Solo Server JS

Local AI Orchestration to Make Privacy and Performance Possible
A modular, extensible, and high-performance framework for running AI tasks locally, designed with privacy, portability, and scalability at its core.

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Overview

Solo Server JS enables developers to orchestrate AI tasks on local devices with minimal setup. By leveraging on-device computation, it ensures privacy, reduces latency, and eliminates cloud dependency. With built-in tools for benchmarking and profiling, Solo Server JS is perfect for building cutting-edge AI solutions.

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Features

🔒 Privacy by Design

All computations happen locally on the device, ensuring that your data never leaves your system.

⚡ High Performance

Optimized for low-latency AI tasks, with support for on-device acceleration (e.g., GPUs, TPUs).

🔧 Extensible

Add custom AI tasks or categories with ease using the modular architecture.

📊 Benchmarking and Profiling

Integrated tools for performance measurement, resource utilization analysis, and optimization.

🌐 Wide Compatibility

Supports multiple AI domains:

• NLP: Tasks like Fill-Mask, Question Answering, Sentence Similarity
• Vision: Image Classification, Object Detection, Image Segmentation
• Audio: ASR, Text-to-Speech, Audio Classification

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Table of Contents

1. Installation
2. Quick Start
3. Supported Categories and Tasks
4. Benchmarking and Profiling
5. Testing
6. Contributing
7. License

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Installation

Install Solo Server JS using npm:

npm install solo-server-js

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Quick Start

1. Start the Server

Run the server to access AI tasks locally:

const soloServer = require('solo-server-js');

soloServer.start(() => {
  console.log('Solo Server is running on http://localhost:3000');
});

2. Run an AI Task

Use the built-in tasks for quick results. Example: Fill-Mask (NLP task):

const { run } = require('solo-server-js/src/categories/nlp/fillMask');

const result = await run({
  sentence: 'The sky is [MASK].',
  mask: '[MASK]'
});

console.log(result); // Output: "The sky is <predicted-word>."

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Supported Categories and Tasks

Natural Language Processing

Task	Description	Supported
Fill-Mask	Predicts words to replace masked tokens in a sentence.	✅
Question Answering	Answers questions based on a given context.	✅
Sentence Similarity	Determines how similar two sentences are.	✅
Text Classification	Assigns labels to given text.	✅
Text Generation	Produces new text by predicting the next word in a sequence.	✅

Vision

Task	Description	Supported
Image Classification	Assigns labels to an image.	✅
Object Detection	Identifies objects and their locations in an image.	✅
Image Segmentation	Divides an image into regions mapped to objects or segments.	✅

Audio

Task	Description	Supported
Audio Classification	Classifies audio into predefined categories.	✅
ASR	Converts spoken audio to text.	✅
Text-to-Speech	Converts text to natural-sounding speech.	✅

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Benchmarking and Profiling

Run Benchmarks

Measure performance for AI tasks using the benchmarking scripts:

node benchmarks/nlp/fillMask.benchmark.js

Run Profiling

Analyze memory and CPU usage for AI tasks:

node profiles/nlp/fillMask.profile.js

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Testing

Run the test suite to ensure functionality:

npm test

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Contributing

We welcome contributions to make Solo Server JS even better! Here’s how you can contribute:

1. Fork the repository.
2. Create a new branch (feature/my-new-feature).
3. Commit your changes (git commit -am 'Add new feature').
4. Push to the branch (git push origin feature/my-new-feature).
5. Create a pull request.

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Roadmap

🚀 Upcoming Features:

• Multimodal Support:
  • Document Question Answering
  • Zero-Shot Audio Classification
• Advanced Benchmarking Features:
  • Comparative Benchmarks Across Tasks
• GUI for Local Orchestration:
  • Intuitive dashboards for task management and profiling

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License

This project is licensed under the MIT License. See the LICENSE file for details.

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Contact

For questions, feedback, or support:

• Email: your.email@example.com
• GitHub: Solo Server JS Repository