matchzoo.models.dssm

An implementation of DSSM, Deep Structured Semantic Model.

Module Contents

class matchzoo.models.dssm.DSSM

Bases: matchzoo.engine.base_model.BaseModel

Deep structured semantic model.

Examples

>>> model = DSSM()
>>> model.params['mlp_num_layers'] = 3
>>> model.params['mlp_num_units'] = 300
>>> model.params['mlp_num_fan_out'] = 128
>>> model.params['mlp_activation_func'] = 'relu'
>>> model.guess_and_fill_missing_params(verbose=0)
>>> model.build()
classmethod get_default_params(cls)
Returns:model default parameters.
classmethod get_default_preprocessor(cls)
Returns:Default preprocessor.
classmethod get_default_padding_callback(cls)
Returns:Default padding callback.
build(self)

Build model structure.

DSSM use Siamese arthitecture.

forward(self, inputs)

Forward.