Side by side
Apache SINGA vs Apache TVM
Both stand on deep learning software. Which one you can start free with, which one lets you read the code, and what each costs once you pay.
Free plan LinuxMacSelf-hosted+1
Apache SINGA brings distributed training, GPU support, and ONNX interoperability to a free library. Its listed platforms and on-premises deployment suit teams whose setup matches those options.
Visit Apache SINGA Free plan Open source AndroidAPIiPhone+5
TVM offers broad model, backend, and runtime support with Python-based optimization. Treat its RPC server as a high-trust interface because API users can write files and execute code remotely.
Visit Apache TVMThe facts
| Apache SINGA | Apache TVM | |
|---|---|---|
| Free plan | Yes | Yes |
| Open source | Not published | Yes |
| Runs on | Linux, Mac, Self-hosted, Windows | Android, API, iPhone, Linux, Mac, Self-hosted, Web, Windows |
| Lowest paid plan | Free or on request | Free or on request |
| Plans published | 1 | 1 |
| Maker | Not published | Not published |
| Website | singa.apache.org | tvm.apache.org |
| On deep learning software | #3 of 35 | #1 of 35 |
Apache SINGA: what it does well
- Free under Apache License 2.0
- Data-parallel training across GPUs and nodes
- Supports Python, C++, and ONNX
- Multiple installation options, including pip and Conda
What to know first
- No free trial is listed
- Listed deployment target is on-premises
Apache TVM: what it does well
- Imports PyTorch, ONNX, and TensorFlow Lite models
- Customizes optimization in Python without recompiling TVM
- Supports CPU, GPU, and multiple deployment backends
- Lightweight runtime covers mobile devices and browsers
- Free open-source software under Apache License 2.0
What to know first
- RPC assumes trusted users and networks
- RPC API users can write arbitrary files and execute code remotely
Alternatives to Apache SINGA Alternatives to Apache TVM The whole list