Exemple #1
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    def _build_default_fusions(self, train=True):

        if train:
            self._add_module(
                'p_item_vec',
                Average(scope='item_concat',
                        reuse=False,
                        module_list=[
                            self._get_module('p_item_vec'),
                            self._get_module('p_item_vf')
                        ],
                        weight=2.0))
            self._add_module(
                'n_item_vec',
                Average(scope='item_concat',
                        reuse=True,
                        module_list=[
                            self._get_module('n_item_vec'),
                            self._get_module('n_item_vf')
                        ],
                        weight=2.0))
        else:
            self._add_module('item_vec',
                             Average(scope='item_concat',
                                     reuse=True,
                                     module_list=[
                                         self._get_module('item_vec',
                                                          train=train),
                                         self._get_module('item_vf',
                                                          train=train)
                                     ],
                                     weight=2.0),
                             train=False)
Exemple #2
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    def _build_default_fusions(self, train=True):

        self._add_module('item_vec',
                         Average(scope='item_average',
                                 reuse=not train,
                                 module_list=[
                                     self._get_module('item_vec', train=train),
                                     self._get_module('item_vf', train=train)
                                 ],
                                 weight=2.0),
                         train=train)
Exemple #3
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    def _build_default_fusions(self, train=True):

        if train:
            self._add_module(
                "p_item_vec",
                Average(
                    scope="item_concat",
                    reuse=False,
                    module_list=[
                        self._get_module("p_item_vec"),
                        self._get_module("p_item_vf"),
                    ],
                    weight=2.0,
                ),
            )
            self._add_module(
                "n_item_vec",
                Average(
                    scope="item_concat",
                    reuse=True,
                    module_list=[
                        self._get_module("n_item_vec"),
                        self._get_module("n_item_vf"),
                    ],
                    weight=2.0,
                ),
            )
        else:
            self._add_module(
                "item_vec",
                Average(
                    scope="item_concat",
                    reuse=True,
                    module_list=[
                        self._get_module("item_vec", train=train),
                        self._get_module("item_vf", train=train),
                    ],
                    weight=2.0,
                ),
                train=False,
            )
Exemple #4
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    def _build_default_fusions(self, train=True):

        super(UserVisualPMF, self)._build_default_fusions(train)
        self._add_module('user_vec',
                         Average(scope='user_average',
                                 reuse=not train,
                                 module_list=[
                                     self._get_module('user_vec', train=train),
                                     self._get_module('user_f', train=train)
                                 ],
                                 weight=2.0),
                         train=train)
Exemple #5
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    def _build_default_fusions(self, train=True):

        self._add_module(
            "item_vec",
            Average(
                scope="item_average",
                reuse=not train,
                module_list=[
                    self._get_module("item_vec", train=train),
                    self._get_module("item_f", train=train),
                ],
                weight=2.0,
            ),
            train=train,
        )
Exemple #6
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    def _build_default_fusions(self, train=True):

        super(UserVisualPMF, self)._build_default_fusions(train)
        self._add_module(
            "user_vec",
            Average(
                scope="user_average",
                reuse=not train,
                module_list=[
                    self._get_module("user_vec", train=train),
                    self._get_module("user_f", train=train),
                ],
                weight=2.0,
            ),
            train=train,
        )