This library provides convenient access to the NotDiamond model routing API from TypeScript or JavaScript. NotDiamond helps you select the best AI model for your specific use case, optimizing for factors like cost, latency, or performance.
npm install notdiamond
For Deno users:
import { NotDiamond } from 'https://deno.land/x/notdiamond@v1.0.0/mod.ts';
To use the API, you need to sign up for a NotDiamond account and obtain an API key. Sign up here.
Here's a simple example of how to use NotDiamond to select the best model between GPT-4o, Claude 3.5 Sonnet, and Gemini 1.5 Pro, while optimizing for latency and outputting the raw text:
import { NotDiamond } from 'notdiamond';
const notDiamond = new NotDiamond({
// Optional - automatically loads from environment variable
apiKey: process.env.NOTDIAMOND_API_KEY,
});
async function basicExample() {
// 1. Select the best model
const result = await notDiamond.create({
// Define the user's message
messages: [{ content: 'What is 12x12?', role: 'user' }],
// Specify the LLM providers and models to choose from
llmProviders: [
{ provider: 'openai', model: 'gpt-4o-2024-05-13' },
{ provider: 'anthropic', model: 'claude-3-5-sonnet-20240620' },
{ provider: 'google', model: 'gemini-1.5-pro-latest' },
],
// Set the optimization criteria to latency
tradeoff: 'latency',
});
// 2. Handle potential errors
if ('detail' in result) {
console.error('Error:', result.detail);
return;
}
// 3. Log the results
// Display the text response
console.log('LLM output:', result.content);
// Display the selected provider(s)
console.log('Selected providers:', result.providers);
// Show the unique session ID for this request
console.log('Session ID:', result.session_id);
}
basicExample();
You can also use NotDiamond with custom tools:
import { NotDiamond, Tool } from 'notdiamond';
const notDiamond = new NotDiamond();
// Define custom tools for the AI to use
const tools: Tool[] = [
{
type: 'function',
function: {
name: 'multiply',
description: 'Multiplies two numbers.',
parameters: {
type: 'object',
properties: {
a: { type: 'integer' },
b: { type: 'integer' },
},
required: ['a', 'b'],
},
},
},
];
async function toolCallingExample() {
const result = await notDiamond.modelSelect({
messages: [{ content: 'What is 12x12?', role: 'user' }],
llmProviders: [
{ provider: 'openai', model: 'gpt-4-1106-preview' },
{ provider: 'anthropic', model: 'claude-3-sonnet-20240229' },
],
// Include custom tools in the request
tools: tools,
// Optimize for cost instead of latency
tradeoff: 'cost',
// Allow selection of up to 2 models
maxModelDepth: 2,
});
if ('detail' in result) {
console.error('Error:', result.detail);
return;
}
console.log('Selected providers:', result.providers);
console.log('Session ID:', result.session_id);
}
toolCallingExample();
For a complete API reference and more detailed documentation, please check our API Documentation.
- llmProviders: An array of AI providers and models you want NotDiamond to choose from.
- tradeoff: The factor to optimize for (e.g., 'latency', 'cost', 'performance').
- tools: Custom functions that the AI can use to perform specific tasks.
- maxModelDepth: The maximum number of models to include in the response (for advanced use cases).
NotDiamond uses typed responses. If there's an error, the response will have a detail
property with the error message. Always check for this property when handling responses.
If you encounter any issues or have questions, please open an issue on our GitHub repository.
This library is released under the MIT License.