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How To Debug Deep Learning Inference Applications

 01-01-2024 01-01-2024 article 23 minutes read (About 3511 words)
First Principles of Evaluating Deep Learning Inference

 
Deep Learning, 
Software Engineering, 
Deep Learning Inference, 
Numerical Errors  
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Numerical Errors In HPC and Deep Learning

 12-26-2023 12-26-2023 blog 4 minutes read (About 575 words)
Numerical Errors are Evil

 
Deep Learning, 
Numerical Errors, 
High Performance Computing  
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Deformable Attention

 12-16-2023 12-16-2023 blog 34 minutes read (About 5063 words)
Attention with Learned Spatial Feature Sampling

 
Deep Learning, 
Computer Vision, 
Transformer, 
Attention  
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Deformable Convolution

 12-08-2023 12-08-2023 blog 6 minutes read (About 889 words)
Convolution with Learned Spatial Feature Sampling

 
Deep Learning, 
Computer Vision, 
Convolution  
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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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ONNX Opset Operator Counts

 07-10-2023 07-10-2023 blog 4 minutes read (About 549 words)
How ONNX Expands the Support for Deep Learning Inference Over the Years

 
Deep Learning, 
JavaScript, 
ONNX  
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PyTorch Leaf Tensor

 06-19-2023 06-19-2023 blog 10 minutes read (About 1503 words)
Understanding PyTorch Leaf Tensor

 
Deep Learning, 
PyTorch, 
Graph Algorithm  
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Contribute To ONNX

 05-28-2023 05-28-2023 blog 5 minutes read (About 694 words)
Personal Unwarranted ONNX Contribution Guideline

 
Deep Learning, 
ONNX  
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ONNX Runtime Python Inference

 04-25-2023 04-02-2025 blog 5 minutes read (About 691 words)
ONNX Runtime Python Inference Example

 
Deep Learning, 
Python, 
Software Engineering, 
ONNX  
  Read More

OpenAI GPT Models

 04-15-2023 04-15-2023 article 28 minutes read (About 4168 words)
Generative Pre-Trained Transformer Models From OpenAI

 
Deep Learning, 
Natural Language Processing, 
Transformer, 
Reinforcement Learning, 
OpenAI, 
GPT, 
ChatGPT, 
InstructGPT  
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Transformer Autoregressive Inference Optimization

 04-06-2023 04-06-2023 article 27 minutes read (About 4084 words)
Principles for Faster Transformer Inference

 
Deep Learning, 
Inference, 
Natural Language Processing, 
Optimization, 
Transformer, 
Accelerated Computing  
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Neural Network Mixed Precision Training

 01-31-2023 04-26-2024 blog 15 minutes read (About 2215 words)
Accelerated Low Bit-Width Neural Network Training

 
Machine Learning, 
Deep Learning, 
Mathematics  
  Read More
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Lei Mao

Lei Mao

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