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CUDA Multi-Process Service

 09-08-2026 09-08-2026 blog 8 minutes read (About 1199 words)
Executing CUDA Kernels Concurrently From Multiple Processes

 
Accelerated Computing, 
CUDA, 
PyTorch, 
MPS  
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AOTInductor Input Mutation

 09-01-2026 09-01-2026 blog 26 minutes read (About 3970 words)
Enabling Inplace Input Mutation Optimizations In AOTInductor

 
PyTorch, 
AOTInductor, 
Triton, 
TorchInductor  
  Read More

AOTInductor External Weight Storage and Weight Streaming Update

 08-27-2026 08-27-2026 blog 14 minutes read (About 2110 words)
AOTInductor Weight Streaming from PyTorch Models

 
PyTorch, 
AOTInductor, 
TorchInductor  
  Read More

PyTorch Asynchronous Assert

 08-14-2026 08-14-2026 blog 11 minutes read (About 1587 words)
Using torch._assert_async for PyTorch CUDA Model Development

 
CUDA, 
PyTorch, 
Perfetto, 
Triton  
  Read More

PyTorch Multi-Process Inference Weight Sharing Via Inter-Process Communication

 07-31-2026 09-02-2026 blog 17 minutes read (About 2564 words)
Avoiding Weight Duplication In PyTorch Multi-Process Inference

 
Deep Learning Inference, 
CUDA, 
PyTorch, 
AOTInductor  
  Read More

Predicated Execution VS Conditional Execution

 07-01-2026 07-02-2026 blog 17 minutes read (About 2609 words)
where VS cond

 
Accelerated Computing, 
CUDA, 
TensorRT, 
PyTorch, 
GPU, 
AOTInductor, 
TorchInductor, 
JAX, 
XLA, 
TPU  
  Read More

Synchronizations With TorchRec KeyedJaggedTensor

 06-05-2026 06-05-2026 blog 8 minutes read (About 1188 words)
Efficiently Using TorchRec KeyedJaggedTensor In GPU Systems

 
Deep Learning Inference, 
PyTorch, 
GPU, 
TorchRec  
  Read More

PyTorch AOTInductor Hybrid Lowering

 05-28-2026 05-28-2026 blog 8 minutes read (About 1224 words)
A Hybrid DeviceExecution Inference Engine from PyTorch

 
Deep Learning Inference, 
PyTorch  
  Read More

PyTorch Triton Kernel Transparent Tracing and Compilation

 05-22-2026 05-22-2026 blog 27 minutes read (About 4044 words)
Exporting and Compiling Triton Kernels for AOTInductor

 
Deep Learning Inference, 
PyTorch, 
AOTInductor, 
Triton  
  Read More

PyTorch Fake Export

 05-17-2026 05-17-2026 blog 11 minutes read (About 1634 words)
Eliminating PyTorch Model Data Memory Allocation for PyTorch Export Verification

 
Deep Learning Inference, 
PyTorch  
  Read More

PyTorch Custom Operation

 05-10-2026 05-10-2026 blog 23 minutes read (About 3501 words)
Implementing PyTorch Custom Operations In C++ and CUDA Using torch.library

 
CPP, 
Python, 
CUDA, 
PyTorch, 
AOTInductor  
  Read More

PyTorch Graph Symbolic Integer

 04-05-2026 06-09-2026 blog 11 minutes read (About 1602 words)
Graph Shape Inference with Symbolic Integers for Dynamic Shapes

 
Deep Learning, 
Inference, 
PyTorch, 
Neural Network Compiler  
  Read More
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Lei Mao

Lei Mao

Artificial Intelligence Machine Learning Computer Science

Menlo Park, California

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