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55You can see what's going on [ gpumode.com] ( https://www.gpumode.com/ )
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7- We also work with universities on hosting the infrastructure for their classes:
8- - [ Stanford CS149 assignment 5 kernels] ( https://github.com/stanford-cs149/asst5-kernels )
9- - [ Tri Dao's Princeton parallel programming class] ( problems/princeton )
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11- ## Competition
7+ ## Competitions
1281 . [ PMPP practice problems] ( https://github.com/gpu-mode/reference-kernels/tree/main/problems/pmpp_v2 )
1392 . [ AMD $100K kernel competition] ( problems/amd )
14103 . [ BioML kernels] ( problems/bioml )
15114 . [ AMD $100K distributed kernel competition] ( problems/amd_distributed )
16125 . [ NVIDIA Blackwell NVFP4 competition] ( problems/nvidia )
17136 . [ AMD $1.1M competition] ( problems/amd_202602 )
18147 . [ Helion IRL hackathon] ( problems/helion )
19- 8 . [ Princeton course] ( problems/princeton )
20-
21- ## Making a Leaderboard Submission
22-
23- Please take a look at ` vectoradd_py ` to see multiple examples of expected submisisons ranging from PyTorch code to Triton to inline CUDA.
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16+ We also work with universities on hosting the infrastructure for their classes:
17+ - [ Stanford CS149 assignment 5 kernels] ( https://github.com/stanford-cs149/asst5-kernels )
18+ - [ Tri Dao's Princeton parallel programming class] ( problems/princeton )
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2620## Contributing New Problems
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