SentenceTransformers: Python framework for sentence, text and image embeddings

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  • fast_vector_similarity

    The Fast Vector Similarity Library is designed to provide efficient computation of various similarity measures between vectors.

  • Yes, check out my library for vector similarity that has various other measures which are more discriminative:

    https://github.com/Dicklesworthstone/fast_vector_similarity

    pip install fast_vector_similarity

  • LASER

    Language-Agnostic SEntence Representations

  • I'm curious how people are handling multi-lingual embeddings.

    I've found LASER[1] which originally had the idea to embed all languages in the same vector space, though it's a bit harder to use than models available through SentenceTransformers. LASER2 stuck with this approach, but LASER3 switched to language-specific models. However, I haven't found benchmarks for these models, and they were released about 2 years ago.

    Another alternative would be to translate everything before embedding, which would introduce some amount of error, though maybe it wouldn't be significant.

    1. https://github.com/facebookresearch/LASER

  • InfluxDB

    Power Real-Time Data Analytics at Scale. Get real-time insights from all types of time series data with InfluxDB. Ingest, query, and analyze billions of data points in real-time with unbounded cardinality.

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