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Dataset

AI-CUDA-Engineer-Archive

by Sakana AI SakanaAI/AI-CUDA-Engineer-Archive

We release The AI CUDA Engineer archive, a dataset consisting of approximately 30,000 CUDA kernels generated by The AI CUDA Engineer. It is released under the CC-By-4.0 license and can be accessed via HuggingFace and interactively visualized here.

Rows30,615
Configurations1
Size67.7 MB
Licensecc-by-4.0
AccessPublicly accessible
Monthly Downloads137.3k

Dataset Card

By Sakana AI, published under cc-by-4.0, revision 4edbe8d6d0b4.

The AI CUDA Engineer Archive: Agentic CUDA Kernel Discovery, Optimization & Composition

We release The AI CUDA Engineer archive, a dataset consisting of approximately 30,000 CUDA kernels generated by The AI CUDA Engineer. It is released under the CC-By-4.0 license and can be accessed via HuggingFace and interactively visualized here. The dataset is based on the Kernel tasks provided in KernelBench and includes a torch reference implementation, torch, NCU and Clang-tidy profiling data, multiple kernels per task, error messages and speedup scores against torch native and compile runtimes.

We envision that this dataset can enable post-training of open-source models to perform better CUDA-enabling modules. This includes offline Reinforcement Learning, preference optimization, and standard supervised fine-tuning.

Using the AI CUDA Engineer Archive

Read the full dataset card (246 words)

Structure

default 30,615 rows

SplitRowsSize
level_112,157161.0 MB
level_212,938181.3 MB
level_35,52069.2 MB
Op_NamestringLevel_IDint64Task_IDint64Kernel_NamestringCUDA_Runtimefloat64PyTorch_Native_Runtimefloat64PyTorch_Compile_Runtimefloat64CUDA_Speedup_Nativefloat64CUDA_Speedup_Compilefloat64CUDA_CodestringPyTorch_Code_ModulestringPyTorch_Code_FunctionalstringCorrectboolMax_Difffloat64ErrorstringNCU_ProfilestringTorch_ProfilestringClang_Tidystring__index_level_0__int64

Details

Repository
SakanaAI/AI-CUDA-Engineer-Archive
Publisher
Sakana AI
Task category
Not stated by the source
Tags
code
Size category
Not stated by the source
Languages
Not stated by the source
Revision
4edbe8d6d0b417e05aaf8ec7e23f78aecdc5516b
Last updated
2025-02-20

Files

9 files, 67.7 MB in total.

Data3 files · 64.7 MB
Documentation1 file · 2.7 KB
Other3 files · 3.0 MB
Repository2 files · 8.6 KB
Every file
FileTypeSizeSHA-256
level_1.parquetData24.7 MBa74e399809f8
level_2.parquetData28.3 MB17be1e247272
level_3.parquetData11.8 MB076f6abcceb2
README.mdDocumentation2.7 KB
archive_table.pngOther321.2 KBcf1d8a166527
db_scan_kernels.pngOther2.2 MB1c9f66d6d04c
results_table.pngOther388.4 KB13f04d830d46
.DS_StoreRepository6.1 KB
.gitattributesRepository2.5 KB

License and Download

License
cc-by-4.0
Access
No access gate
Download from Sakana AI

Released by Sakana AI through its official repository on Hugging Face. Read the license.