Halide
Image-Convolutaion-OpenCL
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Halide | Image-Convolutaion-OpenCL | |
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43 | 1 | |
5,683 | - | |
1.1% | - | |
9.5 | - | |
2 days ago | - | |
C++ | ||
GNU General Public License v3.0 or later | - |
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Halide
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Show HN: Flash Attention in ~100 lines of CUDA
If CPU/GPU execution speed is the goal while simultaneously code golfing the source size, https://halide-lang.org/ might have come in handy.
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From slow to SIMD: A Go optimization story
This is a task where Halide https://halide-lang.org/ could really shine! It disconnects logic from scheduling (unrolling, vectorizing, tiling, caching intermediates etc), so every step the author describes in the article is a tunable in halide. halide doesn't appear to have bindings for golang so calling C++ from go might be the only viable option.
- Making Hard Things Easy
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Deepmind Alphadev: Faster sorting algorithms discovered using deep RL
It is not the sorting per-se which was improved here, but sorting (particularly short sequences) on modern CPUs with really the complexity being on the difficulty of predicting what will work quickly on these modern CPUs.
Doing an empirical algorithm search to find which algorithms fit well on modern CPUs/memory systems is pretty common, see e.g. FFTW, ATLAS, https://halide-lang.org/
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Two-tier programming language
Halide https://halide-lang.org/
- Best book on writing an optimizing compiler (inlining, types, abstract interpretation)?
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What would make you try a new language?
If we drop the "APL" requirement, wouldn't Halide fit your criteria for the third?
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Library that could generate vectorized code for different instruction sets?
Adobe halide https://github.com/halide/Halide
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Show HN: Port of OpenAI's Whisper model in C/C++
I suggest looking into Halide as it will make trying different paths much easier (https://halide-lang.org/).
I haven't looked at your code closely so can't say with certainty it would be the right fit but worth a look.
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Esp32 tensorflow lite
Halide home page: https://halide-lang.org/
Image-Convolutaion-OpenCL
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Image convolution optimisation strategies.
Thanks, here is the code : https://github.com/Omeganx/Image-Convolutaion-OpenCL (I removed the other code I was using to make it focused around the convolution code)
What are some alternatives?
taichi - Productive, portable, and performant GPU programming in Python.
futhark - :boom::computer::boom: A data-parallel functional programming language
TensorOperations.jl - Julia package for tensor contractions and related operations
triton - Development repository for the Triton language and compiler
ponyc - Pony is an open-source, actor-model, capabilities-secure, high performance programming language
qoi - The “Quite OK Image Format” for fast, lossless image compression
maxas - Assembler for NVIDIA Maxwell architecture
png-decoder - A pure-Rust, no_std compatible PNG decoder
zig - General-purpose programming language and toolchain for maintaining robust, optimal, and reusable software.
smhasher - Hash function quality and speed tests
TensorComprehensions - A domain specific language to express machine learning workloads.
rarvmtools - Minimal RarVM Toolchain