singa-incubating-1.2.0 Release Notes · Apache SINGA
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Editsinga-incubating-1.2.0 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-290] Upgrade to Python 3
[SINGA-341] Added stride functionality to tensors for CPP
[SINGA-347] Create a function that supports einsum
[SINGA-351] Added stride support and cudnn codes to cuda
Model components
[SINGA-300] Add residual networks for imagenet classification
[SINGA-312] Rename layer parameters
[SINGA-313] Add L2 norm layer
[SINGA-315] Reduce memory footprint by Python generator for parameter
[SINGA-316] Add SigmoidCrossEntropy
[SINGA-324] Extend RNN layer to accept variant seq length across batches
[SINGA-326] Add Inception V4 for ImageNet classification
[SINGA-328] Add VGG models for ImageNet classification
[SINGA-329] Support layer freezing during training (fine-tuning)
[SINGA-346] Update cudnn from V5 to V7
[SINGA-349] Create layer operations for autograd
[SINGA-363] Add DenseNet for Imagenet classification
Utility functions and CI
[SINGA-274] Improve Debian packaging with CPack
[SINGA-303] Create conda packages
[SINGA-337] Add test cases for code
[SINGA-348] Support autograd MLP Example
[SINGA-345] Update Jenkins and fix bugs in compliation
[SINGA-354] Update travis scripts to use conda-build for all platforms
[SINGA-358] Consolidated RUN steps and cleaned caches in Docker containers
[SINGA-359] Create alias for conda packages
Documentation and usability
[SINGA-223] Fix side navigation menu in the website
[SINGA-294] Add instructions to run CUDA unit tests on Windows
[SINGA-305] Add jupyter notebooks for SINGA V1 tutorial
[SINGA-319] Fix link errors on the index page
[SINGA-352] Complete SINGA documentation in Chinese version
[SINGA-361] Add git instructions for contributors and committers
Bugs fixed
[SINGA-330] fix openblas building on i7 7700k
[SINGA-331] Fix the bug of tensor division operation
[SINGA-350] Error from python3 test
[SINGA-356] Error using travis tool to build SINGA on mac os
[SINGA-363] Fix some bugs in imagenet examples
[SINGA-368] Fix the bug in Cifar10 examples
[SINGA-369] the errors of examples in testing
Last updated on 4/2/2020
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