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SaulGoodmens/nm-ai-astar

sourceHugging Faceupdated 6mo agoView on Hugging Face
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Model Card

nm-ai-astar

Model checkpoints for Challenge 3 (Astar Island) — NM i AI 2026.

Task

Predict probability distributions of terrain types on a 40x40 grid after a 50-year Norse civilization simulation. Scored by entropy-weighted KL divergence.

Models

LightGBM classifiers (one per terrain class, 6 classes total) trained on past round data.

Checkpoint versions

  • —checkpoints/ — latest production models (v2 retrained)
  • —checkpoints_v2/ — v2 models with expanded features
  • —checkpoints_v3/ — v3 models with additional tuning

Terrain classes

ClassTerrain
0Empty (Ocean/Plains/Empty)
1Settlement
2Port
3Ruin
4Forest
5Mountain

Usage

python
import joblib
import numpy as np

models = {}
for c in range(6):
    models[c] = joblib.load(f"checkpoints/lgbm_class_{c}.joblib")

Team

Agentic Avengers — NM i AI 2026