Instructions to use aisquared/bolt-embedding-small with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use aisquared/bolt-embedding-small with sentence-transformers:

from sentence_transformers import SentenceTransformer

model = SentenceTransformer("aisquared/bolt-embedding-small")

sentences = [
    "I'm trying to write a PHP script which reads SIP (session initiation protocol) signals from a hardware switch to gets specific details and then return some data back to the switch.\nBeing a complete newbie to this SIP thing I don't know how to interact with the switch sending SIP signal. Do we need to send some message to the switch to get response?\nI googled SIP but got only general info regarding what SIP is all about but nothing programmatic.\nCan any one provide any pointers to any tutorials which show how interact with a SIP signal programmatically?\nAre there any free online services that simulate SIP signals for testing purpose?\n",
    "Lake Okahumpka is a freshwater lake in Wildwood, Florida, United States. Lake Okahumpka Park is along part of its shoreline. In 1980, the United States Geological Survey reported on the hydrology of Lake Okahumpka and Lake Deaton area.\n\nThe lake is east of Wildwood on the south side of State Road 44. The lake has been treated for hydrilla. Ring neck ducks have been hunted from its shores.\n\nSee also\nOkahumpka, Florida\n\nReferences\n\nBodies of water of Sumter County, Florida\nOkahumpka",
    "Because of different regional setting on different machines. To have date time output in the same format you ahve to specify format string explciitly:\ndate.ToString(\"yyyy-MM-dd HH:mm:ss\");\n\nAlso as John recommeded in comments below if you want having date time output in the same format on different machines despite local regional settings you can use InvariantCulture format provider:\ndate.ToString(CultureInfo.InvariantCulture);\n\nMSDN:\n\nThe invariant culture is culture-insensitive; it is associated with\n  the English language but not with any country/region\n\nMSDN:\n\nStandard Date and Time Format Strings\nCustom Date and Time Format Strings\n\n",
    "The President of India plays a ceremonial role in foreign affairs, appointing ambassadors and ratifying treaties, but the day‑to‑day conduct of diplomacy is handled by the Ministry of External Affairs and the Prime Minister's Office."
]
embeddings = model.encode(sentences)

similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [4, 4]

Notebooks
Google Colab
Kaggle

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