Visual Document Retrieval
Transformers
Safetensors
ColPali
sentence-transformers
multilingual
feature-extraction
vidore
multimodal-embedding
multilingual-embedding
Text-to-Visual Document (T→VD) retrieval
sentence-similarity
mteb
custom_code
Instructions to use ashrielbrian/jina-embeddings-v4 with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use ashrielbrian/jina-embeddings-v4 with Transformers:
# pip install -U transformers accelerate # Load model directly from transformers import AutoModel model = AutoModel.from_pretrained("ashrielbrian/jina-embeddings-v4", trust_remote_code=True, device_map="auto") - ColPali
How to use ashrielbrian/jina-embeddings-v4 with ColPali:
# No code snippets available yet for this library. # To use this model, check the repository files and the library's documentation. # Want to help? PRs adding snippets are welcome at: # https://github.com/huggingface/huggingface.js
- sentence-transformers
How to use ashrielbrian/jina-embeddings-v4 with sentence-transformers:
from sentence_transformers import SentenceTransformer model = SentenceTransformer("ashrielbrian/jina-embeddings-v4", trust_remote_code=True) sentences = [ "The weather is lovely today.", "It's so sunny outside!", "He drove to the stadium." ] embeddings = model.encode(sentences) similarities = model.similarity(embeddings, embeddings) print(similarities.shape) # [3, 3] - Notebooks
- Google Colab
- Kaggle
Download results.json from ashrielbrian/jina-embeddings-v4: direct link, hf CLI and curl.
- Browser
- Download file 20.3 kB
-
https://huggingface.co/ashrielbrian/jina-embeddings-v4/resolve/main/results.json
- Command line
-
hf download hf://ashrielbrian/jina-embeddings-v4/results.json
-
curl -L -o results.json https://huggingface.co/ashrielbrian/jina-embeddings-v4/resolve/main/results.json
20.3 kB
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