singa-incubating-1.1.0 Release Notes

SINGA is a general distributed deep learning platform for training big deep learning models over large datasets.

This release includes following features:

  • Core components

    • [SINGA-296] Add sign and to_host function for pysinga tensor module

  • Model components

    • [SINGA-254] Implement Adam for V1

    • [SINGA-264] Extend the FeedForwardNet to accept multiple inputs

    • [SINGA-267] Add spatial mode in batch normalization layer

    • [SINGA-271] Add Concat and Slice layers

    • [SINGA-275] Add Cross Entropy Loss for multiple labels

    • [SINGA-278] Convert trained caffe parameters to singa

    • [SINGA-287] Add memory size check for cudnn convolution

  • Utility functions and CI

    • [SINGA-242] Compile all source files into a single library.

    • [SINGA-244] Separating swig interface and python binding files

    • [SINGA-246] Imgtool for image augmentation

    • [SINGA-247] Add windows support for singa

    • [SINGA-251] Implement image loader for pysinga

    • [SINGA-252] Use the snapshot methods to dump and load models for pysinga

    • [SINGA-255] Compile mandatory dependent libaries together with SINGA code

    • [SINGA-259] Add maven pom file for building java classes

    • [SINGA-261] Add version ID into the checkpoint files

    • [SINGA-266] Add Rafiki python toolkits

    • [SINGA-273] Improve license and contributions

    • [SINGA-284] Add python unittest into Jenkins and link static libs into whl file

    • [SINGA-280] Jenkins CI support

    • [SINGA-288] Publish wheel of PySINGA generated by Jenkins to public servers

  • Documentation and usability

    • [SINGA-263] Create Amazon Machine Image

    • [SINGA-268] Add IPython notebooks to the documentation

    • [SINGA-276] Create docker images

    • [SINGA-289] Update SINGA website automatically using Jenkins

    • [SINGA-295] Add an example of image classification using GoogleNet

  • Bugs fixed

    • [SINGA-245] float as the first operand can not multiply with a tensor object

    • [SINGA-293] Bug from compiling PySINGA on Mac OS X with multiple version of Python