sentence-transformers How to use Gem-Software/embeddinggemma-300m-gem-v5-hyde with sentence-transformers:
from sentence_transformers import SentenceTransformer
model = SentenceTransformer("Gem-Software/embeddinggemma-300m-gem-v5-hyde")
sentences = [
"Senior Engineering Manager at Airbnb (2020-Present), Engineering Manager at Uber (2016-2020), Software Engineer at Amazon (2013-2016) | BASc Computer Engineering, University of Waterloo | Search Infrastructure, Machine Learning, Distributed Systems, Elasticsearch, Team Leadership, Ranking Algorithms, A/B Testing, Personalization, Roadmap Planning | Engineering leader with 11 years building search and discovery products at marketplace scale, currently leading a team of 20 engineers at Airbnb focused on search infrastructure and personalized ranking systems.",
"Work from Home | Virtual Assistant | | Freelance, self-employed | Virtual Assistant | | Your friendly neighborhood e-Commerce VA for Amazon Private Label, eBay, Etsy, and FBMP, | WORK EXPERIENCE:BPO: I have 8 years of experience in medical and general transcription, and 7 years of call center/BPO work experience.e-Commerce: I have more than 3 years of experience as a virtual assistant for Amazon Private Label, e-Bay, Etsy, and Facebook Marketplace dropshipping stores.Tools Used: Helium 10Zik AnalyticsPowerdropAutoDSList PerfectlyInkfrogSales FreakSocial Media Management:I worked as a social media manager creating/posting videos and graphic content on Facebook, Instagram, and YouTube for more than a year. I created and managed Facebook pages and FB groups. I created and managed YouTube channels creating thumbnails, graphics, video editing, channel intro, outro, end card, and among others. | | | | ",
"Agilent Technologies | Intern | | LinkedIn | Software Engineer | | TeleTracking | Software Engineer | | Beijing Normal University | Data Analyst Intern | | LinkedIn | Senior Software Engineer | | Software Engineer at LinkedIn | Skilled in Java, Python. | | | Algorithmic Toolbox|Operating Systems|Graph Search, Shortest Paths, and Data Structures|C++程序设计|Divide and Conquer, Sorting and Searching, and Randomized Algorithms|Oracle Certified Professional, Java SE 8 Programmer | ",
"Tencent | Full-stack Developer | | TikTok | Software Engineer | ads | ABB | Software Engineer | | NIO | Frontend Developer | | Microsoft | Full-stack Developer | | SDE | I have an undergraduate degree in software engineering from Tongji University and I'm pursuing a master's degree in computer engineering from New York University. With over 1 year of experience as a Software Development Engineer, I bring a combination of software development, programming, collaboration, critical thinking, problem-solving and other skills that make me an ideal candidate for the role of Software Developer.<br>During my work experience, I have been involved in the development of software projects and research and development as a core member in all of them.<br>In my first work experience, I was involved in a project to recognize robot faults based on artificial intelligence. In this project, I mainly used Python and PyTorch to train the recognition models, reduced the imbalance of data, constructed reasonable prior examination to build Bayesian models and removed the noise in data set, got over 87% accuracy in error detection.<br>In my second work experience, I was involved in the development of the company's internal web site. I was responsible for the entire front-end development of the web. Mainly used TypeScript, Vue.js. I participated in component transformation of front-end project, includes table component repackaging, etc. and was responsible for the product launch of one iteration in the team.<br>In addition to software development, I also learned to effectively collaborate with colleagues from other departments. For example, I would discuss with my colleagues whether the new requirements made sense, how the interface fields should be set up, etc. It is with the efficient cooperation with colleagues that the project can be successfully realized.<br>Furthermore, my critical thinking and problem-solving skills have grown through my experiences. For instance, the data set I g"
]
embeddings = model.encode(sentences)
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [4, 4] 
