Asit Mishra @asitkumarmishra
AI/ML at Nvidia United States Joined June 2009-
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If you are looking to train in 8bits (MXFP8) on Blackwell then here are some recipe details and what Nvidia’s SW stack (cuBLAS, TE, CUTLASS, etc.) does: arxiv.org/abs/2506.08027. We proved the recipe on 15T tokens for 8B transformer model.
WWDC is always one of my favorite moments of the year — and this one is going to be our best ever! Tune in for our special event at 10 a.m. PT
The Megatron team at NVIDIA is hiring! We're looking for people who can contribute to any aspect of foundation model research and development: nvidia.wd5.myworkdayjobs.com/en-US/NVIDIAEx…
I wish VP2INTERSECT{D,Q} was fast. uops.info is claiming 46 uops for VP2INTERSECTD on zmm values (around latency 36-41 and throughput 23).
MLPerf 1.0 training results are out and Nvidia is still ruling (no surprises there). TPUv4 looking good too (especially scale out numbers). Most others not even close. mlcommons.org/en/training-no…
NEW WORKSHOP: Sparsity in Neural Networks: Advancing Understanding and Practice (July 8-9, 2021). This workshop will bring together members of the many communities working on neural network sparsity to share their perspectives and the latest cutting-edge research (Deadline: 6/15)
*How many photons do you need to perform a multiplication operation optically?* It turns out that you can get away with less than 1 photon per scalar multiplication if you're doing large matrix-vector multiplications, as are used in neural networks. 1/3
Accelerating Sparse Deep Neural Networks: arxiv.org/pdf/2104.08378… Very detailed discussion on sparsity support in Nvidia Ampere GPU arch and software workflow on how to prune a dense model without losing accuracy and run on sparse TC.
No need to be SOTA on every benchmark.

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