dace
Fast-Poisson-Image-Editing
dace | Fast-Poisson-Image-Editing | |
---|---|---|
3 | 1 | |
467 | 227 | |
2.1% | - | |
9.5 | 0.0 | |
3 days ago | over 1 year ago | |
Python | Python | |
BSD 3-clause "New" or "Revised" License | MIT License |
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dace
- Looking for HLS frameworks to start deploying DL algorithms on FPGAs
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FPGA high-level programming
I had this recommended to me, but have yet to try it out: https://github.com/spcl/dace
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Moving from Python to OpenCL, any advice?
I've had good experience with dace which has a Python frontend but compiles to both Intel OpenCL and Xilinx HLS (along with GPU and multicore CPU backends). It's the easiest way to get into FPGA programming IMO but you don't quite reach the same performance an FPGA expert might get.
Fast-Poisson-Image-Editing
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From molecular simulation to black hole rendering - Taichi-Lang makes life easier for digital content creators
Poisson Image Editing (PĂ©rez et al) is a frequently cited paper. Trinkle23897 and shawnchan2014 implemented this classic algorithm with Taichi as the backend:
What are some alternatives?
metaflow - :rocket: Build and manage real-life ML, AI, and data science projects with ease!
pyasflip - Python implementation of the ASFLIP advection method
hls4ml - Machine learning on FPGAs using HLS
ray-tracing-one-weekend-taichi - A fast python implementation of Ray Tracing in One Weekend using python and Taichi
hlslib - A collection of extensions for Vitis and Intel FPGA OpenCL to improve developer quality of life.
difftaichi - 10 differentiable physical simulators built with Taichi differentiable programming (DiffTaichi, ICLR 2020)
nngen - NNgen: A Fully-Customizable Hardware Synthesis Compiler for Deep Neural Network
awesome-taichi - A curated list of awesome Taichi applications, courses, demos and features.
Vitis-AI-Tutorials
LBM_Taichi - Fluid solver based on Lattice Boltzmann method implemented by taichi programming language
tolc-demo - Demo to show a typical usecase for tolc
BlenderPythonRenderer - A Python GPU renderer for Blender using the Taichi package