python wrapper for DeepCL deep convolutional neural network library for OpenCL
Project description
Python wrapper for DeepCL
Pre-requisites
You must have first installed and activated DeepCL native libraries, see Build.md
numpy
To install from pip
pip install --upgrade DeepCL
related pypi page: https://pypi.python.org/pypi/DeepCL
How to use
See test_deepcl.py for an example of:
creating a network, with several layers
loading mnist data
training the network using a higher-level interface (NetLearner)
For examples of using lower-level entrypoints, see test_lowlevel.py:
creating layers directly
running epochs and forward/backprop directly
For example of using q-learning, see test_qlearning.py.
To install from source
Pre-requisites:
on Windows:
Python 2.7 or Python 3.4
A compiler:
Python 2.7 build: need Visual Studio 2008 for Python 2.7 from Microsoft
Python 3.4 build: need Visual Studio 2010, eg Visual C++ 2010 Express
on linux:
Python 2.7 or Python 3.4
g++, supporting c++0x, eg 4.4 or higher
have first already built the native libraries, see Build.md
have activated the native library installation, ie called dist/bin/activate.sh, or dist/bin/activate.bat
numpy installed
To install:
cd python
python setup.py install
Changes
29 July 2016:
New feature: can provide image tensor as 4d tensor now ,instead of 1d tensor (1d tensor ok too)
CHANGE: all image and label tensors must be provided as numpy tensors now, array.array no longer valid input
bug fix: qlearning works again :-)
25 July 2016:
added RandomSingleton class, to set the seed for weights initialization
added xor.py example
Project details
Release history Release notifications | RSS feed
Download files
Download the file for your platform. If you're not sure which to choose, learn more about installing packages.
Source Distributions
Built Distributions
Hashes for DeepCL-9.0.0a2-py3.4-win-amd64.egg
Algorithm | Hash digest | |
---|---|---|
SHA256 | 142ca5b816fa03c92539e0df602d85351550ebb5f1ca8697e24355c14243575b |
|
MD5 | 839e3c33d016ef6589a604bb78c2a560 |
|
BLAKE2b-256 | 30d999fee68cdbe517c10dc4c474e1743a11d5f008be3ef405d648c8ef7ec3a3 |
Hashes for DeepCL-9.0.0a2-py2.7-win-amd64.egg
Algorithm | Hash digest | |
---|---|---|
SHA256 | 43efdb80fc1bf2f0575104cae4ec1463f6b66a5b5f377c6a051a075b82e2d9f9 |
|
MD5 | 1877840a0ad17ce5591d04dfdcc9fc68 |
|
BLAKE2b-256 | ebac0452a54f22f043b0ee2edc0c7cc94e27e561783ad6294841b03f1722fa6d |