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<p>What's Changed</p> <ul> <li><code>VivadoAccelerator</code> backend: target <code>pynq-z2</code> and <code>zcu102</code> boards directly from hls4ml by @nicologhielmetti</li> <li>Updated <code>PyTorch</code> and <code>ONNX</code> converters by @Duchstf</li> <li><code>line_buffer</code> Conv2D implementation for <code>io_stream</code>: reduced resource usage and latency by @Keb-L, @violatingcp, @vloncar</li> <li>Support <code>QConv2DBatchnorm</code> layer from <code>QKeras</code> by @nicologhielmetti</li> <li>Improved profiling plots - easier to compare original vs <code>hls4ml</code> converted models by @maksgraczyk</li> <li>Better derivation of data types for <code>QKeras</code> models by @jmduarte, @thesps</li> <li>Improved CI by @thesps</li> <li>More support for models with branches, skip connections, <code>Merge</code> and <code>Concatenate</code> layers by @jmduarte, @vloncar</li> <li>Support for <code>Dense</code> layers over multi-dimensional tensors by @vloncar</li> <li>Overall improvements by @vloncar, @jmduarte, @thesps, @jmitrevs & others</li> </ul> <p>New Contributors</p> <ul> <li>@siorpaes made their first contribution in <a href="https://github.com/fastmachinelearning/hls4ml/pull/424">https://github.com/fastmachinelearning/hls4ml/pull/424</a></li> <li>@jmitrevs made their first contribution in <a href="https://github.com/fastmachinelearning/hls4ml/pull/403">https://github.com/fastmachinelearning/hls4ml/pull/403</a></li> <li>@anders-wind made their first contribution in <a href="https://github.com/fastmachinelearning/hls4ml/pull/302">https://github.com/fastmachinelearning/hls4ml/pull/302</a></li> <li>@KOVI89alipes made their first contribution in <a href="https://github.com/fastmachinelearning/hls4ml/pull/318">https://github.com/fastmachinelearning/hls4ml/pull/318</a></li> <li>@maksgraczyk made their first contribution in <a href="https://github.com/fastmachinelearning/hls4ml/pull/323">https://github.com/fastmachinelearning/hls4ml/pull/323</a></li> <li>@Keb-L made their first contribution in <a href="https://github.com/fastmachinelearning/hls4ml/pull/332">https://github.com/fastmachinelearning/hls4ml/pull/332</a></li> <li>@ConsVin made their first contribution in <a href="https://github.com/fastmachinelearning/hls4ml/pull/307">https://github.com/fastmachinelearning/hls4ml/pull/307</a></li> <li>@nicologhielmetti made their first contribution in <a href="https://github.com/fastmachinelearning/hls4ml/pull/298">https://github.com/fastmachinelearning/hls4ml/pull/298</a></li> </ul> <p><strong>Full Changelog</strong>: <a href="https://github.com/fastmachinelearning/hls4ml/compare/v0.5.0...v0.6.0">https://github.com/fastmachinelearning/hls4ml/compare/v0.5.0...v0.6.0</a></p>