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Alibaba's LLM Qwen2-0.5B for VOXL 2

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  • Suvasis MS Offline
    Suvasis MS Offline
    Suvasis M
    Contributor
    wrote on last edited by
    #1

    hi,
    Has anyone tried Qwen2-0.5B for the VOXL 2?

    Here's are some requirements and compatibility:

    1. RAM Requirements for Qwen2-0.5B

    Base model (FP16): ~1GB of RAM
    Quantized to INT8: ~500MB of RAM
    Quantized to INT4: ~250MB of RAM

    VOXL 2 Specifications

    The VOXL 2 has approximately 4GB of RAM available
    It uses a Qualcomm QRB5165 processor
    Has AI acceleration capabilities via the Hexagon DSP
    Primarily designed for computer vision tasks

    Compatibility Assessment
    Qwen2-0.5B could potentially run on the VOXL 2 with quantization to INT4 or INT8, the memory footprint would be manageable.

    Inference speed would likely be slow, perhaps 1-2 seconds per token

    Question:

    Has ModalAI explored using TensorFlow Lite with the Hexagon delegate to run compact language models like Qwen2-0.5B on the VOXL 2 platform? I'm interested in whether you've experimented with leveraging the Qualcomm GPU for language model inference, even though I understand the VOXL 2 is primarily optimized for computer vision workloads. Have you conducted any experiments or performance testing with small LLMs on this hardware?
    Thanks.
    suvasis

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