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I added KV caching and INT8 KV quantization to our transformer inference, improving throughput by 35x.All of this was done from scratch in Rust + CUDA, on top of a homemade ML framework.On a 4-token prompt with 252 generated tokens:- Original: 0.76 tok/s- KV cache fp32: 27.21 tok/s- KV cache int8 (quantized): 27.29 tok/sTry it out yourself here: https://t.co/kFS9Z0fs4hIn practice:- KV caching gave us about a 35x end-to-end speedup- INT8 KV cache kept roughly the same speed as fp32 but cut KV cac
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I added KV caching and INT8 KV quantization to our transformer inference, improving throughput by 35x.All of this was done from scratch in Rust + CUDA, on top of a homemade ML framework.On a 4-token prompt with 252 generated tokens:- Original: 0.76 tok/s- KV cache fp32: 27.21 tok/s- KV cache int8 (quantized): 27.29 tok/sTry it out yourself here: https://t.co/kFS9Z0fs4hIn practice:- KV caching gave us about a 35x end-to-end speedup- INT8 KV cache kept roughly the same speed as fp32 but cut KV cac
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