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Comment by eliasdejong

Increasingly the performance limit for modern CPUs is the amount of data you can feed through a single core: basically memcpy() speed. On most x86 cores the limit is around 6 GB/s and about 20 GB/s for Apple M chips.

When you see advertised numbers like '200 GB/s' that is total memory bandwidth, or all cores combined. For individual cores, the limit will still be around 6 GB/s.

This means even if you write a perfect parser, you cannot go faster. This limit also applies to (de)serializing data like JSON and Protobuf, because those formats must typically be fully parsed before a single field can be read.

If however you use a zero-copy format, the CPU can skip data that it doesn't care about, so you can 'exceed' the 6 GB/s limit.

The Lite³ serialization format I am working on aims to exploit exactly this, and is able to outperform simdjson by 120x in some benchmarks as a result: https://github.com/fastserial/lite3

parent eliasdejong 10 months ago

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