elliot.recommender package

Subpackages

• elliot.recommender.NN package
  • Subpackages
    • elliot.recommender.NN.attribute_item_knn package
      • Submodules
      • elliot.recommender.NN.attribute_item_knn.attribute_item_knn module
      • elliot.recommender.NN.attribute_item_knn.attribute_item_knn_similarity module
      • Module contents
    • elliot.recommender.NN.attribute_user_knn package
      • Submodules
      • elliot.recommender.NN.attribute_user_knn.attribute_user_knn module
      • elliot.recommender.NN.attribute_user_knn.attribute_user_knn_similarity module
      • elliot.recommender.NN.attribute_user_knn.tfidf_utils module
      • Module contents
    • elliot.recommender.NN.item_knn package
      • Submodules
      • elliot.recommender.NN.item_knn.aiolli_ferrari module
      • elliot.recommender.NN.item_knn.item_knn module
      • elliot.recommender.NN.item_knn.item_knn_similarity module
      • Module contents
    • elliot.recommender.NN.user_knn package
      • Submodules
      • elliot.recommender.NN.user_knn.aiolli_ferrari module
      • elliot.recommender.NN.user_knn.user_knn module
      • elliot.recommender.NN.user_knn.user_knn_similarity module
      • Module contents
  • Module contents
• elliot.recommender.adversarial package
  • Subpackages
    • elliot.recommender.adversarial.AMF package
      • Submodules
      • elliot.recommender.adversarial.AMF.AMF module
      • elliot.recommender.adversarial.AMF.AMF_model module
      • Module contents
    • elliot.recommender.adversarial.AMR package
      • Submodules
      • elliot.recommender.adversarial.AMR.AMR module
      • elliot.recommender.adversarial.AMR.AMR_model module
      • Module contents
  • Module contents
• elliot.recommender.algebric package
  • Subpackages
    • elliot.recommender.algebric.slope_one package
      • Submodules
      • elliot.recommender.algebric.slope_one.slope_one module
      • elliot.recommender.algebric.slope_one.slope_one_model module
      • Module contents
  • Module contents
• elliot.recommender.autoencoders package
  • Subpackages
    • elliot.recommender.autoencoders.dae package
      • Submodules
      • elliot.recommender.autoencoders.dae.multi_dae module
      • elliot.recommender.autoencoders.dae.multi_dae_model module
      • Module contents
    • elliot.recommender.autoencoders.vae package
      • Submodules
      • elliot.recommender.autoencoders.vae.multi_vae module
      • elliot.recommender.autoencoders.vae.multi_vae_model module
      • Module contents
  • Module contents
• elliot.recommender.content_based package
  • Subpackages
    • elliot.recommender.content_based.VSM package
      • Submodules
      • elliot.recommender.content_based.VSM.tfidf_utils module
      • elliot.recommender.content_based.VSM.vector_space_model module
      • elliot.recommender.content_based.VSM.vector_space_model_similarity module
      • Module contents
  • Module contents
• elliot.recommender.gan package
  • Subpackages
    • elliot.recommender.gan.CFGAN package
      • Submodules
      • elliot.recommender.gan.CFGAN.cfgan module
      • elliot.recommender.gan.CFGAN.cfgan_model module
      • Module contents
    • elliot.recommender.gan.IRGAN package
      • Submodules
      • elliot.recommender.gan.IRGAN.irgan module
      • elliot.recommender.gan.IRGAN.irgan_model module
      • Module contents
  • Module contents
• elliot.recommender.graph_based package
  • Subpackages
    • elliot.recommender.graph_based.lightgcn package
      • Submodules
      • elliot.recommender.graph_based.lightgcn.LightGCN module
      • elliot.recommender.graph_based.lightgcn.LightGCN_model module
      • Module contents
    • elliot.recommender.graph_based.ngcf package
      • Submodules
      • elliot.recommender.graph_based.ngcf.NGCF module
      • elliot.recommender.graph_based.ngcf.NGCF_model module
      • Module contents
  • Module contents
• elliot.recommender.knowledge_aware package
  • Subpackages
    • elliot.recommender.knowledge_aware.kaHFM package
      • Submodules
      • elliot.recommender.knowledge_aware.kaHFM.ka_hfm module
      • elliot.recommender.knowledge_aware.kaHFM.tfidf_utils module
      • Module contents
    • elliot.recommender.knowledge_aware.kaHFM_batch package
      • Submodules
      • elliot.recommender.knowledge_aware.kaHFM_batch.kahfm_batch module
      • elliot.recommender.knowledge_aware.kaHFM_batch.kahfm_batch_model module
      • elliot.recommender.knowledge_aware.kaHFM_batch.tfidf_utils module
      • Module contents
    • elliot.recommender.knowledge_aware.kahfm_embeddings package
      • Submodules
      • elliot.recommender.knowledge_aware.kahfm_embeddings.kahfm_embeddings module
      • elliot.recommender.knowledge_aware.kahfm_embeddings.kahfm_embeddings_model module
      • elliot.recommender.knowledge_aware.kahfm_embeddings.tfidf_utils module
      • Module contents
  • Module contents
• elliot.recommender.latent_factor_models package
  • Subpackages
    • elliot.recommender.latent_factor_models.BPRMF package
      • Submodules
      • elliot.recommender.latent_factor_models.BPRMF.BPRMF module
      • Module contents
    • elliot.recommender.latent_factor_models.BPRMF_batch package
      • Submodules
      • elliot.recommender.latent_factor_models.BPRMF_batch.BPRMF_batch module
      • elliot.recommender.latent_factor_models.BPRMF_batch.BPRMF_batch_model module
      • Module contents
    • elliot.recommender.latent_factor_models.BPRSlim package
      • Submodules
      • elliot.recommender.latent_factor_models.BPRSlim.bprslim module
      • elliot.recommender.latent_factor_models.BPRSlim.bprslim_model module
      • Module contents
    • elliot.recommender.latent_factor_models.CML package
      • Submodules
      • elliot.recommender.latent_factor_models.CML.CML module
      • elliot.recommender.latent_factor_models.CML.CML_model module
      • Module contents
    • elliot.recommender.latent_factor_models.FFM package
      • Submodules
      • elliot.recommender.latent_factor_models.FFM.field_aware_factorization_machine module
      • elliot.recommender.latent_factor_models.FFM.field_aware_factorization_machine_model module
      • Module contents
    • elliot.recommender.latent_factor_models.FISM package
      • Submodules
      • elliot.recommender.latent_factor_models.FISM.FISM module
      • elliot.recommender.latent_factor_models.FISM.FISM_model module
      • Module contents
    • elliot.recommender.latent_factor_models.FM package
      • Submodules
      • elliot.recommender.latent_factor_models.FM.factorization_machine module
      • elliot.recommender.latent_factor_models.FM.factorization_machine_model module
      • Module contents
    • elliot.recommender.latent_factor_models.FunkSVD package
      • Submodules
      • elliot.recommender.latent_factor_models.FunkSVD.funk_svd module
      • elliot.recommender.latent_factor_models.FunkSVD.funk_svd_model module
      • Module contents
    • elliot.recommender.latent_factor_models.LogisticMF package
      • Submodules
      • elliot.recommender.latent_factor_models.LogisticMF.logistic_matrix_factorization module
      • elliot.recommender.latent_factor_models.LogisticMF.logistic_matrix_factorization_model module
      • Module contents
    • elliot.recommender.latent_factor_models.MF package
      • Submodules
      • elliot.recommender.latent_factor_models.MF.matrix_factorization module
      • elliot.recommender.latent_factor_models.MF.matrix_factorization_model module
      • Module contents
    • elliot.recommender.latent_factor_models.NonNegMF package
      • Submodules
      • elliot.recommender.latent_factor_models.NonNegMF.non_negative_matrix_factorization module
      • elliot.recommender.latent_factor_models.NonNegMF.non_negative_matrix_factorization_model module
      • Module contents
    • elliot.recommender.latent_factor_models.PMF package
      • Submodules
      • elliot.recommender.latent_factor_models.PMF.probabilistic_matrix_factorization module
      • elliot.recommender.latent_factor_models.PMF.probabilistic_matrix_factorization_model module
      • Module contents
    • elliot.recommender.latent_factor_models.PureSVD package
      • Submodules
      • elliot.recommender.latent_factor_models.PureSVD.pure_svd module
      • elliot.recommender.latent_factor_models.PureSVD.pure_svd_model module
      • Module contents
    • elliot.recommender.latent_factor_models.SVDpp package
      • Submodules
      • elliot.recommender.latent_factor_models.SVDpp.svdpp module
      • elliot.recommender.latent_factor_models.SVDpp.svdpp_model module
      • Module contents
    • elliot.recommender.latent_factor_models.Slim package
      • Submodules
      • elliot.recommender.latent_factor_models.Slim.slim module
      • elliot.recommender.latent_factor_models.Slim.slim_model module
      • Module contents
    • elliot.recommender.latent_factor_models.WRMF package
      • Submodules
      • elliot.recommender.latent_factor_models.WRMF.wrmf module
      • elliot.recommender.latent_factor_models.WRMF.wrmf_model module
      • Module contents
  • Module contents
• elliot.recommender.neural package
  • Subpackages
    • elliot.recommender.neural.ConvMF package
      • Submodules
      • elliot.recommender.neural.ConvMF.convolutional_matrix_factorization module
      • elliot.recommender.neural.ConvMF.convolutional_matrix_factorization_model module
      • Module contents
    • elliot.recommender.neural.ConvNeuMF package
      • Submodules
      • elliot.recommender.neural.ConvNeuMF.convolutional_neural_matrix_factorization module
      • elliot.recommender.neural.ConvNeuMF.convolutional_neural_matrix_factorization_model module
      • Module contents
    • elliot.recommender.neural.DMF package
      • Submodules
      • elliot.recommender.neural.DMF.deep_matrix_factorization module
      • elliot.recommender.neural.DMF.deep_matrix_factorization_model module
      • Module contents
    • elliot.recommender.neural.DeepFM package
      • Submodules
      • elliot.recommender.neural.DeepFM.deep_fm module
      • elliot.recommender.neural.DeepFM.deep_fm_model module
      • Module contents
    • elliot.recommender.neural.GeneralizedMF package
      • Submodules
      • elliot.recommender.neural.GeneralizedMF.generalized_matrix_factorization module
      • elliot.recommender.neural.GeneralizedMF.generalized_matrix_factorization_model module
      • Module contents
    • elliot.recommender.neural.ItemAutoRec package
      • Submodules
      • elliot.recommender.neural.ItemAutoRec.itemautorec module
      • elliot.recommender.neural.ItemAutoRec.itemautorec_model module
      • Module contents
    • elliot.recommender.neural.NAIS package
      • Submodules
      • elliot.recommender.neural.NAIS.nais module
      • elliot.recommender.neural.NAIS.nais_model module
      • Module contents
    • elliot.recommender.neural.NFM package
      • Submodules
      • elliot.recommender.neural.NFM.neural_fm module
      • elliot.recommender.neural.NFM.neural_fm_model module
      • Module contents
    • elliot.recommender.neural.NPR package
      • Submodules
      • elliot.recommender.neural.NPR.neural_personalized_ranking module
      • elliot.recommender.neural.NPR.neural_personalized_ranking_model module
      • Module contents
    • elliot.recommender.neural.NeuMF package
      • Submodules
      • elliot.recommender.neural.NeuMF.neural_matrix_factorization module
      • elliot.recommender.neural.NeuMF.neural_matrix_factorization_model module
      • Module contents
    • elliot.recommender.neural.UserAutoRec package
      • Submodules
      • elliot.recommender.neural.UserAutoRec.userautorec module
      • elliot.recommender.neural.UserAutoRec.userautorec_model module
      • Module contents
    • elliot.recommender.neural.WideAndDeep package
      • Submodules
      • elliot.recommender.neural.WideAndDeep.wide_and_deep module
      • elliot.recommender.neural.WideAndDeep.wide_and_deep_model module
      • Module contents
  • Module contents
• elliot.recommender.unpersonalized package
  • Subpackages
    • elliot.recommender.unpersonalized.most_popular package
      • Submodules
      • elliot.recommender.unpersonalized.most_popular.most_popular module
      • Module contents
    • elliot.recommender.unpersonalized.random_recommender package
      • Submodules
      • elliot.recommender.unpersonalized.random_recommender.Random module
      • Module contents
  • Module contents
• elliot.recommender.visual_recommenders package
  • Subpackages
    • elliot.recommender.visual_recommenders.ACF package
      • Submodules
      • elliot.recommender.visual_recommenders.ACF.ACF module
      • elliot.recommender.visual_recommenders.ACF.ACF_model module
      • Module contents
    • elliot.recommender.visual_recommenders.DVBPR package
      • Submodules
      • elliot.recommender.visual_recommenders.DVBPR.DVBPR module
      • elliot.recommender.visual_recommenders.DVBPR.DVBPR_model module
      • elliot.recommender.visual_recommenders.DVBPR.FeatureExtractor module
      • Module contents
    • elliot.recommender.visual_recommenders.DeepStyle package
      • Submodules
      • elliot.recommender.visual_recommenders.DeepStyle.DeepStyle module
      • elliot.recommender.visual_recommenders.DeepStyle.DeepStyle_model module
      • Module contents
    • elliot.recommender.visual_recommenders.VBPR package
      • Submodules
      • elliot.recommender.visual_recommenders.VBPR.VBPR module
      • elliot.recommender.visual_recommenders.VBPR.VBPR_model module
      • Module contents
    • elliot.recommender.visual_recommenders.VNPR package
      • Submodules
      • elliot.recommender.visual_recommenders.VNPR.visual_neural_personalized_ranking module
      • elliot.recommender.visual_recommenders.VNPR.visual_neural_personalized_ranking_model module
      • Module contents
  • Module contents

Submodules

elliot.recommender.base_recommender_model module

Module description:

class elliot.recommender.base_recommender_model.BaseRecommenderModel(data, config, params, *args, **kwargs)

Bases: abc.ABC

autoset_params()

Define Parameters as tuples: (variable_name, public_name, shortcut, default, reading_function, printing_function) Example:

self._params_list = [

(“_similarity”, “similarity”, “sim”, “cosine”, None, None), (“_user_profile_type”, “user_profile”, “up”, “tfidf”, None, None), (“_item_profile_type”, “item_profile”, “ip”, “tfidf”, None, None), (“_mlpunits”, “mlp_units”, “mlpunits”, “(1,2,3)”, lambda x: list(make_tuple(x)), lambda x: str(x).replace(“,”, “-“)),

]

abstract get_loss()

abstract get_params()

get_params_shortcut()

abstract get_recommendations(*args)

abstract get_results()

abstract train()

elliot.recommender.base_recommender_model.init_charger(init)

elliot.recommender.recommender_utils_mixin module

class elliot.recommender.recommender_utils_mixin.RecMixin

Bases: object

get_loss()

get_params()

get_recommendations(k: int = 100)

get_results()

get_train_mask(start, stop)

restore_weights()

train()

Module contents

Module description: