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MLInsight: Hierarchical Performance and Memory Analysis for ML Programs

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.idea
.idea
 
 
.vscode
.vscode
 
 
Loader
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Runtime
Runtime
 
 
Visualizer
Visualizer
 
 
demo
demo
 
 
.gitignore
.gitignore
 
 
.gitmodules
.gitmodules
 
 
CMakeLists.txt
CMakeLists.txt
 
 
CONTRIBUTION
CONTRIBUTION
 
 
LICENSE
LICENSE
 
 
MLInsightLogAnalysis.py
MLInsightLogAnalysis.py
 
 
README.md
README.md
 
 
buildPerfetto.sh
buildPerfetto.sh
 
 
compile-pytorch.sh
compile-pytorch.sh
 
 
diff.printDetailedObjects
diff.printDetailedObjects
 
 
mlinsight.pfconfig
mlinsight.pfconfig
 
 
patch.MemPilot.trace
patch.MemPilot.trace
 
 
pyproject.toml
pyproject.toml
 
 
python-gdb-frame.py
python-gdb-frame.py
 
 
requirements.txt
requirements.txt
 
 
setup.py
setup.py
 
 

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This is the project repo for MLInsight, which is an project that could identify the performance bottleneck and driverMemRecord issues of machine learning programs. It has three unique contributions: a light-weight tracer that could trace all component interactions (via APIs), an offline anlayzer that could pinpoint performance issues.

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MLInsight: Hierarchical Performance and Memory Analysis for ML Programs

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