Soalr
Solar offers an embeddings service.
This example goes over how to use LangChain to interact with Solar Inference for text embedding.
import os
os.environ["SOLAR_API_KEY"] = ""
from langchain_community.embeddings import SolarEmbeddings
embeddings = SolarEmbeddings()
query_text = "This is a test query."
query_result = embeddings.embed_query(query_text)
query_result
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document_text = "This is a test document."
document_result = embeddings.embed_documents([document_text])
document_result
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import numpy as np
query_numpy = np.array(query_result)
document_numpy = np.array(document_result[0])
similarity = np.dot(query_numpy, document_numpy) / (
np.linalg.norm(query_numpy) * np.linalg.norm(document_numpy)
)
print(f"Cosine similarity between document and query: {similarity}")
Cosine similarity between document and query: 0.8685132879722154