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Python-to-MLIR compiler for GPU kernel development and mathematical computing

Project description

Oven Language

Python 3.8+ License: MIT PyPI version Tests Build

A Python-to-MLIR compiler for GPU kernel development.

Installation

pip install oven-language

Quick Start

import oven.language as ol

def vector_add(a_ptr: ol.ptr, b_ptr: ol.ptr, out_ptr: ol.ptr):
    tid = ol.get_tid_x()
    idx = tid * 4
    
    # Load vectors
    a = ol.vload(a_ptr, idx, 4)
    b = ol.vload(b_ptr, idx, 4)
    
    # Add and store
    ol.vstore(a + b, out_ptr, idx, 4)

Compile to MLIR:

oven kernel.py

Key Functions

  • Thread/Block IDs: ol.get_tid_x(), ol.get_bid_x()
  • Memory: ol.load(), ol.store(), ol.vload(), ol.vstore()
  • Math: ol.exp(), ol.log(), ol.sin(), ol.sigmoid()
  • GPU: ol.barrier(), ol.smem()

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