open sourcecode

DeepSeek-Coder

Unlock productivity in coding with DeepSeek-Coder's advanced context-aware suggestions.

Developed by DeepSeek AI

1.3B to 33BParams
YesAPI Available
stableStability
1.0Version
Open SourceLicense
PyTorchFramework
YesRuns Locally
Real-World Applications
  • Project-level code completionOptimized Capability
  • Code infillingOptimized Capability
  • Language-specific code suggestionsOptimized Capability
  • Automated code reviewOptimized Capability
Implementation Example
Example Prompt
Generate a Python function to factorial a number using recursion.
Model Output
"def factorial(n):\n if n == 0:\n return 1\n else:\n return n * factorial(n - 1)"
Advantages
  • Highly scalable from 1.3B to 33B parameters
  • Excellent performance on benchmarks like HumanEval and MultiPL-E
  • Supports a wide range of programming languages enhancing versatility
Limitations
  • Larger models require significant computational resources
  • Limited natural language understanding compared to dedicated LLMs
  • Initial setup might be complex for inexperienced users
Model Intelligence & Architecture

Technical Documentation

DeepSeek‑Coder models are uniquely trained on a diverse dataset comprising 87% code and 13% natural language, making them exceptionally adept in software development environments. With model sizes ranging from 1.3B to 33B parameters and a 16K context window, these models excel in providing contextual code suggestions, thereby enhancing productivity for developers.

Technical Specification Sheet
Technical Details
Architecture
Causal Decoder-only Transformer
Stability
stable
Framework
PyTorch
Signup Required
No
API Available
Yes
Runs Locally
Yes
Release Date
2024-01-28

Best For

Developers seeking efficient code completion and generation across diverse coding languages.

Alternatives

GitHub Copilot, OpenAI Codex

Pricing Summary

Open-source and free to use, though large model deployments may require substantial infrastructure investment.

Compare With

DeepSeek-Coder vs GitHub CopilotDeepSeek-Coder vs CodexDeepSeek-Coder vs CodeiumDeepSeek-Coder vs Stable Code 3B

Explore Tags

#code-generation#developer

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