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Improve Quantization #42

@Quentin-Anthony

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@Quentin-Anthony

The quantization support I've added through --low-prec-bytes-per-val is a bit barebones. It'd be nice to add enough flexibility to handle per-block quantization (e.g. some only quantize the linears to int4) and some of the new formats that aren't a multiple of a byte (e.g. int4, fp6, etc)

Relevant: #36

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