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    AI model design choices and their costs in parameters, FLOPs and KV cache

    Aleph Alpha says two researchers compare open models and share some of the tooling used to design Kolibri.

    Aakanksha ChowdheryAC
    Aleph AlphaAA
    2 Sources, ,

    TLDR

    Aleph Alpha says two researchers use first principles to examine how architectural choices allocate model parameters, FLOPs and KV cache. They also compare open models and share some of the tooling used to design Kolibri.

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    2 Sources, first seen 9h ago

    Combined views

    7K

    2 Sources, first seen 9h ago

    91 likes
    9h ago
    first seen 9h ago
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    2 Sources

    Aleph Alpha@Aleph__AlphaEvery architectural choice has a cost. Choose where to pay it. @alessio__serra and @PitNeitemeier derive from first principles how design choices allocate parameters, FLOPs and KV cache, compare open models, and share some of the tooling we used to design Kolibri.9h
    Aakanksha Chowdhery@achowdheryRT @Aleph__Alpha: Every architectural choice has a cost. Choose where to pay it. @alessio__serra and @PitNeitemeier derive from first prin…1h

    2 Sources

    Aleph Alpha@Aleph__AlphaEvery architectural choice has a cost. Choose where to pay it. @alessio__serra and @PitNeitemeier derive from first principles how design choices allocate parameters, FLOPs and KV cache, compare open models, and share some of the tooling we used to design Kolibri.9h
    Aakanksha Chowdhery@achowdheryRT @Aleph__Alpha: Every architectural choice has a cost. Choose where to pay it. @alessio__serra and @PitNeitemeier derive from first prin…1h