Upload 9 files
Browse files- Agent.onnx +3 -0
- Agent/Agent-451215.onnx +3 -0
- Agent/Agent-451215.pt +3 -0
- Agent/checkpoint.pt +3 -0
- Agent/events.out.tfevents.1716665495.RICHARD.12112.0 +3 -0
- README.md +41 -0
- configuration.yaml +107 -0
- run_logs/timers.json +459 -0
- run_logs/training_status.json +35 -0
Agent.onnx
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version https://git-lfs.github.com/spec/v1
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oid sha256:47929f3bf66a0a0f9674790d3fe3d353fb7752fa18458c8c8cbb6d82d2f4f1af
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size 1110764
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Agent/Agent-451215.onnx
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version https://git-lfs.github.com/spec/v1
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oid sha256:47929f3bf66a0a0f9674790d3fe3d353fb7752fa18458c8c8cbb6d82d2f4f1af
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size 1110764
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Agent/Agent-451215.pt
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version https://git-lfs.github.com/spec/v1
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oid sha256:43ea46afad9a9d6a6e4c1770fa73b81d7a8638265fa0a7f8954337361443f171
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size 7958695
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Agent/checkpoint.pt
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version https://git-lfs.github.com/spec/v1
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oid sha256:43ea46afad9a9d6a6e4c1770fa73b81d7a8638265fa0a7f8954337361443f171
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size 7958695
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Agent/events.out.tfevents.1716665495.RICHARD.12112.0
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version https://git-lfs.github.com/spec/v1
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oid sha256:b6e9e55874da6e5b61c1b197023620a6b4923408ba0b09f143259f257c49294e
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size 194822
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README.md
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---
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library_name: hivex
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original_train_name: WildfireResourceManagement_difficulty_7_task_0_run_id_0_train
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tags:
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- hivex
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- hivex-wildfire-resource-management
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- reinforcement-learning
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- multi-agent-reinforcement-learning
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model-index:
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- name: hivex-WRM-PPO-baseline-task-0-difficulty-7
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results:
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- task:
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type: main-task
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name: main_task
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task-id: 0
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difficulty-id: 7
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dataset:
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name: hivex-wildfire-resource-management
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type: hivex-wildfire-resource-management
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metrics:
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- type: cumulative_reward
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value: 115.5483470916748 +/- 33.54802987989145
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name: Cumulative Reward
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verified: true
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- type: collective_performance
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value: 44.748003768920896 +/- 10.01290846231668
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name: Collective Performance
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verified: true
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- type: individual_performance
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value: 24.67834577560425 +/- 6.925884463468533
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name: Individual Performance
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verified: true
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- type: reward_for_moving_resources_to_neighbours
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value: 64.52305927276612 +/- 22.579827069648683
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name: Reward for Moving Resources to Neighbours
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verified: true
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- type: reward_for_moving_resources_to_self
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value: 1.243993028998375 +/- 0.9987439451375053
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name: Reward for Moving Resources to Self
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verified: true
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---
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configuration.yaml
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default_settings: null
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behaviors:
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Agent:
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trainer_type: ppo
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hyperparameters:
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batch_size: 128
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buffer_size: 2048
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learning_rate: 0.0003
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beta: 0.01
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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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shared_critic: false
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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: false
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hidden_units: 512
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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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reward_signals:
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curiosity:
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gamma: 0.99
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strength: 0.02
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network_settings:
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normalize: false
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hidden_units: 256
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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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learning_rate: 0.0003
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encoding_size: 256
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extrinsic:
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gamma: 0.99
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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: 450000
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time_horizon: 2048
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summary_freq: 4500
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threaded: true
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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: c:/users/pdsie/documents/hivex/src/hivex/training/baseline/ml_agents/dev_environments/Hivex_WildfireResourceManagement_win
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env_args: null
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base_port: 5006
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num_envs: 1
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num_areas: 1
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seed: 5000
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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:
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difficulty:
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curriculum:
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- value:
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sampler_type: constant
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sampler_parameters:
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seed: 5000
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value: 7
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name: difficulty
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completion_criteria: null
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task:
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curriculum:
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- value:
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sampler_type: constant
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sampler_parameters:
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seed: 5001
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value: 0
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name: task
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completion_criteria: null
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checkpoint_settings:
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run_id: WildfireResourceManagement/train/WildfireResourceManagement_difficulty_7_task_0_run_id_0_train
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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
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run_logs/timers.json
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{
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"name": "root",
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"gauges": {
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"Agent.Policy.Entropy.mean": {
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"value": 3.706364870071411,
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"min": 3.457319974899292,
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"max": 4.390174865722656,
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"count": 100
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},
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"Agent.Policy.Entropy.sum": {
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"value": 13442.9853515625,
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"min": 8464.4580078125,
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"max": 29634.39453125,
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"count": 100
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},
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"Agent.WildfireResourceManagement.IndividualResourceCount.mean": {
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"value": 0.8999998470147451,
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"min": 0.547222251072526,
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"max": 0.8999998470147451,
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"count": 100
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},
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"Agent.WildfireResourceManagement.IndividualResourceCount.sum": {
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"value": 16.19999724626541,
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"min": 6.699999637901783,
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"max": 37.89999862015247,
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"count": 100
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},
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"Agent.WildfireResourceManagement.RewardforMovingResourcestoNeighbours.mean": {
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"value": 50.14008625348409,
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"min": 5.578264324201478,
|
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"max": 247.97332196765475,
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"count": 100
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},
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"Agent.WildfireResourceManagement.RewardforMovingResourcestoNeighbours.sum": {
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"value": 902.5215525627136,
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"min": 179.57133507728577,
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|
436 |
+
}
|
437 |
+
}
|
438 |
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}
|
439 |
+
}
|
440 |
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}
|
441 |
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}
|
442 |
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}
|
443 |
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},
|
444 |
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"TrainerController._save_models": {
|
445 |
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"total": 0.09252529999980652,
|
446 |
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"count": 1,
|
447 |
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"self": 0.005861799999820505,
|
448 |
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"children": {
|
449 |
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"RLTrainer._checkpoint": {
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450 |
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|
451 |
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|
452 |
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453 |
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|
454 |
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}
|
455 |
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}
|
456 |
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}
|
457 |
+
}
|
458 |
+
}
|
459 |
+
}
|
run_logs/training_status.json
ADDED
@@ -0,0 +1,35 @@
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|
|
|
1 |
+
{
|
2 |
+
"difficulty": {
|
3 |
+
"lesson_num": 0
|
4 |
+
},
|
5 |
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"task": {
|
6 |
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"lesson_num": 0
|
7 |
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},
|
8 |
+
"Agent": {
|
9 |
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"checkpoints": [
|
10 |
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{
|
11 |
+
"steps": 451215,
|
12 |
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"file_path": "results\\WildfireResourceManagement/train/WildfireResourceManagement_difficulty_7_task_0_run_id_0_train\\Agent\\Agent-451215.onnx",
|
13 |
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|
14 |
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"creation_time": 1716667365.0940557,
|
15 |
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"auxillary_file_paths": [
|
16 |
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"results\\WildfireResourceManagement/train/WildfireResourceManagement_difficulty_7_task_0_run_id_0_train\\Agent\\Agent-451215.pt"
|
17 |
+
]
|
18 |
+
}
|
19 |
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],
|
20 |
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"final_checkpoint": {
|
21 |
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"steps": 451215,
|
22 |
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"file_path": "results\\WildfireResourceManagement/train/WildfireResourceManagement_difficulty_7_task_0_run_id_0_train\\Agent.onnx",
|
23 |
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"reward": 81.92934714423285,
|
24 |
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"creation_time": 1716667365.0940557,
|
25 |
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|
26 |
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"results\\WildfireResourceManagement/train/WildfireResourceManagement_difficulty_7_task_0_run_id_0_train\\Agent\\Agent-451215.pt"
|
27 |
+
]
|
28 |
+
}
|
29 |
+
},
|
30 |
+
"metadata": {
|
31 |
+
"stats_format_version": "0.3.0",
|
32 |
+
"mlagents_version": "0.30.0",
|
33 |
+
"torch_version": "1.7.1+cu110"
|
34 |
+
}
|
35 |
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}
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