sentence-transformers How to use EnchantedRainfall/confit-v2-augmented with sentence-transformers:
from sentence_transformers import SentenceTransformer
model = SentenceTransformer("EnchantedRainfall/confit-v2-augmented")
sentences = [
"Do you know modern web stacks from soup to nuts? Have opinions about clean URLs and dirty objects in ORMs? We want to talk to you!\r\nOur client's mission is to build great advertising software. Product is an easy-to-use, massive scale and high availability advertising platform founded by industry veterans who worked together at Google. It's offer customers the most extensible and transparent advertising system in the world and process billions of transactions per second. \r\n\r\n**We are looking for a Web Engineer - Backend with in-depth working knowledge of the Django framework to join our growing team.**\r\n\r\nTech stack is always evolving to meet the challenges of the massive scale of transactions on which we operate. To manage the firehose of data coming in, we explore complex tradeoffs and carefully architect high performance distributed systems. Those in turn require elegant and thoughtfully designed interfaces to make the systems accessible to both our team and our customers.\r\n\r\n**What You'll Be Doing:**\r\nYou'll take part in architectural changes as we scale to improve engineering velocity\r\nBe the \"Go-to\" for all things Django, we hire tech agnostic so having a resident expert in this framework is essential to the success of the team going forward. \r\nWork on our public REST API that supports both our customers and our own JS UI\r\nDo fun tasks like reviewing code, writing design docs and closing JIRA tickets))\r\n\r\n**Who You Are:**\r\n3+ years of Python Development experience, good communicative skills (in English)\r\nExperience with building and operating a modern REST API (ie. Swagger, monitoring, rate limiting, authentication, etc.)\r\nA solid understanding of relational databases (we use Amazon Aurora MySQL)\r\nA solid understanding of modern operational processes and concerns for web applications (deployment, provisioning, monitoring)\r\nA solid understanding of Django Rest Framework\r\nA strong grasp of software architecture (from classes or self-learning)\r\nAn appreciation (or tolerance of) bee puns\r\n\r\nMORE ABOUT the Customer:\r\nCompany was founded in 2014 and since then they’ve raised $28M in funding from leading VCs including RRE and Foundry Group and have grown rapidly.\n\n TARGET_ROLE: Senior Back-End Enginner with Django expertise | EXP_REQ: 5\nDOMAIN: AdTech\nREQUIRED_ENTITIES: Python, Django, Django Rest Framework, Amazon Aurora, MySQL, Swagger, JIRA, Docker\nPREFERRED_ENTITIES: JavaScript, SQL, Bash\nWORKFLOW: Agile, Scrum, TDD, CI/CD",
"================================================================================\nJUNIOR BACK-END SOFTWARE DEVELOPER\nSeniority: Junior | Total Experience: 1 Years\nDomain Expertise: Enterprise Spend Management Platforms\n================================================================================\n\nPROFESSIONAL SUMMARY\n--------------------------------------------------------------------------------\nHighly structured and results-oriented Junior Back-end Software Developer with 1 years of professional experience operating within the Enterprise Spend Management Platforms sector. Proven capability in navigating complex requirements and leveraging industry-standard methodologies to deliver robust, scalable solutions.\n\nTECHNICAL SKILLS & COMPETENCIES\n--------------------------------------------------------------------------------\n* Core Technologies : Ruby, Ruby on Rails\n* Tools & Frameworks : MySQL, Redis, Resque, Docker, AWS EC2, Heroku\n\nPROFESSIONAL EXPERIENCE\n--------------------------------------------------------------------------------\nROLE : JUNIOR SOFTWARE DEVELOPER\nTENURE : 1 Years\n\nI supported the backend team in maintaining the core modules of a cloud-based financial tracking platform. My daily tasks involved participating in code reviews as an observer and performing minor bug fixes under direct supervision. I focused on learning the existing codebase and understanding the CI/CD workflows established by the senior staff.\n\nKey Responsibilities & Achievements:\n - Assisted senior engineers in monitoring Resque queue processing for high-throughput data jobs.\n - Shadowed the DevOps team during the migration of micro-services to Docker containers on AWS EC2.\n - Wrote unit tests for existing MySQL database queries to assist in minor performance bug fixes.\n - Updated documentation for CI/CD pipeline triggers under the guidance of lead developers.\n\nADDITIONAL PROFILE INFORMATION\n--------------------------------------------------------------------------------\n* Previous Experience : Barista at a local coffee shop\n* Certifications : PADI Scuba Diving Certification\n================================================================================",
"SENIOR JAVA BACKEND ENGINNER // Senior // 7y exp========================================================================\n\n## STACK\nlang :: Java | Spring | Hibernatetools :: RESTful services | VPCs | Oracle Data Integrator | Kafkaextra :: Python | SQLmethods :: Agile | Scrum | TDDdomain :: Fintech Distributed Systems\n\n## XP\n[1] Senior Backend Enginner — 4yr\n > Architected high-throughput message processing pipelines using Spring and Hibernate to optimize transaction flow.\n > Integrated external financial gateway APIs through secure VPC tunnels, ensuring 99.9% system reliability.\n > Managed complex ETL data mappings with ODI to syncronize legacy database records into our cloud-based backend.\n > Implemented multi-threaded concurrent processing modules that reduced latency for RESTful service endpoints by 40%.\n[2] Java Developer — 3yr\n > Developed custom RESTful APIs to facilitate seamless data exchange between banking microservices.\n > Utilized Hibernate to streamline persistence layers for large-scale financial reporting applications.\n > Automated recurring data ingestion tasks via ODI workflows, significantly decreasing manual intervention requirements.\n========================================================================\n",
"================================================================================\nEDUTECH SALES CONSULTANT & CUSTOMER SUCCESS SPECIALIST\nSeniority: Mid-Level | Total Experience: 5 Years\nDomain Expertise: EdTech and Childrens Educational Services\n================================================================================\n\nPROFESSIONAL SUMMARY\n--------------------------------------------------------------------------------\nAccomplished EduTech Sales Consultant & Customer Success Specialist specializing in EdTech and Childrens Educational Services with over 5 years of progressive experience. Adept at bridging technical and business requirements to drive critical projects from conception to successful deployment.\n\nTECHNICAL SKILLS & COMPETENCIES\n--------------------------------------------------------------------------------\n* Core Technologies : CRM Platforms, Sales Engagement Tools, Communication Software\n\nPROFESSIONAL EXPERIENCE\n--------------------------------------------------------------------------------\nROLE : CUSTOMER SUCCESS & SALES REPRESENTATIVE\nTENURE : 3 Years\n\nI thrived in a fast-paced environment where I had to balance individual client needs with organizational revenue targets. My daily tasks included presenting complex educational concepts in an accessible way to parents and children. I am truly passionite about finding solutions that help students grow through technology.\n\nKey Responsibilities & Achievements:\n - Orchestrated high-volume outbound calling campaigns that increased conversion rates by 22% using Salesforce.\n - Facilitated interactive demos and in-person workshops for parents, effectively demonstrating the value of digital learning modules.\n - Managed a database of over 500 active leads, ensuring timely follow-ups and precise record keeping in the CRM system.\n - Built lasting rapport with families, resulting in a 15% improvement in long-term customer retention rates.\n\nROLE : JUNIOR ACCOUNT EXECUTIVE\nTENURE : 2 Years\n\nEarly in my carreer I focused on building the foundashon for effective communication strategies within the IT sector. I learned how to identify client pain points and present our technical educational products as the primary solution. This role solidified my ability to work independently while meeting strict dead-lines.\n\nKey Responsibilities & Achievements:\n - Spearheaded lead generation efforts by attending local community events to connect with prospective educational partners.\n - Maintained meticulous documentation of every customer interaction within HubSpot to ensure seamless team handovers.\n - Achieved 110% of quarterly sales goals by employing a personalized, trust-based approach with new accounts.\n\nADDITIONAL PROFILE INFORMATION\n--------------------------------------------------------------------------------\n* Previous Experience : Summer Camp Counselor\n* Certifications : CPR Certified, Advanced Lifesaving Badge\n* Personal Interests : Child Development Workshops, Community Volunteering, Public Speaking\n================================================================================",
"\nCANDIDATE MATRIX DOSSIER\n============================================================\nHeadline Title : Agile Scrum Master (AdTech Solutions)\nSeniority Level : SeniorTotal Years of Exp. : 5Domain Expertise : AdTech and High-Traffic Transaction Systems\n\nPRIMARY COMPETENCIES\n------------------------------------------------------------\n- Python\n- Django\n- Django Rest Framework\n- Amazon Aurora\n- MySQL\n- Swagger\n- JIRA\n- Docker\n\nSECONDARY COMPETENCIES\n------------------------------------------------------------\n- JavaScript\n- SQL\n- Bash\n- Agile\n- Scrum\n- TDD\n- Code Review\n\nWORK HISTORY MATRIX\n============================================================\nROLE 1: Agile Scrum Master\nYears in Role: 3\n\nAchievement Set:\n • Điều phối các sprint Agile cho đội ngũ kỹ sư phát triển Django Rest Framework nhằm tối ưu hóa quy trình phân phối sản phẩm.\n • Quản lý lịch trình dự án cho việc chuyển đổi hệ thống cơ sở dữ liệu sang Amazon Aurora và MySQL để đảm bảo tiến độ.\n • Hỗ trợ đội ngũ kỹ thuật trong việc lập kế hoạch sử dụng Swagger để định nghĩa giao diện API mà không cần trực tiếp viết mã.\n • Theo dõi các chỉ số hiệu suất của team thông qua JIRA, đảm bảo các tài liệu thiết kế được hoàn thành đúng hạn.\n\n------------------------------------------------------------\nROLE 2: IT Project Manager\nYears in Role: 2\n\nAchievement Set:\n • Giám sát dự án triển khai các microservices Python, theo dõi tiến độ tích hợp Django Rest Framework của các lập trình viên.\n • Phối hợp với đội vận hành để thiết lập quy trình triển khai Docker và giám sát môi trường staging cho ứng dụng web.\n • Đảm bảo các quy định về xác thực và giới hạn lưu lượng truy cập (rate limiting) được tuân thủ nghiêm ngặt trong tài liệu đặc tả dự án.\n\n------------------------------------------------------------\n\nADDITIONAL PROFILE ELEMENTS\n============================================================\nInterests & Hobbies:\n- Hiking\n- Bee keeping\n- Photography\n\nPrior Employment History:\n- Bartender\n\nOther Certifications:\n- Scuba Diving Certification\n- CPR Certified\n\nEND OF MATRIX\n============================================================",
"================================================================================\nSENIOR .NET SOFTWARE ENGINNER\nSeniority: Senior | Total Experience: 7 Years\nDomain Expertise: Environmental, Health, Safety and Crisis Management Software\n================================================================================\n\nPROFESSIONAL SUMMARY\n--------------------------------------------------------------------------------\nDynamic Senior .NET Software Enginner bringing 7+ years of hands-on expertise in the Environmental, Health, Safety and Crisis Management Software industry. Track record of designing and deploying high-efficiency solutions, demonstrating deep proficiency across modern technical stacks and agile environments.\n\nTECHNICAL SKILLS & COMPETENCIES\n--------------------------------------------------------------------------------\n* Core Technologies : C#, ASP.NET, Web API 2, WCF\n* Tools & Frameworks : Microsoft SQL Server, Oracle, nHibernate, Visual Studio, Team Foundation Server, IIS, Entity Framework\n\nPROFESSIONAL EXPERIENCE\n--------------------------------------------------------------------------------\nROLE : SENIOR SOFTWARE DEVELOPER\nTENURE : 4 Years\n\nI lead the development of safety-critical modules for a large ISV firm. My work involved deep integration with complex SQL Server databases to support global crisis response teams. I ensured that all code remained maintainable and scalable within our integrated .NET architecture.\n\nKey Responsibilities & Achievements:\n - Architected enterprise-level modules for crisis management platforms using C# and ASP.NET, ensuring robust data handling across high-availability environments.\n - Refactored legacy codebases to improve performance by 20% while maintaining strict compatibility with nHibernate and Oracle database schemas.\n - Collaborated with product managers in a Scrum environment to translate complex safety requirements into reliable, unit-tested features.\n - Managed deployments to Windows Server and IIS, conducting thorough code reviews to maintain quality standards across distributed teams.\n\nROLE : SOFTWARE DEVELOPER\nTENURE : 3 Years\n\nIn this role, I focused on the implementation of backend services and frontend interfaces for mission-critical environmental software. I worked closely with QA teams to deliver high-quality solutions while adhering to tight deadlines. My efforts helped automate data reporting features for our clients.\n\nKey Responsibilities & Achievements:\n - Built dynamic web components using Javascript and jQuery to enhance the user experience of enterprise safety dashboards.\n - Implemented RESTful services via Web API 2 to facilitate seamless data exchange between internal systems and third-party safety databases.\n - Developed and maintained complex WCF services to support core application functions for external stakeholders in the health sector.\n - Executed comprehensive unit tests using Visual Studio tools to guarantee high code coverage and reduce regression issues during release cycles.\n\nADDITIONAL PROFILE INFORMATION\n--------------------------------------------------------------------------------\n* Previous Experience : Warehouse Associate\n* Certifications : CPR Certified, PADI Scuba Diving License\n* Personal Interests : Mountain Hiking, Chess, Reading Historical Fiction\n================================================================================",
"\nCONFIDENTIAL CANDIDATE DOSSIER\n====================================================================\nREPRESENTED BY: Executive Search Partners\nROLE TARGET: Senior Back-end Enginner (Django Specialist)\nEXPERIENCE LEVEL: Senior (5 YOE)DOMAIN ALIGNMENT: AdTech and High-Traffic Transaction Systems\n====================================================================\n\n>>> EXECUTIVE SUMMARY\nWe are pleased to present this exceptional profile. The candidate brings a proven 5-year track record in the AdTech and High-Traffic Transaction Systems sector. Their primary core expertise is anchored in Python, Django, Django Rest Framework, which is heavily supported by operational expertise using Amazon Aurora, MySQL, Swagger, JIRA, Docker. They are highly self-sufficient in their work, supplemented by proficiencies in JavaScript and SQL and Bash. Culturally, they thrive in Agile/Scrum/TDD/Code Review environments and consistently drive measurable technical outcomes.\n>>> TECHNICAL SNAPSHOT\n[+] Core Competencies : Python | Django | Django Rest Framework[+] Delivery & CI/CD : Amazon Aurora | MySQL | Swagger | JIRA | Docker[+] Aux. Languages : JavaScript | SQL | Bash[+] Agile/Workflow : Agile | Scrum | TDD | Code Review\n>>> ENGAGEMENT HISTORY\n--------------------------------------------------------------------\n1. EMPLOYER: \n TITLE: Senior Back-end Developer\n TENURE: 3 years\n\n Key Deliverables & Impact:\n • Architected and maintained highly-available RESTful interfaces utilizing Django Rest Framework for a platform processing high-volume traffic.\n • Optimized complex database queries within Amazon Aurora MySQL to significantly reduce latency during peak transaction periods.\n • Led the migration of legacy service modules to modern infrastructure, improving overall system deployment velocity and reliability.\n • Authored comprehensive design documentation and performed rigorous peer code reviews to ensure maintainable software standards.\n--------------------------------------------------------------------\n2. EMPLOYER: \n TITLE: Software Engineer\n TENURE: 2 years\n\n Key Deliverables & Impact:\n • Developed robust API endpoints using Python and Django to facilitate seamless communication between front-end UI and core business services.\n • Implemented secure authentication and rate-limiting protocols for public-facing REST services to protect against unauthorized access.\n • Collaborated in an Agile environment, actively participating in sprint planning and resolving complex JIRA issues to meet strict deadlines.\n\n\n====================================================================\nCONSULTANT'S NOTE: \nThis candidate is an outstanding technical and cultural match for roles requiring deep senior-level expertise in Python and AdTech and High-Traffic Transaction Systems. We highly recommend advancing to a technical interview."
]
embeddings = model.encode(sentences)
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [7, 7] 
