技能 编程开发 Mistral本地开发循环

Mistral本地开发循环

v20260311
mistral-local-dev-loop
指导搭建 Mistral AI 本地开发流程,涵盖热重载、测试配置、环境变量与客户端封装等环节,帮助快速迭代集成与验证。
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概览

Mistral AI Local Dev Loop

Overview

Set up a fast, reproducible local development workflow for Mistral AI integrations.

Prerequisites

  • Completed mistral-install-auth setup
  • Node.js 18+ with npm/pnpm
  • Code editor with TypeScript support
  • Git for version control

Instructions

Step 1: Create Project Structure

my-mistral-project/
├── src/
│   ├── mistral/
│   │   ├── client.ts       # Mistral client wrapper
│   │   ├── config.ts       # Configuration management
│   │   ├── types.ts        # TypeScript types
│   │   └── utils.ts        # Helper functions
│   └── index.ts
├── tests/
│   ├── unit/
│   │   └── mistral.test.ts
│   └── integration/
│       └── mistral.integration.test.ts
├── .env.local              # Local secrets (git-ignored)
├── .env.example            # Template for team
├── tsconfig.json
├── vitest.config.ts
└── package.json

Step 2: Configure Environment

# Create environment template
cat > .env.example << 'EOF'
MISTRAL_API_KEY=your-api-key-here
MISTRAL_MODEL=mistral-small-latest
LOG_LEVEL=debug
EOF

# Copy for local development
cp .env.example .env.local

# Add to .gitignore
echo '.env.local' >> .gitignore
echo '.env' >> .gitignore

Step 3: Setup Hot Reload

package.json

{
  "scripts": {
    "dev": "tsx watch src/index.ts",
    "build": "tsc",
    "test": "vitest",
    "test:watch": "vitest --watch",
    "test:integration": "vitest run --config vitest.integration.config.ts",
    "lint": "eslint src --ext .ts",
    "typecheck": "tsc --noEmit"
  },
  "devDependencies": {
    "@types/node": "^20.0.0",
    "dotenv": "^16.0.0",
    "tsx": "^4.0.0",
    "typescript": "^5.0.0",
    "vitest": "^1.0.0"
  },
  "dependencies": {
    "@mistralai/mistralai": "^1.0.0"
  }
}

tsconfig.json

{
  "compilerOptions": {
    "target": "ES2022",
    "module": "NodeNext",
    "moduleResolution": "NodeNext",
    "strict": true,
    "esModuleInterop": true,
    "skipLibCheck": true,
    "outDir": "dist",
    "rootDir": "src"
  },
  "include": ["src/**/*"],
  "exclude": ["node_modules", "dist"]
}

Step 4: Configure Testing

vitest.config.ts

import { defineConfig } from 'vitest/config';

export default defineConfig({
  test: {
    globals: true,
    environment: 'node',
    include: ['tests/unit/**/*.test.ts'],
    coverage: {
      provider: 'v8',
      reporter: ['text', 'json', 'html'],
    },
    setupFiles: ['./tests/setup.ts'],
  },
});

tests/setup.ts

import 'dotenv/config';
import { beforeAll, afterAll, vi } from 'vitest';

beforeAll(() => {
  // Global setup
});

afterAll(() => {
  vi.restoreAllMocks();
});

tests/unit/mistral.test.ts

import { describe, it, expect, vi, beforeEach } from 'vitest';
import { getMistralClient } from '../../src/mistral/client';

// Mock the Mistral SDK
vi.mock('@mistralai/mistralai', () => ({
  default: vi.fn().mockImplementation(() => ({
    chat: {
      complete: vi.fn().mockResolvedValue({
        choices: [{ message: { content: 'Mocked response' } }],
      }),
    },
    models: {
      list: vi.fn().mockResolvedValue({ data: [] }),
    },
  })),
}));

describe('Mistral Client', () => {
  beforeEach(() => {
    vi.clearAllMocks();
  });

  it('should initialize with API key', () => {
    const client = getMistralClient();
    expect(client).toBeDefined();
  });

  it('should complete chat successfully', async () => {
    const client = getMistralClient();
    const response = await client.chat.complete({
      model: 'mistral-small-latest',
      messages: [{ role: 'user', content: 'Test' }],
    });
    expect(response.choices?.[0]?.message?.content).toBe('Mocked response');
  });
});

Step 5: Create Client Wrapper

src/mistral/client.ts

import Mistral from '@mistralai/mistralai';
import 'dotenv/config';

let instance: Mistral | null = null;

export function getMistralClient(): Mistral {
  if (!instance) {
    const apiKey = process.env.MISTRAL_API_KEY;
    if (!apiKey) {
      throw new Error('MISTRAL_API_KEY environment variable is required');
    }
    instance = new Mistral({ apiKey });
  }
  return instance;
}

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

Output

  • Working development environment with hot reload
  • Configured test suite with mocking
  • Environment variable management
  • Fast iteration cycle for Mistral development

Error Handling

Error Cause Solution
Module not found Missing dependency Run npm install
Env not loaded Missing .env.local Copy from .env.example
Test timeout Slow network Increase test timeout
Type errors Missing types Check @types packages

Examples

Mock Mistral Responses in Tests

import { vi } from 'vitest';

vi.mock('@mistralai/mistralai', () => ({
  default: vi.fn().mockImplementation(() => ({
    chat: {
      complete: vi.fn().mockResolvedValue({
        id: 'test-id',
        object: 'chat.completion',
        model: 'mistral-small-latest',
        choices: [{
          index: 0,
          message: { role: 'assistant', content: 'Mocked!' },
          finishReason: 'stop',
        }],
        usage: { promptTokens: 10, completionTokens: 5, totalTokens: 15 },
      }),
      stream: vi.fn().mockImplementation(async function* () {
        yield { data: { choices: [{ delta: { content: 'Streaming ' } }] } };
        yield { data: { choices: [{ delta: { content: 'response' } }] } };
      }),
    },
  })),
}));

Debug Mode

set -euo pipefail
# Enable verbose logging
DEBUG=mistral:* npm run dev

# Or in code
const client = new Mistral({
  apiKey: process.env.MISTRAL_API_KEY,
  // Enable debug logging
});

Resources

Next Steps

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

信息
Category 编程开发
Name mistral-local-dev-loop
版本 v20260311
大小 6.61KB
更新时间 2026-03-12
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