: 2021.3.14f1 (eee1884e7226)
4
+ [Subsystems] Discovering subsystems at path I:/WORK/ml-agents/training-envs-executables/SoccerTwos/SoccerTwos_Data/UnitySubsystems
5
+ GfxDevice: creating device client; threaded=1; jobified=0
6
+ Direct3D:
7
+ Version: Direct3D 11.0 [level 11.1]
8
+ Renderer: NVIDIA GeForce GTX 1080 Ti (ID=0x1b06)
9
+ Vendor: NVIDIA
10
+ VRAM: 11121 MB
11
+ Driver: 31.0.15.4531
12
+ Begin MonoManager ReloadAssembly
13
+ - Completed reload, in 0.123 seconds
14
+ <RI> Initializing input.
15
+ New input system (experimental) initialized
16
+ Using XInput
17
+ <RI> Input initialized.
18
+ <RI> Initialized touch support.
19
+ Direct3D: detected that using refresh rate causes time drift. Will stop trusting refresh rate until the game window is moved.
20
+ Direct3D: detected that vsync is broken (it does not limit frame rate properly). Delta time will now be calculated using cpu-side time stampling until the game window is moved.
21
+ UnloadTime: 1.009500 ms
22
+ Registered Communicator in Agent.
23
+ Setting up 10 worker threads for Enlighten.
24
+ TOO LONG
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+ TOO LONG
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+ TOO LONG
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+ TOO LONG
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+ TOO LONG
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+ TOO LONG
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+ TOO LONG
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+ TOO LONG
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+ TOO LONG
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+ TOO LONG
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+ TOO LONG
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+ TOO LONG
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+ TOO LONG
221
+ TOO LONG
222
+ TOO LONG
223
+ TOO LONG
224
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+ TOO LONG
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+ TOO LONG
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+ TOO LONG
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+ TOO LONG
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+ TOO LONG
231
+ TOO LONG
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+ TOO LONG
233
+ TOO LONG
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+ TOO LONG
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+ TOO LONG
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+ TOO LONG
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+ TOO LONG
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+ TOO LONG
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+ TOO LONG
240
+ TOO LONG
241
+ TOO LONG
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+ TOO LONG
243
+ TOO LONG
244
+ TOO LONG
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+ TOO LONG
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+ TOO LONG
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+ TOO LONG
248
+ TOO LONG
249
+ TOO LONG
250
+ TOO LONG
251
+ TOO LONG
252
+ TOO LONG
253
+ TOO LONG
254
+ TOO LONG
255
+ TOO LONG
256
+ TOO LONG
257
+ TOO LONG
258
+ TOO LONG
259
+ TOO LONG
260
+ TOO LONG
261
+ TOO LONG
262
+ TOO LONG
263
+ TOO LONG
264
+ TOO LONG
265
+ TOO LONG
266
+ TOO LONG
267
+ TOO LONG
268
+ TOO LONG
269
+ TOO LONG
270
+ TOO LONG
271
+ Memory Statistics:
272
+ [ALLOC_TEMP_TLS] TLS Allocator
273
+ StackAllocators :
274
+ [ALLOC_TEMP_MAIN]
275
+ Peak usage frame count: [8.0 KB-16.0 KB]: 292431 frames, [2.0 MB-4.0 MB]: 1 frames
276
+ Initial Block Size 4.0 MB
277
+ Current Block Size 4.0 MB
278
+ Peak Allocated Bytes 2.0 MB
279
+ Overflow Count 0
280
+ [ALLOC_TEMP_Job.Worker 18]
281
+ Initial Block Size 256.0 KB
282
+ Current Block Size 256.0 KB
283
+ Peak Allocated Bytes 1.5 KB
284
+ Overflow Count 0
285
+ [ALLOC_TEMP_Loading.PreloadManager]
286
+ Initial Block Size 256.0 KB
287
+ Current Block Size 256.0 KB
288
+ Peak Allocated Bytes 68.0 KB
289
+ Overflow Count 4
290
+ [ALLOC_TEMP_Background Job.Worker 8]
291
+ Initial Block Size 32.0 KB
292
+ Current Block Size 32.0 KB
293
+ Peak Allocated Bytes 54 B
294
+ Overflow Count 0
295
+ [ALLOC_TEMP_Background Job.Worker 10]
296
+ Initial Block Size 32.0 KB
297
+ Current Block Size 32.0 KB
298
+ Peak Allocated Bytes 54 B
299
+ Overflow Count 0
300
+ [ALLOC_TEMP_Job.Worker 16]
301
+ Initial Block Size 256.0 KB
302
+ Current Block Size 256.0 KB
303
+ Peak Allocated Bytes 1.5 KB
304
+ Overflow Count 0
305
+ [ALLOC_TEMP_Background Job.Worker 6]
306
+ Initial Block Size 32.0 KB
307
+ Current Block Size 32.0 KB
308
+ Peak Allocated Bytes 54 B
309
+ Overflow Count 0
310
+ [ALLOC_TEMP_Job.Worker 4]
311
+ Initial Block Size 256.0 KB
312
+ Current Block Size 256.0 KB
313
+ Peak Allocated Bytes 1.5 KB
314
+ Overflow Count 0
315
+ [ALLOC_TEMP_Job.Worker 17]
316
+ Initial Block Size 256.0 KB
317
+ Current Block Size 256.0 KB
318
+ Peak Allocated Bytes 1.5 KB
319
+ Overflow Count 0
320
+ [ALLOC_TEMP_Job.Worker 14]
321
+ Initial Block Size 256.0 KB
322
+ Current Block Size 256.0 KB
323
+ Peak Allocated Bytes 1.5 KB
324
+ Overflow Count 0
325
+ [ALLOC_TEMP_Job.Worker 3]
326
+ Initial Block Size 256.0 KB
327
+ Current Block Size 256.0 KB
328
+ Peak Allocated Bytes 1.5 KB
329
+ Overflow Count 0
330
+ [ALLOC_TEMP_Background Job.Worker 12]
331
+ Initial Block Size 32.0 KB
332
+ Current Block Size 32.0 KB
333
+ Peak Allocated Bytes 54 B
334
+ Overflow Count 0
335
+ [ALLOC_TEMP_Background Job.Worker 1]
336
+ Initial Block Size 32.0 KB
337
+ Current Block Size 32.0 KB
338
+ Peak Allocated Bytes 54 B
339
+ Overflow Count 0
340
+ [ALLOC_TEMP_AssetGarbageCollectorHelper] x 19
341
+ Initial Block Size 64.0 KB
342
+ Current Block Size 64.0 KB
343
+ Peak Allocated Bytes 0 B
344
+ Overflow Count 0
345
+ [ALLOC_TEMP_Background Job.Worker 5]
346
+ Initial Block Size 32.0 KB
347
+ Current Block Size 32.0 KB
348
+ Peak Allocated Bytes 54 B
349
+ Overflow Count 0
350
+ [ALLOC_TEMP_Background Job.Worker 13]
351
+ Initial Block Size 32.0 KB
352
+ Current Block Size 32.0 KB
353
+ Peak Allocated Bytes 54 B
354
+ Overflow Count 0
355
+ [ALLOC_TEMP_Background Job.Worker 11]
356
+ Initial Block Size 32.0 KB
357
+ Current Block Size 32.0 KB
358
+ Peak Allocated Bytes 54 B
359
+ Overflow Count 0
360
+ [ALLOC_TEMP_Job.Worker 2]
361
+ Initial Block Size 256.0 KB
362
+ Current Block Size 256.0 KB
363
+ Peak Allocated Bytes 1.5 KB
364
+ Overflow Count 0
365
+ [ALLOC_TEMP_Background Job.Worker 3]
366
+ Initial Block Size 32.0 KB
367
+ Current Block Size 32.0 KB
368
+ Peak Allocated Bytes 54 B
369
+ Overflow Count 0
370
+ [ALLOC_TEMP_Background Job.Worker 0]
371
+ Initial Block Size 32.0 KB
372
+ Current Block Size 32.0 KB
373
+ Peak Allocated Bytes 54 B
374
+ Overflow Count 0
375
+ [ALLOC_TEMP_HIDInput]
376
+ Initial Block Size 64.0 KB
377
+ Current Block Size 64.0 KB
378
+ Peak Allocated Bytes 10.8 KB
379
+ Overflow Count 0
380
+ [ALLOC_TEMP_Job.Worker 11]
381
+ Initial Block Size 256.0 KB
382
+ Current Block Size 256.0 KB
383
+ Peak Allocated Bytes 1.5 KB
384
+ Overflow Count 0
385
+ [ALLOC_TEMP_Background Job.Worker 4]
386
+ Initial Block Size 32.0 KB
387
+ Current Block Size 32.0 KB
388
+ Peak Allocated Bytes 54 B
389
+ Overflow Count 0
390
+ [ALLOC_TEMP_BatchDeleteObjects]
391
+ Initial Block Size 64.0 KB
392
+ Current Block Size 64.0 KB
393
+ Peak Allocated Bytes 54 B
394
+ Overflow Count 0
395
+ [ALLOC_TEMP_Job.Worker 6]
396
+ Initial Block Size 256.0 KB
397
+ Current Block Size 256.0 KB
398
+ Peak Allocated Bytes 1.5 KB
399
+ Overflow Count 0
400
+ [ALLOC_TEMP_Job.Worker 0]
401
+ Initial Block Size 256.0 KB
402
+ Current Block Size 256.0 KB
403
+ Peak Allocated Bytes 1.5 KB
404
+ Overflow Count 0
405
+ [ALLOC_TEMP_Background Job.Worker 9]
406
+ Initial Block Size 32.0 KB
407
+ Current Block Size 32.0 KB
408
+ Peak Allocated Bytes 54 B
409
+ Overflow Count 0
410
+ [ALLOC_TEMP_Job.Worker 5]
411
+ Initial Block Size 256.0 KB
412
+ Current Block Size 256.0 KB
413
+ Peak Allocated Bytes 1.5 KB
414
+ Overflow Count 0
415
+ [ALLOC_TEMP_Background Job.Worker 14]
416
+ Initial Block Size 32.0 KB
417
+ Current Block Size 32.0 KB
418
+ Peak Allocated Bytes 54 B
419
+ Overflow Count 0
420
+ [ALLOC_TEMP_Job.Worker 13]
421
+ Initial Block Size 256.0 KB
422
+ Current Block Size 256.0 KB
423
+ Peak Allocated Bytes 1.5 KB
424
+ Overflow Count 0
425
+ [ALLOC_TEMP_EnlightenWorker] x 10
426
+ Initial Block Size 64.0 KB
427
+ Current Block Size 64.0 KB
428
+ Peak Allocated Bytes 54 B
429
+ Overflow Count 0
430
+ [ALLOC_TEMP_Background Job.Worker 15]
431
+ Initial Block Size 32.0 KB
432
+ Current Block Size 32.0 KB
433
+ Peak Allocated Bytes 54 B
434
+ Overflow Count 0
435
+ [ALLOC_TEMP_Background Job.Worker 2]
436
+ Initial Block Size 32.0 KB
437
+ Current Block Size 32.0 KB
438
+ Peak Allocated Bytes 54 B
439
+ Overflow Count 0
440
+ [ALLOC_TEMP_Background Job.Worker 7]
441
+ Initial Block Size 32.0 KB
442
+ Current Block Size 32.0 KB
443
+ Peak Allocated Bytes 54 B
444
+ Overflow Count 0
445
+ [ALLOC_TEMP_UnityGfxDeviceWorker]
446
+ Initial Block Size 256.0 KB
447
+ Current Block Size 256.0 KB
448
+ Peak Allocated Bytes 14.2 KB
449
+ Overflow Count 0
450
+ [ALLOC_TEMP_Job.Worker 9]
451
+ Initial Block Size 256.0 KB
452
+ Current Block Size 256.0 KB
453
+ Peak Allocated Bytes 1.5 KB
454
+ Overflow Count 0
455
+ [ALLOC_TEMP_Job.Worker 8]
456
+ Initial Block Size 256.0 KB
457
+ Current Block Size 256.0 KB
458
+ Peak Allocated Bytes 1.5 KB
459
+ Overflow Count 0
460
+ [ALLOC_TEMP_Job.Worker 7]
461
+ Initial Block Size 256.0 KB
462
+ Current Block Size 256.0 KB
463
+ Peak Allocated Bytes 1.5 KB
464
+ Overflow Count 0
465
+ [ALLOC_TEMP_Job.Worker 1]
466
+ Initial Block Size 256.0 KB
467
+ Current Block Size 256.0 KB
468
+ Peak Allocated Bytes 1.5 KB
469
+ Overflow Count 0
470
+ [ALLOC_TEMP_Job.Worker 10]
471
+ Initial Block Size 256.0 KB
472
+ Current Block Size 256.0 KB
473
+ Peak Allocated Bytes 1.5 KB
474
+ Overflow Count 0
475
+ [ALLOC_TEMP_Job.Worker 15]
476
+ Initial Block Size 256.0 KB
477
+ Current Block Size 256.0 KB
478
+ Peak Allocated Bytes 1.5 KB
479
+ Overflow Count 0
480
+ [ALLOC_TEMP_Job.Worker 12]
481
+ Initial Block Size 256.0 KB
482
+ Current Block Size 256.0 KB
483
+ Peak Allocated Bytes 1.5 KB
484
+ Overflow Count 0
485
+ [ALLOC_TEMP_Loading.AsyncRead]
486
+ Initial Block Size 64.0 KB
487
+ Current Block Size 64.0 KB
488
+ Peak Allocated Bytes 291 B
489
+ Overflow Count 0
490
+ [ALLOC_DEFAULT] Dual Thread Allocator
491
+ Peak main deferred allocation count 3
492
+ [ALLOC_BUCKET]
493
+ Large Block size 4.0 MB
494
+ Used Block count 1
495
+ Peak Allocated bytes 1.2 MB
496
+ [ALLOC_DEFAULT_MAIN]
497
+ Peak usage frame count: [8.0 MB-16.0 MB]: 292430 frames, [16.0 MB-32.0 MB]: 1 frames, [32.0 MB-64.0 MB]: 1 frames
498
+ Requested Block Size 16.0 MB
499
+ Peak Block count 2
500
+ Peak Allocated memory 43.3 MB
501
+ Peak Large allocation bytes 16.1 MB
502
+ [ALLOC_DEFAULT_THREAD]
503
+ Peak usage frame count: [16.0 MB-32.0 MB]: 292432 frames
504
+ Requested Block Size 16.0 MB
505
+ Peak Block count 1
506
+ Peak Allocated memory 17.3 MB
507
+ Peak Large allocation bytes 16.0 MB
508
+ [ALLOC_TEMP_JOB_1_FRAME]
509
+ Initial Block Size 2.0 MB
510
+ Used Block Count 1
511
+ Overflow Count (too large) 0
512
+ Overflow Count (full) 0
513
+ [ALLOC_TEMP_JOB_2_FRAMES]
514
+ Initial Block Size 2.0 MB
515
+ Used Block Count 1
516
+ Overflow Count (too large) 0
517
+ Overflow Count (full) 0
518
+ [ALLOC_TEMP_JOB_4_FRAMES (JobTemp)]
519
+ Initial Block Size 2.0 MB
520
+ Used Block Count 2
521
+ Overflow Count (too large) 0
522
+ Overflow Count (full) 0
523
+ [ALLOC_TEMP_JOB_ASYNC (Background)]
524
+ Initial Block Size 1.0 MB
525
+ Used Block Count 3
526
+ Overflow Count (too large) 0
527
+ Overflow Count (full) 0
528
+ [ALLOC_GFX] Dual Thread Allocator
529
+ Peak main deferred allocation count 1
530
+ [ALLOC_BUCKET]
531
+ Large Block size 4.0 MB
532
+ Used Block count 1
533
+ Peak Allocated bytes 1.2 MB
534
+ [ALLOC_GFX_MAIN]
535
+ Peak usage frame count: [32.0 KB-64.0 KB]: 292431 frames, [2.0 MB-4.0 MB]: 1 frames
536
+ Requested Block Size 16.0 MB
537
+ Peak Block count 1
538
+ Peak Allocated memory 2.7 MB
539
+ Peak Large allocation bytes 0 B
540
+ [ALLOC_GFX_THREAD]
541
+ Peak usage frame count: [128.0 KB-256.0 KB]: 292432 frames
542
+ Requested Block Size 16.0 MB
543
+ Peak Block count 1
544
+ Peak Allocated memory 180.1 KB
545
+ Peak Large allocation bytes 0 B
546
+ [ALLOC_CACHEOBJECTS] Dual Thread Allocator
547
+ Peak main deferred allocation count 2
548
+ [ALLOC_BUCKET]
549
+ Large Block size 4.0 MB
550
+ Used Block count 1
551
+ Peak Allocated bytes 1.2 MB
552
+ [ALLOC_CACHEOBJECTS_MAIN]
553
+ Peak usage frame count: [1.0 MB-2.0 MB]: 292432 frames
554
+ Requested Block Size 4.0 MB
555
+ Peak Block count 1
556
+ Peak Allocated memory 1.1 MB
557
+ Peak Large allocation bytes 0 B
558
+ [ALLOC_CACHEOBJECTS_THREAD]
559
+ Peak usage frame count: [2.0 MB-4.0 MB]: 292431 frames, [4.0 MB-8.0 MB]: 1 frames
560
+ Requested Block Size 4.0 MB
561
+ Peak Block count 2
562
+ Peak Allocated memory 5.3 MB
563
+ Peak Large allocation bytes 0 B
564
+ [ALLOC_TYPETREE] Dual Thread Allocator
565
+ Peak main deferred allocation count 0
566
+ [ALLOC_BUCKET]
567
+ Large Block size 4.0 MB
568
+ Used Block count 1
569
+ Peak Allocated bytes 1.2 MB
570
+ [ALLOC_TYPETREE_MAIN]
571
+ Peak usage frame count: [0-1.0 KB]: 292432 frames
572
+ Requested Block Size 2.0 MB
573
+ Peak Block count 1
574
+ Peak Allocated memory 1.0 KB
575
+ Peak Large allocation bytes 0 B
576
+ [ALLOC_TYPETREE_THREAD]
577
+ Peak usage frame count: [1.0 KB-2.0 KB]: 292431 frames, [2.0 KB-4.0 KB]: 1 frames
578
+ Requested Block Size 2.0 MB
579
+ Peak Block count 1
580
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