From 3c64524fd51c5405c517216a01824656f318337f Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?=E6=B5=85=E6=A2=A6?= Date: Thu, 3 Nov 2022 19:26:12 +0800 Subject: [PATCH] no message --- deepctr/layers/__init__.py | 8 +++--- deepctr/layers/core.py | 12 ++++----- deepctr/layers/interaction.py | 37 +++++++++++----------------- deepctr/models/edcn.py | 18 +++++++------- docs/pics/EDCN.jpg | Bin 0 -> 184140 bytes docs/source/Features.md | 11 +++++++++ docs/source/History.md | 1 + docs/source/Models.rst | 1 + docs/source/deepctr.models.edcn.rst | 7 ++++++ docs/source/deepctr.models.rst | 1 + docs/source/index.rst | 4 +-- 11 files changed, 56 insertions(+), 44 deletions(-) create mode 100644 docs/pics/EDCN.jpg create mode 100644 docs/source/deepctr.models.edcn.rst diff --git a/deepctr/layers/__init__.py b/deepctr/layers/__init__.py index 108cd7f2..ba779d70 100644 --- a/deepctr/layers/__init__.py +++ b/deepctr/layers/__init__.py @@ -1,11 +1,11 @@ import tensorflow as tf from .activation import Dice -from .core import DNN, LocalActivationUnit, PredictionLayer, RegulationLayer +from .core import DNN, LocalActivationUnit, PredictionLayer, RegulationModule from .interaction import (CIN, FM, AFMLayer, BiInteractionPooling, CrossNet, CrossNetMix, InnerProductLayer, InteractingLayer, OutterProductLayer, FGCNNLayer, SENETLayer, BilinearInteraction, - FieldWiseBiInteraction, FwFMLayer, FEFMLayer, BridgeLayer) + FieldWiseBiInteraction, FwFMLayer, FEFMLayer, BridgeModule) from .normalization import LayerNormalization from .sequence import (AttentionSequencePoolingLayer, BiasEncoding, BiLSTM, KMaxPooling, SequencePoolingLayer, WeightedSequenceLayer, @@ -28,7 +28,7 @@ 'SequencePoolingLayer': SequencePoolingLayer, 'AttentionSequencePoolingLayer': AttentionSequencePoolingLayer, 'CIN': CIN, - 'RegulationLayer': RegulationLayer, + 'RegulationLayer': RegulationModule, 'InteractingLayer': InteractingLayer, 'LayerNormalization': LayerNormalization, 'BiLSTM': BiLSTM, @@ -50,5 +50,5 @@ 'FEFMLayer': FEFMLayer, 'reduce_sum': reduce_sum, 'PositionEncoding': PositionEncoding, - 'BridgeLayer': BridgeLayer + 'BridgeLayer': BridgeModule } diff --git a/deepctr/layers/core.py b/deepctr/layers/core.py index 3add631c..ad249473 100644 --- a/deepctr/layers/core.py +++ b/deepctr/layers/core.py @@ -267,7 +267,7 @@ def get_config(self, ): return dict(list(base_config.items()) + list(config.items())) -class RegulationLayer(Layer): +class RegulationModule(Layer): """Regulation module used in EDCN. Input shape @@ -280,17 +280,15 @@ class RegulationLayer(Layer): - **tau** : Positive float, the temperature coefficient to control distribution of field-wise gating unit. - - **seed** : A Python integer to use as random seed. - References - [Enhancing Explicit and Implicit Feature Interactions via Information Sharing for Parallel Deep CTR Models.](https://dlp-kdd.github.io/assets/pdf/DLP-KDD_2021_paper_12.pdf) """ def __init__(self, tau=1.0, **kwargs): if tau == 0: - raise ValueError("RegulationLayer tau can not be zero.") + raise ValueError("RegulationModule tau can not be zero.") self.tau = 1.0 / tau - super(RegulationLayer, self).__init__(**kwargs) + super(RegulationModule, self).__init__(**kwargs) def build(self, input_shape): self.field_size = int(input_shape[1]) @@ -301,7 +299,7 @@ def build(self, input_shape): name=self.name + '_field_weight') # Be sure to call this somewhere! - super(RegulationLayer, self).build(input_shape) + super(RegulationModule, self).build(input_shape) def call(self, inputs, **kwargs): @@ -318,6 +316,6 @@ def compute_output_shape(self, input_shape): def get_config(self): config = {'tau': self.tau} - base_config = super(RegulationLayer, self).get_config() + base_config = super(RegulationModule, self).get_config() base_config.update(config) return base_config diff --git a/deepctr/layers/interaction.py b/deepctr/layers/interaction.py index 6367071e..f76eda32 100644 --- a/deepctr/layers/interaction.py +++ b/deepctr/layers/interaction.py @@ -1493,8 +1493,8 @@ def get_config(self): return config -class BridgeLayer(Layer): - """BridgeLayer layer used in EDCN +class BridgeModule(Layer): + """Bridge Module used in EDCN Input shape - A list of two 2D tensor with shape: ``(batch_size, units)``. @@ -1506,37 +1506,32 @@ class BridgeLayer(Layer): - **bridge_type**: The type of bridge interaction, one of 'pointwise_addition', 'hadamard_product', 'concatenation', 'attention_pooling' - **activation**: Activation function to use. - - - **l2_reg**: float between 0 and 1. L2 regularizer strength applied to the kernel weights matrix. - - - **seed**: A Python integer to use as random seed. References - [Enhancing Explicit and Implicit Feature Interactions via Information Sharing for Parallel Deep CTR Models.](https://dlp-kdd.github.io/assets/pdf/DLP-KDD_2021_paper_12.pdf) """ - def __init__(self, bridge_type='hadamard_product', activation='relu', l2_reg=0, seed=1024, **kwargs): + def __init__(self, bridge_type='hadamard_product', activation='relu', **kwargs): self.bridge_type = bridge_type self.activation = activation - self.l2_reg = l2_reg - self.seed = seed - super(BridgeLayer, self).__init__(**kwargs) + super(BridgeModule, self).__init__(**kwargs) def build(self, input_shape): if not isinstance(input_shape, list) or len(input_shape) < 2: raise ValueError( - 'A `BridgeLayer` layer should be called ' - 'on a list of at least 2 inputs') + 'A `BridgeModule` layer should be called ' + 'on a list of 2 inputs') self.dnn_dim = int(input_shape[0][-1]) + if self.bridge_type == "concatenation": + self.dense = Dense(self.dnn_dim, self.activation) + elif self.bridge_type == "attention_pooling": + self.dense_x = DNN([self.dnn_dim, self.dnn_dim], self.activation, output_activation='softmax') + self.dense_h = DNN([self.dnn_dim, self.dnn_dim], self.activation, output_activation='softmax') - self.dense = Dense(self.dnn_dim, self.activation) - self.dense_x = DNN([self.dnn_dim, self.dnn_dim], self.activation, output_activation='softmax') - self.dense_h = DNN([self.dnn_dim, self.dnn_dim], self.activation, output_activation='softmax') - - super(BridgeLayer, self).build(input_shape) # Be sure to call this somewhere! + super(BridgeModule, self).build(input_shape) # Be sure to call this somewhere! def call(self, inputs, **kwargs): x, h = inputs @@ -1545,7 +1540,7 @@ def call(self, inputs, **kwargs): elif self.bridge_type == "hadamard_product": return x * h elif self.bridge_type == "concatenation": - return self.dense(tf.concat(inputs, axis=-1)) + return self.dense(tf.concat([x, h], axis=-1)) elif self.bridge_type == "attention_pooling": a_x = self.dense_x(x) a_h = self.dense_h(h) @@ -1555,12 +1550,10 @@ def compute_output_shape(self, input_shape): return (None, self.dnn_dim) def get_config(self): - base_config = super(BridgeLayer, self).get_config().copy() + base_config = super(BridgeModule, self).get_config().copy() config = { 'bridge_type': self.bridge_type, - 'l2_reg': self.l2_reg, - 'activation': self.activation, - 'seed': self.seed + 'activation': self.activation } config.update(base_config) return config diff --git a/deepctr/models/edcn.py b/deepctr/models/edcn.py index 98696a68..21cfa556 100644 --- a/deepctr/models/edcn.py +++ b/deepctr/models/edcn.py @@ -10,8 +10,8 @@ from tensorflow.python.keras.models import Model from ..feature_column import build_input_features, get_linear_logit, input_from_feature_columns -from ..layers.core import PredictionLayer, DNN, RegulationLayer -from ..layers.interaction import CrossNet, BridgeLayer +from ..layers.core import PredictionLayer, DNN, RegulationModule +from ..layers.interaction import CrossNet, BridgeModule from ..layers.utils import add_func, concat_func @@ -19,7 +19,7 @@ def EDCN(linear_feature_columns, dnn_feature_columns, cross_num=2, cross_parameterization='vector', - bridge_type='hadamard_product', + bridge_type='concatenation', tau=1.0, l2_reg_linear=1e-5, l2_reg_embedding=1e-5, @@ -31,6 +31,7 @@ def EDCN(linear_feature_columns, dnn_activation='relu', task='binary'): """Instantiates the Enhanced Deep&Cross Network architecture. + :param linear_feature_columns: An iterable containing all the features used by linear part of the model. :param dnn_feature_columns: An iterable containing all the features used by deep part of the model. :param cross_num: positive integet,cross layer number @@ -63,25 +64,24 @@ def EDCN(linear_feature_columns, features, dnn_feature_columns, l2_reg_embedding, seed, support_dense=False) emb_input = concat_func(sparse_embedding_list, axis=1) - deep_in = RegulationLayer(tau)(emb_input) - cross_in = RegulationLayer(tau)(emb_input) + deep_in = RegulationModule(tau)(emb_input) + cross_in = RegulationModule(tau)(emb_input) field_size = len(sparse_embedding_list) embedding_size = int(sparse_embedding_list[0].shape[-1]) cross_dim = field_size * embedding_size for i in range(cross_num): - cross_out = CrossNet(1, parameterization=cross_parameterization, l2_reg=l2_reg_cross)(cross_in) deep_out = DNN([cross_dim], dnn_activation, l2_reg_dnn, dnn_dropout, dnn_use_bn, seed=seed)(deep_in) print(cross_out, deep_out) - bridge_out = BridgeLayer(bridge_type)([cross_out, deep_out]) + bridge_out = BridgeModule(bridge_type)([cross_out, deep_out]) if i + 1 < cross_num: bridge_out_list = Reshape([field_size, embedding_size])(bridge_out) - deep_in = RegulationLayer(tau)(bridge_out_list) - cross_in = RegulationLayer(tau)(bridge_out_list) + deep_in = RegulationModule(tau)(bridge_out_list) + cross_in = RegulationModule(tau)(bridge_out_list) stack_out = Concatenate()([cross_out, deep_out, bridge_out]) final_logit = Dense(1, use_bias=False)(stack_out) 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zg{n!yloiGZsJnyzw(K{&{;WA*-H_^d7;-amTQ8}q*r>S!alHvmho~sQL{25{H+P-Z z@Fq@A6mY|lFy(hJGu+f5ORe8+9iK8IpA^$U`GI; zQ)D6R&5>QXfLxv=^R8Zw$I^YrzG5M&rU=^C#@RL!U;5pp;9ZHKzb}g2D;@I4WTZds z(bkI8EidoVxT}jKxB;~hxwSday|4bK3JF>rRo9gjm(>}1#aQU$hp~+#dtG8TJDV!P zJ3Jufqotp3rTrq?5^I{U5-A@pk9TEJt_JsM?OLR1E*+(|Z0VTdbGC5};en;-FGM{D z(aVrRCT%~E38Q{?n}q{{5qwvV5Sq7k82HQWI={5mP98c{vHzedbWE3+nR64=2_FKp z5LC+31PGw**7u_XWIPdk?0xQw`3dx*5F+5PmTsd=WT;{*zi9zhCu70S6mVWf&1&?-P>_+J&C{KRm|z Qzfi&YfAPLx{ju;r0KfI@_5c6? literal 0 HcmV?d00001 diff --git a/docs/source/Features.md b/docs/source/Features.md index c9a9a550..4258c115 100644 --- a/docs/source/Features.md +++ b/docs/source/Features.md @@ -413,6 +413,17 @@ information routing across tasks in a general setup. [Tang H, Liu J, Zhao M, et al. Progressive layered extraction (ple): A novel multi-task learning (mtl) model for personalized recommendations[C]//Fourteenth ACM Conference on Recommender Systems. 2020.](https://dl.acm.org/doi/10.1145/3383313.3412236) +### EDCN(Enhancing Explicit and Implicit Feature Interactions DCN) + +EDCN introduces two advanced modules, namelybridge moduleandregulation module, which work collaboratively tocapture the layer-wise interactive signals and learn discriminativefeature distributions for each hidden layer of the parallel networks. + +[**EDCN Model API**](./deepctr.models.edcn.html) + +![EDCN](../pics/EDCN.png) + +[Chen B, Wang Y, Liu Z, et al. Enhancing explicit and implicit feature interactions via information sharing for parallel deep ctr models[C]//Proceedings of the 30th ACM International Conference on Information & Knowledge Management. 2021: 3757-3766.](https://dlp-kdd.github.io/assets/pdf/DLP-KDD_2021_paper_12.pdf) + + ## Layers The models of deepctr are modular, so you can use different modules to build your own models. diff --git a/docs/source/History.md b/docs/source/History.md index 2e19942a..78030d53 100644 --- a/docs/source/History.md +++ b/docs/source/History.md @@ -1,4 +1,5 @@ # History +- 11/05/2022 : [v0.9.3](https://github.com/shenweichen/DeepCTR/releases/tag/v0.9.3) released.Add [EDCN](). - 10/15/2022 : [v0.9.2](https://github.com/shenweichen/DeepCTR/releases/tag/v0.9.2) released.Support python `3.9`,`3.10`. - 06/11/2022 : [v0.9.1](https://github.com/shenweichen/DeepCTR/releases/tag/v0.9.1) released.Improve compatibility with tensorflow `2.x`. - 09/03/2021 : [v0.9.0](https://github.com/shenweichen/DeepCTR/releases/tag/v0.9.0) released.Add multitask learning models:[SharedBottom](./Features.html#sharedbottom),[ESMM](./Features.html#esmm-entire-space-multi-task-model),[MMOE](./Features.html#mmoe-multi-gate-mixture-of-experts) and [PLE](./Features.html#ple-progressive-layered-extraction). [running example](./Examples.html#multitask-learning-mmoe) diff --git a/docs/source/Models.rst b/docs/source/Models.rst index a3f5691e..4f864184 100644 --- a/docs/source/Models.rst +++ b/docs/source/Models.rst @@ -30,5 +30,6 @@ DeepCTR Models API ESMM MMOE PLE + EDCN \ No newline at end of file diff --git a/docs/source/deepctr.models.edcn.rst b/docs/source/deepctr.models.edcn.rst new file mode 100644 index 00000000..3772f3b5 --- /dev/null +++ b/docs/source/deepctr.models.edcn.rst @@ -0,0 +1,7 @@ +deepctr.models.edcn module +========================= + +.. automodule:: deepctr.models.edcn + :members: + :no-undoc-members: + :no-show-inheritance: diff --git a/docs/source/deepctr.models.rst b/docs/source/deepctr.models.rst index 2b4e9e18..4acf2a12 100644 --- a/docs/source/deepctr.models.rst +++ b/docs/source/deepctr.models.rst @@ -11,6 +11,7 @@ Submodules deepctr.models.ccpm deepctr.models.dcn deepctr.models.dcnmix + deepctr.models.edcn deepctr.models.deepfm deepctr.models.dien deepctr.models.din diff --git a/docs/source/index.rst b/docs/source/index.rst index 0330a10d..cee88b99 100644 --- a/docs/source/index.rst +++ b/docs/source/index.rst @@ -42,12 +42,12 @@ You can read the latest code and related projects News ----- +11/05/2022 : Add `EDCN` . `Changelog `_ + 10/15/2022 : Support python `3.9`,`3.10`. `Changelog `_ 06/11/2022 : Improve compatibility with tensorflow `2.x`. `Changelog `_ -09/03/2021 : Add multitask learning models: `SharedBottom <./Features.html#sharedbottom>`_ , `ESMM <./Features.html#esmm-entire-space-multi-task-model>`_ , `MMOE <./Features.html#mmoe-multi-gate-mixture-of-experts>`_ , `PLE <./Features.html#ple-progressive-layered-extraction>`_ . `running example <./Examples.html#multitask-learning-mmoe>`_ `Changelog `_ - DisscussionGroup -----------------------