sentence-transformers How to use anishareddyalla/bge-base-matryoshka-aws-casestudies with sentence-transformers:
from sentence_transformers import SentenceTransformer
model = SentenceTransformer("anishareddyalla/bge-base-matryoshka-aws-casestudies")
sentences = [
"The fact that no customer noticed this major migration to Amazon S3 Glacier Instant Retrieval was a big win for us. It was a seamless experience for end users, and we had no production issues during the entire migration. ” Contact Sales Greater than 99. 99% Outcome | Gaining Insights on AWS to Prioritize Business Needs 한국어 Snap migrated more than 2 exabytes of data—roughly equivalent to 1. 5 trillion media files—seamlessly to Amazon S3 Glacier Instant Retrieval from Amazon S3 Standard-IA. “The fact that no customer noticed this major migration to Amazon S3 Glacier Instant Retrieval was a big win for us,” says Manoharan. “It was a seamless experience for Snapchatters, and we had no production issues during the entire migration. ” As a result of the migration, the company saved tens of millions of dollars on storage. Snap has configured Amazon S3 in 20 AWS Regions around the world so that customers anywhere can retrieve data in milliseconds. The AWS Global Infrastructure is the most secure, extensive, and reliable Global Cloud Infrastructure for a business’s applications. The global reach of AWS lets Snap store media closer to the place where Snapchatters are creating it for optimal performance. Snap is also able to deliver content efficiently using Amazon CloudFront, a content delivery network service built for high performance, security, and availability. “We’ve been able to off-load all of the regionalization work and costs to AWS so that we can focus on developing new features,” says Manoharan. As a result, Snapchat continues to meet its quarterly cost-optimization goals. Overview | Opportunity | Solution | Outcome | AWS Services Used 2 exabytes Amazon Simple Storage Service (Amazon S3) is an object storage service offering industry-leading scalability, data availability, security, and performance. … In 2016, Snap migrated its data to AWS. “We chose to migrate to AWS because of its global reach, excellent performance, and competitive pricing that, in turn, gave us the ability to reinvest in our business,” says Vijay Manoharan, manager of the media delivery platform team at Snap. Amazon S3 Glacier Instant Retrieval is an archive storage class that delivers the lowest-cost storage for long-lived data that is rarely accessed and requires retrieval in milliseconds. AWS Services Used In 2017, Snap migrated one of the app’s most central features—Snapchat Stories—to Amazon DynamoDB, a fully managed, serverless, NoSQL database designed to run high-performance applications at virtually any scale. Using Amazon DynamoDB, the company experienced greater than 99.",
"How did Snap save tens of millions of dollars on storage as a result of migrating to Amazon S3 Glacier Instant Retrieval from Amazon S3 Standard-IA?",
"How has Panasonic Avionics Corporation leveraged Amazon Aurora MySQL-Compatible Edition and other AWS services to improve the reliability and scalability of its databases for in-flight entertainment and communications systems?",
"How does Ground Truth Plus ensure the quality of image and video captions generated by human annotators?"
]
embeddings = model.encode(sentences)
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [4, 4] 
