v0.2.2

What's Changed

• [Search] Support input/output strides specification in #108
• [Docs] Update Documentation to build C++ library in #109
• [Transpiler] Parallel transpile to accelerate superoptimize speed by 10x faster by @GuangyaoZhang in #119
• [Transpiler] Adding mechanism to skip invalid transpiled kernels in #117
• [Visualizer] Add functionality to visualize mugraphs by @NorthmanPKU in #113
• [Transpiler] Add shared memory usage as part of the cost when determining the layouts for stensors in #130

New Contributors

• @preejackie made their first contribution in #109
• @GuangyaoZhang made their first contribution in #119
• @NorthmanPKU made their first contribution in #113

Full Changelog: v0.2.1...v0.2.2

v0.2.1

What's Changed

• [Docs] Add doc files by @jiazhihao in #90
• fix silu by @xinhaoc in #100
• [Layout] adding initial support that allows users to define customized input/output strides for kernel graphs. by @jiazhihao in #98
• Set default strides for outputs by @wmdi in #105

Full Changelog: v0.2.0...v0.2.1

v0.2.0

Major release with a range of changes to Python interface, search implementation, transpiler, and documentation.

What's Changed

• [Triton CodeGen] Fix an issue when generating Triton programs from mugraphs
• [LoRA demo] Add the checkpoint file for the lora demo
• [DeviceMemoryManager] Use offsets instead of pointers to locate tensors and fingerprints in device memory
• [Graph Generator] Parallelize the generation algorithm
• Improve parallel search performance
• [Accumulator] Decouples accumulator from output saver in threadblock graphs
• Update the setup workflow for packaging
• Add more element_unary & element_binary operators at the kernel and threadblock levels
• [CUDA Transpiler] Supporting JIT transpilation and compilation
• [Search] Range-based pruning
• Fix some existing issues by @xinhaoc in #63
• [Transpiler] Support threadblock matmul using cute when the input/output stensors have more than 2 dimensions
• Include header files for JIT compilation. MIRAGE_ROOT is no longer required.
• [Python] update python interface to support search
• [Search] Adjust the expansion phase of search
• [Search] Improve the display of search statistics
• Set default max_num_threadblock_graphs to 1

New Contributors

• @wmdi made their first contribution in #3
• @geohotstan made their first contribution in #14
• @jiakunw made their first contribution in #20
• @interestingLSY made their first contribution in #36

Full Changelog: https://github.com/mirage-project/mirage/commits/v0.2.0