Model gallery

Embedding and reranking models you can use with your Pinecone API key, plus models you run yourself and bring as vectors.

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Model	Company	Type	Input	Dimension	Max tokens	Processing location	Supported API	Minimum plan	Actions
llama-text-embed-v2	NVIDIA	Dense embedding	Text	1024, 2048, 768, 512, 384	2048	`us`	Documents, Standalone embedding, Records	Starter	Create index
multilingual-e5-large	Microsoft	Dense embedding	Text	1024	507	`us`	Documents, Standalone embedding, Records	Starter	Create index
pinecone-sparse-english-v0	Pinecone	Sparse embedding	Text	Sparse	2048	`us`	Documents, Standalone embedding, Records	Starter	Create index
cohere-rerank-4-fast	Cohere	Reranking	Text	N/A	4096	`global`	Standalone reranking, Records	Standard
bge-reranker-v2-m3	BAAI	Reranking	Text	N/A	1024	`us`	Standalone reranking, Records	Starter

Documents:The Documents API, for document indexes with integrated embedding.Standalone embedding:The standalone /embed endpoint, which embeds text without an index.Standalone reranking:The standalone /rerank endpoint, which reranks results without an index.Records:The legacy Records API, for legacy integrated indexes created with create_index_for_model.

Model	Company	Type	Input	Dimension	Max tokens	Actions
gte-base	Alibaba	Dense embedding	Text	768	512	Create index
gte-large	Alibaba	Dense embedding	Text	1024	512	Create index
embed-english-light-v3.0	Cohere	Dense embedding	Text	384	512	Create index
embed-english-v3.0	Cohere	Dense embedding	Text	1024	512	Create index
embed-multilingual-v3.0	Cohere	Dense embedding	Text	1024	512	Create index
all-MiniLM-L12-v2	HuggingFace	Dense embedding	Text	384	256	Create index
all-mpnet-base-v2	HuggingFace	Dense embedding	Text	768	384	Create index
instructor-large	HuggingFace	Dense embedding	Text	768	512	Create index
instructor-xl	HuggingFace	Dense embedding	Text	768	512	Create index
jina-clip-v2	Jina AI	Dense embedding	Text, image	1024	8192	Create index
jina-embeddings-v4	Jina AI	Dense embedding	Text, image	2048, 128, 256, 512, 1024	32768	Create index
CLIP-ViT-B-32-laion2B-s34B-b79K	Laion	Dense embedding	Text, image	512	77	Create index
e5-base-v2	Microsoft	Dense embedding	Text	768	512	Create index
e5-large-v2	Microsoft	Dense embedding	Text	1024	512	Create index
mistral-embed	Mistral AI	Dense embedding	Text	1024	8192	Create index
CLIP	OpenAI	Dense embedding	Text, image	512, 768	77	Create index
text-embedding-ada-002	OpenAI	Dense embedding	Text	1536	8192	Create index
rerank-2	Voyage AI	Reranking	Text	N/A	16000
rerank-2-lite	Voyage AI	Reranking	Text	N/A	8000
voyage-2	Voyage AI	Dense embedding	Text	1024	4000	Create index
voyage-3	Voyage AI	Dense embedding	Text	1024	32000	Create index
voyage-3-large	Voyage AI	Dense embedding	Text	1024, 256, 512, 2048	32000	Create index
voyage-3-lite	Voyage AI	Dense embedding	Text	512	32000	Create index
voyage-code-2	Voyage AI	Dense embedding	Text	1536	16000	Create index
voyage-code-3	Voyage AI	Dense embedding	Text	1024, 256, 512, 2048	32000	Create index
voyage-finance-2	Voyage AI	Dense embedding	Text	1024	32000	Create index
voyage-large-2	Voyage AI	Dense embedding	Text	1536	16000	Create index
voyage-law-2	Voyage AI	Dense embedding	Text	1024	16000	Create index
voyage-multimodal-3	Voyage AI	Dense embedding	Text, image	1024	32000	Create index

​Model gallery

Model gallery