torch-mlir
mlir-aie
| torch-mlir | mlir-aie | |
|---|---|---|
| 3 | 1 | |
| 1,186 | 225 | |
| 4.1% | 6.2% | |
| 9.8 | 9.8 | |
| 3 days ago | 1 day ago | |
| C++ | MLIR | |
| GNU General Public License v3.0 or later | GNU General Public License v3.0 or later |
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torch-mlir
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Pytorch with AMD Radeon RX 6950 XT GPU: Is it possible on Windows 11?
You're best option is to use torchmlir : https://github.com/llvm/torch-mlir
- Abstract machine implementation for modern functional language.
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Can julia be used in embedded devices replacing C?
The only real obstacle I see is what chris mentioned about some devices only having a C compiler...but then there's this: https://github.com/llvm/mlir-npcomp/blob/f339c258ba7d1d3798a84a614cca0ee622d2d2c6/docs/features.md
mlir-aie
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AMD Receives Approval for Acquisition of Xilinx
>come up with a "better" (performant, cheaper, easier to use, etc.) solution than GPUs for ML applications
you probably are aware but Xilinx themselves is attempting this with their versal aie boards which (in spirit) similar to GPUs, in that they group together a programmable fabric of programmable SIMD type compute cores.
https://www.xilinx.com/support/documentation/architecture-ma...
i have not played with one but i've been told (by a xilinx person, so grain of salt) the flow from high-level representation to that arch is more open
https://github.com/Xilinx/mlir-aie
What are some alternatives?
iree - A retargetable MLIR-based machine learning compiler and runtime toolkit.
circt - Circuit IR Compilers and Tools
ncnn - ncnn is a high-performance neural network inference framework optimized for the mobile platform
heavydb - HeavyDB (formerly OmniSciDB)
HVM - A massively parallel, optimal functional runtime in Rust
V8 - The official mirror of the V8 Git repository
concrete - Concrete: TFHE Compiler that converts python programs into FHE equivalent
coalton - Coalton is an efficient, statically typed functional programming language that supercharges Common Lisp.
nora - An experimental Racket implementation using LLVM/MLIR