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Apache SINGA vs Apache TVM

Apache SINGA

6.1#16 in deep learning softwareFree plan
Free planLinuxmacOSSelf-hostedWindows
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Apache TVM

7.8#2 in deep learning softwareFree plan
Free planAndroidiOSWebAPI
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What both publish

FactApache SINGAApache TVM
InstallationThe site documents installation using pip, Docker, or from source, and also lists Conda as an installation option.Users can install TVM from PyPI, build it from source or use Docker images.
Security reportingThe Apache Security Team asks that potential vulnerabilities in Apache projects be reported privately first and publishes project advisories.The project directs undisclosed vulnerabilities to the Apache private security mailing list before public disclosure.

Apache SINGA plans

  • Apache SINGAFree

Apache TVM plans

  • Apache TVMFree

Pick Apache SINGA if…

It suits developers and teams training deep-learning or machine-learning models who need local, GPU-accelerated or distributed training. Its Python, C++, and ONNX support may fit workflows using those technologies.

Pick Apache TVM if…

TVM suits developers who need to compile and customize pre-trained machine learning models for varied hardware and runtime targets. It is for teams able to secure RPC access within trusted users and networks.

Charts they share