Parks LLM - US Parks Assistant 🏞️

A conversational AI model fine-tuned to help with US national parks, state parks, and recreation areas.

Quick Start

Load the model:

from transformers import AutoTokenizer, AutoModelForCausalLM
import torch

tokenizer = AutoTokenizer.from_pretrained("ajc2195/parks-llm")
model = AutoModelForCausalLM.from_pretrained("ajc2195/parks-llm")

def ask_parks_llm(question):
    prompt = f"Human: {question}\nAssistant:"
    inputs = tokenizer(prompt, return_tensors="pt")
    
    with torch.no_grad():
        outputs = model.generate(
            inputs['input_ids'],
            max_new_tokens=80,
            temperature=0.7,
            do_sample=True,
            pad_token_id=tokenizer.eos_token_id
        )
    
    response = tokenizer.decode(outputs[0], skip_special_tokens=True)
    return response.split("Assistant:")[-1].strip()

Example usage:

answer = ask_parks_llm("What should I pack for Yellowstone?")
print(answer)

Pipeline Usage

from transformers import pipeline

parks_assistant = pipeline("text-generation", model="ajc2195/parks-llm")
response = parks_assistant("Human: What's the best time to visit national parks?\nAssistant:")

Capabilities

🏞️ Park Information: Details about national parks, state parks, and recreation areas
🎒 Trip Planning: Packing lists, preparation advice, and logistics
📅 Timing Advice: Best times to visit different parks
🏕️ Camping & Reservations: Booking guidance and accommodation options
👨‍👩‍👧‍👦 Family Travel: Family-friendly park recommendations
💰 Budget Tips: Cost-saving strategies
🐻 Safety Guidance: Wildlife safety and Leave No Trace principles
🥾 Activities: Hiking, camping, and outdoor activity recommendations

Example Questions

What should I pack for a desert park visit?
How do I make campground reservations?
What are the best family-friendly national parks?
When is the best time to visit Yellowstone?
What budget tips do you have for park visits?

Model Details

Base Model: microsoft/DialoGPT-medium
Fine-tuned on: Comprehensive parks conversation dataset
Training Method: Manual PyTorch fine-tuning
Domain: US Parks and Recreation

Limitations

Focuses primarily on US parks
General guidance - always verify with official park sources
Not a substitute for real-time park information or alerts

Built with ❤️ for park enthusiasts and outdoor adventurers!

ajc2195
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parks-llm