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testgroup
pytensor
Commits
d395439a
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d395439a
authored
11月 16, 2017
作者:
Frédéric Bastien
提交者:
GitHub
11月 16, 2017
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差异文件
Merge pull request #6510 from notoraptor/prepare-release-1.0
Prepare final release 1.0.0
上级
e47f1c93
f41697a8
隐藏空白字符变更
内嵌
并排
正在显示
6 个修改的文件
包含
268 行增加
和
160 行删除
+268
-160
HISTORY.txt
HISTORY.txt
+93
-3
NEWS.txt
NEWS.txt
+156
-8
NEWS_DEV.txt
NEWS_DEV.txt
+15
-147
index.txt
doc/index.txt
+2
-0
introduction.txt
doc/introduction.txt
+1
-1
version.py
theano/version.py
+1
-1
没有找到文件。
HISTORY.txt
浏览文件 @
d395439a
...
@@ -5,9 +5,99 @@
...
@@ -5,9 +5,99 @@
Old Release Notes
Old Release Notes
=================
=================
=============
Release Notes
Theano 1.0.0rc1 (30th of October, 2017)
=============
=======================================
This release contains new features, improvements and bug fixes to prepare the upcoming release.
We recommend that every developer updates to this version.
Highlights:
- Make sure MKL uses GNU OpenMP
- **NB**: Matrix dot product (``gemm``) with ``mkl`` from conda
could return wrong results in some cases. We have reported the problem upstream
and we have a work around that raises an error with information about how to fix it.
- Optimized ``SUM(x^2)``, ``SUM(ABS(X))`` and ``MAX(ABS(X))`` operations with cuDNN reductions
- Added Python scripts to help test cuDNN convolutions
- Fixed invalid casts and index overflows in ``theano.tensor.signal.pool``
A total of 71 people contributed to this release since 0.9.0, see list below.
Commiters since 0.9.0:
- Frederic Bastien
- Steven Bocco
- João Victor Tozatti Risso
- Arnaud Bergeron
- Mohammed Affan
- amrithasuresh
- Pascal Lamblin
- Reyhane Askari
- Alexander Matyasko
- Shawn Tan
- Simon Lefrancois
- Adam Becker
- Vikram
- Gijs van Tulder
- Faruk Ahmed
- Thomas George
- erakra
- Andrei Costinescu
- Boris Fomitchev
- Zhouhan LIN
- Aleksandar Botev
- jhelie
- xiaoqie
- Tegan Maharaj
- Matt Graham
- Cesar Laurent
- Gabe Schwartz
- Juan Camilo Gamboa Higuera
- Tim Cooijmans
- Anirudh Goyal
- Saizheng Zhang
- Yikang Shen
- vipulraheja
- Florian Bordes
- Sina Honari
- Chiheb Trabelsi
- Shubh Vachher
- Daren Eiri
- Joseph Paul Cohen
- Laurent Dinh
- Mohamed Ishmael Diwan Belghazi
- Jeff Donahue
- Ramana Subramanyam
- Bogdan Budescu
- Dzmitry Bahdanau
- Ghislain Antony Vaillant
- Jan Schlüter
- Nan Jiang
- Xavier Bouthillier
- fo40225
- mrTsjolder
- wyjw
- Aarni Koskela
- Adam Geitgey
- Adrian Keet
- Adrian Seyboldt
- Anmol Sahoo
- Chong Wu
- Holger Kohr
- Jayanth Koushik
- Lilian Besson
- Lv Tao
- Michael Manukyan
- Murugesh Marvel
- NALEPA
- Rebecca N. Palmer
- Zotov Yuriy
- dareneiri
- lrast
- morrme
- naitonium
Theano 0.10.0beta4 (16th of October, 2017)
Theano 0.10.0beta4 (16th of October, 2017)
...
...
NEWS.txt
浏览文件 @
d395439a
...
@@ -3,26 +3,174 @@ Release Notes
...
@@ -3,26 +3,174 @@ Release Notes
=============
=============
Theano 1.0.0
rc1 (30th of Octo
ber, 2017)
Theano 1.0.0
(15th of Novem
ber, 2017)
=====================================
==
=====================================
This release contains new features, improvements and bug fixes to prepare the upcoming release.
This is a final release of Theano, version ``1.0.0``, with a lot of
new features, interface changes, improvements and bug fixes.
We recommend that every
developer updates
to this version.
We recommend that every
body update
to this version.
Highlights:
Highlights (since 0.9.0):
- Announcing that `MILA will stop developing Theano <https://groups.google.com/d/msg/theano-users/7Poq8BZutbY/rNCIfvAEAwAJ>`_
- conda packages now available and updated in our own conda channel ``mila-udem``
To install it: ``conda install -c mila-udem theano pygpu``
- Support NumPy ``1.13``
- Support pygpu ``0.7``
- Moved Python ``3.*`` minimum supported version from ``3.3`` to ``3.4``
- Added conda recipe
- Replaced deprecated package ``nose-parameterized`` with up-to-date package ``parameterized`` for Theano requirements
- Theano now internally uses ``sha256`` instead of ``md5`` to work on systems that forbid ``md5`` for security reason
- Removed old GPU backend ``theano.sandbox.cuda``. New backend ``theano.gpuarray`` is now the official GPU backend
- Make sure MKL uses GNU OpenMP
- Make sure MKL uses GNU OpenMP
- **NB**: Matrix dot product (``gemm``) with ``mkl`` from conda
- **NB**: Matrix dot product (``gemm``) with ``mkl`` from conda
could return wrong results in some cases. We have reported the problem upstream
could return wrong results in some cases. We have reported the problem upstream
and we have a work around that raises an error with information about how to fix it.
and we have a work around that raises an error with information about how to fix it.
- Optimized ``SUM(x^2)``, ``SUM(ABS(X))`` and ``MAX(ABS(X))`` operations with cuDNN reductions
- Improved elemwise operations
- Added Python scripts to help test cuDNN convolutions
- Fixed invalid casts and index overflows in ``theano.tensor.signal.pool``
- Speed-up elemwise ops based on SciPy
- Fixed memory leaks related to elemwise ops on GPU
- Scan improvements
- Speed up Theano scan compilation and gradient computation
- Added meaningful message when missing inputs to scan
- Speed up graph toposort algorithm
- Faster C compilation by massively using a new interface for op params
- Faster optimization step, with new optional destroy handler
- Documentation updated and more complete
- Added documentation for RNNBlock
- Updated ``conv`` documentation
- Support more debuggers for ``PdbBreakpoint``
- Many bug fixes, crash fixes and warning improvements
A total of 71 people contributed to this release since 0.9.0, see list below.
A total of 71 people contributed to this release since 0.9.0, 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)
- Removed op ``ExtractDiag`` from ``theano.tensor.nlinalg``, now only in ``theano.tensor.basic``
- Generalized ``AllocDiag`` for any non-scalar input
- Added new parameter ``target`` for MRG functions
- Renamed ``MultinomialWOReplacementFromUniform`` to ``ChoiceFromUniform``
- Changed ``grad()`` method to ``L_op()`` in ops that need the outputs to compute gradient
- Removed or deprecated Theano flags:
- ``cublas.lib``
- ``cuda.enabled``
- ``enable_initial_driver_test``
- ``gpuarray.sync``
- ``home``
- ``lib.cnmem``
- ``nvcc.*`` flags
- ``pycuda.init``
Convolution updates:
- Implemented separable convolutions for 2D and 3D
- Implemented grouped convolutions for 2D and 3D
- Added dilated causal convolutions for 2D
- Added unshared convolutions
- Implemented fractional bilinear upsampling
- Removed old ``conv3d`` interface
- Deprecated old ``conv2d`` interface
GPU:
- Added a meta-optimizer to select the fastest GPU implementations for convolutions
- Prevent GPU initialization when not required
- Added disk caching option for kernels
- Added method ``my_theano_function.sync_shared()`` to help synchronize GPU Theano functions
- Added useful stats for GPU in profile mode
- Added Cholesky op based on ``cusolver`` backend
- Added GPU ops based on `magma library <http://icl.cs.utk.edu/magma/software/>`_:
SVD, matrix inverse, QR, cholesky and eigh
- Added ``GpuCublasTriangularSolve``
- Added atomic addition and exchange for ``long long`` values in ``GpuAdvancedIncSubtensor1_dev20``
- Support log gamma function for all non-complex types
- Support GPU SoftMax in both OpenCL and CUDA
- Support offset parameter ``k`` for ``GpuEye``
- ``CrossentropyCategorical1Hot`` and its gradient are now lifted to GPU
- cuDNN:
- Official support for ``v6.*`` and ``v7.*``
- Added spatial transformation operation based on cuDNN
- Updated and improved caching system for runtime-chosen cuDNN convolution algorithms
- Support cuDNN v7 tensor core operations for convolutions with runtime timed algorithms
- Better support and loading on Windows and Mac
- Support cuDNN v6 dilated convolutions
- Support cuDNN v6 reductions for contiguous inputs
- Optimized ``SUM(x^2)``, ``SUM(ABS(X))`` and ``MAX(ABS(X))`` operations with cuDNN reductions
- Added new Theano flags ``cuda.include_path``, ``dnn.base_path`` and ``dnn.bin_path``
to help configure Theano when CUDA and cuDNN can not be found automatically
- Extended Theano flag ``dnn.enabled`` with new option ``no_check`` to help speed up cuDNN importation
- Disallowed ``float16`` precision for convolution gradients
- Fixed memory alignment detection
- Added profiling in C debug mode (with theano flag ``cmodule.debug=True``)
- Added Python scripts to help test cuDNN convolutions
- Automatic addition of cuDNN DLL path to ``PATH`` environment variable on Windows
- Updated ``float16`` support
- Added documentation for GPU float16 ops
- Support ``float16`` for ``GpuGemmBatch``
- Started to use ``float32`` precision for computations that don't support ``float16`` on GPU
New features:
- Implemented truncated normal distribution with box-muller transform
- Added ``L_op()`` overriding option for ``OpFromGraph``
- Added NumPy C-API based fallback implementation for ``[sd]gemv_`` and ``[sd]dot_``
- Implemented ``topk`` and ``argtopk`` on CPU and GPU
- Implemented ``max()`` and ``min()`` functions for booleans and unsigned integers types
- Added ``tensor6()`` and ``tensor7()`` in ``theano.tensor`` module
- Added boolean indexing for sub-tensors
- Added covariance matrix function ``theano.tensor.cov``
- Added a wrapper for `Baidu's CTC <https://github.com/baidu-research/warp-ctc>`_ cost and gradient functions
- Added scalar and elemwise CPU ops for modified Bessel function of order 0 and 1 from ``scipy.special``
- Added Scaled Exponential Linear Unit (SELU) activation
- Added sigmoid_binary_crossentropy function
- Added tri-gamma function
- Added ``unravel_index`` and ``ravel_multi_index`` functions on CPU
- Added modes ``half`` and ``full`` for ``Images2Neibs`` ops
- Implemented gradient for ``AbstractBatchNormTrainGrad``
- Implemented gradient for matrix pseudoinverse op
- Added new prop `replace` for ``ChoiceFromUniform`` op
- Added new prop ``on_error`` for CPU ``Cholesky`` op
- Added new Theano flag ``deterministic`` to help control how Theano optimize certain ops that have deterministic versions.
Currently used for subtensor Ops only.
- Added new Theano flag ``cycle_detection`` to speed-up optimization step by reducing time spending in inplace optimizations
- Added new Theano flag ``check_stack_trace`` to help check the stack trace during optimization process
- Added new Theano flag ``cmodule.debug`` to allow a debug mode for Theano C code. Currently used for cuDNN convolutions only.
- Added new Theano flag ``pickle_test_value`` to help disable pickling test values
Others:
- Kept stack trace for optimizations in new GPU backend
- Added deprecation warning for the softmax and logsoftmax vector case
- Added a warning to announce that C++ compiler will become mandatory in next Theano release ``0.11``
- Added ``R_op()`` for ``ZeroGrad``
- Added description for rnnblock
Other more detailed changes:
- Fixed invalid casts and index overflows in ``theano.tensor.signal.pool``
- Fixed gradient error for elemwise ``minimum`` and ``maximum`` when compared values are the same
- Fixed gradient for ``ARange``
- Removed ``ViewOp`` subclass during optimization
- Removed useless warning when profile is manually disabled
- Added tests for abstract conv
- Added options for `disconnected_outputs` to Rop
- Removed ``theano/compat/six.py``
- Removed ``COp.get_op_params()``
- Support of list of strings for ``Op.c_support_code()``, to help not duplicate support codes
- Macro names provided for array properties are now standardized in both CPU and GPU C codes
- Moved all C code files into separate folder ``c_code`` in every Theano module
- Many improvements for Travis CI tests (with better splitting for faster testing)
- Many improvements for Jenkins CI tests: daily testings on Mac and Windows in addition to Linux
Commiters since 0.9.0:
Commiters since 0.9.0:
- Frederic Bastien
- Frederic Bastien
- Steven Bocco
- Steven Bocco
...
...
NEWS_DEV.txt
浏览文件 @
d395439a
...
@@ -4,11 +4,10 @@
...
@@ -4,11 +4,10 @@
DRAFT Release Notes
DRAFT Release Notes
===================
===================
git log -p rel-0.9.0... |grep Merge|grep '#[0123456789]' |cut -f 8 -d ' ' | sed 's\#\* https://github.com/Theano/Theano/pull/\'
git log -p rel-1.0.0... |grep Merge|grep '#[0123456789]' |cut -f 8 -d ' ' | sed 's\#\* https://github.com/Theano/Theano/pull/\'
git log -p rel-0.10.0beta4... |grep Merge|grep '#[0123456789]' |cut -f 8 -d ' ' | sed 's\#\* https://github.com/Theano/Theano/pull/\'
# Commit count per user
# Commit count per user
git shortlog -sn rel-
0.9
.0..
git shortlog -sn rel-
1.0
.0..
...
@@ -19,164 +18,33 @@ TODO: better Theano conv doc
...
@@ -19,164 +18,33 @@ TODO: better Theano conv doc
# NB: Following notes contains infos since 0.9.0.
# NB: Following notes contains infos since 0.9.0.
Highlights:
Highlights:
- Announcing that `MILA will stop developing Theano <https://groups.google.com/d/msg/theano-users/7Poq8BZutbY/rNCIfvAEAwAJ>`_
- ...
- conda packages now available and updated in our own conda channel ``mila-udem``.
To install it: ``conda install -c mila-udem -c mila-udem/label/pre theano pygpu``
- Support NumPy ``1.13``
- Support pygpu ``0.7``
- Added conda recipe
- Moved Python 3.* minimum supported version from 3.3 to 3.4
- Replaced deprecated package ``nose-parameterized`` with up-to-date package ``parameterized`` for Theano requirements
- Theano now internally uses ``sha256`` instead of ``md5`` to work on systems that forbide ``md5`` for security reason
- Removed old GPU backend ``theano.sandbox.cuda``. New backend ``theano.gpuarray`` is now the official GPU backend
- Support more debuggers for ``PdbBreakpoint``
- Make sure MKL uses GNU OpenMP
- **NB**: Matrix dot product (``gemm``) with numpy ``1.13`` and ``mkl`` from conda
could return wrong results in some cases. We have reported the problem upstream
and we have a work around that raises an error with information about how to fix it.
- Improved elemwise operations
- Speed-up elemwise ops based on SciPy
- Fixed memory leak related to elemwise ops on GPU
- Scan improvements
- Speed up Theano scan compilation and gradient computation
- Added meaningful message when missing inputs to scan
- Speed up graph toposort algorithm
- Faster C compilation by massively using a new interface for op params
- Faster optimization step, with new optional destroy handler
- Documentation updated and more complete
- Added documentation for RNNBlock
- Many bug fixes, crash fixes and warning improvements
Interface changes:
Interface changes:
- Generalized ``AllocDiag`` for any non-scalar input
- ...
- Added new parameter ``target`` for MRG functions
- 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)
- Renamed ``MultinomialWOReplacementFromUniform`` to ``ChoiceFromUniform``
- Removed or deprecated Theano flags:
- ``cublas.lib``
- ``cuda.enabled``
- ``enable_initial_driver_test``
- ``gpuarray.sync``
- ``home``
- ``lib.cnmem``
- ``nvcc.*`` flags
- ``pycuda.init``
- Changed ``grad()`` method to ``L_op()`` in ops that need the outputs to compute gradient
- Removed op ``ExtractDiag`` from ``theano.tensor.nlinalg``, now only in ``theano.tensor.basic``
Convolution updates:
Convolution updates:
- Implemented fractional bilinear upsampling
- ...
- Removed old ``conv3d`` interface
- Deprecated old ``conv2d`` interface
- Updated ``conv`` documentation
- Extended Theano flag ``dnn.enabled`` with new option ``no_check`` to help speed up cuDNN importation
- Added unshared convolutions
- Implemented separable convolutions for 2D and 3D
- Implemented grouped convolutions for 2D and 3D
- Added dilated causal convolutions for 2D
- Automatic addition of cuDNN DLL path to ``PATH`` environment variable on Windows
GPU:
GPU:
- Added a meta-optimizer to select the fastest GPU implementations for convolutions
- ...
- Prevent GPU initialization when not required
- Added disk caching option for kernels
- Added method ``my_theano_function.sync_shared()`` to help synchronize GPU Theano functions
- Added useful stats for GPU in profile mode
- Added Cholesky op based on ``cusolver`` backend
- Added GPU ops based on `magma library <http://icl.cs.utk.edu/magma/software/>`_:
SVD, matrix inverse, QR, cholesky and eigh
- Added ``GpuCublasTriangularSolve``
- Added atomic addition and exchange for ``long long`` values in ``GpuAdvancedIncSubtensor1_dev20``
- Support log gamma function for all non-complex types
- Support GPU SoftMax in both OpenCL and CUDA
- Support offset parameter ``k`` for ``GpuEye``
- ``CrossentropyCategorical1Hot`` and its gradient are now lifted to GPU
- Better cuDNN support
- Official support for ``v6.*`` and ``v7.*``, support for ``v5.*`` will be removed in next release
- Added spatial transformation operation based on cuDNN
- Updated and improved caching system for runtime-chosen cuDNN convolution algorithms
- Support cuDNN v7 tensor core operations for convolutions with runtime timed algorithms
- Better support and loading on Windows and Mac
- Support cuDNN v6 dilated convolutions
- Support cuDNN v6 reductions for contiguous inputs
- Optimized ``SUM(x^2)``, ``SUM(ABS(X))`` and ``MAX(ABS(X))`` operations with cuDNN reductions
- Added new Theano flags ``cuda.include_path``, ``dnn.base_path`` and ``dnn.bin_path``
to help configure Theano when CUDA and cuDNN can not be found automatically.
- Disallowed ``float16`` precision for convolution gradients
- Fixed memory alignment detection
- Added profiling in C debug mode (with theano flag ``cmodule.debug=True``)
- Added Python scripts to help test cuDNN convolutions
- Updated ``float16`` support
- Added documentation for GPU float16 ops
- cuDNN support
- Support ``float16`` for ``GpuGemmBatch``
- ...
- Started to use ``float32`` precision for computations that don't support ``float16`` on GPU
New features:
New features:
- Implemented truncated normal distribution with box-muller transform
- ...
- Added ``L_op()`` overriding option for ``OpFromGraph``
- Added NumPy C-API based fallback implementation for ``[sd]gemv_`` and ``[sd]dot_``
- Implemented ``topk`` and ``argtopk`` on CPU and GPU
- Implemented ``max()`` and ``min()`` functions for booleans and unsigned integers types
- Added ``tensor6()`` and ``tensor7()`` in ``theano.tensor`` module
- Added boolean indexing for sub-tensors
- Added covariance matrix function ``theano.tensor.cov``
- Added a wrapper for `Baidu's CTC <https://github.com/baidu-research/warp-ctc>`_ cost and gradient functions
- Added scalar and elemwise CPU ops for modified Bessel function of order 0 and 1 from ``scipy.special``.
- Added Scaled Exponential Linear Unit (SELU) activation
- Added sigmoid_binary_crossentropy function
- Added tri-gamma function
- Added ``unravel_index`` and ``ravel_multi_index`` functions on CPU
- Added modes ``half`` and ``full`` for ``Images2Neibs`` ops
- Implemented gradient for ``AbstractBatchNormTrainGrad``
- Implemented gradient for matrix pseudoinverse op
- Added new prop `replace` for ``ChoiceFromUniform`` op
- Added new prop ``on_error`` for CPU ``Cholesky`` op
- Added new Theano flag ``deterministic`` to help control how Theano optimize certain ops that have deterministic versions.
Currently used for subtensor Ops only.
- Added new Theano flag ``cycle_detection`` to speed-up optimization step by reducing time spending in inplace optimizations
- Added new Theano flag ``check_stack_trace`` to help check the stack trace during optimization process
- Added new Theano flag ``cmodule.debug`` to allow a debug mode for Theano C code. Currently used for cuDNN convolutions only.
- Added new Theano flag ``pickle_test_value`` to help disable pickling test values
Others:
Others:
- Kept stack trace for optimizations in new GPU backend
- ...
- Added deprecation warning for the softmax and logsoftmax vector case
- Added a warning to announce that C++ compiler will become mandatory in next Theano release ``0.11``
- Added ``R_op()`` for ``ZeroGrad``
- Added decsription for rnnblock
Other more detailed changes:
Other more detailed changes:
- Fixed invalid casts and index overflows in ``theano.tensor.signal.pool``
- ...
- Fixed gradient error for elemwise ``minimum`` and ``maximum`` when compared values are the same
- Fixed gradient for ``ARange``
- Removed ``ViewOp`` subclass during optimization
- Removed useless warning when profile is manually disabled
- Added tests for abstract conv
- Added options for `disconnected_outputs` to Rop
- Removed ``theano/compat/six.py``
- Removed ``COp.get_op_params()``
- Support of list of strings for ``Op.c_support_code()``, to help not duplicate support codes
- Macro names provided for array properties are now standardized in both CPU and GPU C codes
- Moved all C code files into separate folder ``c_code`` in every Theano module
- Many improvements for Travis CI tests (with better splitting for faster testing)
- Many improvements for Jenkins CI tests: daily testings on Mac and Windows in addition to Linux
ALL THE PR BELLOW HAVE BEEN CHECKED
ALL THE PR BELLOW HAVE BEEN CHECKED FOR FINAL RELEASE 1.0.0 SINCE 0.9.0
* https://github.com/Theano/Theano/pull/6509
* https://github.com/Theano/Theano/pull/6508
* https://github.com/Theano/Theano/pull/6505
* https://github.com/Theano/Theano/pull/6496
* https://github.com/Theano/Theano/pull/6496
* https://github.com/Theano/Theano/pull/6495
* https://github.com/Theano/Theano/pull/6495
* https://github.com/Theano/Theano/pull/6492
* https://github.com/Theano/Theano/pull/6492
...
...
doc/index.txt
浏览文件 @
d395439a
...
@@ -21,6 +21,8 @@ learning/machine learning <https://mila.umontreal.ca/en/cours/>`_ classes).
...
@@ -21,6 +21,8 @@ learning/machine learning <https://mila.umontreal.ca/en/cours/>`_ classes).
News
News
====
====
* 2017/11/15: Release of Theano 1.0.0. Everybody is encouraged to update.
* 2017/10/30: Release of Theano 1.0.0rc1, new features and many bugfixes, final release to coming.
* 2017/10/30: Release of Theano 1.0.0rc1, new features and many bugfixes, final release to coming.
* 2017/10/16: Release of Theano 0.10.0beta4, new features and many bugfixes, release candidate to coming.
* 2017/10/16: Release of Theano 0.10.0beta4, new features and many bugfixes, release candidate to coming.
...
...
doc/introduction.txt
浏览文件 @
d395439a
...
@@ -165,7 +165,7 @@ Note: There is no short term plan to support multi-node computation.
...
@@ -165,7 +165,7 @@ Note: There is no short term plan to support multi-node computation.
Theano Vision State
Theano Vision State
===================
===================
Here is the state of that vision as of
October 30th, 2017 (after Theano 1.0.0rc1
):
Here is the state of that vision as of
November 15th, 2017 (after Theano 1.0.0
):
* `MILA will stop developing Theano. <https://groups.google.com/d/msg/theano-users/7Poq8BZutbY/rNCIfvAEAwAJ>`_
* `MILA will stop developing Theano. <https://groups.google.com/d/msg/theano-users/7Poq8BZutbY/rNCIfvAEAwAJ>`_
* We support tensors using the `numpy.ndarray` object and we support many operations on them.
* We support tensors using the `numpy.ndarray` object and we support many operations on them.
...
...
theano/version.py
浏览文件 @
d395439a
...
@@ -2,7 +2,7 @@ from __future__ import absolute_import, print_function, division
...
@@ -2,7 +2,7 @@ from __future__ import absolute_import, print_function, division
from
theano._version
import
get_versions
from
theano._version
import
get_versions
FALLBACK_VERSION
=
"1.0.0
rc1
+unknown"
FALLBACK_VERSION
=
"1.0.0+unknown"
info
=
get_versions
()
info
=
get_versions
()
if
info
[
'error'
]
is
not
None
:
if
info
[
'error'
]
is
not
None
:
...
...
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