README.md

Bitlet-PE

Bitlet: A bit-level sparsity-aware multiply-accumulate processing element in Verilog.

Theory

Bitlet introduces a computing philosophy called "bit-interleaving", which identifies all valid (non-zero) bit in Weights to minimize the number of sum operations when calculating large-scale multiply-accumulate (MAC).

In the proposed bit-interleaving method, valid bits of each significance are distilled from Weights data, and corresponding Activations are summed togethor, as shown in the animations below (refresh if they do not work).

**Fig.1** Bit-interleaving: distilling valid bits in Weights.

**Fig.2** Bit-interleaving: summing up corresponding Activations.

Publication

This is the source code of Bitlet-PE in our conference paper published in MICRO'21: "Distilling Bit-level Sparsity Parallelism for General Purpose Deep Learning Acceleration", doi:10.1145/3466752.3480123.