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Sentence Transformers v2.3.0 has been released! It includes several bug fixes, enhanced model loading including custom models & no more unnecessary file downloads, improved performance, a powerful loss function, and much more!
Sentence Transformers v2.3.0 has been released! It includes several bug fixes, enhanced model loading including custom models & no more unnecessary file downloads, improved performance, a powerful loss function, and much more!
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Details:
Details:
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⬆ Uploading Models to the Hub with 
⬆ Uploading Models to the Hub with 
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`save_to_hub`
save_to_hub
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.
.
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⬇ Downloading Models from the Hub now downloads only necessary files.
⬇ Downloading Models from the Hub now downloads only necessary files.
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⚙ Custom Models (such as 
⚙ Custom Models (such as 
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https://huggingface.co/jinaai/jina-embeddings-v2-base-de
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jinaai/jina-embeddings-v2-base-de
https://huggingface.co/jinaai/jina-embeddings-v2-base-de
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) can now be loaded with 
) can now be loaded with 
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`trust_remote_code=True`
trust_remote_code=True
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.
.
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🔍 Models can now be loaded at specific revisions (e.g. commit hashes or git branches).
🔍 Models can now be loaded at specific revisions (e.g. commit hashes or git branches).
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🖥️ Various device fixes; models will now always operate on the device that you specify.
🖥️ Various device fixes; models will now always operate on the device that you specify.
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📉 A new "Cached" variant of the powerful Multiple Negatives Ranking Loss allows common hardware to reach performance previously only accessible on multi-gpu clusters.
📉 A new "Cached" variant of the powerful Multiple Negatives Ranking Loss allows common hardware to reach performance previously only accessible on multi-gpu clusters.
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🐎 Computation time of Community Detection was decreased significantly (7x speedup at 500k sentences :exploding_head:)
🐎 Computation time of Community Detection was decreased significantly (7x speedup at 500k sentences :exploding_head:)
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🪶 Removed the now unnecessary "torchvision" dependency for a smaller installation.
🪶 Removed the now unnecessary "torchvision" dependency for a smaller installation.
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Check out the full changelog here: 
Check out the full changelog here: 
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https://github.com/UKPLab/sentence-transformers/releases/tag/v2.3.0
https://github.com/UKPLab/sentence-transformers/releases/tag/v2.3.0
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I'll be working on much more changes in the near future, so expect more exciting updates. If you encounter any issues, or have any questions or feature requests, don't hesitate to open an issue on the repository: 
I'll be working on much more changes in the near future, so expect more exciting updates. If you encounter any issues, or have any questions or feature requests, don't hesitate to open an issue on the repository: 
link
https://github.com/UKPLab/sentence-transformers/issues
https://github.com/UKPLab/sentence-transformers/issues
Sentence Transformers v2.3.0 has been released! It includes several bug fixes, enhanced model loading including custom models & no more unnecessary file downloads, improved performance, a powerful loss function, and much more!

Details:
⬆ Uploading Models to the Hub with `save_to_hub`.
⬇ Downloading Models from the Hub now downloads only necessary files.
⚙ Custom Models (such as https://huggingface.co/jinaai/jina-embeddings-v2-base-de) can now be loaded with `trust_remote_code=True`.
🔍 Models can now be loaded at specific revisions (e.g. commit hashes or git branches).
🖥️ Various device fixes; models will now always operate on the device that you specify.
📉 A new "Cached" variant of the powerful Multiple Negatives Ranking Loss allows common hardware to reach performance previously only accessible on multi-gpu clusters.
🐎 Computation time of Community Detection was decreased significantly (7x speedup at 500k sentences :exploding_head:)
🪶 Removed the now unnecessary "torchvision" dependency for a smaller installation.

Check out the full changelog here: https://github.com/UKPLab/sentence-transformers/releases/tag/v2.3.0

I'll be working on much more changes in the near future, so expect more exciting updates. If you encounter any issues, or have any questions or feature requests, don't hesitate to open an issue on the repository: https://github.com/UKPLab/sentence-transformers/issues
❤️
osanseviero clem victor chkla santiviquez lbourdois djsull taufiqdp shm141 nickprock hysts
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Tom Aarsen
tomaarsen
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