Groq Local Dev Loop

Groq Local Dev Loop

Overview

Set up a fast, reproducible local development workflow for Groq. Groq's sub-second response times make it uniquely suited for tight dev loops -- you get LLM responses fast enough to iterate without context-switching.

Prerequisites

• groq-sdk installed
• GROQ_API_KEY set (free tier is fine for development)
• Node.js 18+ with tsx for TypeScript execution
• vitest for testing

Instructions

Step 1: Project Structure

my-groq-project/
├── src/
│   ├── groq/
│   │   ├── client.ts       # Singleton Groq client
│   │   ├── models.ts       # Model constants and selection
│   │   └── completions.ts  # Completion wrappers
│   └── index.ts
├── tests/
│   ├── groq.test.ts         # Unit tests with mocks
│   └── groq.integration.ts  # Live API tests (CI-only)
├── .env.local               # Local secrets (git-ignored)
├── .env.example              # Template for team
└── package.json

Step 2: Package Setup

{
  "scripts": {
    "dev": "tsx watch src/​index.ts",
    "test": "vitest",
    "test:watch": "vitest --watch",
    "test:integration": "GROQ_INTEGRATION=1 vitest tests/​groq.integration.ts"
  },
  "dependencies": {
    "groq-sdk": "^0.12.0"
  },
  "devDependencies": {
    "tsx": "^4.0.0",
    "vitest": "^2.0.0"
  }
}

Step 3: Singleton Client

// src/​groq/​client.ts
import Groq from "groq-sdk";

let _client: Groq | null = null;

export function getGroqClient(): Groq {
  if (!_client) {
    if (!process.env.GROQ_API_KEY) {
      throw new Error("GROQ_API_KEY not set. Copy .env.example to .env.local");
    }
    _client = new Groq({
      apiKey: process.env.GROQ_API_KEY,
      maxRetries: 2,
      timeout: 30_000,
    });
  }
  return _client;
}

// Reset for testing
export function resetClient(): void {
  _client = null;
}

Step 4: Model Constants

// src/​groq/​models.ts
export const MODELS = {
  FAST: "llama-3.1-8b-instant",         // Dev default: cheapest, fastest
  VERSATILE: "llama-3.3-70b-versatile",  // Production quality
  SPECDEC: "llama-3.3-70b-specdec",      // Speculative decoding variant
  SCOUT: "meta-llama/​llama-4-scout-17b-16e-instruct",  // Vision
} as const;

export const DEV_MODEL = MODELS.FAST;  // Use 8B for dev to save quota

Step 5: Unit Tests with Mocking

// tests/​groq.test.ts
import { describe, it, expect, vi, beforeEach } from "vitest";
import Groq from "groq-sdk";

// Mock the entire groq-sdk module
vi.mock("groq-sdk", () => {
  const mockCreate = vi.fn().mockResolvedValue({
    choices: [{ message: { content: "mocked response" }, finish_reason: "stop" }],
    usage: { prompt_tokens: 10, completion_tokens: 5, total_tokens: 15 },
    model: "llama-3.1-8b-instant",
  });

  return {
    default: vi.fn(() => ({
      chat: { completions: { create: mockCreate } },
      models: { list: vi.fn().mockResolvedValue({ data: [] }) },
    })),
  };
});

describe("Groq Completions", () => {
  it("should create a chat completion", async () => {
    const groq = new Groq();
    const result = await groq.chat.completions.create({
      model: "llama-3.1-8b-instant",
      messages: [{ role: "user", content: "test" }],
    });

    expect(result.choices[0].message.content).toBe("mocked response");
    expect(result.usage.total_tokens).toBe(15);
  });
});

Step 6: Integration Tests (Live API)

// tests/​groq.integration.ts
import { describe, it, expect } from "vitest";
import Groq from "groq-sdk";

const shouldRun = !!process.env.GROQ_INTEGRATION;

describe.skipIf(!shouldRun)("Groq Integration", () => {
  const groq = new Groq();

  it("should list available models", async () => {
    const models = await groq.models.list();
    expect(models.data.length).toBeGreaterThan(0);
    const ids = models.data.map((m) => m.id);
    expect(ids).toContain("llama-3.1-8b-instant");
  }, 10_000);

  it("should complete a chat request", async () => {
    const result = await groq.chat.completions.create({
      model: "llama-3.1-8b-instant",
      messages: [{ role: "user", content: "Reply with exactly: PONG" }],
      temperature: 0,
      max_tokens: 10,
    });
    expect(result.choices[0].message.content).toContain("PONG");
  }, 10_000);
});

Step 7: Environment Template

# .env.example
# Get your key at https://console.groq.com/​keys
GROQ_API_KEY=gsk_your_key_here

# Optional: override default dev model
GROQ_MODEL=llama-3.1-8b-instant

Dev Tips

• Use llama-3.1-8b-instant during development (lowest quota usage, fastest)
• Set temperature: 0 for deterministic outputs during debugging
• Set max_tokens conservatively to avoid burning through free tier
• Groq free tier: 30 RPM for 70B models, 30 RPM for 8B -- plan your dev loops accordingly

Error Handling

Resources

• groq-sdk npm
• Vitest Documentation
• tsx Documentation

Next Steps

See groq-sdk-patterns for production-ready code patterns.