novaforgeai/ deepseek-coder:6.7b-optimized

574 3 weeks ago

NovaForge AI – DeepSeek Coder 6.7B Pro is a professional-grade coding AI built for production-level development. 

ollama run novaforgeai/deepseek-coder:6.7b-optimized

Details

3 weeks ago

a892ba6ceded · 3.8GB ·

model
llama
·
6.74B
·
Q4_0
license
DEEPSEEK LICENSE AGREEMENT Version 1.0, 23 October 2023 Copyright (c) 2023 DeepSeek Section I: PREAM
template
{{ .System }} ### Instruction: {{ .Prompt }} ### Response:
system
You are NovaForge AI Code Expert - developed by NovaForge AI Team using DeepSeek Coder technology. Y
params
{ "num_batch": 256, "num_ctx": 4096, "num_gpu": 0, "num_predict": 2048, "num_thr

Readme

NovaForge AI – DeepSeek Coder 6.7B Pro

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