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 Name | Capabilities | Context Length | Use Cases |
---|---|---|---|
deepseek-chat | General conversation, reasoning | 32K tokens | Chat, Q&A, general tasks |
deepseek-coder | Code generation, debugging | 16K tokens | Programming, code review |
deepseek-math | Mathematical reasoning | 32K tokens | Math 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
Visit DeepSeek Platform
https://platform.deepseek.com
Sign Up
- Click "Sign Up"
- Use email or third-party login
- Verify your email address
Complete Profile
- Add basic information
- Accept terms of service
Step 2: Get API Key
Access API Keys
- Go to API Keys page
- Click "Create API Key"
Create New Key
- Enter a descriptive name
- Set permissions (usually "All" for general use)
- Click "Create"
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
# 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
// 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
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
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
Paid Tier Benefits
- Higher rate limits
- More monthly tokens
- Priority processing
- Better SLA
Cost Comparison
Model | Input Price | Output Price | Context |
---|---|---|---|
deepseek-chat | $0.14/1M tokens | $0.28/1M tokens | 32K |
deepseek-coder | $0.14/1M tokens | $0.28/1M tokens | 16K |
deepseek-math | $0.14/1M tokens | $0.28/1M tokens | 32K |
Prices subject to change - check DeepSeek Pricing for current rates
Model Comparison
DeepSeek-Chat
Best for: General conversation, reasoning, creative writing
// 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
// 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
// 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
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' }] },
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
Efficient Prompting
javascript// Be specific and concise const messages = [ { role: "user", content: "Summarize this in 3 bullet points: [text]" } ];
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
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
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
# 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
// 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
- Visit DeepSeek Usage Dashboard
- Monitor token consumption
- Set up usage alerts
- Review billing information
Usage Optimization
// 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
Feature | DeepSeek | Azure OpenAI | OpenAI |
---|---|---|---|
Free Tier | ✅ Yes | ❌ No | ✅ Limited |
Setup Complexity | 🟢 Low | 🔴 High | 🟡 Medium |
Performance | 🟢 High | 🟢 High | 🟢 High |
Cost | 🟢 Low | 🟡 Medium | 🔴 High |
Reliability | 🟡 Good | 🟢 Excellent | 🟢 Excellent |
Next Steps
- Multi-Provider Setup - Combine DeepSeek with other providers
- Load Balancing - Optimize performance across providers
- Azure OpenAI - Add enterprise-grade backup
- Configuration Guide - Advanced configuration options