.. _NEWS_DEV:

===================
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/\'

# Commit count per user
git shortlog -sn rel-0.8.0..



# docker?

Highlight:

Computation and compilation speed up
Multi-cores convolution and pooling on CPU
More numerical stability by default for some graph.
New 3d convolution and pooling interface
CuDNN: 5.1, batch normalization, RNN
Dilated convolution
Multiple-GPU, synchrone update (via platoon, use NCCL)
Partial function evaluation
Add gradient of solve, tensorinv (CPU), tensorsolve (CPU) searchsorted (CPU)
Add Multinomial Without Replacement
Pooling parameters can change at run time
Jenkins (gpu tests run on PR in addition to daily buildbot)


Add DownsampleFactorMaxGradGrad.grad
Better Python 3.5 support
Mac, Windows new versions fixes
More Rop support
More stack trace in error message
Speed up cholesky grad
conv3d2d support full and half mode
indexing support ellipsis a[..., 3], a[1,...,3]

Details
Doc/error message fixes/updtes
GpuJoin support negative axis.
Move softsign out of sandbox to theano.tensor.nnet.softsign
norm(keepdims) param added
Add flag profiling.ignore_first_call
More op in the new back-end.
Crash fixes
More graph optimizations
tensor5, dtensor5...
compiledir_format support device
make scan grad more deterministic.
Add support for space in path
Roll make the shift be modulo the size of the axis we roll on



ALL THE PR BELLOW HAVE BEEN CHECKED

* 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

Theano Development version
==========================

NEWS.txt:

