|
--- |
|
library_name: hivex |
|
original_train_name: WildfireResourceManagement_difficulty_5_task_2_run_id_2_train |
|
tags: |
|
- hivex |
|
- hivex-wildfire-resource-management |
|
- reinforcement-learning |
|
- multi-agent-reinforcement-learning |
|
model-index: |
|
- name: hivex-WRM-PPO-baseline-task-2-difficulty-5 |
|
results: |
|
- task: |
|
type: sub-task |
|
name: distribute_all |
|
task-id: 2 |
|
difficulty-id: 5 |
|
dataset: |
|
name: hivex-wildfire-resource-management |
|
type: hivex-wildfire-resource-management |
|
metrics: |
|
- type: cumulative_reward |
|
value: 784.7529388427735 +/- 237.5803281220698 |
|
name: "Cumulative Reward" |
|
verified: true |
|
- type: collective_performance |
|
value: 46.654307174682614 +/- 12.41762735898119 |
|
name: "Collective Performance" |
|
verified: true |
|
- type: individual_performance |
|
value: 25.153486728668213 +/- 6.66514805176298 |
|
name: "Individual Performance" |
|
verified: true |
|
- type: reward_for_moving_resources_to_neighbours |
|
value: 685.7552093505859 +/- 200.96518835832964 |
|
name: "Reward for Moving Resources to Neighbours" |
|
verified: true |
|
- type: reward_for_moving_resources_to_self |
|
value: 0.3521461673080921 +/- 0.28661129618806847 |
|
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>2</code> with difficulty <code>5</code> using the Proximal Policy Optimization (PPO) algorithm.<br><br> |
|
|
|
Environment: **Wildfire Resource Management**<br> |
|
Task: <code>2</code><br> |
|
Difficulty: <code>5</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) |
