ONNX Model Zoo

parthraninga/contextClassifier

By parthraninga · ↓ 0 · ♥ 0 · Updated 2025-07-20

What's in this repo

This page lists the files in parthraninga/contextClassifier, including contextClassifier.onnx.

  • 1 ONNX models (.onnx files)
  • 2552 files, including 1181 .py, 1179 .pyc, 23 .typed, 23 .exe, 21 .txt, 6 .md
  • Last updated 2025-07-20

ONNX files

File Size Download
contextClassifier.onnx — Download

How to use

These ONNX files can be loaded with ONNX Runtime. To inspect a model graph, upload the file to the Netron viewer. Download links point to the original files on Hugging Face.

README

title: Content Classifier emoji: 🔍 colorFrom: blue colorTo: purple sdk: docker pinned: false license: mit app_port: 7860

Content Classifier API

A FastAPI-based content classification service using an ONNX model for threat detection and sentiment analysis.

Features

  • Content threat classification
  • Sentiment analysis
  • RESTful API with automatic documentation
  • Health check endpoints
  • Model information endpoints
  • Docker support for easy deployment

API Endpoints

  • POST /predict - Classify text content
  • GET / - API status
  • GET /health - Health check
  • GET /model-info - Model information
  • GET /docs - Interactive API documentation (Swagger)

Installation

  1. Install dependencies:
pip install -r requirements.txt
  1. Run the application:
python app.py

The API will be available at http://localhost:8000

Usage

Example Request

curl -X POST "http://localhost:8000/predict" \
     -H "Content-Type: application/json" \
     -d '{"text": "This is a sample text to classify"}'

Example Response

{
    "is_threat": false,
    "final_confidence": 0.75,
    "threat_prediction": 0.25,
    "sentiment_analysis": {
        "label": "POSITIVE",
        "score": 0.5
    },
    "onnx_prediction": {
        "threat_probability": 0.25,
        "raw_output": [[0.75, 0.25]]
    },
    "models_used": ["contextClassifier.onnx"],
    "raw_predictions": {
        "onnx": {
            "threat_probability": 0.25,
            "raw_output": [[0.75, 0.25]]
        },
        "sentiment": {
            "label": "POSITIVE",
            "score": 0.5
        }
    }
}

Docker Deployment

  1. Build the Docker image:
docker build -t content-classifier .
  1. Run the container:
docker run -p 8000:8000 content-classifier

Hugging Face Spaces Deployment

To deploy on Hugging Face Spaces:

  1. Create a new Space on Hugging Face
  2. Upload all files to your Space repository
  3. The Space will automatically build and deploy

Model Requirements

The ONNX model should accept text inputs and return classification predictions. You may need to adjust the preprocessing and postprocessing functions in app.py based on your specific model requirements.

Configuration

You can modify the following in app.py:

  • MODEL_PATH: Path to your ONNX model file
  • max_length: Maximum text length for processing
  • Preprocessing and postprocessing logic based on your model's requirements

Model info

onnx license:mit region:us
↓ 0 ♥ 0

Created: 2025-07-19

Updated: 2025-07-20

View on Hugging Face

Files (2552)

.gitattributes
.gitignore
DEPLOYMENT_GUIDE.md
Dockerfile
README.md
README_HF.md
app.py
contextClassifier.onnx ONNX
requirements.txt
test_api.py
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