EmbeddingModels

Addedv2.3.x

Embedding models for you to embed unstrucctured data into vector embeddings.

BGEM3EmbeddingFunction [READ MORE]

BGEM3EmbeddingFunction is a class in pymilvus that handles encoding text into embeddings using the BGE M3 model to support embedding retrieval in Milvus.

CohereEmbeddingFunction [READ MORE]

CohereEmbeddingFunction is a class in pymilvus that handles encoding text into embeddings using Cohere embedding models to support embedding retrieval in Milvus.

GeminiEmbeddingFunction [READ MORE]

Model2VecEmbeddingFunction is a class in pymilvus that handles encoding text into embeddings using the GeminiEmbeddingFunction module to support embedding retrieval in Milvus.

InstructorEmbeddingFunction [READ MORE]

InstructorEmbeddingFunction is a class in pymilvus that handles encoding text into embeddings using the Instructor embedding model to support embedding retrieval in Milvus.

JinaEmbeddingFunction [READ MORE]

JinaEmbeddingFunction is a class in pymilvus that handles encoding text into embeddings using Jina AI embedding models to support embedding retrieval in Milvus.

MGTEEmbeddingFunction [READ MORE]

MGTEEmbeddingFunction is a class in pymilvus that handles encoding text into embeddings using MGTE embedding models to support embedding retrieval in Milvus.

MistralAIEmbeddingFunction [READ MORE]

MistralAIEmbeddingFunction is a class in pymilvus that handles encoding text into embeddings using Mistral AI embedding models to support embedding retrieval in Milvus.

Model2VecEmbeddingFunction [READ MORE]

Model2VecEmbeddingFunction is a class in pymilvus that handles encoding text into embeddings using the model2vec module to support embedding retrieval in Milvus.

NomicEmbeddingFunction [READ MORE]

NomicEmbeddingFunction is a class in pymilvus that handles encoding text into embeddings using Nomic embedding models to support embedding retrieval in Milvus.

OnnxEmbeddingFunction [READ MORE]

OnnxEmbeddingFunction is a class in pymilvus that handles encoding text into embeddings using Open Neural Network Exchange (ONNX) embedding models to support embedding retrieval in Milvus.

OpenAIEmbeddingFunction [READ MORE]

OpenAIEmbeddingFunction is a class in pymilvus that handles encoding text into embeddings using OpenAI models to support embedding retrieval in Milvus.

SentenceTransformerEmbeddingFunction [READ MORE]

SentenceTransformerEmbeddingFunction is a class in pymilvus that handles encoding text into embeddings using Sentence Transformer models to support embedding retrieval in Milvus.

SpladeEmbeddingFunction [READ MORE]

SpladeEmbeddingFunction is a class in pymilvus that handles encoding text into embeddings using SPLADE models to support embedding retrieval in Milvus.

VoyageEmbeddingFunction [READ MORE]

VoyageEmbeddingFunction is a class in pymilvus that handles encoding text into embeddings using Voyage models to support embedding retrieval in Milvus.