|
--- |
|
library_name: peft |
|
base_model: tiiuae/falcon-rw-1b |
|
license: apache-2.0 |
|
language: |
|
- en |
|
tags: |
|
- pcgml |
|
- pcg |
|
- biome |
|
- terrain |
|
--- |
|
|
|
# Model Card for Model ID |
|
|
|
Part of bachelor thesis focusing on generating 3d terrain from text.<br> |
|
Biome Definition is a json formatted string detailing the biomes and their features. <br> |
|
Together with SD Heightmap Generation v3.0, 3d terrain can be procedurally generated. |
|
|
|
<!-- Provide a quick summary of what the model is/does. --> |
|
|
|
## Uses |
|
Example Inference:<br> |
|
|
|
<prompt> Alpine mountains and a forest adorned with red flowers. |
|
|
|
Result:<br> |
|
|
|
<prompt> Alpine mountains and a forest adorned with red flowers.<br> |
|
<biomes> [{'Entities': {'Boulders': [], 'BouldersSpawnrate': 0.0, 'Grass': [{'BaseTint': '#ff0000', 'Id': 'flowers'}], 'GrassSpawnrate': 0.0, 'Trees': [], 'TreesSpawnrate': 0.0}, 'Name': 'Red Flowers', 'SpawnCondition': {'HeightRange': [0.0, 0.1], 'SlopeRange': [0.0, 0.1]}, 'Texturing': {'GroundTexture': 'grass', 'GroundTextureTint': '#7cfc00', 'SlopeTexture': 'grass', 'SlopeTextureTint': '#7cfc00'}}, {'Entities': {'Boulders': [], 'BouldersSpawnrate': 0.0, 'Grass': [], 'GrassSpawnrate': 0.0, 'Trees': [{'BaseTint': '#ffffff', 'Id': 'tree_medium'}], 'TreesSpawnrate': 0.8}, 'Name': 'Mountain Range', 'SpawnCondition': {'HeightRange': [0.0, 0.7], 'SlopeRange': [0.0, 0.5]}, 'Texturing': {'GroundTexture':'stone', 'GroundTextureTint': '#ffffff', 'SlopeTexture':'stone_smooth', 'SlopeTextureTint': '#ffffff'}}] |
|
<!-- Address questions around how the model is intended to be used, including the foreseeable users of the model and those affected by the model. --> |
|
|
|
Requires: ~8GB VRAM |
|
Training Loss: 2% |
|
Validation Loss: 4% |
|
|
|
## Bias, Risks, and Limitations |
|
|
|
Model is biased to certain ids like: |
|
* textures: grass, dirt, mud, mud_dry, stone, stone_smooth |
|
* boulders: boulder_small, boulder_medium, boulder_large |
|
* trees: tree_small, tree_medium, tree_large, tree_conifer_small, ... |
|
* grass: grass_small, grass_medium, grass_large, grass_dry, flowers |
|
|
|
Model also has trouble overadjusting tints, leading to oversaturated colorations. |
|
Model sometimes continues output. Just end prompt at "}}]". |
|
Model sometimes creates incomplete biome definitions or places entities on wrong biome. |
|
<!-- This section is meant to convey both technical and sociotechnical limitations. --> |
|
|
|
## Model Details |
|
Finetuned on custom dataset of size 538 json formatted biome definitions consisting of: |
|
|
|
* Name |
|
* SpawnCondition |
|
* HeightRange |
|
* SlopeRange |
|
* Entities |
|
* Trees |
|
* Id |
|
* BaseTint |
|
* Boulders |
|
* Id |
|
* BaseTint |
|
* Grass |
|
* Id |
|
* BaseTint |
|
* TreesSpawnrate |
|
* BouldersSpawnrate |
|
* GrassSpawnrate |
|
* Texturing |
|
* GroundTexture |
|
* GroundTextureTint |
|
* SlopeTexture |
|
* SlopeTextureTint |
|
|
|
### Model Description |
|
|
|
<!-- Provide a longer summary of what this model is. --> |
|
- **Model type:** [PEFT Adapter] |
|
- **Language(s) (NLP):** [English] |
|
- **License:** [Apache 2.0] |
|
|
|
### Model Sources [optional] |
|
|
|
<!-- Provide the basic links for the model. --> |
|
- **Paper [optional]:** [tba] |
|
|
|
[More Information Needed] |
|
### Framework versions |
|
|
|
- PEFT 0.11.0 |
