![Scalbility](/web/20211105164100im_/http://singa.apache.org/img/benchmark.png)
Scalablility
Scalablility
SINGA parallelizes the training and optimizes the communication cost to improve training scalability.
Efficiency
Efficiency
SINGA builds a computational graph to optimizes the training speed and memory footprint.
![Efficiency](/web/20211105164100im_/http://singa.apache.org/img/GraphOfMLP.png)
![Usability](/web/20211105164100im_/http://singa.apache.org/img/singav3.1-sw.png)
Usability
Usability
SINGA has a simple software stack and Python interface to improve usability.
Users of Apache SINGA
Apache SINGA powers the following organizations and companies...