README.md

metadata

title: James River API
emoji: 🏗️
colorFrom: blue
colorTo: green
sdk: docker
app_port: 7860
pinned: false
license: apache-2.0
short_description: James River Survey Classification API

James River Survey Classification API

This is a FastAPI-based text classification API that categorizes survey-related messages into different job types for James River surveying services.

Model

The API uses the ityndall/james-river-classifier model, which is a BERT-based classifier trained to categorize survey requests into:

• Boundary Survey
• Construction Survey
• Fence Staking
• Other/General
• Real Estate Survey
• Subdivision Survey

API Usage

Endpoint: POST /predict

Send a JSON payload with a "message" field:

{
  "message": "I need a boundary survey for my property"
}

Response:

{
  "label": "Boundary Survey",
  "confidence": 0.85
}

Example using curl:

curl -X POST "https://ityndall-james-river-api.hf.space/predict" \
     -H "Content-Type: application/json" \
     -d '{"message": "I need a boundary survey for my property"}'

Example using Python:

import requests

url = "https://ityndall-james-river-api.hf.space/predict"
data = {"message": "I need a boundary survey for my property"}
response = requests.post(url, json=data)
print(response.json())

Local Development

pip install -r requirements.txt
uvicorn app:app --host 0.0.0.0 --port 7860