Which database tools suit for storing embeddings generated by the Embedding endpoint?

API
31

Thank you! In my case i will work locally with less than 100k vectors.
I will search similarities with this code in php, by loading all the vectors in a array.

function cosine_similarity($vector1, $vector2) {

$dot_product = 0.0;
$norm1 = 0.0;
$norm2 = 0.0;

// Check that the two vectors have the same size
if (count($vector1) !== count($vector2)) {
    throw new Exception("vectors are different");
}

// Calculates the dot product, norm of the vectors
for ($i = 0; $i < count($vector1); $i++) {
    $dot_product += $vector1[$i] * $vector2[$i];
    $norm1 += pow($vector1[$i], 2);
    $norm2 += pow($vector2[$i], 2);
}

// Calculate cosine similarity
$similarity = $dot_product / (sqrt($norm1) * sqrt($norm2));

return $similarity;

}

do you think it will work?