autointent.modules

Heart of the library with different intent classification methods implemented.

Submodules

• autointent.modules.base
• autointent.modules.decision
• autointent.modules.embedding
• autointent.modules.regex
• autointent.modules.scoring

Attributes

T
REGEX_MODULES
EMBEDDING_MODULES
SCORING_MODULES
DECISION_MODULES

Classes

BaseModule	Base module for all intent classification modules.
AdaptiveDecision	Decision for multi-label classification using adaptive thresholds.
ArgmaxDecision	Argmax decision module.
JinoosDecision	Jinoos predictor module.
ThresholdDecision	Threshold predictor module.
TunableDecision	Tunable predictor module.
LogregAimedEmbedding	Module for configuring embeddings optimized for linear classification.
RetrievalAimedEmbedding	Module for configuring embeddings optimized for retrieval tasks.
SimpleRegex	Regular expressions based intent detection module.
BERTLoRAScorer	BERTLoRAScorer class for transformer-based classification with LoRA (Low-Rank Adaptation).
BertScorer	Scoring module for transformer-based classification using BERT models.
BiEncoderDescriptionScorer	Bi-encoder description scorer for zero-shot intent classification.
CatBoostScorer	CatBoost scorer using either external embeddings or CatBoost's own BoW encoding.
CNNScorer	Convolutional Neural Network (CNN) scorer for intent classification.
CrossEncoderDescriptionScorer	Cross-encoder description scorer for zero-shot intent classification.
DNNCScorer	Scoring module for intent classification using discriminative nearest neighbor classification.
GCNScorer	Graph Convolutional Network (GCN) scorer for intent classification.
KNNScorer	K-nearest neighbors (KNN) scorer for intent classification.
LinearScorer	Scoring module for linear classification using logistic regression.
LLMDescriptionScorer	LLM-based description scorer for zero-shot intent classification using structured output.
MLKnnScorer	Multi-label k-nearest neighbors (ML-KNN) scorer.
PTuningScorer	PEFT P-tuning scorer.
RerankScorer	Re-ranking scorer using a cross-encoder for intent classification.
RNNScorer	Recurrent Neural Network (RNN) scorer for intent classification.
SklearnScorer	Scoring module for classification using sklearn classifiers.

Package Contents

autointent.modules.T

autointent.modules.REGEX_MODULES: dict[str, type[base.BaseRegex]]

autointent.modules.EMBEDDING_MODULES: dict[str, type[base.BaseEmbedding]]

autointent.modules.SCORING_MODULES: dict[str, type[base.BaseScorer]]

autointent.modules.DECISION_MODULES: dict[str, type[base.BaseDecision]]