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Dataflow compiler for QNN inference on FPGAs

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Creating a draft pull request to get a head start on code reviewing - some initial feedback on the structuring of the new class would be helpful, also if the...

Note: This PR depends on / incorporates #653, #685 and #689 Background: The current approach in FINN for determining the size of the FIFOs to be inserted between layers is...

I added and validated the implementation of the KV260 (Kria som vision ai starter kit) using the Cybersecurity example (provided). I was able to deploy and run the cybersecurity example...

Contains fixes for VitisBuild flow

Greetings, I'm currently trying to compile the following model: ```python import brevitas.nn as qnn import torch.nn as nn from brevitas.quant import ( Int8ActPerTensorFixedPoint as ActQuant, Int8WeightPerTensorFixedPoint as WeightQuant, ) class...

bug

Greetings, I'm currently trying to compile a convolutional model generated via Brevitas and structured as follows: ![deeptrack_model_preproc onnx](https://user-images.githubusercontent.com/20145526/190644884-2087799b-7839-4dd1-bdcf-3b4e46c880a4.png) When coming to the streamline step, I get the following Exception: ```...

bug

## Prerequisites Please make sure to check off these prerequisites before submitting a bug report. - [x] Test that the bug appears on the current version of the dev-branch. Make...

bug

With the growth of more and more RTL variants of common FINN hardware building blocks, there is a need to better organize the integration of these components. The purpose of...

(PR combines the previously closed PRs: PR #976 , PR #975 and PR #794) Adds support for utilizing multi-packed DSP48s and DSP58s for the 'MatrixVectorActivation' layer and likewise for the...

Move dependencies to setup script. might clash with the docker script, still need to validate this. # Usage ## Virtual env (Conda) Setup a virtual environment with Conda or Python...