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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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Grouped Query Attention Performance Theoretical Analysis

 02-03-2025 03-02-2025 blog 11 minutes read (About 1612 words)
Sharing Key and Value Tensors for a Group of Query Tensors to Mitigate Transformer Attention Layer Performance Bottleneck

 
Deep Learning, 
Neural Network, 
Transformer, 
Computer Architecture, 
Performance Optimization, 
Large Language Model  
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Transformer Vanilla Attention Performance Theoretical Analysis

 01-27-2025 03-02-2025 blog 9 minutes read (About 1275 words)
Performance Bottleneck for Serving Transformer Models

 
Deep Learning, 
Neural Network, 
Transformer, 
Computer Architecture, 
Performance Optimization, 
Large Language Model  
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Function Approximation Using Lookup Table and Interpolation

 09-22-2023 09-22-2023 blog 7 minutes read (About 1001 words)
Using Motorola CPU32 as an Example

 
Deep Learning, 
Quantization, 
Computer Architecture  
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Row-Major VS Column-Major

 05-12-2023 05-12-2023 blog 28 minutes read (About 4154 words)
Ways of Packing Matrix in Memory and Its Consequence for Matrix Multiplication

 
CPP, 
CUDA, 
Computer Architecture, 
Memory  
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Multi-Thread Single-Stream VS Single-Thread Multi-Stream CUDA

 10-18-2021 05-12-2022 blog 13 minutes read (About 1946 words)
CUDA Programming Choices for CUDA Stream

 
Deep Learning, 
Mathematics, 
CUDA, 
High Performance Computing, 
Computer Architecture, 
Parallel Computing  
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Math-Bound VS Memory-Bound Operations

 10-11-2021 09-18-2023 blog 8 minutes read (About 1188 words)
Computation Bandwidth, Memory Bandwidth, and Data Reuse

 
Deep Learning, 
Mathematics, 
Computer Architecture  
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Binary VS Text Mode for File I/O Operations

 12-22-2019 09-16-2022 blog 9 minutes read (About 1395 words)
Some Fundamental Concepts for Reading and Writing Files

 
Software Engineering, 
Computer Architecture  
  Read More
Lei Mao

Lei Mao

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