├── README.md ├── data └── pinfo │ ├── data_prepro.py │ ├── filter_query.py │ ├── gen_binsum4anmm.py │ ├── gen_hist4drmm.py │ ├── gen_w2v.py │ ├── prepare_mz_data.py │ ├── run_data.sh │ ├── text_padding.py │ └── transfer_to_mz_format.py ├── examples └── pinfo │ ├── .DS_Store │ └── config │ ├── .DS_Store │ ├── anmm_pinfo.config │ ├── arci_pinfo.config │ ├── arcii_pinfo.config │ ├── bimpm_pinfo.config │ ├── cdssm_pinfo.config │ ├── cdssm_word_pinfo.config │ ├── conv_knrm_pinfo.config │ ├── drmm_pinfo.config │ ├── drmm_tks_pinfo.config │ ├── dssm_pinfo.config │ ├── duet_pinfo.config │ ├── knrm_pinfo.config │ ├── matchpyramid_fiqa_pinfo.config │ ├── matchpyramid_pinfo.config │ ├── matchpyramid_wpqa_pinfo.config │ ├── mvlstm_pinfo.config │ └── mymodel_pinfo.config ├── matchzoo ├── .ipynb_checkpoints │ ├── matchzoo-checkpoint.ipynb │ ├── run_matchzoo-checkpoint.ipynb │ ├── run_mymodel-checkpoint.ipynb │ └── run_mymodel_with_eval-checkpoint.ipynb ├── __init__.py ├── __pycache__ │ └── __init__.cpython-36.pyc ├── inputs │ ├── __init__.py │ ├── __pycache__ │ │ ├── __init__.cpython-36.pyc │ │ ├── list_generator.cpython-36.pyc │ │ ├── pair_generator.cpython-36.pyc │ │ ├── point_generator.cpython-36.pyc │ │ ├── preparation.cpython-36.pyc │ │ └── preprocess.cpython-36.pyc │ ├── list_generator.py │ ├── pair_generator.py │ ├── point_generator.py │ ├── preparation.py │ └── preprocess.py ├── layers │ ├── Argmax.py │ ├── BiLSTM.py │ ├── DynamicMaxPooling.py │ ├── Match.py │ ├── MatchTensor.py │ ├── MultiPerspectiveMatch.py │ ├── NonMasking.py │ ├── PointerGRU.py │ ├── QuestionAttnGRU.py │ ├── QuestionPooling.py │ ├── SelfAttnGRU.py │ ├── SequenceMask.py │ ├── SharedWeight.py │ ├── Slice.py │ ├── SparseFullyConnectedLayer.py │ ├── SpatialGRU.py │ ├── VariationalDropout.py │ ├── WrappedGRU.py │ ├── __init__.py │ ├── __pycache__ │ │ ├── Argmax.cpython-36.pyc │ │ ├── DynamicMaxPooling.cpython-36.pyc │ │ ├── Match.cpython-36.pyc │ │ ├── MatchTensor.cpython-36.pyc │ │ ├── PointerGRU.cpython-36.pyc │ │ ├── QuestionAttnGRU.cpython-36.pyc │ │ ├── QuestionPooling.cpython-36.pyc │ │ ├── SelfAttnGRU.cpython-36.pyc │ │ ├── SharedWeight.cpython-36.pyc │ │ ├── Slice.cpython-36.pyc │ │ ├── SparseFullyConnectedLayer.cpython-36.pyc │ │ ├── VariationalDropout.cpython-36.pyc │ │ ├── WrappedGRU.cpython-36.pyc │ │ ├── __init__.cpython-36.pyc │ │ └── helpers.cpython-36.pyc │ └── helpers.py ├── losses │ ├── __init__.py │ ├── __pycache__ │ │ ├── __init__.cpython-36.pyc │ │ └── rank_losses.cpython-36.pyc │ └── rank_losses.py ├── main.py ├── matchzoo.ipynb ├── metrics │ ├── __init__.py │ ├── __pycache__ │ │ ├── __init__.cpython-36.pyc │ │ └── evaluations.cpython-36.pyc │ ├── evaluations.py │ └── rank_evaluations.py ├── models │ ├── .DS_Store │ ├── README │ ├── __init__.py │ ├── __pycache__ │ │ ├── __init__.cpython-36.pyc │ │ ├── anmm.cpython-36.pyc │ │ ├── arci.cpython-36.pyc │ │ ├── arcii.cpython-36.pyc │ │ ├── cdssm.cpython-36.pyc │ │ ├── drmm.cpython-36.pyc │ │ ├── drmm_tks.cpython-36.pyc │ │ ├── dssm.cpython-36.pyc │ │ ├── duet.cpython-36.pyc │ │ ├── knrm.cpython-36.pyc │ │ ├── matchpyramid.cpython-36.pyc │ │ ├── model.cpython-36.pyc │ │ ├── mvlstm.cpython-36.pyc │ │ ├── mymodel.cpython-36.pyc │ │ ├── mymodel_gru.cpython-36.pyc │ │ ├── mymodel_structural.cpython-36.pyc │ │ ├── mymodel_v1_1.cpython-36.pyc │ │ ├── mymodel_v2.cpython-36.pyc │ │ └── mymodel_viz.cpython-36.pyc │ ├── anmm.py │ ├── arci.py │ ├── arcii.py │ ├── bimpm.py │ ├── cdssm.py │ ├── conv_knrm.py │ ├── drmm.py │ ├── drmm_tks.py │ ├── dssm.py │ ├── duet.py │ ├── knrm.py │ ├── matchpyramid.py │ ├── matchsrnn.py │ ├── model.py │ ├── mvlstm.py │ └── mymodel.py ├── optimizers │ ├── __init__.py │ ├── __pycache__ │ │ ├── __init__.cpython-36.pyc │ │ └── optimizers.cpython-36.pyc │ └── optimizers.py └── utils │ ├── __init__.py │ ├── __pycache__ │ ├── __init__.cpython-36.pyc │ ├── rank_io.cpython-36.pyc │ └── utility.cpython-36.pyc │ ├── rank_io.py │ ├── roc_auc.py │ └── utility.py └── 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