573 Downloads Updated 3 weeks ago
ollama run novaforgeai/deepseek-coder:6.7b-optimized
A professional-grade, CPU-optimized coding model based on DeepSeek Coder 6.7B, tuned by NovaForge AI for producing production-ready code, complex algorithms, and detailed technical explanations — all running locally for maximum security.
🚀 Key Features
🏗️ Production-quality code generation
🧠 Advanced reasoning for complex algorithms
📚 Detailed explanations & documentation
🔍 Strong code review & refactoring
🔒 Fully offline for code & IP security
📦 Model Details
Model Name: novaforgeai/deepseek-coder:6.7b-optimized
Base Model: DeepSeek Coder 6.7B
Model Size: ~3.8 GB
RAM Usage: ~5 GB
Context Length: 4096 tokens
Device: CPU-only (No GPU required)
🎯 Ideal Use Cases
Enterprise & production code
Complex algorithms & data structures
System design & architecture
Code reviews & refactoring
Technical documentation
Secure, offline development
⚙️ Optimization Highlights
Large context for multi-file logic
Low temperature for precision
Reduced repetition in long code
Tuned for correctness over speed
Stable, deterministic outputs
📥 Installation ollama pull novaforgeai/deepseek-coder:6.7b-optimized
▶️ Usage
ollama run novaforgeai/deepseek-coder:6.7b-optimized
“Write a REST API in Python with authentication and role-based access control”
💻 System Requirements Minimum
CPU: 6 cores
RAM: 12 GB
Storage: 4 GB
Recommended
CPU: 8+ cores
RAM: 16 GB
SSD strongly recommended
📊 Performance Summary
Speed: Slow (quality-first)
Code Quality: ⭐⭐⭐⭐⭐ Professional
Best For: Large, complex, real-world projects
Trade-off: Slower generation in exchange for correctness
🧭 When to Use This Model
✅ Production systems ✅ Complex logic & architecture ✅ Security-sensitive code ✅ Long, detailed implementations
❌ Quick snippets → use StarCoder2 3B ❌ Simple explanations → use Qwen 3B ❌ Low-end PCs → use Gemma2 2B
🔐 Privacy & Security
Runs entirely on your local machine. No cloud access, no telemetry, no data leakage — ideal for proprietary code.
📄 License
Based on DeepSeek Coder Original license applies — please review before commercial or enterprise use.
🤝 Credits
Base Model: DeepSeek AI
Optimization & Packaging: NovaForge AI Team
Tools: llama.cpp, Ollama
🔗 Related Models
Faster Coding: novaforgeai/starcoder2:3b-optimized
General Assistant: novaforgeai/qwen2.5:3b-optimized
Ultra-Fast Tasks: novaforgeai/gemma2:2b-optimized
Developed by: NovaForge AI Team Status: ✅ Production Ready Category: 🏆 Professional / Enterprise Coding