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⚡ Add ESD Support to hls4ml #1129

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@calad0i calad0i commented Nov 15, 2024

Description

FS-ESDYLW-2__84620

Add support for general EinsumDense layer with any legit equation. Frontend only implemented for keras v3 now, but should also work with v2 if a handler is added.

Currently, only vivado/vitis backend is supported with io_parallel and latency strategy. I checked that model does synth successfully and cosim looks ok. Pragmas are not tuned; latency and resource consumption looks fine but not yet crosschecked with dense and pointwise conv.

Prerequisite

This PR requires and includes #1116 (including #1094), #1103, and #1124
Will rebase this branch after these are merged. Only the last few (two at the time of creation) commits exclusively belongs to this PR.

Type of change

  • New feature (non-breaking change which adds functionality)

Tests

test/pytest/test_einsum_dense.py/test_einsum_dense

Checklist

  • All except doc update

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