发行说明¶
Theano 0.8.1（2016年3月29日）¶
这是一个没有任何新功能的小版本的发布。
It fixes compilation issues on MacOS X with the command line tools for XCode 7.3, which was released shortly after Theano 0.8.0.
Theano 0.8（2016年3月21日）¶
We recommend that everybody update to this version.
- Highlights:
- Python 2 and 3 support with the same code base
- Faster optimization
- Integration of cuDNN for better GPU performance
- 许多Scan改进（执行速度，...）
- optimizer=fast_compile moves computation to the GPU.
- Better convolution on CPU and GPU. (CorrMM, cudnn, 3d conv, more parameter)
- Interactive visualization of graphs with d3viz
- cnmem (better memory management on GPU)
- BreakpointOp
- Multi-GPU for data parallism via Platoon (https://github.com/mila-udem/platoon/)
- More pooling parameter supported
- Bilinear interpolation of images
- New GPU back-end:
- Float16 new back-end (need cuda 7.5)
- Multi dtypes
- Multi-GPU support in the same process
共有141人贡献了这个版本，请看底部的列表。
- Installation:
- Better BLAS detection
- 针对最新的软件和操作系统版本的修复
- Support Anaconda on Windows
- Bug fixes:
- GpuJoin now supports negative axis
- Fix GpuCumsum for negative axis
- 废弃的接口（会打印一个警告）：
- 不再使用Param类，改用In
- Interface Changes:
- 将DownsampleFactorMax重命名为Pool。
- tensor.stack now uses the same interface as numpy.stack
- optimizer=fast_compile moves computation to the GPU
- Raise the user stack trace more frequently.
- 更改开发版本编号以遵循PEP 440
- New Interface (reuses existing functionality):
- theano.tensor.nnet.relu
- theano.tensor.nnet.elu
- BatchNormalization.
- MaxAndArgmax支持axis=None
- Add theano.tensor.compress (equivalent of numpy.compress)
- theano.tensor.signal.downsamples.max_pool_2d_same_size
- COp
- __props__
- New features
- tensor.unique
- map_variables
- erfcx
- mgrid, ogrid
- allclose
- BreakpointOp
- 使bincount在GPU上工作
- GPU上的SolveOp
- remove_all_assert可选的优化
- AllocEmpty
- LogSoftmax, for stability optimization when the crossentropy optimization does not apply.
- theano.tensor.repeat works on GPU
- BatchedDot on the GPU and faster on the CPU.
- Faster batched_tensordot and make it work on GPU.
- SoftmaxGrad grad
- 通过CorrMM在GPU上进行3D转换
- CPU Max Pool支持padding和strides!=windows的大小
- theano.function() now accepts a dict for the outputs. When doing this, the function will return a dict. Helpful to keep track of which output is what.
- Warn for unknown or misspelled theano config variables
- theano.tensor.tile update (accept symbolic reps, work on GPU)
- scan how have a strict flag. If set to True, this make scan building faster and could make execution faster.
- theano.tensor.signal.conv2d(2d,2d)输出2d结果
- More convolution parameter supported
- Bilinear interpolation of images
- Speed-ups:
- Faster SetSubtensor on the GPU.
- Support more reduction pattern on the GPU.
- More graph optimization
- Faster graph optimization
- GpuCrossentropySoftmaxArgmax1HotWithBias
- Crash/no return fixes:
- Fix crash in the assert op grad
- Fix curand crash on Mac
- Multiple Fix scan crashes
- Finish to update all Op.grad() implementation to the new interface
- Others:
- Support ARM processor.
- Better tests
- Code clean up.
- Doc updates
- doctest and sphinx test in travis
- More tests tagged as slow
- Better same_shape implementation
- More op with c code to lower overhead
- Custom pickler for SharedVariable theano.misc.pkl_utils. {dump,load}
- function_dump to help us reproduce user error during compilation
- assert_no_cpu_op
- pep8, flake8
- Better error messages
- On non-default modes, reduce the number of allocation when allow_gc=False
- Better lock
- Committers for this dev version only:
- Frederic Bastien
- Arnaud Bergeron
- Pierre Luc Carrier
- Iban Harlouchet
- Pascal Lamblin
- Chienli Ma
- Tim Cooijmans
- Nicolas Ballas
- Amjad Almahairi
- David Warde-Farley
- Christof Angermueller
- Ziye Fan
- Caglar
- Sina Honari
- Roy Xue
- hantek
- Mohammad Pezeshki
- Melanie Ducoffe
- Alexandre de Brebisson
- Harm de Vries
- Samira Shabanian
- Alex Lamb
- Ramana.S
- Francesco Visin
- Saizheng Zhang
- Ying Zhang
- Jan Schlüter
- Xavier Bouthillier
- Bart van Merrienboer
- Cesar Laurent
- Iulian Vlad Serban
- Li Yao
- Sigurd Spieckermann
- Dmitrii Serdiuk
- Kelvin Xu
- Sebastien Jean
- Thomas Mesnard
- Seon-Wook Park
- Vincent Michalski
- Dustin Webb
- Mikhail Korobov
- Orhan Firat
- Olivier Mastropietro
- Daniel Renshaw
- Julien Rebetez
- Peng Liu
- Sean Lee
- TimSalimans
- Andre Holzner
- Gijs van Tulder
- Guillaume Alain
- Julien Demouth
- Markus Beissinger
- Mehdi Mirza
- Moslem Kazemi
- Saxenauts
- Søren Kaae Sønderby
- sentient07
- Anatoly Belikov
- Diogo Moitinho de Almeida
- Jakub Sygnowski
- Kashif Rasul
- Laurent Dinh
- Rémy Léone
- Taesup (TS) Kim
- gw0 [http://gw.tnode.com/]
- mronian
- vesis84
- Benni
- Chiheb Trabelsi
- JesseLivezey
- Marius Killinger
- Matt Graham
- Matthew Willson
- Piotr Frankowski
- Stefan Krastanov
- vdumoulin
- Adithya Ganesh
- Anish Shah
- Balázs Hidasi
- Colin Raffel
- Cory Lorenz
- Doug
- Jesse Livezey
- John Salvatier
- John Zedlewski
- Jonathan Ho
- Kaixhin
- Liang-Chi Hsieh
- Lucas Beyer
- Luke Metz
- Marc-Alexandre Cote
- Martin Arjovsky
- Matthias Kümmerer
- Sirisha Rambhatla
- briancheung
- cai-lw
- ivdorelian
- jan-matthis
- jojolalpin
- joncrall
- peterjsadowski
- scottsievert
- Étienne Simon
- Flaxman
- AlOa
- Albert Zeyer
- Andrea
- Andy Jiang
- Balázs
- Ben Poole
- Brian Cheung
- Christophe Van Gysel
- Claude Coulombe
- Clay McLeod
- Dario Garcia
- Jakob Lombacher
- Joao Felipe Santos
- John Arevalo
- Jonas Degrave
- Martin Thoma
- Mathieu Germain
- Matthew Koichi Grimes
- Michael Eickenberg
- Michael Opitz
- Paul Hollensen
- Prayag Verma
- Saatvik Shah
- Sergei Lebedev
- Vik Kamath
- Wei Ouyang
- Wojciech Głogowski
- Yi-Lin Juang
- Yurii Shevchuk
- Zach Dwiel
- dan
- eulerreich
- jotterbach
- rolf
- theaverageguy
- wuaalb