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pytensor
Commits
8d036e07
提交
8d036e07
authored
3月 17, 2017
作者:
notoraptor
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电子邮件补丁
差异文件
Final release 0.9.0 ends at 0.9.0tc4, not at current master release.
So, update NEWS.txt, and put last notes (since 0.9.0rc4) in NEWS_DEV.txt.
上级
caefd498
隐藏空白字符变更
内嵌
并排
正在显示
2 个修改的文件
包含
23 行增加
和
687 行删除
+23
-687
NEWS.txt
NEWS.txt
+8
-32
NEWS_DEV.txt
NEWS_DEV.txt
+15
-655
没有找到文件。
NEWS.txt
浏览文件 @
8d036e07
...
...
@@ -32,7 +32,7 @@ Highlights (since 0.8.0):
- More numerical stability by default for some graphs
- Better handling of corner cases for theano functions and graph optimizations
- More graph optimizations with faster
toposort,
compilation and execution
- More graph optimizations with faster compilation and execution
- smaller and more readable graph
- New GPU back-end:
...
...
@@ -43,24 +43,18 @@ Highlights (since 0.8.0):
- Inplace storage for shared variables
- float16 storage
- Using PCI bus ID of graphic cards for a better mapping between theano device number and nvidia-smi number
- Added useful stats for GPU in profile mode
- Added documentation for GPU float16 ops
- Fixed offset error in ``GpuIncSubtensor``
- Less C code compilation
- Added support for bool dtype
- Updated and more complete documentation
- Bug fixes related to merge optimizer and shape inference
- Bug fixes related to Debug mode
- Lot of other bug fixes, crashes fixes and warning improvements
A total of 12
people contributed to this release since 0.9.0rc4 and 125 since 0.8.0, see the lists
below.
A total of 12
3 people contributed to this release since 0.8.0, see list
below.
Interface changes:
- Merged duplicated diagonal functions into two ops: ``ExtractDiag`` (extract a diagonal to a vector),
and ``AllocDiag`` (set a vector as a diagonal of an empty array)
- Merged ``CumsumOp/CumprodOp`` into ``CumOp``
- Changed grad() method to L_op in many ops that need the outputs to compute gradient
- In MRG module:
- Replaced method ``multinomial_wo_replacement()`` with new method ``choice()``
...
...
@@ -74,7 +68,7 @@ Interface changes:
- ``round()`` default to the same as NumPy: half_to_even
Convolution updates:
- Support of full and half modes for 2D and 3D convolutions
- Support of full and half modes for 2D and 3D convolutions
including in ``conv3d2d``
- Allowed pooling of empty batch
- Implement ``conv2d_transpose`` convenience function
- Multi-cores convolution and pooling on CPU
...
...
@@ -95,7 +89,6 @@ GPU:
- Implemented ``GpuAdvancedSubtensor``
New features:
- Added scalar and elemwise ops for modified Bessel function of order 0 and 1 from scipy.special
- ``OpFromGraph`` now allows gradient overriding for every input
- Added Abstract Ops for batch normalization that use cuDNN when available and pure Theano CPU/GPU alternatives otherwise
- Added gradient of solve, tensorinv (CPU), tensorsolve (CPU), searchsorted (CPU), DownsampleFactorMaxGradGrad (CPU)
...
...
@@ -105,7 +98,6 @@ New features:
- Indexing support ellipsis: ``a[..., 3]```, ``a[1,...,3]``
- Added ``theano.tensor.{tensor5,dtensor5, ...}``
- compiledir_format support device
- Extended Theano flag ``dnn.enabled`` with new option ``no_check`` to help speed up cuDNN importation
- Added New Theano flag ``conv.assert_shape`` to check user-provided shapes at runtime (for debugging)
- Added new Theano flag ``cmodule.age_thresh_use``
- Added new Theano flag ``cuda.enabled``
...
...
@@ -133,20 +125,6 @@ Other more detailed changes:
- Added the keepdims parameter to the norm function
- Make scan gradient more deterministic
Commiters since 0.9.0rc4:
- Frederic Bastien
- Zhouhan LIN
- Tegan Maharaj
- Arnaud Bergeron
- Matt Graham
- Saizheng Zhang
- affanv14
- Chiheb Trabelsi
- Pascal Lamblin
- Cesar Laurent
- Reyhane Askari
- Aarni Koskela
Commiters since 0.8.0:
- Frederic Bastien
- Arnaud Bergeron
...
...
@@ -158,21 +136,19 @@ Commiters since 0.8.0:
- Benjamin Scellier
- khaotik
- Chiheb Trabelsi
- Cesar Laurent
- Chinnadhurai Sankar
- Cesar Laurent
- Reyhane Askari
- Mohammad Pezeshki
- Alexander Matyasko
- Alexandre de Brebisson
- Saizheng Zhang
- Mathieu Germain
- Nan Rosemary Ke
- Pierre Luc Carrier
- Olivier Mastropietro
- Thomas George
-
Zhouhan LIN
-
Saizheng Zhang
- Iulian Vlad Serban
- Matt Graham
- Francesco Visin
- Caglar
- Faruk Ahmed
...
...
@@ -180,25 +156,26 @@ Commiters since 0.8.0:
- Samira Shabanian
- Vincent Dumoulin
- Nicolas Ballas
- affanv14
- Jakub Sygnowski
- Jan Schlüter
- Samira Ebrahimi Kahou
- Mikhail Korobov
- Fei Wang
- Kv Manohar
- Tegan Maharaj
- Jesse Livezey
- Kelvin Xu
- Matt Graham
- Ruslana Makovetsky
- Sina Honari
- Bryn Keller
- Ciyong Chen
- Vitaliy Kurlin
- Zhouhan LIN
- Gokula Krishnan
- Kumar Krishna Agrawal
- Ozan Çağlayan
- Vincent Michalski
- affanv14
- Amjad Almahairi
- Ray Donnelly
- Tim Cooijmans
...
...
@@ -225,7 +202,6 @@ Commiters since 0.8.0:
- Xavier Bouthillier
- p
- texot
- Aarni Koskela
- Andrés Gottlieb
- Ben Poole
- Bhavishya Pohani
...
...
NEWS_DEV.txt
浏览文件 @
8d036e07
...
...
@@ -4,10 +4,10 @@
DRAFT Release Notes
===================
git log -p rel-0.
8
.0... |grep Merge|grep '#[0123456789]' |cut -f 8 -d ' ' | sed 's\#\* https://github.com/Theano/Theano/pull/\'
git log -p rel-0.
9
.0... |grep Merge|grep '#[0123456789]' |cut -f 8 -d ' ' | sed 's\#\* https://github.com/Theano/Theano/pull/\'
# Commit count per user
git shortlog -sn rel-0.
8
.0..
git shortlog -sn rel-0.
9
.0..
...
...
@@ -15,128 +15,43 @@ git shortlog -sn rel-0.8.0..
TODO: better Theano conv doc
# NB: Following notes
are related to final releas
e 0.9.0.
# NB: Following notes
contains infos sinc
e 0.9.0.
Highlights:
- Better Python 3.5 support
- Better numpy 1.12 support
- Conda packages for Mac, Linux and Windows
- Support newer Mac and Windows versions
- More Windows integration:
- Theano scripts (``theano-cache`` and ``theano-nose``) now works on Windows
- Better support for Windows end-lines into C codes
- Support for space in paths on Windows
- Scan improvements:
- More scan optimizations, with faster compilation and gradient computation
- Support for checkpoint in scan (trade off between speed and memory usage, useful for long sequences)
- Fixed broadcast checking in scan
- Graphs improvements:
- More numerical stability by default for some graphs
- Better handling of corner cases for theano functions and graph optimizations
- More graph optimizations with faster toposort, compilation and execution
- smaller and more readable graph
- Less C code compilation
- Added support for bool dtype
- Updated and more complete documentation
- Bug fixes related to merge optimizer and shape inference
- Speed up graph toposort algorithm
- Speed up Theano scan compilation and gradient computation
- Added meaningful message when missing inputs to scan
- Bug fixes related to Debug mode
- Lot of other bug fixes, crashes fixes and warning improvements
- New GPU back-end:
- Removed warp-synchronous programming to get good results with newer CUDA drivers
- More pooling support on GPU when cuDNN isn't available
- Full support of ignore_border option for pooling
- Inplace storage for shared variables
- float16 storage
- Using PCI bus ID of graphic cards for a better mapping between theano device number and nvidia-smi number
- Added useful stats for GPU in profile mode
- Added documentation for GPU float16 ops
- Fixed offset error in GpuIncSubtensor
Interface changes:
- Merged duplicated diagonal functions into two ops: ExtractDiag (extract a diagonal to a vector),
and AllocDiag (set a vector as a diagonal of an empty array)
- Merged CumsumOp/CumprodOp into CumOp
- Changed grad() method to L_op in many ops that need the outputs to compute gradient
- In MRG module:
- Replaced method ``multinomial_wo_replacement()`` with new method ``choice()``
- Random generator now tries to infer the broadcast pattern of its output
- New pooling interface
- Pooling parameters can change at run time
- Moved softsign out of sandbox to theano.tensor.nnet.softsign
- Using floatX dtype when converting empty list/tuple
- Roll make the shift be modulo the size of the axis we roll on
- round() default to the same as NumPy: half_to_even
- Changed ``grad()`` method to ``L_op`` in ops that need the outputs to compute gradient
- Merged duplicated diagonal functions into two ops: ``ExtractDiag`` (extract a diagonal to a vector),
and ``AllocDiag`` (set a vector as a diagonal of an empty array)
Convolution updates:
- Allowed pooling of empty batch
- Implement ``conv2d_transpose`` convenience function
- Multi-cores convolution and pooling on CPU
- New abstract 3d convolution interface similar to the 2d convolution interface
- Dilated convolution
- Extended Theano flag ``dnn.enabled`` with new option ``no_check`` to help speed up cuDNN importation
GPU:
- cuDNN: support versoin 5.1 and wrap batch normalization (2d and 3d) and RNN functions
- Multiple-GPU, synchrone update (via platoon, use NCCL)
- Gemv(matrix-vector product) speed up for special shape
- cublas gemv workaround when we reduce on an axis with a dimensions size of 0
- Warn user that some cuDNN algorithms may produce unexpected results in certain environments
for convolution backward filter operations
- GPUMultinomialFromUniform op now supports multiple dtypes
- Support for MaxAndArgMax for some axis combination
- Support for solve (using cusolver), erfinv and erfcinv
- Implemented GpuAdvancedSubtensor
- ...
New features:
- Added scalar and elemwise ops for modified Bessel function of order 0 and 1 from scipy.special
- OpFromGraph now allows gradient overriding for every input
- Added Abstract Ops for batch normalization that use cuDNN when available and pure Theano CPU/GPU alternatives otherwise
- Added gradient of solve, tensorinv (CPU), tensorsolve (CPU), searchsorted (CPU), DownsampleFactorMaxGradGrad (CPU)
- Added Multinomial Without Replacement
- conv3d2d support full and half mode (REMOVE?)
- Allowed partial evaluation of compiled function
- More Rop support
- Indexing support ellipsis: a[..., 3], a[1,...,3]
- Added theano.tensor.{tensor5,dtensor5, ...}
- compiledir_format support device
- Extended Theano flag dnn.enabled with new option ``no_check`` to help speed up cuDNN importation
- Added New Theano flag conv.assert_shape to check user-provided shapes at runtime (for debugging)
- Added new Theano flag cuda.enabled
- Added new Theano flag print_global_stats to print some global statistics (time spent) at the end
- Added new Theano flag cmodule.age_thresh_use
- Added new Theano flag nvcc.cudafe to enable faster compilation and import with old CUDA back-end
- Added new Theano flag profiling.ignore_first_call, useful to profile the new gpu back-end
- remove ProfileMode (use Theano flag ``profile=True`` instead)
- Added scalar and elemwise ops for modified Bessel function of order 0 and 1 from ``scipy.special``
Others:
- Split op now has C code for CPU and GPU
- ``theano-cache list`` now includes compilation times
- Speed up argmax only on GPU (without also needing the max)
- More stack trace in error messages
- Speed up cholesky grad
- ``log(sum(exp(...)))`` now get stability optimized
- ...
Other more detailed changes:
- Added Jenkins (gpu tests run on pull requests in addition to daily buildbot)
- Removed old benchmark directory and other old files not used anymore
- Use of 64-bit indexing in sparse ops to allow matrix with more then 2\ :sup:`31`\ -1 elements
- Allowed more then one output to be an destructive inplace
- More support of negative axis
- Added the keepdims parameter to the norm function
- Make scan gradient more deterministic
- Removed useless warning when profile is manually disabled
- Added tests for abstract conv
...
...
@@ -156,561 +71,6 @@ ALL THE PR BELLOW HAVE BEEN CHECKED
* https://github.com/Theano/Theano/pull/5615
* https://github.com/Theano/Theano/pull/5672
* https://github.com/Theano/Theano/pull/5524
* https://github.com/Theano/Theano/pull/5693
* https://github.com/Theano/Theano/pull/5702
* https://github.com/Theano/Theano/pull/5697
* https://github.com/Theano/Theano/pull/5684
* https://github.com/Theano/Theano/pull/5673
* https://github.com/Theano/Theano/pull/5680
* https://github.com/Theano/Theano/pull/5678
* https://github.com/Theano/Theano/pull/5675
* https://github.com/Theano/Theano/pull/5666
* https://github.com/Theano/Theano/pull/5643
* https://github.com/Theano/Theano/pull/5631
* https://github.com/Theano/Theano/pull/5651
* https://github.com/Theano/Theano/pull/5652
* https://github.com/Theano/Theano/pull/5646
* https://github.com/Theano/Theano/pull/5634
* https://github.com/Theano/Theano/pull/5650
* https://github.com/Theano/Theano/pull/5636
* https://github.com/Theano/Theano/pull/5635
* https://github.com/Theano/Theano/pull/5632
* https://github.com/Theano/Theano/pull/5626
* https://github.com/Theano/Theano/pull/5625
* https://github.com/Theano/Theano/pull/5616
* https://github.com/Theano/Theano/pull/5619
* https://github.com/Theano/Theano/pull/5614
* https://github.com/Theano/Theano/pull/5605
* https://github.com/Theano/Theano/pull/5599
* https://github.com/Theano/Theano/pull/5609
* https://github.com/Theano/Theano/pull/5597
* https://github.com/Theano/Theano/pull/5596
* https://github.com/Theano/Theano/pull/5550
* https://github.com/Theano/Theano/pull/5595
* https://github.com/Theano/Theano/pull/5537
* https://github.com/Theano/Theano/pull/5593
* https://github.com/Theano/Theano/pull/5576
* https://github.com/Theano/Theano/pull/5577
* https://github.com/Theano/Theano/pull/5587
* https://github.com/Theano/Theano/pull/5559
* https://github.com/Theano/Theano/pull/5568
* https://github.com/Theano/Theano/pull/5553
* https://github.com/Theano/Theano/pull/5561
* https://github.com/Theano/Theano/pull/5558
* https://github.com/Theano/Theano/pull/5544
* https://github.com/Theano/Theano/pull/5552
* https://github.com/Theano/Theano/pull/5547
* https://github.com/Theano/Theano/pull/5542
* https://github.com/Theano/Theano/pull/5451
* https://github.com/Theano/Theano/pull/5520
* https://github.com/Theano/Theano/pull/5539
* https://github.com/Theano/Theano/pull/5532
* https://github.com/Theano/Theano/pull/5457
* https://github.com/Theano/Theano/pull/5477
* https://github.com/Theano/Theano/pull/5499
* https://github.com/Theano/Theano/pull/5518
* https://github.com/Theano/Theano/pull/5527
* https://github.com/Theano/Theano/pull/5522
* https://github.com/Theano/Theano/pull/5505
* https://github.com/Theano/Theano/pull/5523
* https://github.com/Theano/Theano/pull/5516
* https://github.com/Theano/Theano/pull/5511
* https://github.com/Theano/Theano/pull/5443
* https://github.com/Theano/Theano/pull/5255
* https://github.com/Theano/Theano/pull/5508
* https://github.com/Theano/Theano/pull/5479
* https://github.com/Theano/Theano/pull/5462
* https://github.com/Theano/Theano/pull/5490
* https://github.com/Theano/Theano/pull/5480
* https://github.com/Theano/Theano/pull/5497
* https://github.com/Theano/Theano/pull/5489
* https://github.com/Theano/Theano/pull/5474
* https://github.com/Theano/Theano/pull/5454
* https://github.com/Theano/Theano/pull/5469
* https://github.com/Theano/Theano/pull/5458
* https://github.com/Theano/Theano/pull/5481
* https://github.com/Theano/Theano/pull/5190
* https://github.com/Theano/Theano/pull/5473
* https://github.com/Theano/Theano/pull/5456
* https://github.com/Theano/Theano/pull/5398
* https://github.com/Theano/Theano/pull/5468
* https://github.com/Theano/Theano/pull/5459
* https://github.com/Theano/Theano/pull/5452
* https://github.com/Theano/Theano/pull/5298
* https://github.com/Theano/Theano/pull/5442
* https://github.com/Theano/Theano/pull/5450
* https://github.com/Theano/Theano/pull/5435
* https://github.com/Theano/Theano/pull/5446
* https://github.com/Theano/Theano/pull/5447
* https://github.com/Theano/Theano/pull/5445
* https://github.com/Theano/Theano/pull/5323
* https://github.com/Theano/Theano/pull/5421
* https://github.com/Theano/Theano/pull/5343
* https://github.com/Theano/Theano/pull/5437
* https://github.com/Theano/Theano/pull/5441
* https://github.com/Theano/Theano/pull/4659
* https://github.com/Theano/Theano/pull/5419
* https://github.com/Theano/Theano/pull/5436
* https://github.com/Theano/Theano/pull/5427
* https://github.com/Theano/Theano/pull/5434
* https://github.com/Theano/Theano/pull/5428
* https://github.com/Theano/Theano/pull/5412
* https://github.com/Theano/Theano/pull/5417
* https://github.com/Theano/Theano/pull/5420
* https://github.com/Theano/Theano/pull/5422
* https://github.com/Theano/Theano/pull/5406
* https://github.com/Theano/Theano/pull/5403
* https://github.com/Theano/Theano/pull/5410
* https://github.com/Theano/Theano/pull/5415
* https://github.com/Theano/Theano/pull/5407
* https://github.com/Theano/Theano/pull/5321
* https://github.com/Theano/Theano/pull/5405
* https://github.com/Theano/Theano/pull/5400
* https://github.com/Theano/Theano/pull/5346
* https://github.com/Theano/Theano/pull/5380
* https://github.com/Theano/Theano/pull/5399
* https://github.com/Theano/Theano/pull/5182
* https://github.com/Theano/Theano/pull/5389
* https://github.com/Theano/Theano/pull/5351
* https://github.com/Theano/Theano/pull/5377
* https://github.com/Theano/Theano/pull/5385
* https://github.com/Theano/Theano/pull/5390
* https://github.com/Theano/Theano/pull/5387
* https://github.com/Theano/Theano/pull/5373
* https://github.com/Theano/Theano/pull/5357
* https://github.com/Theano/Theano/pull/5363
* https://github.com/Theano/Theano/pull/5320
* https://github.com/Theano/Theano/pull/5359
* https://github.com/Theano/Theano/pull/5362
* https://github.com/Theano/Theano/pull/5358
* https://github.com/Theano/Theano/pull/5350
* https://github.com/Theano/Theano/pull/5317
* https://github.com/Theano/Theano/pull/5356
* https://github.com/Theano/Theano/pull/5355
* https://github.com/Theano/Theano/pull/5353
* https://github.com/Theano/Theano/pull/5352
* https://github.com/Theano/Theano/pull/5349
* https://github.com/Theano/Theano/pull/5267
* https://github.com/Theano/Theano/pull/5342
* https://github.com/Theano/Theano/pull/5336
* https://github.com/Theano/Theano/pull/5335
* https://github.com/Theano/Theano/pull/5301
* https://github.com/Theano/Theano/pull/5332
* https://github.com/Theano/Theano/pull/5299
* https://github.com/Theano/Theano/pull/5331
* https://github.com/Theano/Theano/pull/5314
* https://github.com/Theano/Theano/pull/5276
* https://github.com/Theano/Theano/pull/5318
* https://github.com/Theano/Theano/pull/5315
* https://github.com/Theano/Theano/pull/5313
* https://github.com/Theano/Theano/pull/5311
* https://github.com/Theano/Theano/pull/5309
* https://github.com/Theano/Theano/pull/5306
* https://github.com/Theano/Theano/pull/5289
* https://github.com/Theano/Theano/pull/5307
* https://github.com/Theano/Theano/pull/5290
* https://github.com/Theano/Theano/pull/5303
* https://github.com/Theano/Theano/pull/5302
* https://github.com/Theano/Theano/pull/5300
* https://github.com/Theano/Theano/pull/5304
* https://github.com/Theano/Theano/pull/5271
* https://github.com/Theano/Theano/pull/5247
* https://github.com/Theano/Theano/pull/5288
* https://github.com/Theano/Theano/pull/5265
* https://github.com/Theano/Theano/pull/5223
* https://github.com/Theano/Theano/pull/5297
* https://github.com/Theano/Theano/pull/5293
* https://github.com/Theano/Theano/pull/5286
* https://github.com/Theano/Theano/pull/5287
* https://github.com/Theano/Theano/pull/5198
* https://github.com/Theano/Theano/pull/5282
* https://github.com/Theano/Theano/pull/5254
* https://github.com/Theano/Theano/pull/5281
* https://github.com/Theano/Theano/pull/5231
* https://github.com/Theano/Theano/pull/5239
* https://github.com/Theano/Theano/pull/5266
* https://github.com/Theano/Theano/pull/5277
* https://github.com/Theano/Theano/pull/5275
* https://github.com/Theano/Theano/pull/5153
* https://github.com/Theano/Theano/pull/5269
* https://github.com/Theano/Theano/pull/5270
* https://github.com/Theano/Theano/pull/5257
* https://github.com/Theano/Theano/pull/5245
* https://github.com/Theano/Theano/pull/5244
* https://github.com/Theano/Theano/pull/5241
* https://github.com/Theano/Theano/pull/5251
* https://github.com/Theano/Theano/pull/5250
* https://github.com/Theano/Theano/pull/5234
* https://github.com/Theano/Theano/pull/5242
* https://github.com/Theano/Theano/pull/5210
* https://github.com/Theano/Theano/pull/5240
* https://github.com/Theano/Theano/pull/5229
* https://github.com/Theano/Theano/pull/5237
* https://github.com/Theano/Theano/pull/5226
* https://github.com/Theano/Theano/pull/5212
* https://github.com/Theano/Theano/pull/4749
* https://github.com/Theano/Theano/pull/5235
* https://github.com/Theano/Theano/pull/5214
* https://github.com/Theano/Theano/pull/5232
* https://github.com/Theano/Theano/pull/5211
* https://github.com/Theano/Theano/pull/5205
* https://github.com/Theano/Theano/pull/5168
* https://github.com/Theano/Theano/pull/5208
* https://github.com/Theano/Theano/pull/5199
* https://github.com/Theano/Theano/pull/5174
* https://github.com/Theano/Theano/pull/5196
* https://github.com/Theano/Theano/pull/5185
* https://github.com/Theano/Theano/pull/5194
* https://github.com/Theano/Theano/pull/5155
* https://github.com/Theano/Theano/pull/5193
* https://github.com/Theano/Theano/pull/5152
* https://github.com/Theano/Theano/pull/5175
* https://github.com/Theano/Theano/pull/4355
* https://github.com/Theano/Theano/pull/5179
* https://github.com/Theano/Theano/pull/5181
* https://github.com/Theano/Theano/pull/5132
* https://github.com/Theano/Theano/pull/5178
* https://github.com/Theano/Theano/pull/5077
* https://github.com/Theano/Theano/pull/5159
* https://github.com/Theano/Theano/pull/5173
* https://github.com/Theano/Theano/pull/5172
* https://github.com/Theano/Theano/pull/5164
* https://github.com/Theano/Theano/pull/5163
* https://github.com/Theano/Theano/pull/5165
* https://github.com/Theano/Theano/pull/5166
* https://github.com/Theano/Theano/pull/5097
* https://github.com/Theano/Theano/pull/5142
* https://github.com/Theano/Theano/pull/5133
* https://github.com/Theano/Theano/pull/5076
* https://github.com/Theano/Theano/pull/5091
* https://github.com/Theano/Theano/pull/5160
* https://github.com/Theano/Theano/pull/5144
* https://github.com/Theano/Theano/pull/5146
* https://github.com/Theano/Theano/pull/5119
* https://github.com/Theano/Theano/pull/5134
* https://github.com/Theano/Theano/pull/5098
* https://github.com/Theano/Theano/pull/4736
* https://github.com/Theano/Theano/pull/5126
* https://github.com/Theano/Theano/pull/5122
* https://github.com/Theano/Theano/pull/5086
* https://github.com/Theano/Theano/pull/4996
* https://github.com/Theano/Theano/pull/5108
* https://github.com/Theano/Theano/pull/5105
* https://github.com/Theano/Theano/pull/4915
* https://github.com/Theano/Theano/pull/5103
* https://github.com/Theano/Theano/pull/5096
* https://github.com/Theano/Theano/pull/5069
* https://github.com/Theano/Theano/pull/5083
* https://github.com/Theano/Theano/pull/5073
* https://github.com/Theano/Theano/pull/5082
* https://github.com/Theano/Theano/pull/5093
* https://github.com/Theano/Theano/pull/5084
* https://github.com/Theano/Theano/pull/5089
* https://github.com/Theano/Theano/pull/5090
* https://github.com/Theano/Theano/pull/4948
* https://github.com/Theano/Theano/pull/5087
* https://github.com/Theano/Theano/pull/4884
* https://github.com/Theano/Theano/pull/4862
* https://github.com/Theano/Theano/pull/5070
* https://github.com/Theano/Theano/pull/5054
* https://github.com/Theano/Theano/pull/5060
* https://github.com/Theano/Theano/pull/5065
* https://github.com/Theano/Theano/pull/5049
* https://github.com/Theano/Theano/pull/5062
* https://github.com/Theano/Theano/pull/5061
* https://github.com/Theano/Theano/pull/5058
* https://github.com/Theano/Theano/pull/5057
* https://github.com/Theano/Theano/pull/4763
* https://github.com/Theano/Theano/pull/4961
* https://github.com/Theano/Theano/pull/5050
* https://github.com/Theano/Theano/pull/5045
* https://github.com/Theano/Theano/pull/4039
* https://github.com/Theano/Theano/pull/5028
* https://github.com/Theano/Theano/pull/4935
* https://github.com/Theano/Theano/pull/5033
* https://github.com/Theano/Theano/pull/5038
* https://github.com/Theano/Theano/pull/5032
* https://github.com/Theano/Theano/pull/5037
* https://github.com/Theano/Theano/pull/5031
* https://github.com/Theano/Theano/pull/5029
* https://github.com/Theano/Theano/pull/5010
* https://github.com/Theano/Theano/pull/5014
* https://github.com/Theano/Theano/pull/5025
* https://github.com/Theano/Theano/pull/5027
* https://github.com/Theano/Theano/pull/4992
* https://github.com/Theano/Theano/pull/5013
* https://github.com/Theano/Theano/pull/5015
* https://github.com/Theano/Theano/pull/5023
* https://github.com/Theano/Theano/pull/4850
* https://github.com/Theano/Theano/pull/5001
* https://github.com/Theano/Theano/pull/5002
* https://github.com/Theano/Theano/pull/4984
* https://github.com/Theano/Theano/pull/4997
* https://github.com/Theano/Theano/pull/4991
* https://github.com/Theano/Theano/pull/4995
* https://github.com/Theano/Theano/pull/4985
* https://github.com/Theano/Theano/pull/4972
* https://github.com/Theano/Theano/pull/4986
* https://github.com/Theano/Theano/pull/4976
* https://github.com/Theano/Theano/pull/4951
* https://github.com/Theano/Theano/pull/4983
* https://github.com/Theano/Theano/pull/4977
* https://github.com/Theano/Theano/pull/4968
* https://github.com/Theano/Theano/pull/4924
* https://github.com/Theano/Theano/pull/4971
* https://github.com/Theano/Theano/pull/4876
* https://github.com/Theano/Theano/pull/4967
* https://github.com/Theano/Theano/pull/4966
* https://github.com/Theano/Theano/pull/4964
* https://github.com/Theano/Theano/pull/4965
* https://github.com/Theano/Theano/pull/4932
* https://github.com/Theano/Theano/pull/4958
* https://github.com/Theano/Theano/pull/4953
* https://github.com/Theano/Theano/pull/4957
* https://github.com/Theano/Theano/pull/4956
* https://github.com/Theano/Theano/pull/4954
* https://github.com/Theano/Theano/pull/4949
* https://github.com/Theano/Theano/pull/4950
* https://github.com/Theano/Theano/pull/4937
* https://github.com/Theano/Theano/pull/4911
* https://github.com/Theano/Theano/pull/4947
* https://github.com/Theano/Theano/pull/4944
* https://github.com/Theano/Theano/pull/4925
* https://github.com/Theano/Theano/pull/4941
* https://github.com/Theano/Theano/pull/4934
* https://github.com/Theano/Theano/pull/4750
* https://github.com/Theano/Theano/pull/4756
* https://github.com/Theano/Theano/pull/4930
* https://github.com/Theano/Theano/pull/4923
* https://github.com/Theano/Theano/pull/4920
* https://github.com/Theano/Theano/pull/4529
* https://github.com/Theano/Theano/pull/4906
* https://github.com/Theano/Theano/pull/4913
* https://github.com/Theano/Theano/pull/4894
* https://github.com/Theano/Theano/pull/4898
* https://github.com/Theano/Theano/pull/4773
* https://github.com/Theano/Theano/pull/4886
* https://github.com/Theano/Theano/pull/4681
* https://github.com/Theano/Theano/pull/4888
* https://github.com/Theano/Theano/pull/4901
* https://github.com/Theano/Theano/pull/4814
* https://github.com/Theano/Theano/pull/4810
* https://github.com/Theano/Theano/pull/4893
* https://github.com/Theano/Theano/pull/4891
* https://github.com/Theano/Theano/pull/4772
* https://github.com/Theano/Theano/pull/4883
* https://github.com/Theano/Theano/pull/4874
* https://github.com/Theano/Theano/pull/4852
* https://github.com/Theano/Theano/pull/4881
* https://github.com/Theano/Theano/pull/4873
* https://github.com/Theano/Theano/pull/4871
* https://github.com/Theano/Theano/pull/4872
* https://github.com/Theano/Theano/pull/4870
* https://github.com/Theano/Theano/pull/4865
* https://github.com/Theano/Theano/pull/4843
* https://github.com/Theano/Theano/pull/4831
* https://github.com/Theano/Theano/pull/4867
* https://github.com/Theano/Theano/pull/4846
* https://github.com/Theano/Theano/pull/4866
* https://github.com/Theano/Theano/pull/4864
* https://github.com/Theano/Theano/pull/4861
* https://github.com/Theano/Theano/pull/4853
* https://github.com/Theano/Theano/pull/4856
* https://github.com/Theano/Theano/pull/4855
* https://github.com/Theano/Theano/pull/4848
* https://github.com/Theano/Theano/pull/4824
* https://github.com/Theano/Theano/pull/4835
* https://github.com/Theano/Theano/pull/4838
* https://github.com/Theano/Theano/pull/4841
* https://github.com/Theano/Theano/pull/4842
* https://github.com/Theano/Theano/pull/4826
* https://github.com/Theano/Theano/pull/4798
* https://github.com/Theano/Theano/pull/4830
* https://github.com/Theano/Theano/pull/4821
* https://github.com/Theano/Theano/pull/4808
* https://github.com/Theano/Theano/pull/4822
* https://github.com/Theano/Theano/pull/4820
* https://github.com/Theano/Theano/pull/4804
* https://github.com/Theano/Theano/pull/4815
* https://github.com/Theano/Theano/pull/4806
* https://github.com/Theano/Theano/pull/4802
* https://github.com/Theano/Theano/pull/4788
* https://github.com/Theano/Theano/pull/4799
* https://github.com/Theano/Theano/pull/4669
* https://github.com/Theano/Theano/pull/4768
* https://github.com/Theano/Theano/pull/4769
* https://github.com/Theano/Theano/pull/4771
* https://github.com/Theano/Theano/pull/4764
* https://github.com/Theano/Theano/pull/4757
* https://github.com/Theano/Theano/pull/4747
* https://github.com/Theano/Theano/pull/4743
* https://github.com/Theano/Theano/pull/4737
* https://github.com/Theano/Theano/pull/4733
* https://github.com/Theano/Theano/pull/4725
* https://github.com/Theano/Theano/pull/4726
* https://github.com/Theano/Theano/pull/4683
* https://github.com/Theano/Theano/pull/4570
* https://github.com/Theano/Theano/pull/4712
* https://github.com/Theano/Theano/pull/4716
* https://github.com/Theano/Theano/pull/4654
* https://github.com/Theano/Theano/pull/4694
* https://github.com/Theano/Theano/pull/4691
* https://github.com/Theano/Theano/pull/4696
* https://github.com/Theano/Theano/pull/4591
* https://github.com/Theano/Theano/pull/4701
* https://github.com/Theano/Theano/pull/4678
* https://github.com/Theano/Theano/pull/4587
* https://github.com/Theano/Theano/pull/4676
* https://github.com/Theano/Theano/pull/4674
* https://github.com/Theano/Theano/pull/4615
* https://github.com/Theano/Theano/pull/4582
* https://github.com/Theano/Theano/pull/4663
* https://github.com/Theano/Theano/pull/4584
* https://github.com/Theano/Theano/pull/4604
* https://github.com/Theano/Theano/pull/4661
* https://github.com/Theano/Theano/pull/4631
* https://github.com/Theano/Theano/pull/4628
* https://github.com/Theano/Theano/pull/4535
* https://github.com/Theano/Theano/pull/4642
* https://github.com/Theano/Theano/pull/4629
* https://github.com/Theano/Theano/pull/4632
* https://github.com/Theano/Theano/pull/4388
* https://github.com/Theano/Theano/pull/4634
* https://github.com/Theano/Theano/pull/4630
* https://github.com/Theano/Theano/pull/4619
* https://github.com/Theano/Theano/pull/4618
* https://github.com/Theano/Theano/pull/4621
* https://github.com/Theano/Theano/pull/4611
* https://github.com/Theano/Theano/pull/4607
* https://github.com/Theano/Theano/pull/4617
* https://github.com/Theano/Theano/pull/4376
* https://github.com/Theano/Theano/pull/4605
* https://github.com/Theano/Theano/pull/4613
* https://github.com/Theano/Theano/pull/4576
* https://github.com/Theano/Theano/pull/4614
* https://github.com/Theano/Theano/pull/4556
* https://github.com/Theano/Theano/pull/4128
* https://github.com/Theano/Theano/pull/4606
* https://github.com/Theano/Theano/pull/4608
* https://github.com/Theano/Theano/pull/4598
* https://github.com/Theano/Theano/pull/4404
* https://github.com/Theano/Theano/pull/4600
* https://github.com/Theano/Theano/pull/4153
* https://github.com/Theano/Theano/pull/4593
* https://github.com/Theano/Theano/pull/4440
* https://github.com/Theano/Theano/pull/4578
* https://github.com/Theano/Theano/pull/4577
* https://github.com/Theano/Theano/pull/4567
* https://github.com/Theano/Theano/pull/4148
* https://github.com/Theano/Theano/pull/4524
* https://github.com/Theano/Theano/pull/4261
* https://github.com/Theano/Theano/pull/4571
* https://github.com/Theano/Theano/pull/4566
* https://github.com/Theano/Theano/pull/4565
* https://github.com/Theano/Theano/pull/4500
* https://github.com/Theano/Theano/pull/4554
* https://github.com/Theano/Theano/pull/4544
* https://github.com/Theano/Theano/pull/4546
* https://github.com/Theano/Theano/pull/4542
* https://github.com/Theano/Theano/pull/4549
* https://github.com/Theano/Theano/pull/4541
* https://github.com/Theano/Theano/pull/4532
* https://github.com/Theano/Theano/pull/4540
* https://github.com/Theano/Theano/pull/4537
* https://github.com/Theano/Theano/pull/4525
* https://github.com/Theano/Theano/pull/4533
* https://github.com/Theano/Theano/pull/4530
* https://github.com/Theano/Theano/pull/4526
* https://github.com/Theano/Theano/pull/4522
* https://github.com/Theano/Theano/pull/4501
* https://github.com/Theano/Theano/pull/4512
* https://github.com/Theano/Theano/pull/4518
* https://github.com/Theano/Theano/pull/4468
* https://github.com/Theano/Theano/pull/4506
* https://github.com/Theano/Theano/pull/4515
* https://github.com/Theano/Theano/pull/4511
* https://github.com/Theano/Theano/pull/4505
* https://github.com/Theano/Theano/pull/4504
* https://github.com/Theano/Theano/pull/4503
* https://github.com/Theano/Theano/pull/4496
* https://github.com/Theano/Theano/pull/4498
* https://github.com/Theano/Theano/pull/4493
* https://github.com/Theano/Theano/pull/4463
* https://github.com/Theano/Theano/pull/4488
* https://github.com/Theano/Theano/pull/4454
* https://github.com/Theano/Theano/pull/4492
* https://github.com/Theano/Theano/pull/4489
* https://github.com/Theano/Theano/pull/4491
* https://github.com/Theano/Theano/pull/4478
* https://github.com/Theano/Theano/pull/4439
* https://github.com/Theano/Theano/pull/4484
* https://github.com/Theano/Theano/pull/4420
* https://github.com/Theano/Theano/pull/4464
* https://github.com/Theano/Theano/pull/4472
* https://github.com/Theano/Theano/pull/4467
* https://github.com/Theano/Theano/pull/4470
* https://github.com/Theano/Theano/pull/4475
* https://github.com/Theano/Theano/pull/4473
* https://github.com/Theano/Theano/pull/4244
* https://github.com/Theano/Theano/pull/4443
* https://github.com/Theano/Theano/pull/4450
* https://github.com/Theano/Theano/pull/4378
* https://github.com/Theano/Theano/pull/4422
* https://github.com/Theano/Theano/pull/4413
* https://github.com/Theano/Theano/pull/4418
* https://github.com/Theano/Theano/pull/4419
* https://github.com/Theano/Theano/pull/4383
* https://github.com/Theano/Theano/pull/4062
* https://github.com/Theano/Theano/pull/4410
* https://github.com/Theano/Theano/pull/4343
* https://github.com/Theano/Theano/pull/4415
* https://github.com/Theano/Theano/pull/4414
* https://github.com/Theano/Theano/pull/4401
* https://github.com/Theano/Theano/pull/4367
* https://github.com/Theano/Theano/pull/4406
* https://github.com/Theano/Theano/pull/4408
* https://github.com/Theano/Theano/pull/4407
* https://github.com/Theano/Theano/pull/4323
* https://github.com/Theano/Theano/pull/4371
* https://github.com/Theano/Theano/pull/4370
* https://github.com/Theano/Theano/pull/4279
* https://github.com/Theano/Theano/pull/4381
* https://github.com/Theano/Theano/pull/4263
* https://github.com/Theano/Theano/pull/4375
* https://github.com/Theano/Theano/pull/4374
* https://github.com/Theano/Theano/pull/4290
* https://github.com/Theano/Theano/pull/4373
* https://github.com/Theano/Theano/pull/4366
* https://github.com/Theano/Theano/pull/4362
* https://github.com/Theano/Theano/pull/4363
* https://github.com/Theano/Theano/pull/4344
* https://github.com/Theano/Theano/pull/4335
* https://github.com/Theano/Theano/pull/4330
* https://github.com/Theano/Theano/pull/4324
* https://github.com/Theano/Theano/pull/4340
* https://github.com/Theano/Theano/pull/4336
* https://github.com/Theano/Theano/pull/4327
* https://github.com/Theano/Theano/pull/4333
* https://github.com/Theano/Theano/pull/4301
* https://github.com/Theano/Theano/pull/4310
* https://github.com/Theano/Theano/pull/4309
* https://github.com/Theano/Theano/pull/4298
* https://github.com/Theano/Theano/pull/4256
* https://github.com/Theano/Theano/pull/4287
* https://github.com/Theano/Theano/pull/4288
* https://github.com/Theano/Theano/pull/4286
* https://github.com/Theano/Theano/pull/3983
* https://github.com/Theano/Theano/pull/4246
* https://github.com/Theano/Theano/pull/3758
* https://github.com/Theano/Theano/pull/4285
* https://github.com/Theano/Theano/pull/4278
* https://github.com/Theano/Theano/pull/4216
* https://github.com/Theano/Theano/pull/4273
* https://github.com/Theano/Theano/pull/4281
* https://github.com/Theano/Theano/pull/4245
* https://github.com/Theano/Theano/pull/4250
* https://github.com/Theano/Theano/pull/4235
* https://github.com/Theano/Theano/pull/4260
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