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PyTorch CUDA Graph Capture

 01-12-2026 01-12-2026 blog 23 minutes read (About 3454 words)
Using PyTorch CUDA Graph APIs

 
CUDA, 
PyTorch, 
CUDA Graph, 
Perfetto  
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NVIDIA NVML GPU Statistics

 12-25-2025 12-25-2025 blog 15 minutes read (About 2214 words)
Mimicking nvidia-smi dmon Using NVIDIA NVML

 
CPP, 
CUDA, 
NVIDIA, 
GPU, 
NVML  
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NVIDIA Tensor Core TN Layout MMA Instruction

 12-06-2025 12-06-2025 blog 16 minutes read (About 2389 words)
GEMM Layout, History, Performance, and Implementation

 
CPP, 
CUDA, 
NVIDIA, 
CUTLASS, 
CuTe, 
MMA, 
GEMM, 
Tensor Core  
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Benchmarking NVIDIA Tensor Core MMA Instruction Peak Performances

 11-26-2025 11-26-2025 blog 11 minutes read (About 1646 words)
Reproducing NVIDIA Advertised GPU AI Peak Performances Using CUTLASS and CuTe

 
CPP, 
CUDA, 
NVIDIA, 
CUTLASS, 
CuTe, 
MMA, 
GEMM, 
Tensor Core  
  Read More

Nsight Streamer

 11-04-2025 11-04-2025 blog 3 minutes read (About 515 words)
Nsight Systems and Nsight Compute GUIs In a Web Browser

 
CUDA, 
NVIDIA, 
Nsight Compute, 
Nsight Systems, 
Nsight Streamer  
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CuTe Arithmetic Tuple Tensor

 10-20-2025 10-20-2025 blog 16 minutes read (About 2388 words)
The Tensor Coordinate Generator In CuTe

 
Mathematics, 
Accelerated Computing, 
CUDA, 
CUTLASS, 
CuTe  
  Read More

CuTe Tiled Copy

 10-16-2025 10-16-2025 blog 28 minutes read (About 4216 words)
Understanding CuTe Tiled Copy

 
Mathematics, 
Accelerated Computing, 
CUDA, 
CUTLASS, 
CuTe  
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CuTe Thread-Value Layout

 10-13-2025 10-13-2025 blog 6 minutes read (About 955 words)
CuTe TV Layout, Inverse TV Layout, and TV Partition

 
Accelerated Computing, 
CUDA, 
CUTLASS, 
CuTe  
  Read More

Setting Up Environment Variables In SSH Sessions Over TCP On Runpod

 10-10-2025 10-10-2025 blog 12 minutes read (About 1785 words)
Fixing a Environment Variables Issue for Runpod

 
CUDA, 
NVIDIA, 
Docker, 
GPU, 
Cloud Computing, 
Runpod, 
IDE, 
SSH  
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Setting Up Remote Development Using Custom Template On Runpod

 10-08-2025 10-13-2025 blog 12 minutes read (About 1814 words)
Custom Remote Development Using GPUs on Runpod

 
CUDA, 
NVIDIA, 
Docker, 
GPU, 
Cloud Computing, 
Runpod, 
IDE, 
SSH  
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CuTe ldmatrix

 10-03-2025 10-03-2025 blog 22 minutes read (About 3357 words)
CUDA PTX ldmatrix Instruction and Its CuTe Wrapper

 
Mathematics, 
Accelerated Computing, 
CUDA, 
CUTLASS, 
CuTe  
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CuTe Tilers

 09-15-2025 09-15-2025 blog 10 minutes read (About 1524 words)
Designing Tilers for Data Access

 
Mathematics, 
Accelerated Computing, 
CUDA, 
CUTLASS, 
CuTe  
  Read More
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Lei Mao

Lei Mao

Artificial Intelligence Machine Learning Computer Science

Menlo Park, California

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