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        "author": "The Swiss AI Lab IDSIA",
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            "Natural Language :: English",
            "Programming Language :: Python :: 2.7",
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        "description": "Documentation\n-------------\n\nThe full documentation is at http://brainstorm.rtfd.org.\n\n\n\nHistory\n-------\n\n0.5 (2015-12-01)\n++++++++++++++++\nChanged Behaviour\n\"\"\"\"\"\"\"\"\"\"\"\"\"\"\"\"\"\n* examples now run on CPU by default\n* added ``brainstorm.tools.shuffle_data`` and ``brainstorm.tools.split`` to help with data preparation\n* ``SigmoidCE`` and ``SquaredDifference`` layers now outputs a loss for each dimension instead of summing over features.\n* ``SquaredDifference`` layer does no longer scale by one half.\n* Added a ``SquaredLoss`` layer that computes half the squared difference and\n  has an interface that is compatible with the ``SigmoidCE`` and ``SigmoidCE`` layers.\n* Output `probabilities` renamed to `predictions` in ``SigmoidCE`` and ``SigmoidCE`` layers.\n\nNew Features\n\"\"\"\"\"\"\"\"\"\"\"\"\n* added a `use_conv` option to ``brainstorm.tools.create_net_from_spec``\n* added `criterion` option to ``brainstorm.hooks.EarlyStopper`` hook\n* added ``brainstorm.tools.get_network_info`` function that returns information\n  about the network as a string\n* added ``brainstorm.tools.extract`` function that applies a network to some\n  data and saves a set of requested buffers.\n* ``brainstorm.layers.mask`` layer now supports masking individual features\n* added ``brainstorm.hooks.StopAfterThresholdReached`` hook\n\nImprovements\n\"\"\"\"\"\"\"\"\"\"\"\"\n* EarlyStopper now works for any timescale and interval\n* Recurrent, Lstm, Clockwork, and ClockworkLstm layers now accept inputs of\n  arbitrary shape by implicitly flattening them.\n* several fixes to make building the docs easier\n* some performance improvements of NumpyHandler operations ``binarize_t`` and ``index_m_by_v``\n* sped up tests\n* several improvements to installation scripts\n\nBugfixes\n\"\"\"\"\"\"\"\"\n* fixed `sqrt` operation for ``PyCudaHandler``. This should fix problems with BatchNormalization on GPU.\n* fixed a bug for task_type='regression' in ``brainstorm.tools.get_in_out_layers``\n  and ``brainstorm.tools.create_net_from_spec``\n* removed defunct name argument from input layer\n* fixed a crash when applying ``brainstorm.hooks.SaveBestNetwork`` to `rolling_training` loss\n* various minor fixes of the ``brainstorm.hooks.BokehVisualizer``\n* fixed a problem with ``sum_t`` operation in ``brainstorm.handlers.PyCudaHandler``\n* fixed a blocksize problem in convolutional and pooling operations in ``brainstorm.handlers.PyCudaHandler``\n\n\n0.5b0 (2015-10-25)\n++++++++++++++++++\n* First release on PyPI.",
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        "name": "brainstorm",
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