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NEWS_DEV.txt
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.. _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?
TODO: better Theano conv doc
Highlights:
- Better integration of Theano+libgpuarray packages into conda distribution
- Better handling of Windows end-lines into C codes
- Better compatibility with NumPy 1.12
- Faster scan optimizations
- Fixed broadcast checking in scan
- Bug fixes related to merge optimizer and shape inference
- many other bug fixes and improvements
- Updated documentation
- Many computation and compilation speed up
- More numerical stability by default for some graph
- Jenkins (gpu tests run on PR in addition to daily buildbot)
- Better handling of corner cases for theano functions and graph optimizations
- More graph optimization (faster execution and smaller graph, so more readable)
- Less c code compilation
- Better Python 3.5 support
- Better numpy 1.12 support
- Support newer Mac and Windows version
- Conda packages for Mac, Linux and Windows
- Theano scripts now works on Windows
- scan with checkpoint (trade off between speed and memory usage, useful for long sequences)
- Added a bool dtype
- New GPU back-end:
- Value of a shared variable is now set inplace
- float16 storage
- better mapping between theano device number and nvidia-smi number, using the PCI bus ID of graphic cards
- More pooling support on GPU when cuDNN isn't there
- ignore_border=False is now implemented for pooling
Interface changes:
- In MRG, replaced method `multinomial_wo_replacement()` with new method `choice()`
- New pooling interface
- Pooling parameters can change at run time
- When converting empty list/tuple, now we use floatX dtype
- The MRG random generator now try to infer the broadcast pattern of its output
- Move softsign out of sandbox to theano.tensor.nnet.softsign
- Roll make the shift be modulo the size of the axis we roll on
- Merge CumsumOp/CumprodOp into CumOp
- round() default to the same as NumPy: half_to_even
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
GPU:
- GPUMultinomialFromUniform op now supports multiple dtypes
- cuDNN: support versoin 5.1 and wrap batch normalization (2d and 3d) and RNN functions
- Multiple-GPU, synchrone update (via platoon, use NCCL)
- GpuAdvancedSubtensor in new back-end
- Gemv(matrix-vector product) speed up for special shape
- Support for MaxAndArgMax for some axis combination
- Support for solve (using cusolver), erfinv and erfcinv
- 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
New features:
- 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 new Theano flag cuda.enabled
- Added new Theano flag print_global_stats to print some global statistics (time spent) at the end
- Add gradient of solve, tensorinv (CPU), tensorsolve (CPU) searchsorted (CPU)
- Add Multinomial Without Replacement
- conv3d2d support full and half mode (REMOVE?)
- Add DownsampleFactorMaxGradGrad.grad
- Allow 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
- Added new Theano flag cmodule.age_thresh_use
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)
- A few unfrequent bugfix
- More stack trace in error message
- Speed up cholesky grad
- log(sum(exp(...))) now get stability optimized
Other more detailed changes:
- Use of 64-bit indexing in sparse ops to allow matrix with more then 2\ :sup:`31`\ -1 elements.
- Allow more then one output to be an destructive inplace
- Add flag profiling.ignore_first_call, useful to profile the new gpu back-end
- Doc/error message fixes/updates
- More support of negative axis
- Added the keepdims parameter to the norm function
- Crash fixes
- Make scan gradient more deterministic
- Add support for space in path on Windows
- remove ProfileMode (use Theano flag profile=True instead)
ALL THE PR BELLOW HAVE BEEN CHECKED
* 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
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* 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
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* https://github.com/Theano/Theano/pull/4996
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* 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
Theano Development version
==========================
NEWS.txt: