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quantization

The code is a zig replica of what explained by Marios Fournarakis and Markus Nagel ine the following paper: A White Paper on Neural Network Quantization

TaskStatus
matrix normalization [0, 1]
vector normalization [0, 1]
matrix quantization to u8
vector quantization to i32
vector quantization to u8🚧
qunatization error computation🚧
parallelized dot product🚧
fix vector = udefined, not good practice
check comptime
tests

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