• NPUs (Neural Processing Units) are the new normal

    From Mild Shock@janburse@fastmail.fm to sci.physics on Wed Oct 15 16:15:07 2025
    From Newsgroup: sci.physics

    Hi,

    It seems I am having problems pacing with
    all the new fancy toys. Wasn't able to really
    benchmark my NPU from a Desktop AI machine,

    picked the wrong driver. Need to try again.
    What worked was benchmarking Mobile AI machines.
    I just grabbed Geekbench AI and some devices:

    USA Fab, M4:

    sANN hANN qANN
    iPad CPU 4848 7947 6353
    iPad GPU 9752 11383 10051
    iPad NPU 4873 36544 *51634*

    China Fab, Snapdragon:

    sANN hANN qANN
    Redmi CPU 1044 950 1723
    Redmi GPU 480 905 737
    Redmi NNAPI 205 205 469
    Redmi QNN 226 226 *10221*

    Speed-Up via NPU is factor 10x. See the column
    qANN which means quantizised artificial neural
    networks, when NPU or QNN is picked.

    The mobile AI NPUs are optimized using
    mimimal amounts of energy, and minimal amounts
    of space squeezing (distilling) everything

    into INT8 and INT4.

    Bye
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