std-simd
Taskflow
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std-simd | Taskflow | |
---|---|---|
9 | 24 | |
544 | 9,552 | |
0.2% | 2.1% | |
1.1 | 7.9 | |
about 1 year ago | 4 days ago | |
C++ | C++ | |
GNU General Public License v3.0 or later | GNU General Public License v3.0 or later |
Stars - the number of stars that a project has on GitHub. Growth - month over month growth in stars.
Activity is a relative number indicating how actively a project is being developed. Recent commits have higher weight than older ones.
For example, an activity of 9.0 indicates that a project is amongst the top 10% of the most actively developed projects that we are tracking.
std-simd
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A proposal for the next version of C [pdf]
neither proposing nor taking a position on this possible addition)
> ... For completeness we would also like to add that a serious issue is that C still lacks vector operations.
Those are good points. The authors don't take a stance on it, but I do think that syntax for packed structs should be standardized. IMO, so should syntax for inline assembly (both as optional features). These are already common extensions; this is exactly what they should standardize. The additions of "typeof" and #embed are also good examples of this (they had been talking about adding #embed since 1995 [1]).
As for vector instructions, I'm unsure how it could be implemented in a standard way, but I'm not against it. Maybe something like this [2], but with the syntax changed for C instead of C++.
[1]: https://groups.google.com/g/comp.std.c/c/zWFEXDvyTwM
[2]: https://github.com/VcDevel/std-simd
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SIMD Everywhere Optimization from ARM Neon to RISC-V Vector Extensions
Interesting, thanks for sharing :)
At the time we open-sourced Highway, the standardization process had already started and there were some discussions.
I'm curious why stdlib is the only path you see to default? Compare the activity level of https://github.com/VcDevel/std-simd vs https://github.com/google/highway. As to open-source usage, after years of std::experimental, I see <200 search hits [1], vs >400 for Highway [2], even after excluding several library users.
But that aside, I'm not convinced standardization is the best path for a SIMD library. We and external users extend Highway on a weekly basis as new use cases arise. What if we deferred those changes to 3-monthly meetings, or had to wait for one meeting per WD, CD, (FCD), DIS, (FDIS) stage before it's standardized? Standardization seems more useful for rarely-changing things.
1: https://sourcegraph.com/search?q=context:global+std::experim...
2: https://sourcegraph.com/search?q=context:global+HWY_NAMESPAC...
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SIMD intrinsics and the possibility of a standard library solution
std-simd - 451 GH stars
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Optimizing compilers reload vector constants needlessly
Bad news. For SIMD there are not cross-platform intrinsics. Intel intrinsics map directly to SSE/AVX instructions and ARM intrinsics map directly to NEON instructions.
For cross-platform, your best bet is probably https://github.com/VcDevel/std-simd
There's https://eigen.tuxfamily.org/index.php?title=Main_Page But, it's tremendously complicated for anything other than large-scale linear algebra.
And, there's https://github.com/microsoft/DirectXMath But, it has obvious biases :P
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SPO 600 project part 3 - Analysis
But after I worked with auto-vectorization(I wrote about that in part 2), I decided to switch and try myself by adding intrinsics if I was able. You can track my progress here:https://github.com/VcDevel/std-simd/pull/35
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SPO600 project part 2
STD-SIMD it's almost the same project I was working, but a bit advance https://github.com/VcDevel/std-simd.
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The Efficiency of Multithreaded Loops
If you are worried about Intel vs Arm vs whatever, use https://github.com/VcDevel/std-simd
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Thriving in a Crowded and Changing World: C++ 2006–2020 [pdf]
or https://github.com/KhronosGroup/Vulkan-Hpp which help quite a bit. Or https://github.com/VcDevel/std-simd.
If you want GUIs, same, you have at least (but not only) Qt or WxWidgets.
Want to interface scripting? Pybind11, Boost.Python, WrenBind17 for Wren, Sol2 for Lua... and all things that interface to C work also if you feel brave...
I really think that when it is about getting the job done... C++ goes a long way towards the task.
This is my 20 year experience of C++, almost 13 of those years professionally. Now, back to read the paper. :)
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All C++20 core language features with examples
... I just checked your link and wouldn't say that any of these languages have SIMD more than C++ has it currently -
- Java: incubation stage (how is that different from https://github.com/VcDevel/std-simd). Also Java is only getting it soonish for... amd64 and aarch64 ??
Taskflow
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Improvements of Clojure in his time
For parallel programming nowadays, personally I reach for C++ Taskflow when I really care about performance, or a mix of core.async and running multiple load balanced instances when I’m doing more traditional web backend stuff in Clojure.
- Taskflow: A General-Purpose Parallel and Heterogeneous Task Programming System
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How to go from intermediate to advance in C++?
Also, you can take a look to good libraries. The problem is that very often libraries are heavily templated, so It could be hard. For example, I like the style of the Taskflow library, I think is very clear, is relatively small, while makes use of more advanced techniques: https://github.com/taskflow/taskflow
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gcl v1.1 released - Graph Concurrent Library for C++
Cool. Thanks! How does it compare to taskflow?
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std::execution from the metal up - Paul Bendixen - Meeting C++ 2022
I've not seen yet, but it's been a bit since I looked last, any evidence of being able to build a computation graph and "save" it to re-run on new inputs. Something like https://github.com/taskflow/taskflow
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Proper abstraction for this?
It seems you're describing something a generic parallel task framework. Check taskflow for a production ready example https://github.com/taskflow/taskflow/blob/master/
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That one technology, question, or skill you never learned, and now you are haunted by during every new job conversation...
- https://github.com/taskflow/taskflow (I recommend to learn it first since its API and documentation are excellent)
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Parallel Computations in C++: Where Do I Begin?
If you want some sort of "job" system, where you submit items to a some sort of queue to be processed in parallel, try searching for a thread pool - there isn't one in the standard library, but there's about a million implementations online. There are more complicated versions of that idea, that describe computation as a directed acyclic graph, such as taskflow.
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High level overview of my custom game engine
The tooling decisions affect engine design though. For example if you want to have visual representation of job graph as it happened in specific frame of interest you need to pass the information around about job relationships and output it to a tool of choice. For example see https://github.com/taskflow/taskflow
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Is there any good reason not to build an open-source C++ project on Intels oneTBB?
I am aware of DAGs of task based threading library like Taskflow and HPX however the benefit they have is not obvious to me, as the following sequential section depends on the parallel part being completed fully. If you want to suggest elaboration on the benefits of this approach would be welcome.
What are some alternatives?
VulkanExamples - Examples and demos for the Vulkan C++ API
tbb - oneAPI Threading Building Blocks (oneTBB) [Moved to: https://github.com/oneapi-src/oneTBB]
nsimd - Agenium Scale vectorization library for CPUs and GPUs
tensorflow - An Open Source Machine Learning Framework for Everyone
ozz-animation - Open source c++ skeletal animation library and toolset
HPX - The C++ Standard Library for Parallelism and Concurrency
C++ REST SDK - The C++ REST SDK is a Microsoft project for cloud-based client-server communication in native code using a modern asynchronous C++ API design. This project aims to help C++ developers connect to and interact with services.
C++ Actor Framework - An Open Source Implementation of the Actor Model in C++
conan-center-index - Recipes for the ConanCenter repository
entt - Gaming meets modern C++ - a fast and reliable entity component system (ECS) and much more
Vc - SIMD Vector Classes for C++
libunifex - Unified Executors