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@@ -49,7 +49,37 @@ The listening port can be easily modified directly from the **Settings** panel w
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  For commercial licensing, cluster deployment, or enterprise use of the JiRack Coder 32B and JiRack Coder 14B , please contact us.
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  - JiRack MS Windows 11 Desktop chat client with ollama API setup : https://huggingface.co/kgrabko/JiRackTernary_1b/resolve/main/jirack-chat.zip
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- - Live email chat with model via support@cmsmanhattan.com
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  ## 📧 Contact & Licensing
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  For joint venture opportunities, hardware integration, or licensing inquiries:
 
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  For commercial licensing, cluster deployment, or enterprise use of the JiRack Coder 32B and JiRack Coder 14B , please contact us.
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  - JiRack MS Windows 11 Desktop chat client with ollama API setup : https://huggingface.co/kgrabko/JiRackTernary_1b/resolve/main/jirack-chat.zip
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+ - Live email chat with model via support@cmsmanhattan.com
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+ ## Hardware Recommendations for AMD Systems
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+ Here's a clear and practical hardware recommendation for running **JiRack Coder 7B** (INT8 / INT4) on AMD platforms:
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+ ### Best AMD Hardware Recommendations
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+ | Use Case | Recommended CPU | Recommended GPU (ROCm) | RAM | Expected Speed | Notes |
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+ |-----------------------|----------------------------------|--------------------------------------|----------|----------------------|---------------------------|
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+ | **Good Performance** | Ryzen 7 7700 / 9700X | RX 7900 XTX / 7900 XT (24GB) | 32GB+ | 45-70 tokens/s | Best balance |
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+ | **Very Good** | Ryzen 9 7950X / 9950X | RX 7900 XTX (24GB) | 64GB | 55-85 tokens/s | Strong choice |
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+ | **Enterprise / Fast** | EPYC 7003/9004 series | Instinct MI300X or 2x RX 7900 XTX | 128GB+ | 80-120+ tokens/s | For 32B model too |
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+ | **Budget / Decent** | Ryzen 5 7600 / 9600X | RX 7800 XT (16GB) | 32GB | 35-50 tokens/s | Acceptable |
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+ ### Key Recommendations (AMD)
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+ **Top Pick (Best Price/Performance):**
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+ - **CPU**: Ryzen 7 9700X or Ryzen 9 7950X
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+ - **GPU**: Radeon RX 7900 XTX (24GB VRAM) — strongly recommended
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+ - **RAM**: 64GB DDR5
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+ **Important Notes:**
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+ - ROCm support is decent on RX 7000 series, but less stable than NVIDIA.
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+ - For pure CPU inference, Ryzen 9 7950X / 9950X with 64GB+ RAM performs excellently.
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+ - The **INT4** version runs noticeably faster than INT8 on AMD CPUs.
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+ ---
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+ Would you like me to add recommendations based on your budget (e.g. under $1500, mid-range, high-end)?
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  ## 📧 Contact & Licensing
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  For joint venture opportunities, hardware integration, or licensing inquiries: