jina-embeddings-v3

5.2M
1.1K
8K
GPT-3 class
93 languages
FP16
—
by
jinaai
Embedding Model
PYTORCH
High
5.2M downloads
Battle-tested
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Edge AI:
Mobile
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Mobile
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Quick Summary

jina-embeddings-v3: Multilingual Embeddings With Task LoRA `jina-embeddings-v3` is a multilingual multi-task text embedding model designed for a variety of NLP applications.

Code Examples

bash
!pip install transformers torch einops
!pip install 'numpy<2'
bash
!pip install flash-attn --no-build-isolation
bash
!pip install -U sentence-transformers
python
from sentence_transformers import SentenceTransformer

model = SentenceTransformer("jinaai/jina-embeddings-v3", trust_remote_code=True)

task = "retrieval.query"
embeddings = model.encode(
    ["What is the weather like in Berlin today?"],
    task=task,
    prompt_name=task,
)

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