Downloads · 30 days
24
12% of all-time downloads
geobot
kumarprince070107/geobot
geobot is a text generation model from kumarprince070107. Use it when you need the model to write or continue text. The card lists the license as llama3.1.
This model is a fine-tuned version of Llama-3.1-8B-Instruct, specialized for Geospatial Analysis (GIS).
All-time downloads
207
Public
Parameters
8B
16.1 GB on disk
Likes
1
Public
Repo makeup
Click a slice to open those files.
.safetensors16.1 GB · 100%
At a glance
- Task
- Text Generation
- License
- llama3.1
- Model type
- llama
- Access
- Public
- Created
- Feb 8, 2026
- Updated
- Feb 8, 2026
- SHA
- bebe72a8
Try a prompt
Model card
From the Hugging Face model README
🗺️ Llama-3.1-8B-GIS-Expert
This model is a fine-tuned version of Llama-3.1-8B-Instruct, specialized for Geospatial Analysis (GIS).
🧠 Capabilities
It has been trained on a multi-task dataset to handle three specific roles:
- PostGIS Expert: Converts natural language questions into valid
PostgreSQL/PostGISSQL queries. - Python GIS Developer: Writes Python scripts using
geopandas,shapely, andrasterio. - Geospatial Analyst: Explains spatial relationships and topology logic.
💻 How to Use
System Prompts (Crucial)
To get the best results, you must use the correct System Prompt for the task:
- For SQL: "You are a PostGIS expert. Convert the question into a SQL query."
- For Python: "You are a Python GIS developer. Write a script to solve the geospatial problem."
- For Reasoning: "You are a Geospatial Analyst. Explain the spatial relationship."
Example Code
from transformers import AutoModelForCausalLM, AutoTokenizer
model_id = "kumarprince070107/Llama-3.1-8B-GIS-v2"
tokenizer = AutoTokenizer.from_pretrained(model_id)
model = AutoModelForCausalLM.from_pretrained(model_id, device_map="auto")
- Task
- Text Generation
- Type
- llama
- License
- llama3.1
- Languages
- en, sql, py
- Created
- Feb 8, 2026
- Updated
- Feb 8, 2026