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Classification

TextClassifier

The TextClassifier is a Task for classifying text.

TextClassificationData

Data Module for text classification tasks.

classification.data.TextClassificationPostprocess

classification.data.TextClassificationPreprocess

classification.data.TextDeserializer

classification.data.TextDataSource

classification.data.TextCSVDataSource

classification.data.TextJSONDataSource

classification.data.TextDataFrameDataSource

classification.data.TextParquetDataSource

classification.data.TextHuggingFaceDatasetDataSource

classification.data.TextListDataSource

Question Answering

QuestionAnsweringTask

The QuestionAnsweringTask is a Task for extractive question answering.

QuestionAnsweringData

Data module for QuestionAnswering task.

question_answering.data.QuestionAnsweringBackboneState

The QuestionAnsweringBackboneState stores the backbone in use by the QuestionAnsweringPreprocess

question_answering.data.QuestionAnsweringCSVDataSource

question_answering.data.QuestionAnsweringDataSource

question_answering.data.QuestionAnsweringDictionaryDataSource

question_answering.data.QuestionAnsweringFileDataSource

question_answering.data.QuestionAnsweringJSONDataSource

question_answering.data.QuestionAnsweringPostprocess

question_answering.data.QuestionAnsweringPreprocess

question_answering.data.SQuADDataSource

Summarization

SummarizationTask

The SummarizationTask is a Task for Seq2Seq text summarization.

SummarizationData

seq2seq.summarization.data.SummarizationPreprocess

Translation

TranslationTask

The TranslationTask is a Task for Seq2Seq text translation.

TranslationData

Data module for Translation tasks.

seq2seq.translation.data.TranslationPreprocess

General Seq2Seq

Seq2SeqTask

General Task for Sequence2Sequence.

Seq2SeqData

Data module for Seq2Seq tasks.

Seq2SeqFreezeEmbeddings

Freezes the embedding layers during Seq2Seq training.

seq2seq.core.data.Seq2SeqBackboneState

The Seq2SeqBackboneState stores the backbone in use by the Seq2SeqPreprocess

seq2seq.core.data.Seq2SeqCSVDataSource

seq2seq.core.data.Seq2SeqDataSource

seq2seq.core.data.Seq2SeqFileDataSource

seq2seq.core.data.Seq2SeqJSONDataSource

seq2seq.core.data.Seq2SeqPostprocess

seq2seq.core.data.Seq2SeqPreprocess

seq2seq.core.data.Seq2SeqSentencesDataSource

seq2seq.core.metrics.BLEUScore

Calculate BLEU score of machine translated text with one or more references.

seq2seq.core.metrics.RougeBatchAggregator

Aggregates rouge scores and provides confidence intervals.

seq2seq.core.metrics.RougeMetric

Metric used for automatic summarization.

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