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NVIDIA Merlin Models

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Contents

  • Introduction
  • Standard Models: Overview
  • Example Notebooks
    • Getting Started with Merlin Models: Develop a Model for MovieLens
    • From ETL to Training RecSys models - NVTabular and Merlin Models integrated example
    • Iterating over Deep Learning Models using Merlin Models
    • Exporting Ranking Models
    • Building a Retrieval Model with Merlin Models
    • Taking the Next Step with Merlin Models: Define Your Own Architecture
  • API Documentation
    • merlin.models.tf.DCNModel
    • merlin.models.tf.DeepFMModel
    • merlin.models.tf.DLRMModel
    • merlin.models.tf.WideAndDeepModel
    • merlin.models.tf.Encoder
    • merlin.models.tf.EmbeddingEncoder
    • merlin.models.tf.ItemRetrievalScorer
    • merlin.models.tf.RetrievalModelV2
    • merlin.models.tf.MatrixFactorizationModelV2
    • merlin.models.tf.MatrixFactorizationModel
    • merlin.models.tf.TwoTowerModelV2
    • merlin.models.tf.TwoTowerModel
    • merlin.models.tf.YoutubeDNNRetrievalModelV2
    • merlin.models.tf.YoutubeDNNRetrievalModel
    • merlin.models.tf.Embeddings
    • merlin.models.tf.EmbeddingTable
    • merlin.models.tf.AverageEmbeddingsByWeightFeature
    • merlin.models.tf.ReplaceMaskedEmbeddings
    • merlin.models.tf.L2Norm
    • merlin.models.tf.InputBlockV2
    • merlin.models.tf.InputBlock
    • merlin.models.tf.Continuous
    • merlin.models.tf.ContinuousFeatures
    • merlin.models.tf.ContinuousEmbedding
    • merlin.models.tf.ContinuousProjection
    • merlin.models.tf.SequenceEmbeddingFeatures
    • merlin.models.tf.DLRMBlock
    • merlin.models.tf.MLPBlock
    • merlin.models.tf.CrossBlock
    • merlin.models.tf.TwoTowerBlock
    • merlin.models.tf.MatrixFactorizationBlock
    • merlin.models.tf.DotProductInteraction
    • merlin.models.tf.FMBlock
    • merlin.models.tf.FMPairwiseInteraction
    • merlin.models.tf.PredictionTasks
    • merlin.models.tf.PredictionTask
    • merlin.models.tf.BinaryClassificationTask
    • merlin.models.tf.MultiClassClassificationTask
    • merlin.models.tf.RegressionTask
    • merlin.models.tf.ItemRetrievalTask
    • merlin.models.tf.OutputBlock
    • merlin.models.tf.ModelOutput
    • merlin.models.tf.BinaryOutput
    • merlin.models.tf.CategoricalOutput
    • merlin.models.tf.ContrastiveOutput
    • merlin.models.tf.RegressionOutput
    • merlin.models.tf.ColumnBasedSampleWeight
    • merlin.models.tf.SequentialBlock
    • merlin.models.tf.ParallelBlock
    • merlin.models.tf.ParallelPredictionBlock
    • merlin.models.tf.DenseResidualBlock
    • merlin.models.tf.DualEncoderBlock
    • merlin.models.tf.ResidualBlock
    • merlin.models.tf.TabularBlock
    • merlin.models.tf.Filter
    • merlin.models.tf.Cond
    • merlin.models.tf.TopKEncoder
    • merlin.models.tf.MultiOptimizer
    • merlin.models.tf.LazyAdam
    • merlin.models.tf.OptimizerBlocks
    • merlin.models.tf.split_embeddings_on_size
    • merlin.models.tf.CategoryEncoding
    • merlin.models.tf.MapValues
    • merlin.models.tf.PrepareListFeatures
    • merlin.models.tf.PrepareFeatures
    • merlin.models.tf.ToSparse
    • merlin.models.tf.ToDense
    • merlin.models.tf.ToTarget
    • merlin.models.tf.ToOneHot
    • merlin.models.tf.HashedCross
    • merlin.models.tf.HashedCrossAll
    • merlin.models.tf.BroadcastToSequence
    • merlin.models.tf.SequencePredictNext
    • merlin.models.tf.SequencePredictLast
    • merlin.models.tf.SequencePredictRandom
    • merlin.models.tf.SequenceTargetAsInput
    • merlin.models.tf.SequenceMaskLast
    • merlin.models.tf.SequenceMaskRandom
    • merlin.models.tf.ExpandDims
    • merlin.models.tf.StochasticSwapNoise
    • merlin.models.tf.AsTabular
    • merlin.models.tf.MMOEBlock
    • merlin.models.tf.CGCBlock
    • merlin.models.tf.PLEBlock
    • merlin.models.tf.Loader
    • merlin.models.tf.AvgPrecisionAt
    • merlin.models.tf.MRRAt
    • merlin.models.tf.NDCGAt
    • merlin.models.tf.PrecisionAt
    • merlin.models.tf.RecallAt
    • merlin.models.tf.TopKMetricsAggregator
    • merlin.models.tf.ItemSampler
    • merlin.models.tf.InBatchSampler
    • merlin.models.tf.PopularityBasedSampler
    • merlin.models.tf.losses.CategoricalCrossEntropy
    • merlin.models.tf.losses.SparseCategoricalCrossEntropy
    • merlin.models.tf.losses.BPRLoss
    • merlin.models.tf.losses.BPRmaxLoss
    • merlin.models.tf.losses.HingeLoss
    • merlin.models.tf.losses.LogisticLoss
    • merlin.models.tf.losses.TOP1Loss
    • merlin.models.tf.losses.TOP1maxLoss
    • merlin.models.tf.losses.TOP1v2Loss
    • merlin.models.utils.schema_utils.select_targets
    • merlin.models.utils.schema_utils.schema_to_tensorflow_metadata_json
    • merlin.models.utils.schema_utils.tensorflow_metadata_json_to_schema
    • merlin.models.utils.schema_utils.create_categorical_column
    • merlin.models.utils.schema_utils.create_continuous_column
    • merlin.models.utils.schema_utils.filter_dict_by_schema
    • merlin.models.utils.schema_utils.categorical_cardinalities
    • merlin.models.utils.schema_utils.categorical_domains
    • merlin.models.utils.schema_utils.get_embedding_sizes_from_schema
    • merlin.models.utils.schema_utils.get_embedding_size_from_cardinality
    • merlin.models.tf.TensorInitializer
    • merlin.models.utils.misc_utils.filter_kwargs
    • merlin.models.utils.misc_utils.safe_json
    • merlin.models.utils.misc_utils.get_filenames
    • merlin.models.utils.misc_utils.get_label_feature_name
    • merlin.models.utils.misc_utils.get_timestamp_feature_name
    • merlin.models.utils.misc_utils.get_parquet_files_names
    • merlin.models.utils.misc_utils.Timing
    • merlin.models.utils.misc_utils.get_object_size
    • merlin.models.utils.misc_utils.validate_dataset
    • merlin.models.utils.registry.camelcase_to_snakecase
    • merlin.models.utils.registry.snakecase_to_camelcase
    • merlin.models.utils.registry.default_name
    • merlin.models.utils.registry.default_object_name
    • merlin.models.utils.registry.Registry
    • merlin.models.utils.registry.RegistryMixin
    • merlin.models.utils.registry.display_list_by_prefix
  • Additional Resources
    • Contributing to Merlin Models
    • Github Repo

Ecosystem

  • Merlin
  • Core
  • Systems
  • NVTabular
  • Transformers4Rec
  • Dataloader
  • HugeCTR
v: v23.08.01
Tags
v23.04.00
v23.05.00
v23.06.00
v23.08.00
v23.08.01
v23.12.00
Branches
main
stable
  • .rst

Additional Resources

Additional Resources#

  • Contributing to Merlin Models
    • Code contributions
    • Label your PRs
    • Adding classes, methods, and so on
    • Attribution
  • Github Repo

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