python source code of theano

Project: OpenDeep (GitHub Link)

OpenDeep-master
- opendeep
  - utils
    - statistics.py
    - constructors.py
    - decorators.py
    - misc.py
    - activation.py
    - image.py
    - file_ops.py
    - config.py
    - midi
      - license.txt
      - version.txt
      - RawOutstreamFile.py
      - example_transpose_octave.py
      - readme.txt
      - MidiOutFile.py
      - MidiOutStream.py
      - constants.py
      - MidiToText.py
      - example_print_file.py
      - DataTypeConverters.py
      - RawInstreamFile.py
      - __init__.py
      - utils.py
      - example_mimimal_type0.py
      - MidiFileParser.py
      - MidiInStream.py
      - example_print_channel_0.py
      - MidiInFile.py
      - example_print_events.py
      - EventDispatcher.py
    - decay.py
    - nnet.py
    - noise.py
    - regularization.py
    - batch.py
    - __init__.py
    - conv1d_implementations.py
    - tests
      - test_batch.py
      - __init__.py
    - weights.py
    - initializers.py
  - optimization
    - optimizer.py
    - adasecant.py
    - stochastic_gradient_descent.py
    - rmsprop.py
    - __init__.py
    - adadelta.py
    - loss
      - zero_one.py
      - isotropic_gaussian_LL.py
      - neg_LL.py
      - binary_crossentropy.py
      - loss.py
      - mse.py
      - __init__.py
      - utils.py
      - categorical_crossentropy.py
  - version.py
  - log
    - logger.py
    - __init__.py
    - logging_config.json
    - tests
      - test_logger.py
      - __init__.py
  - models
    - utils
      - flatten.py
      - modify_layer.py
      - activation.py
      - normalization.py
      - pooling.py
      - noise.py
      - __init__.py
    - single_layer
      - convolutional.py
      - basic.py
      - restricted_boltzmann_machine.py
      - recurrent.py
      - lstm.py
      - __init__.py
      - tests
        softmax_mnist.py
        lenet.py
        recurrent.py
        basic_mlp_mnist.py
        __init__.py
        rbm_mnist.py
      - gru.py
    - model.py
    - container
      - prototype.py
      - __init__.py
      - repeating.py
    - __init__.py
    - tests
      - prototype_mnist.py
      - __init__.py
  - data
    - text.py
    - stream
      - batchstream.py
      - filestream.py
      - modifystream.py
      - __init__.py
      - tests
        test_filestream.py
        __init__.py
        test_modifystream.py
    - dataset_memory.py
    - dataset_file.py
    - __init__.py
    - tests
      - test_mnist.py
      - test_midi.py
      - test_memory.py
      - test_dataset.py
      - __init__.py
      - test_chars.py
      - test_cifar10.py
      - test_dataset_file.py
    - dataset.py
    - standard_datasets
      - midi
        musedata.py
        nottingham.py
        __init__.py
        piano_midi_de.py
        jsb_chorales.py
      - __init__.py
      - image
        cifar10.py
        mnist.py
        __init__.py
    - dataset_image.py
  - monitor
    - monitor.py
    - out_service.py
    - plot.py
    - __init__.py
    - tests
      - test_bokeh.py
      - monitor_bokeh_server.py
      - test_fileservice.py
      - __init__.py
  - __init__.py
  - tests
    - theano_test.py
    - __init__.py
- LICENSE
- build_docs.txt
- TODO.md
- README.rst
- setup.py
- req-docs.txt
- tests
  - utils
    - __init__.py
    - initializers.py
  - models
    - single_layer
      - convolutional.py
      - __init__.py
    - model.py
    - __init__.py
  - __init__.py
- requirements.txt
- .gitignore
- docs
  - Makefile
  - source
    - opendeep.models.utils.rst
    - opendeep.utils.midi.rst
    - opendeep.monitor.rst
    - opendeep.models.tests.rst
    - opendeep.data.stream.rst
    - opendeep.models.single_layer.tests.rst
    - opendeep.log.rst
    - opendeep.data.tests.rst
    - opendeep.log.tests.rst
    - opendeep.models.single_layer.rst
    - opendeep.data.standard_datasets.image.rst
    - opendeep.data.standard_datasets.rst
    - opendeep.optimization.loss.rst
    - opendeep.data.standard_datasets.midi.rst
    - opendeep.utils.tests.rst
    - opendeep.optimization.rst
    - opendeep.models.container.rst
    - opendeep.tests.rst
    - opendeep.monitor.tests.rst
    - opendeep.data.stream.tests.rst
    - opendeep.utils.rst
    - modules.rst
    - index.rst
    - conf.py
    - opendeep.data.rst
    - opendeep.models.rst
    - _static
      - images
        favicon.ico
    - opendeep.rst
  - make.bat
- readme_images

#!/usr/bin/python
# standard imports
from __future__ import print_function
import time
# third-party imports
from theano import function, config, shared
import theano.tensor as T
import numpy


def main():
    vlen = 10 * 30 * 768  # 10 x #cores x # threads per core
    iters = 1000

    rng = numpy.random.RandomState(22)
    x = shared(numpy.asarray(rng.rand(vlen), config.floatX))
    f = function([], T.exp(x))
    print(f.maker.fgraph.toposort())
    t0 = time.time()
    for i in iter(range(iters)):
        r = f()
    t1 = time.time()
    print('Looping %d times took' % iters, t1 - t0, 'seconds')
    print('Result is', r)
    if numpy.any([isinstance(x.op, T.Elemwise) for x in f.maker.fgraph.toposort()]):
        print('Used the cpu')
    else:
        print('Used the gpu')

if __name__ == '__main__':
    main()