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Roofline Performance Model

 03-26-2025 03-26-2025 blog 7 minutes read (About 1078 words)
Understand the Performance Limitations and Gaps

 
Accelerated Computing, 
High Performance Computing, 
Computer Architecture, 
Performance  
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CuTe Tiled MMA

 01-09-2025 01-09-2025 blog 30 minutes read (About 4456 words)
Understanding CuTe Tiled MMA Using an Example

 
Accelerated Computing, 
CUDA, 
CUTLASS, 
CuTe  
  Read More

AWQ: Activation-Aware Weight Quantization

 01-01-2025 01-01-2025 blog 18 minutes read (About 2738 words)
Same Performance as Group-Wise Weight-Only Quantization But with Better Accuracy

 
Deep Learning, 
Mathematics, 
Quantization, 
Accelerated Computing, 
CUDA  
  Read More

cuBLAS GEMM API Usages for Column-Major and Row-Major Matrices

 12-12-2024 12-12-2024 blog 7 minutes read (About 1012 words)
Calling cuBLAS GEMM API Correctly

 
Accelerated Computing, 
CUDA, 
cuBLAS  
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CuTe Swizzle

 12-01-2024 03-04-2025 blog 19 minutes read (About 2808 words)
CuTe Shared Memory Swizzling Abstractions

 
Mathematics, 
Accelerated Computing, 
CUDA, 
CUTLASS, 
CuTe  
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CuTe Matrix Transpose

 11-20-2024 12-26-2024 article an hour read (About 10825 words)
Matrix Transpose CUDA Kernel Implementation Using CuTe

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

Build and Develop CUTLASS CUDA Kernels

 11-12-2024 11-17-2024 blog 7 minutes read (About 1029 words)
Employing CUTLASS for Accelerated Computing

 
Accelerated Computing, 
CUDA, 
CUTLASS, 
Docker, 
CMake  
  Read More

CuTe Layout Algebra

 10-20-2024 06-05-2025 article 2 hours read (About 17835 words)
Mathematical Fundamentals to CUTLASS Computing

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

PyTorch Eager Mode Quantization TensorRT Acceleration

 05-24-2024 05-24-2024 blog 7 minutes read (About 1051 words)
TensorRT Acceleration for PyTorch Native Eager Mode Quantization Models

 
Deep Learning, 
Python, 
Inference, 
Quantization, 
Accelerated Computing, 
NVIDIA, 
TensorRT, 
PyTorch, 
GPU  
  Read More

CUDA Matrix Multiplication Optimization

 01-20-2024 01-20-2024 article 2 hours read (About 19282 words)
General Matrix Multiplication CUDA Performance Optimization

 
CPP, 
Accelerated Computing, 
CUDA, 
NVIDIA  
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CUDA Tensor Layouts for Convolution

 06-04-2023 06-04-2023 blog 13 minutes read (About 1960 words)
Motivations for Different Tensor Layouts

 
Accelerated Computing, 
CUDA  
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NVIDIA Tensor Core Programming

 05-18-2023 12-27-2023 blog 28 minutes read (About 4243 words)
Fast Matrix Multiplication and Accumulation on GPU

 
CPP, 
Accelerated Computing, 
CUDA, 
NVIDIA  
  Read More
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Lei Mao

Lei Mao

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