PeachPy
avo
PeachPy | avo | |
---|---|---|
4 | 10 | |
1,950 | 2,598 | |
- | - | |
0.0 | 7.0 | |
7 months ago | about 1 month ago | |
Python | Go | |
GNU General Public License v3.0 or later | BSD 3-clause "New" or "Revised" License |
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PeachPy
- Portable Efficient Assembly Code-Generator in Higher-Level Python (PeachPy)
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SIMD in Pure Python
This is a nice exercise!
There is also a very different “write SIMD assembly in Python” approach available through the PeachPy library, one of the least known gems between Python and HPC worlds: https://github.com/Maratyszcza/PeachPy
This is what a dot-product would look like in PeachPy: https://unum-cloud.github.io/usearch/python/index.html#id4
PS: Cppyy and Numba are also fun to use in such projects :)
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Hey guys, have any of you tried creating your own language using Python? I'm interested in giving it a shot and was wondering if anyone has any tips or resources to recommend. Thanks in advance!
It's not super maintained but you might enjoy building something with ppci, Pure Python Compiler Infrastructure. It has some front-ends and some back-ends. There's also PeachPy for an assembler. People like using Lark for parsing, I hear.
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damnn....i want this level of expertise
pip install --upgrade git+https://github.com/Maratyszcza/PeachPy
avo
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From slow to SIMD: A Go optimization story
I wonder whether avo could have been useful here?[1] I mention it because it came up the last time we were talking about AVX operations in go.[2]
1 = https://github.com/mmcloughlin/avo
2 = https://news.ycombinator.com/item?id=34465297
- Portable Efficient Assembly Code-Generator in Higher-Level Python (PeachPy)
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How to Use AVX512 in Golang
I thought the /r/golang comments on this post were pretty useful[1]. They also introduced me to avo[2], a tool for generating x86 assembly from go that I hadn't seen before. There are some examples listed on the avo github page for generating AVX512 instructions with avo.
1 = https://www.reddit.com/r/golang/comments/10hmh07/how_to_use_...
2 = https://github.com/mmcloughlin/avo
For writing AVX512 from scratch avo is a much better alternative.
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SIMD Accelerated vector math
Avo is a library that simplifies writing complex go assembly, I found it very useful to figure out how instructions map onto Go's asm syntax. But you could definitely do the translation directly, it's what c2goasm did (couldn't get it to work reliably unfortunately).
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HaxMap v0.2.0 released, huge performance improvements and added support for 32-bit systems
Curious if you're looking at using avo to write the assembly
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HaxMap, a concurrent hashmap faster and more memory-efficient than golang's sync.Map
You can use github.com/mmcloughlin/avo for generating the assembly use Go.
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S2: Fully Snappy compatible compression, faster and better
For normal and "better" mode I am using avo to generate different encoders for different input sizes, with and without Snappy compatibility. That currently outputs about 17k lines of assembly.
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Branchless Coding in Go (Golang)
You could perhaps just have the Go compiler generate the assembler for your code:
go tool compile -S file.go > file_amd64.s
Then you could verify it doesn't change over time, and choose to begin maintaining by hand if it makes sense.
If you do want to go the route of rolling it yourself, I'd suggest looking into something like Avo: https://github.com/mmcloughlin/avo
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High precision timer loop.
If you have to go with Assembly, try Avo https://github.com/mmcloughlin/avo
What are some alternatives?
Cython - The most widely used Python to C compiler
sonic - A blazingly fast JSON serializing & deserializing library
PyPy
sha256-simd - Accelerate SHA256 computations in pure Go using AVX512, SHA Extensions for x86 and ARM64 for ARM. On AVX512 it provides an up to 8x improvement (over 3 GB/s per core). SHA Extensions give a performance boost of close to 4x over native.
Pyston - A faster and highly-compatible implementation of the Python programming language.
dingo - Generated dependency injection containers in go (golang)
Pyjion
rjson - A fast json parser for go
Stackless Python
gorse - Gorse open source recommender system engine
fasmg - flat assembler g - adaptable assembly engine
zig - General-purpose programming language and toolchain for maintaining robust, optimal, and reusable software.