├── .gitignore ├── .project ├── .pydevproject ├── .readthedocs.yaml ├── .settings └── org.eclipse.core.resources.prefs ├── LICENSE.txt ├── MANIFEST.in ├── README.rst ├── bin ├── theanolm └── wctool ├── docs ├── .gitignore ├── Makefile ├── about.rst ├── api.rst ├── applying.rst ├── calling.rst ├── conf.py ├── contributing.rst ├── images │ └── batch-processing.png ├── index.rst ├── installation.rst ├── make.bat ├── training.rst └── usage.rst ├── kaldi ├── steps │ ├── lmrescore_theanolm.sh │ ├── lmrescore_theanolm_nbest.sh │ └── score_sclite.sh └── utils │ └── theanolm_compute_scores.sh ├── pylintrc ├── recipes ├── architectures │ ├── class-lstm2048.arch │ ├── class-lstm256.arch │ ├── class-lstm8192.arch │ ├── word-blstm256.arch │ ├── word-gcnn-14b.arch │ ├── word-gcnn-4b.arch │ ├── word-gcnn-8b-fast.arch │ ├── word-gcnn-8b.arch │ ├── word-lstm256-2dev.arch │ ├── word-lstm256-hsoftmax.arch │ └── word-lstm256.arch ├── common │ ├── configure-theano.sh │ ├── fix-class-probabilities.py │ ├── functions.sh │ ├── ngramcounts.py │ └── wordclasses.py ├── google │ ├── 01-classes.sh │ ├── 02-probabilities.sh │ ├── 03-models.sh │ ├── classes.log │ ├── exchange.classes │ ├── gcnn.log │ ├── gcnn.sh │ ├── lstm2048.log │ ├── lstm2048.sh │ ├── lstm256.log │ ├── lstm256.sh │ ├── lstm8192.log │ └── lstm8192.sh ├── install_srilm.sh └── penn-treebank │ ├── .gitignore │ ├── 2dev.log │ ├── 2dev.sh │ ├── adadelta.log │ ├── adadelta.sh │ ├── adam.log │ ├── adam.sh │ ├── blackout-shared.log │ ├── blackout-shared.sh │ ├── blackout.log │ ├── blackout.sh │ ├── blstm.log │ ├── blstm.sh │ ├── gcnn.log │ ├── gcnn.sh │ ├── hsoftmax.log │ ├── hsoftmax.sh │ ├── nce-loguniform.log │ ├── nce-loguniform.sh │ ├── nce-shared.log │ ├── nce-shared.sh │ ├── nce.log │ ├── nce.sh │ ├── nesterov.log │ ├── nesterov.sh │ ├── rmsprop-nesterov.log │ ├── rmsprop-nesterov.sh │ ├── rmsprop-sgd.log │ ├── rmsprop-sgd.sh │ ├── sample.sh │ ├── score.sh │ ├── shortlist.log │ ├── shortlist.sh │ ├── shortlist.txt │ ├── softmax.log │ └── softmax.sh ├── setup.py ├── tests ├── __init__.py ├── theanolm │ ├── __init__.py │ ├── basiclayer_test.py │ ├── classdistribution_test.py │ ├── classes.txt │ ├── iterators_test.py │ ├── lattice.lat │ ├── lattice.slf │ ├── lattice_test.py │ ├── latticedecoder_test.py │ ├── operations_test.py │ ├── probfunctions_test.py │ ├── recurrentstate_test.py │ ├── score_test.py │ ├── sentences1.txt │ ├── sentences2.txt │ ├── sentences3.txt │ ├── sentences4.txt │ ├── statistics_test.py │ ├── textsampler_test.py │ ├── textscorer_test.py │ ├── trainers_test.py │ ├── vocabulary.txt │ ├── vocabulary_test.py │ ├── wordclass_test.py │ └── words.txt └── wordclasses │ ├── __init__.py │ ├── bigramoptimizer_test.py │ └── sentences.txt ├── theanolm ├── __init__.py ├── architectures │ ├── lstm1500.arch │ └── lstm300.arch ├── backend │ ├── __init__.py │ ├── classdistribution.py │ ├── debugfunctions.py │ ├── exceptions.py │ ├── filetypes.py │ ├── gpu.py │ ├── matrixfunctions.py │ ├── operations.py │ ├── parameters.py │ └── probfunctions.py ├── commands │ ├── .gitignore │ ├── __init__.py │ ├── decode.py │ ├── sample.py │ ├── score.py │ ├── train.py │ └── version.py ├── network │ ├── __init__.py │ ├── additionlayer.py │ ├── architecture.py │ ├── basiclayer.py │ ├── bidirectionallayer.py │ ├── dropoutlayer.py │ ├── fullyconnectedlayer.py │ ├── glulayer.py │ ├── grulayer.py │ ├── highwaylayer.py │ ├── hsoftmaxlayer.py │ ├── lstmlayer.py │ ├── network.py │ ├── networkinput.py │ ├── projectionlayer.py │ ├── recurrentstate.py │ ├── samplingoutputlayer.py │ ├── softmaxlayer.py │ └── weightfunctions.py ├── parsing │ ├── __init__.py │ ├── batchiterator.py │ ├── functions.py │ ├── linearbatchiterator.py │ ├── scoringbatchiterator.py │ └── shufflingbatchiterator.py ├── scoring │ ├── __init__.py │ ├── kaldilattice.py │ ├── lattice.py │ ├── latticebatch.py │ ├── latticedecoder.py │ ├── rescoredlattice.py │ ├── slflattice.py │ └── textscorer.py ├── textsampler.py ├── training │ 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