Index

A

Account (class in poprox_concepts.domain) (class in poprox_concepts.domain.account) AccountInterest (class in poprox_concepts.domain) (class in poprox_concepts.domain.account) add_component() (poprox_recommender.lkpipeline.Pipeline method) AdditiveAttention (class in poprox_recommender.model.general.attention.additive) alias() (poprox_recommender.lkpipeline.Pipeline method) aliases (poprox_recommender.lkpipeline.config.PipelineConfig attribute) (poprox_recommender.lkpipeline.PipelineConfig attribute) allow_data_test_failures() (in module poprox_recommender.config) Article (class in poprox_concepts.domain) (class in poprox_concepts.domain.article)

ArticleEmbeddingModel (class in poprox_recommender.components.embedders.article) ArticlePlacement (class in poprox_concepts.domain) (class in poprox_concepts.domain.article) ArticleScorer (class in poprox_recommender.components.scorers) (class in poprox_recommender.components.scorers.article) ArticleSet (class in poprox_concepts.domain) (class in poprox_concepts.domain.article) assert_tensor_size() (in module poprox_recommender.pytorch) (in module poprox_recommender.pytorch.datachecks) available_cpu_parallelism() (in module poprox_recommender.config)

C

Calibrator (class in poprox_recommender.components.diversifiers) (class in poprox_recommender.components.diversifiers.calibration) Click (class in poprox_concepts.domain) (class in poprox_concepts.domain.click) clone() (poprox_recommender.lkpipeline.Pipeline method) code (poprox_recommender.lkpipeline.config.PipelineComponent attribute) Component (class in poprox_recommender.lkpipeline) (class in poprox_recommender.lkpipeline.components) component (poprox_recommender.lkpipeline.nodes.ComponentNode attribute) component_configs() (poprox_recommender.lkpipeline.Pipeline method) ComponentNode (class in poprox_recommender.lkpipeline.nodes)

components (poprox_recommender.lkpipeline.config.PipelineConfig attribute) (poprox_recommender.lkpipeline.PipelineConfig attribute) compute_kl_divergence() (in module poprox_recommender.components.diversifiers.calibration) Concatenate (class in poprox_recommender.components.joiners) (class in poprox_recommender.components.joiners.concat) config (poprox_recommender.lkpipeline.config.PipelineComponent attribute) config_hash() (poprox_recommender.lkpipeline.Pipeline method) Configurable (class in poprox_recommender.lkpipeline) (class in poprox_recommender.lkpipeline.components) connect() (poprox_recommender.lkpipeline.Pipeline method) connections (poprox_recommender.lkpipeline.nodes.ComponentNode attribute) create_input() (poprox_recommender.lkpipeline.Pipeline method)

D

decode() (poprox_recommender.lkpipeline.config.PipelineLiteral method) default (poprox_recommender.lkpipeline.state.PipelineState property) default_device() (in module poprox_recommender.config) default_node (poprox_recommender.lkpipeline.state.PipelineState property) defaults (poprox_recommender.lkpipeline.config.PipelineConfig attribute) (poprox_recommender.lkpipeline.PipelineConfig attribute)

DeferredRun (class in poprox_recommender.lkpipeline.runner) Demographics (class in poprox_concepts.domain) (class in poprox_concepts.domain.demographics) DotProductClickPredictor (class in poprox_recommender.model.general.click_predictor.dot_product)

E

Entity (class in poprox_concepts.domain) (class in poprox_concepts.domain.article)

EXTRA_CONFIG_FIELDS (poprox_recommender.lkpipeline.Component attribute) (poprox_recommender.lkpipeline.components.Component attribute)

F

Fill (class in poprox_recommender.components.joiners) (class in poprox_recommender.components.joiners.fill) forward() (poprox_recommender.model.general.attention.additive.AdditiveAttention method) (poprox_recommender.model.general.attention.multihead_self.MultiHeadSelfAttention method) (poprox_recommender.model.general.attention.multihead_self.ScaledDotProductAttention method) (poprox_recommender.model.general.attention.newsadditive.NewsAdditiveAttention method) (poprox_recommender.model.general.click_predictor.dot_product.DotProductClickPredictor method) (poprox_recommender.model.nrms.news_encoder.NewsEncoder method) (poprox_recommender.model.nrms.NRMS method) (poprox_recommender.model.nrms.user_encoder.UserEncoder method)

from_config() (poprox_recommender.lkpipeline.Component class method) (poprox_recommender.lkpipeline.components.Component class method) (poprox_recommender.lkpipeline.components.Configurable class method) (poprox_recommender.lkpipeline.Configurable class method)

G

get() (poprox_recommender.lkpipeline.Lazy method) (poprox_recommender.lkpipeline.types.Lazy method) get_config() (poprox_recommender.lkpipeline.Component method) (poprox_recommender.lkpipeline.components.Component method) (poprox_recommender.lkpipeline.components.Configurable method) (poprox_recommender.lkpipeline.Configurable method) (poprox_recommender.lkpipeline.Pipeline method)

get_default() (poprox_recommender.lkpipeline.Pipeline method) get_news_vector() (poprox_recommender.model.nrms.NRMS method) get_prediction() (poprox_recommender.model.nrms.NRMS method) get_user_vector() (poprox_recommender.model.nrms.NRMS method)

H

hash (poprox_recommender.lkpipeline.config.PipelineMeta attribute)

hash_config() (in module poprox_recommender.lkpipeline.config)

I

IGNORED_CONFIG_FIELDS (poprox_recommender.lkpipeline.Component attribute) (poprox_recommender.lkpipeline.components.Component attribute) Image (class in poprox_concepts.domain) (class in poprox_concepts.domain.image) InputNode (class in poprox_recommender.lkpipeline.nodes) inputs (poprox_recommender.lkpipeline.config.PipelineComponent attribute) (poprox_recommender.lkpipeline.config.PipelineConfig attribute) (poprox_recommender.lkpipeline.nodes.ComponentNode attribute) (poprox_recommender.lkpipeline.PipelineConfig attribute)

InterestProfile (class in poprox_concepts.domain) (class in poprox_concepts.domain.profile) Interleave (class in poprox_recommender.components.joiners) (class in poprox_recommender.components.joiners.interleave) is_compatible_data() (in module poprox_recommender.lkpipeline.types) is_compatible_type() (in module poprox_recommender.lkpipeline.types)

L

Lazy (class in poprox_recommender.lkpipeline) (class in poprox_recommender.lkpipeline.types) literal() (poprox_recommender.lkpipeline.Pipeline method) LiteralNode (class in poprox_recommender.lkpipeline.nodes)

literals (poprox_recommender.lkpipeline.config.PipelineConfig attribute) (poprox_recommender.lkpipeline.PipelineConfig attribute) LocalityCalibrator (class in poprox_recommender.components.diversifiers) (class in poprox_recommender.components.diversifiers.locality_calibration) LoginLinkData (class in poprox_concepts.api.tracking)

M

measure_user_recs() (in module poprox_recommender.evaluation.metrics) Mention (class in poprox_concepts.domain) (class in poprox_concepts.domain.article) meta (poprox_recommender.lkpipeline.config.PipelineConfig attribute) (poprox_recommender.lkpipeline.PipelineConfig attribute) (poprox_recommender.lkpipeline.state.PipelineState attribute) meta() (poprox_recommender.lkpipeline.Pipeline method) MindData (class in poprox_recommender.data.mind) MMRDiversifier (class in poprox_recommender.components.diversifiers) (class in poprox_recommender.components.diversifiers.mmr) model_computed_fields (poprox_concepts.api.recommendations.RecommendationRequest attribute) (poprox_concepts.api.recommendations.RecommendationResponse attribute) (poprox_concepts.api.recommendations.RecommenderInfo attribute) (poprox_concepts.api.tracking.LoginLinkData attribute) (poprox_concepts.api.tracking.SignUpToken attribute) (poprox_concepts.api.tracking.TrackingLinkData attribute) (poprox_concepts.api.TrackingLinkData attribute) (poprox_concepts.domain.Account attribute) (poprox_concepts.domain.account.Account attribute) (poprox_concepts.domain.account.AccountInterest attribute) (poprox_concepts.domain.AccountInterest attribute) (poprox_concepts.domain.Article attribute) (poprox_concepts.domain.article.Article attribute) (poprox_concepts.domain.article.ArticlePlacement attribute) (poprox_concepts.domain.article.ArticleSet attribute) (poprox_concepts.domain.article.Entity attribute) (poprox_concepts.domain.article.Mention attribute) (poprox_concepts.domain.ArticlePlacement attribute) (poprox_concepts.domain.ArticleSet attribute) (poprox_concepts.domain.Click attribute) (poprox_concepts.domain.click.Click attribute) (poprox_concepts.domain.Demographics attribute) (poprox_concepts.domain.demographics.Demographics attribute) (poprox_concepts.domain.Entity attribute) (poprox_concepts.domain.Image attribute) (poprox_concepts.domain.image.Image attribute) (poprox_concepts.domain.InterestProfile attribute) (poprox_concepts.domain.Mention attribute) (poprox_concepts.domain.Newsletter attribute) (poprox_concepts.domain.newsletter.Newsletter attribute) (poprox_concepts.domain.profile.InterestProfile attribute) (poprox_recommender.lkpipeline.config.PipelineComponent attribute) (poprox_recommender.lkpipeline.config.PipelineConfig attribute) (poprox_recommender.lkpipeline.config.PipelineInput attribute) (poprox_recommender.lkpipeline.config.PipelineLiteral attribute) (poprox_recommender.lkpipeline.config.PipelineMeta attribute) (poprox_recommender.lkpipeline.PipelineConfig attribute) model_config (poprox_concepts.api.recommendations.RecommendationRequest attribute) (poprox_concepts.api.recommendations.RecommendationResponse attribute) (poprox_concepts.api.recommendations.RecommenderInfo attribute) (poprox_concepts.api.tracking.LoginLinkData attribute) (poprox_concepts.api.tracking.SignUpToken attribute) (poprox_concepts.api.tracking.TrackingLinkData attribute) (poprox_concepts.api.TrackingLinkData attribute) (poprox_concepts.domain.Account attribute) (poprox_concepts.domain.account.Account attribute) (poprox_concepts.domain.account.AccountInterest attribute) (poprox_concepts.domain.AccountInterest attribute) (poprox_concepts.domain.Article attribute) (poprox_concepts.domain.article.Article attribute) (poprox_concepts.domain.article.ArticlePlacement attribute) (poprox_concepts.domain.article.ArticleSet attribute) (poprox_concepts.domain.article.Entity attribute) (poprox_concepts.domain.article.Mention attribute) (poprox_concepts.domain.ArticlePlacement attribute) (poprox_concepts.domain.ArticleSet attribute) (poprox_concepts.domain.Click attribute) (poprox_concepts.domain.click.Click attribute) (poprox_concepts.domain.Demographics attribute) (poprox_concepts.domain.demographics.Demographics attribute) (poprox_concepts.domain.Entity attribute) (poprox_concepts.domain.Image attribute) (poprox_concepts.domain.image.Image attribute) (poprox_concepts.domain.InterestProfile attribute) (poprox_concepts.domain.Mention attribute) (poprox_concepts.domain.Newsletter attribute) (poprox_concepts.domain.newsletter.Newsletter attribute) (poprox_concepts.domain.profile.InterestProfile attribute) (poprox_recommender.lkpipeline.config.PipelineComponent attribute) (poprox_recommender.lkpipeline.config.PipelineConfig attribute) (poprox_recommender.lkpipeline.config.PipelineInput attribute) (poprox_recommender.lkpipeline.config.PipelineLiteral attribute) (poprox_recommender.lkpipeline.config.PipelineMeta attribute) (poprox_recommender.lkpipeline.PipelineConfig attribute) model_fields (poprox_concepts.api.recommendations.RecommendationRequest attribute) (poprox_concepts.api.recommendations.RecommendationResponse attribute) (poprox_concepts.api.recommendations.RecommenderInfo attribute) (poprox_concepts.api.tracking.LoginLinkData attribute) (poprox_concepts.api.tracking.SignUpToken attribute) (poprox_concepts.api.tracking.TrackingLinkData attribute) (poprox_concepts.api.TrackingLinkData attribute) (poprox_concepts.domain.Account attribute) (poprox_concepts.domain.account.Account attribute) (poprox_concepts.domain.account.AccountInterest attribute) (poprox_concepts.domain.AccountInterest attribute) (poprox_concepts.domain.Article attribute) (poprox_concepts.domain.article.Article attribute) (poprox_concepts.domain.article.ArticlePlacement attribute) (poprox_concepts.domain.article.ArticleSet attribute) (poprox_concepts.domain.article.Entity attribute) (poprox_concepts.domain.article.Mention attribute) (poprox_concepts.domain.ArticlePlacement attribute) (poprox_concepts.domain.ArticleSet attribute) (poprox_concepts.domain.Click attribute) (poprox_concepts.domain.click.Click attribute) (poprox_concepts.domain.Demographics attribute) (poprox_concepts.domain.demographics.Demographics attribute) (poprox_concepts.domain.Entity attribute) (poprox_concepts.domain.Image attribute) (poprox_concepts.domain.image.Image attribute) (poprox_concepts.domain.InterestProfile attribute) (poprox_concepts.domain.Mention attribute) (poprox_concepts.domain.Newsletter attribute) (poprox_concepts.domain.newsletter.Newsletter attribute) (poprox_concepts.domain.profile.InterestProfile attribute) (poprox_recommender.lkpipeline.config.PipelineComponent attribute) (poprox_recommender.lkpipeline.config.PipelineConfig attribute) (poprox_recommender.lkpipeline.config.PipelineInput attribute) (poprox_recommender.lkpipeline.config.PipelineLiteral attribute) (poprox_recommender.lkpipeline.config.PipelineMeta attribute) (poprox_recommender.lkpipeline.PipelineConfig attribute)

model_file_path() (in module poprox_recommender.paths) ModelConfig (class in poprox_recommender.model) module poprox_concepts poprox_concepts.api poprox_concepts.api.recommendations poprox_concepts.api.tracking poprox_concepts.domain poprox_concepts.domain.account poprox_concepts.domain.article poprox_concepts.domain.click poprox_concepts.domain.demographics poprox_concepts.domain.image poprox_concepts.domain.newsletter poprox_concepts.domain.profile poprox_concepts.domain.topics poprox_recommender poprox_recommender.components poprox_recommender.components.diversifiers poprox_recommender.components.diversifiers.calibration poprox_recommender.components.diversifiers.locality_calibration poprox_recommender.components.diversifiers.mmr poprox_recommender.components.diversifiers.pfar poprox_recommender.components.diversifiers.topic_calibration poprox_recommender.components.embedders poprox_recommender.components.embedders.article poprox_recommender.components.embedders.user poprox_recommender.components.filters poprox_recommender.components.filters.topic poprox_recommender.components.joiners poprox_recommender.components.joiners.concat poprox_recommender.components.joiners.fill poprox_recommender.components.joiners.interleave poprox_recommender.components.rankers poprox_recommender.components.rankers.topk poprox_recommender.components.samplers poprox_recommender.components.samplers.softmax poprox_recommender.components.samplers.uniform poprox_recommender.components.scorers poprox_recommender.components.scorers.article poprox_recommender.config poprox_recommender.data poprox_recommender.data.mind poprox_recommender.evaluation poprox_recommender.evaluation.metrics poprox_recommender.evaluation.metrics.rbo poprox_recommender.evaluation.offline poprox_recommender.handler poprox_recommender.lkpipeline poprox_recommender.lkpipeline.components poprox_recommender.lkpipeline.config poprox_recommender.lkpipeline.nodes poprox_recommender.lkpipeline.runner poprox_recommender.lkpipeline.state poprox_recommender.lkpipeline.types poprox_recommender.logging_config poprox_recommender.model poprox_recommender.model.general poprox_recommender.model.general.attention poprox_recommender.model.general.attention.additive poprox_recommender.model.general.attention.multihead_self poprox_recommender.model.general.attention.newsadditive poprox_recommender.model.general.click_predictor poprox_recommender.model.general.click_predictor.dot_product poprox_recommender.model.nrms poprox_recommender.model.nrms.news_encoder poprox_recommender.model.nrms.user_encoder poprox_recommender.paths poprox_recommender.pytorch poprox_recommender.pytorch.datachecks poprox_recommender.pytorch.decorators poprox_recommender.topics MultiHeadSelfAttention (class in poprox_recommender.model.general.attention.multihead_self)

N

name (poprox_recommender.lkpipeline.config.PipelineInput attribute) (poprox_recommender.lkpipeline.config.PipelineMeta attribute) (poprox_recommender.lkpipeline.Node attribute) (poprox_recommender.lkpipeline.nodes.Node attribute) NewsAdditiveAttention (class in poprox_recommender.model.general.attention.newsadditive) NewsEncoder (class in poprox_recommender.model.nrms.news_encoder) Newsletter (class in poprox_concepts.domain) (class in poprox_concepts.domain.newsletter)

Node (class in poprox_recommender.lkpipeline) (class in poprox_recommender.lkpipeline.nodes) node() (poprox_recommender.lkpipeline.Pipeline method) nodes (poprox_recommender.lkpipeline.Pipeline property) NRMS (class in poprox_recommender.model.nrms) NRMSArticleEmbedder (class in poprox_recommender.components.embedders) (class in poprox_recommender.components.embedders.article) NRMSUserEmbedder (class in poprox_recommender.components.embedders) (class in poprox_recommender.components.embedders.user)

P

parse_type_string() (in module poprox_recommender.lkpipeline.types) personalized (poprox_recommender.evaluation.metrics.UserRecs attribute) PFARDiversifier (class in poprox_recommender.components.diversifiers) (class in poprox_recommender.components.diversifiers.pfar) Pipeline (class in poprox_recommender.lkpipeline) PipelineComponent (class in poprox_recommender.lkpipeline.config) PipelineConfig (class in poprox_recommender.lkpipeline) (class in poprox_recommender.lkpipeline.config) PipelineError PipelineInput (class in poprox_recommender.lkpipeline.config) PipelineLiteral (class in poprox_recommender.lkpipeline.config) PipelineMeta (class in poprox_recommender.lkpipeline.config) PipelineRunner (class in poprox_recommender.lkpipeline.runner) PipelineState (class in poprox_recommender.lkpipeline.state) PipelineWarning poprox_concepts module poprox_concepts.api module poprox_concepts.api.recommendations module poprox_concepts.api.tracking module poprox_concepts.domain module poprox_concepts.domain.account module poprox_concepts.domain.article module poprox_concepts.domain.click module poprox_concepts.domain.demographics module poprox_concepts.domain.image module poprox_concepts.domain.newsletter module poprox_concepts.domain.profile module poprox_concepts.domain.topics module poprox_recommender module poprox_recommender.components module poprox_recommender.components.diversifiers module poprox_recommender.components.diversifiers.calibration module poprox_recommender.components.diversifiers.locality_calibration module poprox_recommender.components.diversifiers.mmr module poprox_recommender.components.diversifiers.pfar module poprox_recommender.components.diversifiers.topic_calibration module poprox_recommender.components.embedders module poprox_recommender.components.embedders.article module poprox_recommender.components.embedders.user module poprox_recommender.components.filters module poprox_recommender.components.filters.topic module poprox_recommender.components.joiners module poprox_recommender.components.joiners.concat module poprox_recommender.components.joiners.fill module poprox_recommender.components.joiners.interleave module poprox_recommender.components.rankers module

poprox_recommender.components.rankers.topk module poprox_recommender.components.samplers module poprox_recommender.components.samplers.softmax module poprox_recommender.components.samplers.uniform module poprox_recommender.components.scorers module poprox_recommender.components.scorers.article module poprox_recommender.config module poprox_recommender.data module poprox_recommender.data.mind module poprox_recommender.evaluation module poprox_recommender.evaluation.metrics module poprox_recommender.evaluation.metrics.rbo module poprox_recommender.evaluation.offline module poprox_recommender.handler module poprox_recommender.lkpipeline module poprox_recommender.lkpipeline.components module poprox_recommender.lkpipeline.config module poprox_recommender.lkpipeline.nodes module poprox_recommender.lkpipeline.runner module poprox_recommender.lkpipeline.state module poprox_recommender.lkpipeline.types module poprox_recommender.logging_config module poprox_recommender.model module poprox_recommender.model.general module poprox_recommender.model.general.attention module poprox_recommender.model.general.attention.additive module poprox_recommender.model.general.attention.multihead_self module poprox_recommender.model.general.attention.newsadditive module poprox_recommender.model.general.click_predictor module poprox_recommender.model.general.click_predictor.dot_product module poprox_recommender.model.nrms module poprox_recommender.model.nrms.news_encoder module poprox_recommender.model.nrms.user_encoder module poprox_recommender.paths module poprox_recommender.pytorch module poprox_recommender.pytorch.datachecks module poprox_recommender.pytorch.decorators module poprox_recommender.topics module project_root() (in module poprox_recommender.paths)

R

rank_biased_overlap() (in module poprox_recommender.evaluation.metrics) (in module poprox_recommender.evaluation.metrics.rbo) RecommendationRequest (class in poprox_concepts.api.recommendations) RecommendationResponse (class in poprox_concepts.api.recommendations) RecommenderComponents (class in poprox_recommender.model)

RecommenderInfo (class in poprox_concepts.api.recommendations) recs (poprox_recommender.evaluation.metrics.UserRecs attribute) replace_component() (poprox_recommender.lkpipeline.Pipeline method) run() (poprox_recommender.lkpipeline.Pipeline method) (poprox_recommender.lkpipeline.runner.PipelineRunner method) run_all() (poprox_recommender.lkpipeline.Pipeline method)

S

ScaledDotProductAttention (class in poprox_recommender.model.general.attention.multihead_self) set_default() (poprox_recommender.lkpipeline.Pipeline method)

setup_logging() (in module poprox_recommender.logging_config) SignUpToken (class in poprox_concepts.api.tracking)

T

TopicCalibrator (class in poprox_recommender.components.diversifiers) (class in poprox_recommender.components.diversifiers.topic_calibration) TopicFilter (class in poprox_recommender.components.filters) (class in poprox_recommender.components.filters.topic) TopkRanker (class in poprox_recommender.components.rankers.topk) torch_inference() (in module poprox_recommender.pytorch) (in module poprox_recommender.pytorch.decorators)

TrackingLinkData (class in poprox_concepts.api) (class in poprox_concepts.api.tracking) truth (poprox_recommender.evaluation.metrics.UserRecs attribute) type_string() (in module poprox_recommender.lkpipeline.types) TypecheckWarning types (poprox_recommender.lkpipeline.config.PipelineInput attribute) (poprox_recommender.lkpipeline.Node attribute) (poprox_recommender.lkpipeline.nodes.Node attribute)

U

UniformSampler (class in poprox_recommender.components.samplers) (class in poprox_recommender.components.samplers.uniform) user_id (poprox_recommender.evaluation.metrics.UserRecs attribute)

user_topic_preference() (in module poprox_recommender.topics) user_truth() (poprox_recommender.data.mind.MindData method) UserEncoder (class in poprox_recommender.model.nrms.user_encoder) UserRecs (class in poprox_recommender.evaluation.metrics)

V

value (poprox_recommender.lkpipeline.nodes.LiteralNode attribute)

version (poprox_recommender.lkpipeline.config.PipelineMeta attribute)