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DeepSeek

DeepSeek is a high-performance AI company offering competitive language models with excellent reasoning capabilities and cost-effective pricing. It's one of the most popular choices for developers due to its generous free tier and simple setup.

Overview

  • Provider Type: High-performance language models
  • Free Tier: ✅ Generous free tier available
  • Setup Complexity: Low (simple API key setup)
  • Best For: General purpose, cost-effective solutions
  • Documentation: DeepSeek API Documentation

Supported Models

Model NameCapabilitiesContext LengthUse Cases
deepseek-chatGeneral conversation, reasoning32K tokensChat, Q&A, general tasks
deepseek-coderCode generation, debugging16K tokensProgramming, code review
deepseek-mathMathematical reasoning32K tokensMath problems, calculations

Key Features

🆓 Generous Free Tier

  • Free API credits for new users
  • No credit card required for signup
  • Reasonable rate limits for development

🚀 High Performance

  • Fast inference times
  • Competitive quality with GPT-4
  • Efficient token usage

💰 Cost-Effective

  • Competitive pricing
  • Transparent pricing model
  • No hidden fees

🔧 Developer Friendly

  • OpenAI-compatible API
  • Simple authentication
  • Good documentation

Setup Guide

Step 1: Create DeepSeek Account

  1. Visit DeepSeek Platform

    https://platform.deepseek.com
  2. Sign Up

    • Click "Sign Up"
    • Use email or third-party login
    • Verify your email address
  3. Complete Profile

    • Add basic information
    • Accept terms of service

Step 2: Get API Key

  1. Access API Keys

  2. Create New Key

    • Enter a descriptive name
    • Set permissions (usually "All" for general use)
    • Click "Create"
  3. Copy and Secure Key

    • Copy the API key immediately
    • Store it securely (you won't see it again)
    • Keep it confidential

Step 3: Test Connection

bash
# Test your API key
curl -X POST https://api.deepseek.com/v1/chat/completions \
  -H "Content-Type: application/json" \
  -H "Authorization: Bearer your-deepseek-api-key" \
  -d '{
    "model": "deepseek-chat",
    "messages": [
      {
        "role": "user",
        "content": "Hello, world!"
      }
    ]
  }'

Configuration

Basic Configuration

javascript
// wrangler-config.js
const providerConfig = {
  deepseek: {
    base_url: 'https://api.deepseek.com/v1',
    api_keys: ['your-deepseek-api-key'],
  },
};

const modelProviderConfig = {
  'deepseek-chat': {
    providers: [
      {
        provider: 'deepseek',
        model: 'deepseek-chat',
      },
    ],
  },
};

Multiple API Keys for Higher Limits

javascript
const providerConfig = {
  deepseek: {
    base_url: 'https://api.deepseek.com/v1',
    api_keys: [
      'your-deepseek-key-1',
      'your-deepseek-key-2',
      'your-deepseek-key-3',
    ],
  },
};

Model Aliases

javascript
const modelProviderConfig = {
  // Standard model names
  'deepseek-chat': {
    providers: [
      { provider: 'deepseek', model: 'deepseek-chat' },
    ],
  },
  
  // Custom aliases
  'gpt-4-alternative': {
    providers: [
      { provider: 'deepseek', model: 'deepseek-chat' },
    ],
  },
  
  'coding-assistant': {
    providers: [
      { provider: 'deepseek', model: 'deepseek-coder' },
    ],
  },
  
  'math-solver': {
    providers: [
      { provider: 'deepseek', model: 'deepseek-math' },
    ],
  },
};

Rate Limits and Pricing

Free Tier Limits

  • Requests: Varies by model
  • Tokens: Limited monthly allocation
  • Rate: Requests per minute limits
  • Higher rate limits
  • More monthly tokens
  • Priority processing
  • Better SLA

Cost Comparison

ModelInput PriceOutput PriceContext
deepseek-chat$0.14/1M tokens$0.28/1M tokens32K
deepseek-coder$0.14/1M tokens$0.28/1M tokens16K
deepseek-math$0.14/1M tokens$0.28/1M tokens32K

Prices subject to change - check DeepSeek Pricing for current rates

Model Comparison

DeepSeek-Chat

Best for: General conversation, reasoning, creative writing

javascript
// Example usage
const response = await client.chat.completions.create({
  model: "deepseek-chat",
  messages: [
    { role: "system", content: "You are a helpful assistant." },
    { role: "user", content: "Explain quantum computing in simple terms." }
  ],
  temperature: 0.7,
  max_tokens: 1000
});

Strengths:

  • Excellent reasoning capabilities
  • Good at following instructions
  • Competitive with GPT-4 on many tasks
  • Supports long conversations

DeepSeek-Coder

Best for: Code generation, debugging, code review

javascript
// Example usage
const response = await client.chat.completions.create({
  model: "deepseek-coder",
  messages: [
    { role: "user", content: "Write a Python function to calculate fibonacci numbers." }
  ],
  temperature: 0.1,  // Lower temperature for more deterministic code
  max_tokens: 500
});

Strengths:

  • Excellent code generation
  • Supports multiple programming languages
  • Good at explaining code
  • Debugging and optimization suggestions

DeepSeek-Math

Best for: Mathematical problems, calculations, proofs

javascript
// Example usage
const response = await client.chat.completions.create({
  model: "deepseek-math",
  messages: [
    { role: "user", content: "Solve this equation: 2x^2 + 5x - 3 = 0" }
  ],
  temperature: 0.1,
  max_tokens: 800
});

Strengths:

  • Strong mathematical reasoning
  • Step-by-step problem solving
  • Supports complex calculations
  • Good at explaining mathematical concepts

Optimization Tips

Performance Optimization

  1. Choose the Right Model

    javascript
    // Use specific models for specific tasks
    'general-chat': { providers: [{ provider: 'deepseek', model: 'deepseek-chat' }] },
    'code-help': { providers: [{ provider: 'deepseek', model: 'deepseek-coder' }] },
    'math-help': { providers: [{ provider: 'deepseek', model: 'deepseek-math' }] },
  2. Optimize Parameters

    javascript
    // For deterministic outputs (code, math)
    temperature: 0.1
    
    // For creative outputs
    temperature: 0.7-0.9
    
    // For faster responses
    max_tokens: 500  // Limit response length

Cost Optimization

  1. Efficient Prompting

    javascript
    // Be specific and concise
    const messages = [
      { role: "user", content: "Summarize this in 3 bullet points: [text]" }
    ];
  2. System Messages

    javascript
    // Use system messages to set context once
    const messages = [
      { role: "system", content: "You are a code reviewer. Be concise." },
      { role: "user", content: "Review this function: [code]" }
    ];

Integration Examples

Python Example

python
import openai

# Configure client to use your proxy
client = openai.OpenAI(
    base_url="https://your-proxy.workers.dev/v1",
    api_key="your-service-api-key"
)

# Use DeepSeek models
response = client.chat.completions.create(
    model="deepseek-chat",
    messages=[
        {"role": "user", "content": "Write a Python class for a simple calculator"}
    ],
    temperature=0.1,
    max_tokens=1000
)

print(response.choices[0].message.content)

JavaScript Example

javascript
import OpenAI from 'openai';

const openai = new OpenAI({
  baseURL: 'https://your-proxy.workers.dev/v1',
  apiKey: 'your-service-api-key',
});

// Streaming response
const stream = await openai.chat.completions.create({
  model: 'deepseek-chat',
  messages: [{ role: 'user', content: 'Explain machine learning' }],
  stream: true,
});

for await (const chunk of stream) {
  process.stdout.write(chunk.choices[0]?.delta?.content || '');
}

curl Example

bash
# Basic request
curl -X POST https://your-proxy.workers.dev/v1/chat/completions \
  -H "Content-Type: application/json" \
  -H "Authorization: Bearer your-service-api-key" \
  -d '{
    "model": "deepseek-coder",
    "messages": [
      {
        "role": "user",
        "content": "Write a function to reverse a string in JavaScript"
      }
    ],
    "temperature": 0.1,
    "max_tokens": 300
  }'

Best Practices

Model Selection

  • General tasks: Use deepseek-chat
  • Programming: Use deepseek-coder
  • Mathematics: Use deepseek-math
  • Mixed tasks: Configure multiple model aliases

Parameter Tuning

  • Creative writing: temperature 0.7-0.9
  • Code generation: temperature 0.1-0.3
  • Factual responses: temperature 0.1-0.5

Rate Limit Management

javascript
// Use multiple keys to increase limits
const providerConfig = {
  deepseek: {
    base_url: 'https://api.deepseek.com/v1',
    api_keys: [
      'key-1-for-general-use',
      'key-2-for-burst-traffic',
      'key-3-for-backup',
    ],
  },
};

Troubleshooting

Common Issues

❌ "Invalid API key" error

Solution: Check your API key in DeepSeek platform
1. Go to https://platform.deepseek.com/api_keys
2. Verify the key exists and is active
3. Check for typos in your configuration

❌ "Rate limit exceeded" error

Solution: Add multiple API keys or wait for reset
1. Create additional API keys in DeepSeek platform
2. Add them to your configuration
3. Consider upgrading to paid tier

❌ "Model not found" error

Solution: Check model name spelling
Correct names: "deepseek-chat", "deepseek-coder", "deepseek-math"

❌ Slow responses

Solution: Optimize your requests
1. Reduce max_tokens for faster responses
2. Use more specific prompts
3. Consider using multiple providers for load balancing

Monitoring Usage

Track Your Usage

  1. Visit DeepSeek Usage Dashboard
  2. Monitor token consumption
  3. Set up usage alerts
  4. Review billing information

Usage Optimization

javascript
// Log requests for analysis
const providerConfig = {
  deepseek: {
    base_url: 'https://api.deepseek.com/v1',
    api_keys: ['your-key'],
    headers: {
      'X-Request-ID': 'unique-request-id', // For tracking
    },
  },
};

Comparison with Other Providers

FeatureDeepSeekAzure OpenAIOpenAI
Free Tier✅ Yes❌ No✅ Limited
Setup Complexity🟢 Low🔴 High🟡 Medium
Performance🟢 High🟢 High🟢 High
Cost🟢 Low🟡 Medium🔴 High
Reliability🟡 Good🟢 Excellent🟢 Excellent

Next Steps

External Resources

Released under the MIT License.