semvec/pypi-packages huggingface dataset:
brainstorm 0.5
Fast, flexible and fun neural networks.
License: MIT

Documentation
-------------

The full documentation is at http://brainstorm.rtfd.org.



History
-------

0.5 (2015-12-01)
++++++++++++++++
Changed Behaviour
"""""""""""""""""
* examples now run on CPU by default
* added ``brainstorm.tools.shuffle_data`` and ``brainstorm.tools.split`` to help with data preparation
* ``SigmoidCE`` and ``SquaredDifference`` layers now outputs a loss for each dimension instead of summing over features.
* ``SquaredDifference`` layer does no longer scale by one half.
* Added a ``SquaredLoss`` layer that computes half the squared difference and
  has an interface that is compatible with the ``SigmoidCE`` and ``SigmoidCE`` layers.
* Output `probabilities` renamed to `predictions` in ``SigmoidCE`` and ``SigmoidCE`` layers.

New Features
""""""""""""
* added a `use_conv` option to ``brainstorm.tools.create_net_from_spec``
* added `criterion` option to ``brainstorm.hooks.EarlyStopper`` hook
* added ``brainstorm.tools.get_network_info`` function that returns information
  about the network as a string
* added ``brainstorm.tools.extract`` function that applies a network to some
  data and saves a set of requested buffers.
* ``brainstorm.layers.mask`` layer now supports masking individual features
* added ``brainstorm.hooks.StopAfterThresholdReached`` hook

Improvements
""""""""""""
* EarlyStopper now works for any timescale and interval
* Recurrent, Lstm, Clockwork, and ClockworkLstm layers now accept inputs of
  arbitrary shape by implicitly flattening them.
* several fixes to make building the docs easier
* some performance improvements of NumpyHandler operations ``binarize_t`` and ``index_m_by_v``
* sped up tests
* several improvements to installation scripts

Bugfixes
""""""""
* fixed `sqrt` operation for ``PyCudaHandler``. This should fix problems with BatchNormalization on GPU.
* fixed a bug for task_type='regression' in ``brainstorm.tools.get_in_out_layers``
  and ``brainstorm.tools.create_net_from_spec``
* removed defunct name argument from input layer
* fixed a crash when applying ``brainstorm.hooks.SaveBestNetwork`` to `rolling_training` loss
* various minor fixes of the ``brainstorm.hooks.BokehVisualizer``
* fixed a problem with ``sum_t`` operation in ``brainstorm.handlers.PyCudaHandler``
* fixed a blocksize problem in convolutional and pooling operations in ``brainstorm.handlers.PyCudaHandler``


0.5b0 (2015-10-25)
++++++++++++++++++
* First release on PyPI.
pytest-tblineinfo 0.4
tblineinfo is a py.test plugin that insert the node id in the final py.test report when --tb=line option is used
License: MIT

Introduction
============

**pytest-tblineinfo** is a *py.test* plugin that insert the node id in
the final py.test report when ``--tb=line`` option is used.

Rationale
---------

By default in the ``--tb=line`` mode, py.test only report the python
file and line where the assertion occurs. When the exception occurs in
an helper or plugin function, it is not easy to relate the error with a
test.

This plugin is intended to resolve this issue.

Installation
============

::

    pip install pytest-tblineinfo

Usage
=====

Simply call py.test with ``--tb=line`` once the plugin is installed, and
the end report of *py.test* will prefix the errors with the test name.

Contributing
============

Sources are available either on bitbucket (mercurial repo) or github
(git repo):

-  https://github.com/matclab/pytest-tblineinfo
-  https://bitbucket.org/matclab/pytest-tblineinfo

Pull request are welcomed !
pyramid_pages 0.0.5
Tree pages for pyramid
License: MIT

|Build Status| |Coverage Status| |Stories in Ready| |PyPi|

pyramid_pages
=============

**pyramid_pages** provides a collections of pages to your Pyramid application.
This is very similar to **django.contrib.flatpages** but with a tree structure
and traversal algorithm in URL dispath.

See documentation http://pyramid-pages.readthedocs.org/en/master/

.. image:: https://raw.githubusercontent.com/ITCase/pyramid_pages/master/docs/_static/img/example.png
    :alt: pyramid_pages - example of website pages tree
    :width: 800px
    :align: center

Support and Development
=======================

To report bugs, use the `issue tracker <https://github.com/ITCase/pyramid_pages/issues>`_
or `waffle board <https://waffle.io/ITCase/pyramid_pages>`_.

We welcome any contribution: suggestions, ideas, commits with new futures, bug
fixes, refactoring, docs, tests, translations etc

If you have question, contact me sacrud@uralbash.ru or IRC channel #sacrud

License
=======

The project is licensed under the MIT license.

.. |Build Status| image:: https://travis-ci.org/ITCase/pyramid_pages.svg?branch=master
   :target: https://travis-ci.org/ITCase/pyramid_pages
.. |Coverage Status| image:: https://coveralls.io/repos/ITCase/pyramid_pages/badge.png
   :target: https://coveralls.io/r/ITCase/pyramid_pages
.. |Stories in Ready| image:: https://badge.waffle.io/itcase/pyramid_pages.png?label=in%20progress&title=In%20Progress
   :target: https://waffle.io/itcase/pyramid_pages
.. |PyPI| image:: http://img.shields.io/pypi/dm/pyramid_pages.svg
   :target: https://pypi.python.org/pypi/pyramid_pages/