|
--- |
|
library_name: hivex |
|
original_train_name: WildfireResourceManagement_difficulty_3_task_0_run_id_1_train |
|
tags: |
|
- hivex |
|
- hivex-wildfire-resource-management |
|
- reinforcement-learning |
|
- multi-agent-reinforcement-learning |
|
model-index: |
|
- name: hivex-WRM-PPO-baseline-task-0-difficulty-3 |
|
results: |
|
- task: |
|
type: main-task |
|
name: main_task |
|
task-id: 0 |
|
difficulty-id: 3 |
|
dataset: |
|
name: hivex-wildfire-resource-management |
|
type: hivex-wildfire-resource-management |
|
metrics: |
|
- type: cumulative_reward |
|
value: 126.3875114440918 +/- 56.44168555104561 |
|
name: Cumulative Reward |
|
verified: true |
|
- type: collective_performance |
|
value: 58.50737037658691 +/- 24.677273237197756 |
|
name: Collective Performance |
|
verified: true |
|
- type: individual_performance |
|
value: 28.715758323669434 +/- 11.726221119633433 |
|
name: Individual Performance |
|
verified: true |
|
- type: reward_for_moving_resources_to_neighbours |
|
value: 57.897673797607425 +/- 36.70665957655046 |
|
name: Reward for Moving Resources to Neighbours |
|
verified: true |
|
- type: reward_for_moving_resources_to_self |
|
value: 3.56278680562973 +/- 1.5159918271507633 |
|
name: Reward for Moving Resources to Self |
|
verified: true |
|
--- |
|
|
|
This model serves as the baseline for the **Wildfire Resource Management** environment, trained and tested on task <code>0</code> with difficulty <code>3</code> using the Proximal Policy Optimization (PPO) algorithm.<br><br> |
|
|
|
Environment: **Wildfire Resource Management**<br> |
|
Task: <code>0</code><br> |
|
Difficulty: <code>3</code><br> |
|
Algorithm: <code>PPO</code><br> |
|
Episode Length: <code>500</code><br> |
|
Training <code>max_steps</code>: <code>450000</code><br> |
|
Testing <code>max_steps</code>: <code>45000</code><br><br> |
|
|
|
Train & Test [Scripts](https://github.com/hivex-research/hivex)<br> |
|
Download the [Environment](https://github.com/hivex-research/hivex-environments) |
