I have the following azure open ai
models deployed
{
"data": [
{
"scale_settings": {
"scale_type": "standard"
},
"model": "text-davinci-003", <-- model
"owner": "organization-owner",
"id": "try-davinci",
"status": "succeeded",
"created_at": 1679465326,
"updated_at": 1679465326,
"object": "deployment"
},
{
"scale_settings": {
"scale_type": "standard"
},
"model": "text-search-curie-doc-001",<-- model
"owner": "organization-owner",
"id": "textsearchcuriedoc001mc",
"status": "succeeded",
"created_at": 1680504006,
"updated_at": 1680504006,
"object": "deployment"
},
{
"scale_settings": {
"scale_type": "standard"
},
"model": "text-search-curie-query-001",<-- model
"owner": "organization-owner",
"id": "textsearchcuriequery001mc",
"status": "succeeded",
"created_at": 1680504039,
"updated_at": 1680504039,
"object": "deployment"
}
],
"object": "list"
}
I create embeddings
of a string
embeddings_of_i_live = get_embedding("I live in space",engine='textsearchcuriedoc001mc')
embeddings_of_i_live
part of result
[5.4967957112239674e-05,
-0.01301578339189291,
-0.002223075833171606,
...
]
Then I create embeddings
of a query
queryembedding = get_embedding(
'I live in space',
engine="textsearchcuriequery001mc"
)
queryembedding
[0.016271160915493965,
0.0058170584961771965,
-0.0046340785920619965,
...
]
Why is the value of cosine similarity
not 1?
similarity = cosine_similarity(embeddings_of_i_live,queryembedding)
similarity
0.42056650555103214