sentence-transformers How to use shrijayan/all-mpnet-base-v2-sample with sentence-transformers:
from sentence_transformers import SentenceTransformer
model = SentenceTransformer("shrijayan/all-mpnet-base-v2-sample")
sentences = [
"For the following multiple choice question, select one correct answer. Let s think step by step. Question In a postoperative patient with a urinary diversion, the nurse should monitor the urine volume every hour. Below how many ml h of urine may indicate that the patient is dehydrated or has some type of internal obstruction or loss ? Options A. 200 ml h. B. 100 ml h. C. 80 ml h. D. 50 ml h. E. 30 ml h.",
"Our approach shows that gene expression can be explained by a modest number of co localized transcription factors, however, information on cell type specific binding is crucial for understanding combinatorial gene regulation.",
"We have developed a rapid, simple, sensitive and specific method to quantify β antithrombin activity using 1μL of plasma. β antithrombin significantly increases in patients with ischemic cerebrovascular disease during the acute event, probably by its release from the vasculature.",
"A postoperative patient with a urinary diversion requires close monitoring of urine output to ensure that the diversion is functioning properly and that the patient is not experiencing any complications. Monitoring urine volume every hour is a crucial aspect of postoperative care in this scenario. To determine the correct answer, let s analyze each option A. 200 ml h This is a relatively high urine output, and it would not typically indicate dehydration or internal obstruction. In fact, a urine output of 200 ml h is generally considered adequate and may even be higher than the average urine output for a healthy adult. B. 100 ml h This is also a relatively high urine output and would not typically indicate dehydration or internal obstruction. A urine output of 100 ml h is still within the normal range and would not raise concerns about dehydration or obstruction. C. 80 ml h While this is a slightly lower urine output, it is still within the normal range and would not necessarily indicate dehydration or internal obstruction. D. 50 ml h This is a lower urine output, and it may start to raise concerns about dehydration or internal obstruction. However, it is still not the lowest option, and the nurse may need to consider other factors before determining the cause of the low urine output. E. 30 ml h This is the lowest urine output option, and it would likely indicate that the patient is dehydrated or has some type of internal obstruction or loss. A urine output of 30 ml h is generally considered low and would require immediate attention from the nurse to determine the cause and take corrective action. Considering the options, the correct answer is E. 30 ml h. A urine output of 30 ml h is a critical threshold that may indicate dehydration or internal obstruction, and the nurse should take immediate action to assess the patient s fluid status and the functioning of the urinary diversion. Answer E."
]
embeddings = model.encode(sentences)
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [4, 4] 
