klotz: inference* + nvidia*

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  1. Based on the discussion, /u/septerium achieved optimal performance for GLM 4.7 Flash (UD-Q6_K_XL) on an RTX 5090 using these specific settings and parameters:
    - GPU: NVIDIA RTX 5090.
    - 150 tokens/s
    - Context: 48k tokens squeezed into VRAM.
    - UD-Q6_K_XL (Unsloth quantized GGUF).
    - Flash Attention: Enabled (-fa on).
    - Context Size: 48,000 (--ctx-size 48000).
    - GPU Layers: 99 (-ngl 99) to ensure the entire model runs on the GPU.
    - Sampler & Inference Parameters
    - Temperature: 0.7 (recommended by Unsloth for tool calls).
    - Top-P: 1.0.
    - Min-P: 0.01.
    - Repeat Penalty: Must be disabled (llama.cpp does this by default, but users warned other platforms might not).
  2. Nvidia introduces the Rubin CPX GPU, designed to accelerate AI inference by decoupling the context and generation phases. It utilizes GDDR7 memory for lower cost and power consumption, aiming to redefine AI infrastructure.
  3. Running GenAI models is easy. Scaling them to thousands of users, not so much. This guide details avenues for scaling AI workloads from proofs of concept to production-ready deployments, covering API integration, on-prem deployment considerations, hardware requirements, and tools like vLLM and Nvidia NIMs.
  4. NVIDIA DGX Spark is a desktop-friendly AI supercomputer powered by the NVIDIA GB10 Grace Blackwell Superchip, delivering 1000 AI TOPS of performance with 128GB of memory. It is designed for prototyping, fine-tuning, and inference of large AI models.
  5. The NVIDIA Jetson Orin Nano Super is highlighted as a compact, powerful computing solution for edge AI applications. It enables sophisticated AI capabilities at the edge, supporting large-scale inference tasks with the help of high-capacity storage solutions like the Solidigm 122.88TB SSD. This review explores its use in various applications including wildlife conservation, surveillance, and AI model distribution, emphasizing its potential in real-world deployments.
  6. 2023-11-18 Tags: , , , , by klotz

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