Maintenance Release 1.5.4

Maintain release, recommended update !

This is an incomplete list among the many features added.

• Updates

  • Soft dice, hard dice and IoU by @zsdonghao
  • DeConv2d automatically compute batch size by @zsdonghao
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• New Examples

  • Release U-Net for Brain Tumor segmentation

• Documentation by @zsdonghao

Release 1.5.3

Recommended Update !

This is an incomplete list among the many features added.

• News

  • Release Flickr dataset loader, see tl.files.load_flickr25k_dataset() and tl.files.load_flickr1M_dataset().
  • Functions to real one image and read a batch of images, see tl.vis.read_image() and tl.vis.read_images().
  • A bunch of file and folder manage functions in tl.files.*.

• Updates

  • Automatically compute output channels and batch size in SpatialTransformer2dAffineLayer.
  • Fixed the L2 part of cifar10 example with tl.layers.get_variables_with_name by @yzwxx
  • tutorial_tfrecord2.py save images instead of plot images.

• New Examples

  • Release Sub-pixel Convolution for Super-resolution see SRGAN code

• Documentation by @whfairy2007 @angerhang

Release 1.5.2

Recommended Update !

This is an incomplete list among the many features added.

• Support

  • SpatialTransformer2dAffineLayer for Spatial Transformer Networks see example code by @zsdonghao
  • AtrousConv1dLayer for WaveNet by @akaraspt
  • Save network into dictionary via tl.files.save_npz_dict and tl.files.load_npz_dict @craigleehi

• Documentation by @wangg12 @Kongsea

Release 1.5.1

Recommended Update !

This is an incomplete list among the many features added.

• Support

  • TensorFlow 1.2
  • normalized mean square error via tl.cost. normalized_mean_square_error() by @nebulaV
  • save and load model parameters into a dictionary via tl.files.save_npz_dict() and tl.files.load_npz_dict() by @craigleehi
  • save one image via tl.vis. save_image() by @zsdonghao

• Update

  • batch_size option for tl.utils.predict() by @xjx0524
  • tl.utils.fit by @Nandayang

Release 1.5.0

Recommended Update !

This is an incomplete list among the many features added.

• Support

  • Database management system (alpha version) by @fangde ⚠️
  • New image preprocessing functionspt2map, find_contours, dilation and binary_dilation by @maxmo2009

• Update

  • New alias tl.visualize == tl.vis

• Example

  • asynchronous DRL

Maintenance Release 1.4.5

Recommended Update !

This is an incomplete list among the many features added.

• Update
• DynamicRNNLayer and BiDynamicRNNLayer for TF1.1 by @CTTC
• fix MeanPool3d string format bug by @boscotsang
• tutorials of VGG16 and VGG19 with simplified CNN API models by @zsdonghao

Maintenance Release 1.4.4

Recommended Update !

This is an incomplete list among the many features added.

• Update

  • Conv2dLayer with use_cudnn_on_gpu and data_format
  • tutorial_ptb_lstm_state_is_tuple.py added batch_size parameter in loss_fn by @dakuang
  • Arg seed for DropoutLayer & GaussianNoiseLayer by @boscotsang
  • modify the function binary_cross_entropy in cost package by @DallasBuyer

• Official Example

  • Generative Adversarial Text to Image Synthesis by @zsdonghao
  • Unsupervised Image to Image Translation with Generative Adversarial Networks by @zsdonghao

• Maintain Documentation

  • @dakuang @bryandeng

Maintenance Release 1.4.3

Recommended Update !

This is an incomplete list among the many features added.

• Update
  • update DynamicRNNLayer
  • example for tl.utils.class_balancing_oversample
  • windows user installation guide by @michuanhaohao
  • SubpixelLayer with act
  • tl.rein.discount_episode_rewards with mode=0 or 1

Release 1.4.2

Recommended Update ! Work well with TF 1.0.1 .

This is an incomplete list among the many features added.
We are also implementing a database managment system in tl.db.

• New features

  • Super-resolution tl.layers. SubpixelConv2d by @zsdonghao
  • save multi-images tl.visualize.save_images by @zsdonghao
  • get random integer tl.utils.get_random_int by @zsdonghao
  • support global flat and dict tl.global_flat, tl.global_dict by @zsdonghao

• Update

  • MSE for 2D, 4D tensor and new input argument is_mean by @zsdonghao
  • fix tl.cost.cross_entropy_seq by @zsdonghao

• Documentation

  • Installation Guide for Windows User by @michuanhaohao
  • prepro.rst by @wangg12

Release 1.4.1

Implementing Database Management System.

This is an incomplete list among the many features added.

• New Features
• Implementing database management system by @fangde @zsdonghao

from tensorlayer.db import TensorDB
db = TensorDB(ip='localhost', port=27017, db_name='atari', user_name=None, password=None)

• Updates
  • Basic Layer for name scope by @hanshengchiu @akaraspt
  • PoolLayer documentation by @Kongsea