EnchantedRainfall/output

SentenceTransformer based on BAAI/bge-m3

This is a sentence-transformers model finetuned from BAAI/bge-m3 on the confit-v2-dataset-fixed dataset. It maps sentences & paragraphs to a 1024-dimensional dense vector space and can be used for semantic textual similarity, semantic search, paraphrase mining, text classification, clustering, and more.

Model Details

Model Description

• Model Type: Sentence Transformer
• Base model: BAAI/bge-m3
• Maximum Sequence Length: 1024 tokens
• Output Dimensionality: 1024 dimensions
• Similarity Function: Cosine Similarity
• Training Dataset:
  • confit-v2-dataset-fixed

Model Sources

• Documentation: Sentence Transformers Documentation
• Repository: Sentence Transformers on GitHub
• Hugging Face: Sentence Transformers on Hugging Face

Full Model Architecture

SentenceTransformer(
  (0): Transformer({'max_seq_length': 1024, 'do_lower_case': False, 'architecture': 'XLMRobertaModel'})
  (1): Pooling({'word_embedding_dimension': 1024, 'pooling_mode_cls_token': True, 'pooling_mode_mean_tokens': False, 'pooling_mode_max_tokens': False, 'pooling_mode_mean_sqrt_len_tokens': False, 'pooling_mode_weightedmean_tokens': False, 'pooling_mode_lasttoken': False, 'include_prompt': True})
  (2): Normalize()
)

Usage

Direct Usage (Sentence Transformers)

First install the Sentence Transformers library:

pip install -U sentence-transformers

Then you can load this model and run inference.

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("sentence_transformers_model_id")
# Run inference
sentences = [
    "**Requirements:**\r\n- 5+ years of experience in software development.\r\n- 5+ years of experience in designing and implementing restful APIs.\r\n- Proficiency in Python/Django.\r\n- Experience in designing and building scalable distributed systems.\r\n- Familiarity with cloud, K8s / Docker, and CI/CD tools.\r\n- Team player among an elite dynamic R&D group.\r\n- Ability to work under uncertainty and in an intensive atmosphere.\r\n- Full proficiency in English.\r\n- Bachelor’s degree in Computer Science (or related fields) from a known university.\r\n\r\n**Will be a plus:**\r\n- Knowledge of at least one of the following: Ruby on Rails and Node.js.\r\n\r\n**Responsibilities:**\r\n- Develop scalable web services boosting the goal of the company to synthesize DNA quicker and cheaper.\r\n- Operate with cutting-edge technologies in the R&D center in Tel-Aviv.\r\n- Work in a dynamic start-up environment, where everyone has a place to influence and take ownership.\n\n## Ideal Candidate Profile\nHighly motivated software engineer with over 5 years of experience designing and implementing RESTful APIs and building scalable distributed systems. Proficient in Python/Django, and experienced with cloud technologies, K8s/Docker, and CI/CD tools. A collaborative team player, thriving in dynamic R&D environments and adept at working under uncertainty to drive innovation. Possessing a Bachelor's degree in Computer Science and full proficiency in English, I am eager to contribute to developing cutting-edge web services.",
    'ALEX RIVERA | Senior Backend Developer | Tel Aviv, Israel | Summary: Dedicated and highly skilled software engineer with over 7 years of experiance in crafting complex backend solutions. Proven ability to thrive in fast-paced startup environments and high-pressure R&D centers. Experience: Senior Software Engineer at GenoTech (2020 - Present). Led the architecture of high-load distributed systems utilizing Python and the Django framework. Successfully managed the transition to a containerized infrastructure using Docker and Kubernetes, streamlining our CI/CD workflows on AWS. Focused on building RESTful services that handle millions of requests daily. Collaborated with a team of elite developers to solve intricate technical challenges under tight deadlines. Software Developer at Nexus Systems (2017 - 2020). Designed and maintained numerous REST-based APIs to support mobile and web applications. Utilized Ruby on Rails for rapid prototyping of internal tools. Contributed to the design of distributed data processing pipelines. Education: Bachelor of Science in Computer Science, Technion - Israel Institute of Technology (2017). Skills: Python, Django, Ruby on Rails, PostgreSQL, Distributed Architectures, Docker, Kubernetes, Jenkins, AWS, Scalabilty. Languages: English (Full professional proficiency), Hebrew (Native).',
    'ALEX RIVERA | Junior Backend Developer | Tel Aviv, Israel | Summary: Dedicated and highly skilled software engineer with 3 years of experiance in crafting complex backend solutions. Proven ability to thrive in fast-paced startup environments and high-pressure R&D centers. Experience: Associate Software Engineer at GenoTech (2023 - Present). Assisted in the architecture of high-load distributed systems utilizing Python and the Django framework. Successfully supported the transition to a containerized infrastructure using Docker and Kubernetes, streamlining our CI/CD workflows on AWS. Focused on building RESTful services that handle millions of requests daily. Collaborated with a team of elite developers to solve intricate technical challenges under tight deadlines. Junior Software Developer at Nexus Systems (2021 - 2023). Designed and maintained numerous REST-based APIs to support mobile and web applications. Utilized Ruby on Rails for rapid prototyping of internal tools. Contributed to the design of distributed data processing pipelines. Education: Bachelor of Science in Computer Science, Technion - Israel Institute of Technology (2021). Skills: Python, Django, Ruby on Rails, PostgreSQL, Distributed Architectures, Docker, Kubernetes, Jenkins, AWS, Scalabilty. Languages: English (Full professional proficiency), Hebrew (Native).',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 1024]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities)
# tensor([[1.0000, 0.5772, 0.4015],
#         [0.5772, 1.0000, 0.7175],
#         [0.4015, 0.7175, 1.0000]])

Training Details

Training Dataset

confit-v2-dataset-fixed

• Dataset: confit-v2-dataset-fixed at 9e72db3
• Size: 5,813 training samples
• Columns: anchor, positive, negative_1, negative_2, negative_3, negative_4, and negative_5
• Approximate statistics based on the first 1000 samples:

  	anchor	positive	negative_1	negative_2	negative_3	negative_4	negative_5
  type	string	string	string	string	string	string	string
  details	min: 219 tokens mean: 522.53 tokens max: 1024 tokens	min: 244 tokens mean: 570.57 tokens max: 1024 tokens	min: 193 tokens mean: 579.44 tokens max: 1024 tokens	min: 258 tokens mean: 588.83 tokens max: 907 tokens	min: 201 tokens mean: 595.2 tokens max: 955 tokens	min: 228 tokens mean: 579.5 tokens max: 905 tokens	min: 240 tokens mean: 572.71 tokens max: 945 tokens

• Samples:

  anchor	positive	negative_1	negative_2	negative_3	negative_4	negative_5
  # About us
  Telemedicine is transforming the delivery of Healthcare globally and was a booming sector even before the Coronavirus made it an essential service. Minxli provides Telemedicine software to Doctors and Healthcare providers in Germany, enabling them to deliver their service remotely. This provides greater convenience for all and a more cost-effective scenario for Doctors.
  Our mission is to use design and technology to streamline the process of accessing and providing high-quality medical treatment. There has been an alarming decline in access to doctors in recent years and new doctors are demanding more flexibility in their working practices. The old ways of doing things are not providing doctors or patients with the experience they want. An opportunity has arisen for system-wide disruption, and Minxli is leading the way in providing the solution with our mobile and web apps.
  We are looking for a passionate and talented Product Designer with a st...	SARAH MILLER - SENIOR PRODUCT DESIGNER. Location: Berlin, Germany. PROFILE: Highly creative Product Designer with over 5 years of experience in the digital space, specializing in the intersection of health technology and user-centric design. Proven track record of delivering production-ready interfaces for diverse platforms. PROFESSIONAL EXPERIENCE: Senior UI/UX Designer at HealthNode (January 2021 – Present). - Spearheaded the end-to-end design for a patient-facing iOS application and a comprehensive clinician dashboard for web browsers. - Developed and maintained a robust component library to ensure visual consistency and streamline the development workflow across multiple squads. - Collaborated daily with engineering leads and product managers within a fast-paced Scrum environment to ship features interative based on user feedback. - Facilitated discovery sessions and brainstorming workshops using Miro to map out complex patient journeys and site architecture. - Engaged directly wit...	SARAH MILLER - SENIOR PRODUCT DESIGNER. Location: Berlin, Germany. PROFILE: Highly creative Product Designer with over 5 years of experience in the digital space, specializing in the intersection of health technology and user-centric design. Proven track record of delivering production-ready interfaces for diverse platforms. PROFESSIONAL EXPERIENCE: Senior UI/UX Designer at HealthNode (January 2021 – Present). - Spearheaded the end-to-end design for a patient-facing iOS application and a comprehensive clinician dashboard for web browsers. - Developed and maintained a robust component library to ensure visual consistency and streamline the development workflow across multiple squads. - Collaborated daily with engineering leads and product managers within a fast-paced Scrum environment to ship features interative based on user feedback. - Facilitated discovery sessions and brainstorming workshops using Lucidchart to map out complex patient journeys and site architecture. - Engaged direct...	HỒ SƠ CÁ NHÂN NGUYỄN MINH TUẤN Địa chỉ: Berlin, Đức (Sẵn sàng làm việc từ xa) Số điện thoại: +49 152 1234 5678 Email: tuannm.sales@email.com GIỚI THIỆU CHUNG Tôi là một chuyên viên hỗ trợ vận hành và nội dung marketing với hơn 2 năm kinh nghiệm trong việc hỗ trợ các hoạt động kinh doanh nội bộ. Với sự tỉ mỉ và tư duy hỗ trợ, tôi có thế mạnh trong việc chuẩn bị các tài liệu giới thiệu dịch vụ và quản trị dữ liệu khách hàng thông qua các kênh kỹ thuật số. Tôi tự tin với khả năng giao tiếp chuyên nghiệp, hỗ trợ đội ngũ sales trong việc chuẩn bị các chiến dịch truyền thông và luôn duy trì tinh thần đồng đội cao trong môi trường làm việc thay đổi nhanh. KINH NGHIỆM LÀM VIỆC Chuyên viên Hỗ trợ Nội dung & Sales Ops | TechGrowth Solutions, Berlin Tháng 01/2022 – Hiện tại - Hỗ trợ thiết kế và biên tập các nội dung tiếp cận khách hàng trên LinkedIn và email cá nhân hóa để đội ngũ Sales sử dụng giới thiệu giải pháp phần mềm. - Thực hiện nghiên cứu thị trường và tổng hợp danh sách đối thủ để c...	ELENA PETROVA UI Designer for Mobile Games PROFESSIONAL SUMMARY Creative and detail-oriented UI Designer with over 3 years of hands-on experience in the mobile gaming and app industry. Expert in crafting visually stunning and intuitive interfaces from the ground up. Proven track record of collaborating with cross-functional teams to deliver high-quality mobile products within tight deadlines. EXPERIENCE Senior UI Designer | Stellar Mobile Games March 2021 – Present - Lead the visual direction for two major casual titles, focusing on layout composition and user engagement. - Developed comprehensive UI kits including buttons, pop-up windows, and navigation menus from scratch. - Conducted deep-dive analysis of competitor games to integrate modern visual solutions into our pipeline. - Worked in tandem with game designers and animators to ensure that the interfase elements complemented the game's flow. - Drafted detailed design specifications to assist the development team during impleme...	ALEX RIVERA - Senior Infrastructure & DevOps Professional. PROFILE: Results-driven engineer with over 7 years of experience in scaling distributed systems globally. Proven track record in transitioning architectures from monolithic to microservices and managing multi-region cloud environments. EXPERIENCE: Senior DevOps Engineer, Global Solutions (2020 - Present). - Successfully migrated a single-zone infrastructure to a global AWS footprint across five continents. - Utilized Nomad and Consul for efficient task scheduling and service discovery across disparate regions. - Improved system uptime to 99.99% by implementing robust monitoring using Prometheus and Grafana. - Integrated MariaDB read-replicas to handle increased traffic during peak travel seasons. - Collaborated with product teams to design data pipelines that synchronize information asynchronously between regional databases. - Oversaw the migration of secrets mangement to Vault to enhance security posture and compliance with in...	MARCUS LINDBERG Cloud Security Specialist & IT Consultant PROFESSIONAL SUMMARY Dedicated security professional with over 5 years of experience in IT advisory and cloud infrastructure protection. Proven track record in architecting secure Azure and AWS enviornments for large-scale enterprises. Expert in bridging the gap between technical implementation and business strategy. EXPERIENCE Lead Cloud Security Consultant | TechAdvise Solutions January 2021 – Present - Spearheaded the design of security frameworks for multi-cloud deployments across Amazon Web Services and Microsoft Azure. - Conducted comprehensive audits of cloud-native components to ensure adherence to compliance standards and internal security guardrails. - Facilitated the transition of legacy on-premise applications to the cloud by providing technical oversight and security architectural reviews. - Collaborated with engineering leads to implement automated security testing within the deployment pipeline (DevSecOps). - Dire...
  # Key Responsibilities
  - Take full responsibility for iOS apps development in the company (development, releases, app store compliance, adherence to best practices and recommendations)
  - Build and maintain native iOS apps with impact on millions of users worldwide
  - Design, build, and maintain high performance, reusable, and reliable Swift code
  - Actively participate in scrum meetings, plannings, release processes
  - Create and maintain documentation in English
  # Requirements
  - 3+ years of experience as an iOS Developer (Swift)
  - Solid background in OOP, POP and popular architecture patterns
  - Experience with AppStore billing, popular 3rd party libraries and SDK’s
  - Experience with implementing interconnections (HTTP/S, REST, JSON, WebSocket)
  - Ability to take a project from outlining requirements to the launch
  # 1st-month objectives
  1) Learn current iOS products codebase
  2) Identify and cover knowledge gaps
  3) Update libraries, SDK’s and start implementing new f...	ALEX RIVERA - SENIOR IOS ENGINEER. Professional Summary: Highly accomplished developer with over 4 years of experience delivering high-quality Swift applications to a global audience of millions. Expert in Protocol-Oriented Programming and building scalable architecture stuctures. Successfully led end-to-end development cycles from concept to App Store launch. Professional Experience: Senior iOS Developer at StreamVibe (January 2021 – Present). Directed the full lifecycle of native iOS apps, ensuring strict adherence to App Store guidelines and best practices. Built and maintained reusable networking layers and UI components using Swift and POP. Integrated complex subscription mangement systems and various 3rd party libraries. Active participant in Scrum plannings and release management. Authored technical documentation in English. Utilized GitLab for CI/CD and version control. iOS Developer at TechInnovate (June 2019 – December 2020). Developed real-time features using WebSockets and ...	ALEX RIVERA - SENIOR ANDROID ENGINEER. Professional Summary: Highly accomplished developer with over 4 years of experience delivering high-quality Kotlin applications to a global audience of millions. Expert in Object-Oriented Programming and building scalable architecture structures. Successfully led end-to-end development cycles from concept to Google Play Store launch. Professional Experience: Senior Android Developer at StreamVibe (January 2021 – Present). Directed the full lifecycle of native Android apps, ensuring strict adherence to Google Play Store guidelines and best practices. Built and maintained reusable networking layers and UI components using Kotlin and Coroutines. Integrated complex subscription management systems and various 3rd party libraries. Active participant in Scrum plannings and release management. Authored technical documentation in English. Utilized GitLab for CI/CD and version control. Android Developer at TechInnovate (June 2019 – December 2020). Developed...	Yaroslav Boyko iOS Software Engineer SUMMARY Detail-oriented iOS developer with over 5 years of experience in creating robust mobile solutions. Expert in crafting high-performance applications with a focus on user experience and clean architecure. Successfully launched multiple projects on the Apple App Store, managing the entire lifecycle from concept to maintenance. EXPERIENCE Senior iOS Developer | HealthSync Technologies March 2021 – Present - Lead the technical development of a health-monitoring platform that integrates biometric data analysis and personalized wellness plans. - Transformed complex UI/UX wireframes into functional, high-quality Swift code, ensuring pixel-perfect implementation. - Collaborated extensively with cross-functional teams, including backend Java engineers and Android developers, to synchronize feature parity and API integration. - Optimized application performance, reducing memory leaks and improving frame rates on legacy iOS devices. - Spearheaded the tr...	HỌ TÊN: TRẦN VĂN MẠNH. VỊ TRÍ: NHÀ PHÁT TRIỂN ỨNG DỤNG IOS. TÓM TẮT CHUYÊN MÔN: Tôi là một lập trình viên iOS với hơn 2 năm kinh nghiệm thực chiến trong việc xây dựng các ứng dụng di động hiệu suất cao. Tôi sở hữu nền tảng vững chắc về Swift và Objective-C, cùng khả năng ứng dụng Grand Central Dispatch để xử lý tác vụ bất đồng bộ mượt mà. KỸ NĂNG CỐT LÕI: Sử dụng thành thạo iOS SDK và các thư viện phổ biến như Alamofire, SwiftyJSON để làm việc với RESTful API. Có tư duy viết mã nguồn sạch (Clean Code) và khả năng mở rộng hệ thống tốt. Am hiểu kiến trúc MVVM và các Apple Architecture Components như Combine, SwiftUI. Kinh nghiệm dày dạn trong việc phân rã các tác vụ lớn thành các nhiệm vụ nhỏ khả thi để quản lí tiến độ. KINH NGHIỆM LÀM VIỆC: Công ty Giải pháp Y tế Số (Tháng 06/2022 - Hiện tại). Vai trò: iOS Developer. Tham gia phát triển hệ thống khám chữa bệnh từ xa tích hợp các thiết bị theo dõi sức khỏe hiện đại. Chịu trách nhiệm chính trong việc triển khai các module quản lý bệnh nhâ...	ELENA VOLOSHYNA Senior Content Strategist & Editorial Lead Kyiv, Ukraine | elena.v.pro@email.com PROFESSIONAL SUMMARY Results-driven Content Professional with over 7 years of experience in the SaaS sector, specifically focusing on B2B lead generation and organic growth. Proven track record in orchestrating multi-channel content roadmaps that convert. Expert in leveraging SEO insights to dominate search rankings and managing creative teams to deliver high-quality editorial assets. Full professional proficiency in English and native Ukrainian speaker. EXPERIENCE Lead Content Strategist | SaaSFlow Solutions January 2021 – Present - Architected and oversaw a comprehensive editorial calendar that increased inbound traffic by 55% within the first year. - Managed a squad of 5 freelance contributors, providing detailed briefs and conducting rigorous quality assurance checks to maintain brand voice. - Developed diverse assets including technical white papers, long-form guides, and scripts fo...	Oleksandr V. Shevchenko Kyiv, Ukraine | o.shevchenko_tech@email.com EXECUTIVE SUMMARY Highly dedicated Engineering Lead with over 9 years of expertise in architecting sophisticated web ecosystems. I have a proven track record of managing high-performing squads and delivering robust, scalable solutions for platforms reaching millions of global consumers. I am an independant thinker who thrives in agile environments and values collective team success over individual accolades. PROFESSIONAL EXPERIENCE Senior Engineering Manager | TechFlow Solutions, Kyiv January 2021 – Present - Directing a cross-functional group of 7 senior engineers to modernize a legacy high-traffic web platform. - Overseeing the end-to-end technical lifecycle, from architectural blueprints to deployment proccesses. - Mentoring team members through code reviews and technical workshops to maintain exceptionally high coding standards. - Successfully migrated a monolithic frontend to a micro-frontend architecture using...
  # Must-haves
  - Intermediate+ writing & speaking English
  - Bachelor's degree in engineering science and/or pet project in live
  - 2+ years of commercial development
  - Excellent skills in JavaScript programming, TypeScript experience is a plus
  - Proven experience with modern JS frameworks (front-end & back-end)
  # What you’ll be doing
  - Imagine, discuss, create and explain
  - Implement
  - Deploy
  - Fix
  - Deploy again
  # What you’ll be getting
  - No-bullshit, challenging projects
  - Reasonably flexible workday
  - Team fun and activities
  - 30 days per year of paid day-offs (including sick leaves)
  - Travel & conferences planning support ## Ideal Candidate Profile Highly motivated software engineer with over two years of commercial development experience, proficient in JavaScript and modern JS frameworks for both front-end and back-end development. Possessing a strong foundation in engineering principles complemented by hands-on project experience, I excel at translating i...	Alex Rivera Full Stack Web Developer PROFESSIONAL SUMMARY Dedicated Software Engineer with over 4 years of hands-on commercial experience in building robust web applications. Expertise in the JavaScript ecosystem, including both client-side and server-side technologies. Strong background in engineering principles with a focus on delivering scalable code and streamlining the deployment process. TECHNICAL SKILLS - Languages: JavaScript (ES6+), TypeScript, HTML5, CSS3/SASS - Frameworks: React, Node.js, Express, NestJS - Tools & DevOps: Git, Docker, Jenkins, AWS, CI/CD pipelines - Databases: MongoDB, PostgreSQL - Soft Skills: Technical documentation, team collaboration, problem-solving WORK EXPERIENCE Senior Software Developer | Nexus Innovations January 2021 – Present - Spearheaded the development of a real-time data visualization dashboard using React and Node.js. - Participated in architectural brainstorming sessions to conceptualize new product features from the ground up. - Manage...	Alex Rivera Full Stack Web Developer PROFESSIONAL SUMMARY Dedicated Software Engineer with over 4 years of hands-on commercial experience in building robust web applications. Expertise in the Python ecosystem, including both client-side and server-side technologies. Strong background in engineering principles with a focus on delivering scalable code and streamlining the deployment process. TECHNICAL SKILLS - Languages: Python (3.9+), Go, HTML5, CSS3/SASS - Frameworks: Django, Flask, FastAPI, HTMX - Tools & DevOps: Git, Docker, Jenkins, AWS, CI/CD pipelines - Databases: MongoDB, PostgreSQL - Soft Skills: Technical documentation, team collaboration, problem-solving WORK EXPERIENCE Senior Software Developer | Nexus Innovations January 2021 – Present - Spearheaded the development of a real-time data visualization dashboard using Django and Flask. - Participated in architectural brainstorming sessions to conceptualize new product features from the ground up. - Managed the full software deve...	ELARA VANCE - JUNIOR FRONTEND ENGINEER PROFESSIONAL PROFILE Dedicated Software Engineer with over 2 years of experience specializing in building complex, high-performance web applications. Expertise in modern JavaScript frameworks, cloud infrastructure, and robust automated testing strategies. Proven track record of delivering responsive, accessible user interfaces in fast-paced production environments under senior supervision. TECHNICAL SKILLS - Languages: TypeScript, JavaScript (ES6+), HTML5, CSS3/SCSS - Frameworks: Angular (Versions 2 through 16), RxJS, NgRx - Cloud: AWS (S3, CloudFront, Lambda, EC2), CI/CD pipelines - Testing: Jest, Jasmine, Karma, Cypress, Pact.js (Contract Testing) - Tools: Git, Webpack, Docker, JIRA PROFESSIONAL EXPERIENCE Junior Software Developer | HealthTech Solutions | Jan 2023 – Present - Contributed to the development of a patient-facing portal using Angular and TypeScript, ensuring 100% responsiveness across mobile and desktop platforms. - Assisted in...	MARCUS JENSEN Senior Full-Stack Engineer Location: Lisbon, Portugal (Remote Ready) PROFESSIONAL PROFILE Dedicated Senior Software Engineer with over 8 years of experience building scalable web applications. Specialist in modern JavaScript frameworks and PHP-based backends. Proven track record of delivering user-centric solutions in the fintech and investment sectors. Strong communicator comfortable working in multidisciplinary teams to bridge the gap between complex business logic and intuitive user interfaces. CORE COMPETENCIES - Languages/Frameworks: Laravel (8.x - 10.x), Vue.js (v2 & v3), JavaScript (ES6+), HTML5, CSS3, Bootstrap. - Databases: PostgreSQL, Redis, Relational Data Modeling. - Cloud & DevOps: Google Cloud Platform (GCP), Docker, CI/CD pipelines. - Methodologies: Agile, SCRUM, Design Thinking, TDD, Peer Reviews. - Others: Python, RESTful APIs, Git, System Architecture. WORK EXPERIENCE FinEdge Digital Solutions | Senior Full-stack Developer January 2021 – Present - Le...	Marcus Sorensen Copenhagen, Denmark | marcus.sorensen.dev@email.com PROFESSIONAL SUMMARY Highly skilled Software Engineer with over 6 years of experience specializing in cloud-centric architectures and distributed systems. Proven expertise in building resilient backend services and high-traffic APIs within the financial technology sector. Passionate about writing maintainable, test-driven code and optimizing system performance. TECHNICAL SKILLS - Languages: C#, Golang, TypeScript, SQL - Frameworks: .NET 6/7, ASP.NET Core, React, Node.js - Cloud & DevOps: Microsoft Azure, Docker, Kubernetes (K8s), Azure DevOps, Jenkins, Terraform - Databases: SQL Server, PostgreSQL, MongoDB, Redis - Others: RESTful API Design, Microservices, Unit Testing (xUnit/Moq), CI/CD pipelines PROFESSIONAL EXPERIENCE Lead Software Developer | FinScale Solutions January 2021 – Present - Architected and deployed scalable microservices using .NET Core and Golang to handle over 1 million daily transactions. - Part...	NGUYỄN MINH HOÀNG Senior Product Designer TÓM TẮT CHUYÊN MÔN Tôi là một chuyên gia thiết kế sản phẩm với hơn 7 năm kinh nghiệm thực chiến trong việc phát triển các giải pháp phần mềm B2B và hệ thống truyền thông doanh nghiệp. Thế mạnh của tôi là khả năng chuyển đổi các yêu cầu kinh doanh phức tạp thành những giao diện tinh tế, dễ sử dụng. Tôi có tư duy hệ thống mạnh mẽ, đặc biệt là trong việc xây dựng và vận hành các bộ Design System quy mô lớn để tối ưu hóa hiệu suất làm việc giữa thiết kế và lập trình. KINH NGHIỆM LÀM VIỆC Senior Product Designer | Global Connect Tech | Tháng 05/2020 – Hiện tại - Chịu trách nhiệm chính trong việc thiết kế giao diện đa nền tảng (Web, iOS, Android) cho nền tảng quản trị truyền thông tập trung. - Xây dựng và duy trì hệ thổng thiết kế dựa trên Material UI (MUI), đảm bảo tính nhất quán của hàng ngàn component trong môi trường React. - Thường xuyên tổ chức các buổi thuyết trình bằng tiếng Anh với ban giám đốc tại Mỹ và Châu Âu để bảo vệ các giải pháp th...

• Loss: CachedMultipleNegativesRankingLoss with these parameters:

  {
      "scale": 20,
      "similarity_fct": "cos_sim",
      "mini_batch_size": 4,
      "gather_across_devices": false,
      "directions": [
          "query_to_doc"
      ],
      "partition_mode": "joint",
      "hardness_mode": null,
      "hardness_strength": 0.0
  }
  

Evaluation Dataset

confit-v2-dataset-fixed

• Dataset: confit-v2-dataset-fixed at 9e72db3
• Size: 1,454 evaluation samples
• Columns: anchor, positive, negative_1, negative_2, negative_3, negative_4, and negative_5
• Approximate statistics based on the first 1000 samples:

  	anchor	positive	negative_1	negative_2	negative_3	negative_4	negative_5
  type	string	string	string	string	string	string	string
  details	min: 213 tokens mean: 523.04 tokens max: 1024 tokens	min: 269 tokens mean: 573.32 tokens max: 1009 tokens	min: 10 tokens mean: 579.17 tokens max: 912 tokens	min: 113 tokens mean: 594.68 tokens max: 1012 tokens	min: 260 tokens mean: 584.99 tokens max: 932 tokens	min: 236 tokens mean: 580.12 tokens max: 941 tokens	min: 233 tokens mean: 579.96 tokens max: 932 tokens

• Samples:

  anchor	positive	negative_1	negative_2	negative_3	negative_4	negative_5
  We are a staffing agency providing recruitment, outstaffing and HR services for IT market over 3 years. With our click we unite companies and people in teams that are sharing common values and sense of humour.🤘🤠 clicca.agency
  Requirements:
  ● 4+ years of technology-related, staffing-related sales or business development experience;
  ● Fluent/Advanced level of written and spoken English;
  ● Exceptional communicator and negotiator;
  ● Deep understanding of b2b sales cycle and decision making process;
  ● Experience in identifying, developing, negotiating, and closing staff augmentations deals; ● Experience in proactively growing customer relationships while expanding their understanding of the customer’s business;
  ● Fluent in working with various CRM systems;
  ● Result-oriented and focused on continuous improvement and optimization;
  ● Collaborative nature and getting-things-done approach.
  Our ideal candidate can succsesfully manage all the stages of client relati...	NGUYỄN MINH TUẤN Chuyên viên Phát triển Kinh doanh Cấp cao (Senior BDM) TÓM LƯỢC NĂNG LỰC Một chuyên gia Sales B2B với hơn 5 năm kinh nghiệm trong ngành cung ứng nhân sự công nghệ (IT Staffing). Có kỹ năng thương thảo xuất sắc và am hiểu sâu sắc về thị trường nhân sự IT quốc tế. Luôn tập trung vào việc xây dựng mối quan hệ chiến lược với đối tác và tối ưu hóa giá trị vòng đời khách hàng. KINH NGHIỆM LÀM VIỆC Global Tech Solutions | Senior Business Development Manager Tháng 05/2021 – Hiện tại - Chịu trách nhiệm mở rộng mạng lưới khách hàng quốc tế cho mảng dịch vụ gia tăng nhân sự (staff augmentation). - Chủ động xây dựng và thực thi các chiến lược thâm nhập thị trường, từ khâu lên kế hoạch bán hàng đến khi chốt hợp đồng. - Phối hợp chặt chẽ với đội ngũ tuyển dụng và ban điều hành để đảm bảo thông điệp bán hàng nhất quán và hiệu quả. - Giám sát và nâng cao chỉ số hài lòng của khách hàng (NPS) thông qua các dịch vụ chăm sóc sau bán hàng chuyên sâu. - Phân tích dữ liệu khách hàng nhằm ...	NGUYỄN MINH TUẤN Thực tập sinh Phát triển Kinh doanh (Junior BDM) TÓM LƯỢC NĂNG LỰC Một nhân sự Sales B2B mới gia nhập ngành với gần 1,5 năm kinh nghiệm thực tập và làm việc trong lĩnh vực cung ứng nhân sự công nghệ (IT Staffing). Có kỹ năng học hỏi nhanh và đang bước đầu tìm hiểu về thị trường nhân sự IT quốc tế. Mong muốn hỗ trợ xây dựng mối quan hệ với đối tác và tìm hiểu về tối ưu hóa giá trị vòng đời khách hàng. KINH NGHIỆM LÀM VIỆC Global Tech Solutions | Junior Business Development Representative Tháng 01/2023 – Hiện tại - Hỗ trợ các anh chị Senior mở rộng mạng lưới khách hàng quốc tế cho mảng dịch vụ gia tăng nhân sự (staff augmentation). - Tham gia vào các bước chuẩn bị trong chiến lược thâm nhập thị trường, hỗ trợ khâu lên kế hoạch bán hàng đơn giản. - Phối hợp với đội ngũ tuyển dụng để truyền đạt các thông điệp bán hàng cơ bản từ cấp trên. - Theo dõi và báo cáo chỉ số hài lòng của khách hàng (NPS) dựa trên các biểu mẫu có sẵn. - Hỗ trợ phân tích dữ liệu khách hàng dưới sự...	HỒ SƠ CÁ NHÂN - CHUYÊN VIÊN TUYỂN DỤNG CÔNG NGHỆ (TECH RECRUITER) Tôi là một chuyên gia tuyển dụng với hơn 4 năm kinh nghiệm thực chiến trong lĩnh vực IT, tập trung sâu vào thị trường tại Lviv và các khu vực lân cận ở Ukraine. Tôi có thế mạnh trong việc xây dựng chiến lược tìm kiếm ứng viên sáng tạo và quản lí toàn bộ quy trình tuyển dụng từ lúc bắt đầu đến khi ứng viên gia nhập công ty. KINH NGHIỆM LÀM VIỆC Chuyên viên Tuyển dụng IT Cao cấp | Global IT Solutions, Lviv Tháng 05/2021 – Hiện tại - Điều phối toàn bộ quy trình săn đón nhân tài, từ khâu xác định nhu cầu, sàng lọc hồ sơ, phỏng vấn đến khi gửi thư mời làm việc cho nhiều cấp độ nhân sự khác nhau. - Trao đổi trực tiếp hàng ngày với các cấp quản lý dự án và đối tác nước ngoài để nắm bắt yêu cầu kỹ thuật và văn hóa đội ngũ. - Chủ động nghiên cứuu và phân tích xu hướng thị trường lao động công nghệ tại Ukraine để tối ưu hóa khả năng cạnh tranh của doanh nghiệp. - Phát triển các phương thức tiếp cận ứng viên thụ động thông qua n...	OLENA SHEVCHENKO Senior Staffing Coordinator PROFESSIONAL SUMMARY Dedicated professional with over 3.5 years of experience in IT recruitment and resource allocation. Proven track record of bridging the gap between sales objectives and talent availability. Strong grasp of technical domains including cloud computing and full-stack development. Skilled in stakeholder management and process optimization within high-growth tech firms. EXPERIENCE TechFlow Solutions | Resource Coordinator January 2022 – Present - Act as a primary liaison between the business development team and delivery managers to ensure all open requisitions are filled with qualified personnel. - Facilitate the internal movement of employees by partnering with the HR department to identify underutilized resources. - Lead the strategic planning for external hiring, providing recruiters with detailed insights into technical requirements for Java, React, and AWS-based roles. - Managed the end-to-end interview lifecycle for...	NGUYỄN MINH TUẤN Kỹ sư Phát triển Phần mềm Mobile (React Native) TÓM TẮT CHUYÊN MÔN Tôi là một lập trình viên Mobile với hơn 5 năm kinh nghiệm chuyên sâu về hệ sinh thái React Native. Tôi có thế mạnh trong việc đưa các sản phẩm từ ý tưởng sơ khai (prototype) đến giai đoạn mở rộng quy mô lớn (scaling) trong môi trường startup năng động. Từng trực tiếp tham gia vào quá trình phát triển các giải pháp tài chính và thương mại điện tử, tôi tự tin trong việc tối ưu hóa trải nghiệm người dùng và xây dựng hệ thống bền vững. KỸ NĂNG CỐT LÕI - Ngôn ngữ & Framework: React Native, TypeScript, JavaScript (ES6+). - Testing: Jest, Detox, Unit Testing. - API & Backend: GraphQL, RESTful APIs, Integration với Firebase. - Công cụ & Quy trình: GitHub, Kanban, Agile/SCRUM, Jira. - Deployment: Thành thạo quy trình đưa ứng dụng lên Apple App Store và Google Play Store (CI/CD với Fastlane). KINH NGHIỆM LÀM VIỆC FinTech Solutions | Senior Mobile Engineer Tháng 06/2021 – Hiện tại - Chịu trách nhiệm chính tro...	TRẦN MINH HOÀNG - LẬP TRÌNH VIÊN PYTHON (PHÂN TÍCH DỮ LIỆU) TÓM LƯỢC Kỹ sư phần mềm với hơn 3 năm kinh nghiệm chuyên sâu về ngôn ngữ Python, tập trung vào việc xử lý dữu liệu và xây dựng các mô hình tính toán. Có kinh nghiệm làm việc tự do trong các dự án quốc tế, khả năng giao tiếp tiếng Anh tốt và tư duy logic mạnh mẽ. Luôn mong muốn tìm kiếm cơ hội áp dụng kỹ thuật số vào ngành năng lượng xanh. KỸ NĂNG CHUYÊN MÔN - Lập trình: Thành thạo Python, làm việc tốt với Jupyter Notebooks. - Thư viện dữ liệu: Pandas, Numpy, Matplotlib, Scipy (sử dụng cho việc khớp đường cong và tối ưu hóa toán học). - Trí tuệ nhân tạo: Có kiến thức nền tảng và kinh nghiệm thực tế với thư viện Keras. - Công cụ & Quy trình: Git, Docker, làm việc theo phương pháp Agile/Scrum. - Ngoại ngữ: Tiếng Anh (Nghe, nói, đọc, viết lưu loát). KINH NGHIỆM LÀM VIỆC Lập trình viên Freelance | Dự án Năng lượng tái tạo | 02/2022 – Hiện tại - Thực hiện thu thập, làm sạch và thẩm định các nguồn thông tin đầu vào từ các trạm đo thự...
  !!!Accommodation in Vinnytsia or relocate!!!
  Experienced in DevOps engineering, with software development orientation (+3 years).
  Has familiarity with a broad portfolio of AWS infrastructure tools (EKS, RDS, S3, EC2) and experience with cloud infrastructure as Code (IoC) technologies (Cloudformation / Terraform / Pulumi)
  Has knowledge of CI/CD methodologies and tools such as Jenkins, GitHub Actions, CircleCI or similar.
  Knowledge of programming languages such as Python or Java, and writing code according to common design patterns - as an advantage.
  Is committed to high standards, clean code, and test-driven development.
  More specifically, what will you be doing?
  Develop tooling to orchestrate and provision Skai’s production services on the public cloud.
  Create and improve dev productivity tools to help streamline the R&D day-to-day work.
  Enhance Skai’s Infrastructure as Code self-service offering to R&D and platform teams.
  Work to modernize Skai’s components, automate an...	ALEX PETROV Vinnytsia, Ukraine PROFESSIONAL SUMMARY Highly skilled DevOps Engineer with 4 years of experience bridging the gap between software development and infrastructure operations. Expert in managing AWS cloud environments and building automation tools to empower R&D teams. Passionate about clean code, test-driven development, and scalable cloud-native architectures. TECHNICAL SKILLS - Platforms: Amazon Web Services (EKS, RDS, S3, EC2) - Infrastructure as Code: Terraform, AWS CloudFormation - CI/CD Tools: GitHub Actions, Jenkins, CircleCI - Languages: Python, Java - Key Practices: TDD, Clean Code, Microservices, Monitoring PROFESSIONAL EXPERIENCE Senior DevOps Engineer | SkyScale Solutions | Jan 2022 – Present - Architected and maintained scalable production services on AWS using EKS and RDS. - Developed internal Python-based CLIs to simplify daily tasks for software engineers, significantly improving team velocity. - Crafted reusable Terraform blueprints to enable self-service i...	ALEX PETROV Vinnytsia, Ukraine PROFESSIONAL SUMMARY Enthusiastic Junior DevOps Engineer with 6 months of internship experience learning to bridge the gap between software development and infrastructure operations. Familiar with managing AWS cloud environments and assisting R&D teams. Eager to apply clean code, test-driven development, and scalable cloud-native architectures. TECHNICAL SKILLS - Platforms: Amazon Web Services (EKS, RDS, S3, EC2) - Infrastructure as Code: Terraform, AWS CloudFormation - CI/CD Tools: GitHub Actions, Jenkins, CircleCI - Languages: Python, Java - Key Practices: TDD, Clean Code, Microservices, Monitoring PROFESSIONAL EXPERIENCE Junior DevOps Intern | SkyScale Solutions | Jan 2024 – Present - Assisted senior engineers in maintaining production services on AWS using EKS and RDS. - Contributed to internal Python-based scripts to simplify daily tasks for software engineers, helping team velocity. - Observed the creation of reusable Terraform blueprints to enable ...	Oleksii Kovalenko Lead Backend Developer | Distributed Systems Specialist PROFESSIONAL SUMMARY Highly skilled Software Engineer with over 7 years of experience in architecting and delivering enterprise-grade backend solutions. Expert in Java and C++ with a strong recent focus on Go-based microservices. Proven track record in building high-throughput distributed systems and integrating machine learning models for real-time data processing. Adept at leading technical initiatives and mentoring engineering teams in fast-paced product environments. CORE COMPETENCIES - Languages: Java (Expert), C++ (Advanced), Go (Intermediate), Python - Infrastructure: AWS (EC2, S3, Lambda), Kubernetes, Docker, Terraform - Data: PostgreSQL, Redis, Kafka, Elasticsearch - AI/ML: NLP integration, Speech-to-Text API orchestration, Vector Databases - Methodology: CI/CD, TDD, Agile/Scrum, Iterative Delivery PROFESSIONAL EXPERIENCE Senior Software Engineer | TechFlow Solutions January 2021 – Present - Leading ...	Jordan Smith - Junior Cloud Support Intern Professional Summary: Recent Computer Science graduate with 10 months of internship experience assisting in the maintenance of cloud environments and supporting automated deployment lifecycles. Familiar with Amazon Web Services and container orchestration through academic projects and entry-level support roles. Technical Expertise: - Cloud: Introductory AWS experience (VPC architecture, Route53, CloudFront, and Lambda functions) - Compute & Containers: Exposure to EC2, Auto-scaling groups, ELB, and Docker-based workflows via ECS - Databases: Basic support of RDS (PostgreSQL/MySQL) and DynamoDB NoSQL clusters - Infrastructure as Code: Learning to provision stacks using Terraform and CloudFormation - Messaging: Observed asynchronous communication using SQS and SNS - CI/CD: Assisting with automated pipelines in GitLab CI and Azure DevOps - Storage: S3 bucket maintenance and EBS volume monitoring - Monitoring: CloudWatch logging and following cu...	PHẠM HOÀNG NAM Trưởng nhóm Phát triển Kinh doanh Outbound TÓM TẮT CHUYÊN MÔN Tôi là một chuyên gia trong lĩnh vực kinh doanh tại các công ty công nghệ với hơn 5 năm kinh nghiệm, đặc biệt mạnh về mảng xây dựng pipeline thông qua các chiến dịch chủ động. Tôi có năng lực quản lí và dẫn dắt các nhóm nhỏ, tối ưu hóa quy trình làm việc và luôn lấy dữ liệu làm kim chỉ nam cho mọi quyết định. Với khả năng sử dụng tiếng Anh lưu loát, tôi tự tin trong việc làm việc với các đối tác quốc tế và quản lý đội ngũ trong môi trường đa văn hóa. KINH NGHIỆM LÀM VIỆC Công ty Giải pháp Phần mềm TechNova | Trưởng nhóm SDR | Tháng 01/2021 – Hiện tại - Điều hành một đội ngũ gồm 5 chuyên viên nghiên cứu thị trường và đại diện phát triển kinh doanh. - Thiết lập và tinh chỉnh các chiến dịch tiếp cận khách hàng qua email và mạng xã hội, giúp tăng tỷ lệ phản hồi thêm 25%. - Phối hợp chặt chẽ với các Giám đốc Kinh doanh (Account Executives) để thống nhất về phân khúc mục tiêu và chiến thuật thâm nhập thị trường...	NGUYỄN MINH TÂM Kỹ sư Đảm bảo Chất lượng Phần mềm (Junior AQA) TỔNG QUAN Tôi là một chuyên gia kiểm thử với tư duy chủ động, luôn khao khát tìm hiểu sâu về kiến trúc hệ thống để tối ưu hóa quy trình bảo đảm chất lượng. Tôi có kinh nghiệm thực chiến trong việc kết hợp giữa kiểm thử thủ công và tự động hóa, đặc biệt mạnh về hệ sinh thái JavaScript. Tôi luôn đề cao tinh thần hợp tác và không ngừng cải thiện kỹ năng thông qua phản hồi từ đồng nghiệp. KỸ NĂNG CHUYÊN MÔN - Ngôn ngữ: Modern JavaScript (ES7+, Node.js, NPM). - Kiểm thử tự động: Cypress.io, Jest. - Kiểm thử thủ công: UAT, Exploratory testing, Black-box testing. - Công cụ & Quy trình: Git (GitHub/GitLab), Jira, SDLC, Agile/Scrum. - Tài liệu: Viết kịch bản kiểm thử (Test Case), Báo cáo lỗi (Bug Report), Test Plan. - Khác: Hiểu biết cơ bản về API Testing và Postman. KINH NGHIỆM LÀM VIỆC Công ty Công nghệ TechVibe | Kỹ sư QA | Tháng 06/2022 – Hiện tại - Thực hiện kiểm thử thăm dò và kiểm thử chấp nhận người dùng cho các tính năn...
  ## Who we are looking for:
  - Passion for digital advertising;
  - Entrepreneurial Mindset;
  - 1-3 years of marketing experience in the tech world;
  - Sufficient understanding of lead generation process;
  - Sufficient understanding of main marketing metrics;
  - Sufficient knowledge of product marketing management;
  - Understanding of startup world and rules there;
  - Solid knowledge of Google Analytics / Google Adwords / GTM/ Facebook ads/ Snapchat Ads/ Tiktok ads;
  - Sufficient understanding of SEO concepts;
  - Basic understanding of UI/UX concepts;
  - Strong analytical skills and ability to make data-driven decisions;
  - Strong eye for all things creative (creative management, A/B testing etc);
  - Self-motivating and self-starting: proven track record in personal initiatives;
  - Creative thinking and experience in close cooperation with product and design teams;
  - Strong written English B2+;
  ## Good to have:
  - Experience in working with tech startups from the USA
  - We’ll tea...	Alex Rivera Growth Marketing Specialist | Digital Advertising Expert San Francisco, CA (Open to Remote) PROFESSIONAL SUMMARY Data-driven marketing professional with over 2 years of experience in the tech ecosystem, specifically focusing on user acquisition and performance scaling for US-based startups. Proven ability to manage multi-channel advertising budgets and optimize conversion funnels through rigorous A/B testing and analyitcs. Adept at bridging the gap between product development and creative execution. PROFESSIONAL EXPERIENCE ScaleUp Tech (US-based SaaS) | Growth Marketing Specialist January 2022 – Present - Orchestrated comprehensive lead acquisition strategies that resulted in a 40% increase in qualified prospects over six months. - Manage and scale paid social accounts across Meta, Snapchat, and TikTok, maintaining strict CPA targets and maximizing ROI. - Oversee end-to-end creative cycles, working closely with the design team to produce high-converting assets for variou...	Alex Rivera Director of Growth Marketing | Digital Advertising Executive San Francisco, CA (Open to Remote) PROFESSIONAL SUMMARY Seasoned marketing executive with over 12 years of experience leading growth strategies in the tech ecosystem, specifically focusing on global user acquisition and performance scaling for US-based enterprises. Proven ability to manage $10M+ multi-channel advertising budgets and architect conversion funnels through strategic A/B testing and analytics. Adept at bridging the gap between product development and executive leadership. PROFESSIONAL EXPERIENCE ScaleUp Tech (US-based SaaS) | Director of Growth Marketing January 2015 – Present - Orchestrated comprehensive lead acquisition strategies that resulted in a 40% increase in qualified prospects over six years. - Manage and scale paid social accounts across Meta, Snapchat, and TikTok, maintaining strict CPA targets and maximizing ROI. - Oversee end-to-end creative cycles, working closely with the design team...	Alex Richardson\nContent Operations & Project Manager\n\nPROFESSIONAL SUMMARY\nHighly motivated and organized project professional with over 4 years of experience in managing end-to-end editorial workflows. Proven track record in overseeing content teams and leveraging CMS platforms to coordinate audience engagement strategies. Always looking for new ways to expand my skill set and stay ahead of industry trends.\n\nEXPERIENCE\n\nSenior Content Operations Associate | Global Tech Media\nJanuary 2021 – Present\n- Oversee the full lifecycle of article production by external writers, from initial research briefs to final publishing oversight, ensuring all output meets rigorous quality standards.\n- Execute monthly editorial roadmaps with high precision, managing a consistent output of 10+ long-form pieces per month from freelance contributors.\n- Utilize WordPress for site administration, including user permissions, layout design oversight, and scheduling media integration.\n- Conduct deep-...	ALEX STERLING - Senior Growth Strategist. PROFESSIONAL SUMMARY: Results-oriented marketing leader with over 8 years of experience in the B2B SaaS sector. Expert at crafting multiannual strategic roadmaps that align product capabilities with market demands. Proven success in scaling international software brands within North American and European markets through data-centric decision making and cross-functional leadership. PROFESSIONAL EXPERIENCE: Head of Growth | TechStream Solutions | 2019 – Present. - Architected the overarching international go-to-market plan, leading to a 60 percent increase in enterprise subscriptions. - Conducted rigorous assessments of product-market alignment to pivot features toward high-growth segments. - Partnered extensively with sales and product development heads to synchronize revenue goals and feature releases. - Mentored a diverse team of 10, focusing on talent retention and professional excellence. - Optimized the acquisition pipeline by analyzing use...	MARCUS V. HENDERSON IoT Solutions Director & Practice Strategist EXECUTIVE SUMMARY Visionary technology leader with over 11 years of experience in the IT sector, specializing in the end-to-end lifecycle of connected ecosystems. Demonstrated success in building IoT departments from the ground up, defining commercialization roadmaps, and delivering complex hardware-to-cloud architecure for global enterprises. Proven ability to bridge the gap between low-level hardware engineering and high-level business strategy to drive revenue growth. PROFESSIONAL EXPERIENCE Global Tech Consulting | Head of IoT Business Unit Jan 2019 – Present - Orchestrated the market entry strategy for a new suite of industrial internet services, resulting in a 25% increase in annual recurring revenue within two years. - Designed and implemented a dedicated hardware prototyping facility (Innovation Hub) to facilitate rapid testing of sensor arrays and gateway devices. - Spearheaded the development of a service por...	ELIAS VANCE Full-Stack Web Developer | PHP & CMS Specialist PROFESSIONAL SUMMARY Versatile Web Developer with more than 5 years of professional experience in high-growth agency settings. Expert in translating complex design mockups into responsive, standards-compliant web architectures. Deeply proficient in the LAMP stack and bespoke WordPress development, with a focus on writing clean, maintainable code. Proven track record of handling multiple projects simultaneously while maintaining high standards of quality. CORE COMPETENCIES - Programming: PHP (including Laravel), JavaScript (ES6+), MySQL - Frontend: HTML5, CSS3/SCSS, Vue.js, Responsive Design - CMS: Custom WordPress Theme Development, ACF (Advanced Custom Fields) - Workflow: Git, Gulp, Webpack, Linux/Unix Command Line - Server: LAMP/LEMP Stack Administration, API Integration - Soft Skills: Autonomous Problem Solving, Agency Experience, Client Communication WORK EXPERIENCE Lead Developer | Synergy Digital Agency September 202...

• Loss: CachedMultipleNegativesRankingLoss with these parameters:

  {
      "scale": 20,
      "similarity_fct": "cos_sim",
      "mini_batch_size": 4,
      "gather_across_devices": false,
      "directions": [
          "query_to_doc"
      ],
      "partition_mode": "joint",
      "hardness_mode": null,
      "hardness_strength": 0.0
  }
  

Training Hyperparameters

Non-Default Hyperparameters

• eval_strategy: steps
• per_device_train_batch_size: 32
• per_device_eval_batch_size: 32
• gradient_accumulation_steps: 2
• learning_rate: 1e-05
• weight_decay: 0.01
• num_train_epochs: 1
• lr_scheduler_type: cosine
• warmup_ratio: 0.15
• logging_nan_inf_filter: False
• bf16: True
• batch_sampler: no_duplicates

All Hyperparameters

Click to expand

• overwrite_output_dir: False
• do_predict: False
• eval_strategy: steps
• prediction_loss_only: True
• per_device_train_batch_size: 32
• per_device_eval_batch_size: 32
• per_gpu_train_batch_size: None
• per_gpu_eval_batch_size: None
• gradient_accumulation_steps: 2
• eval_accumulation_steps: None
• torch_empty_cache_steps: None
• learning_rate: 1e-05
• weight_decay: 0.01
• adam_beta1: 0.9
• adam_beta2: 0.999
• adam_epsilon: 1e-08
• max_grad_norm: 1.0
• num_train_epochs: 1
• max_steps: -1
• lr_scheduler_type: cosine
• lr_scheduler_kwargs: {}
• warmup_ratio: 0.15
• warmup_steps: 0
• log_level: passive
• log_level_replica: warning
• log_on_each_node: True
• logging_nan_inf_filter: False
• save_safetensors: True
• save_on_each_node: False
• save_only_model: False
• restore_callback_states_from_checkpoint: False
• no_cuda: False
• use_cpu: False
• use_mps_device: False
• seed: 42
• data_seed: None
• jit_mode_eval: False
• use_ipex: False
• bf16: True
• fp16: False
• fp16_opt_level: O1
• half_precision_backend: auto
• bf16_full_eval: False
• fp16_full_eval: False
• tf32: None
• local_rank: 0
• ddp_backend: None
• tpu_num_cores: None
• tpu_metrics_debug: False
• debug: []
• dataloader_drop_last: False
• dataloader_num_workers: 0
• dataloader_prefetch_factor: None
• past_index: -1
• disable_tqdm: False
• remove_unused_columns: True
• label_names: None
• load_best_model_at_end: False
• ignore_data_skip: False
• fsdp: []
• fsdp_min_num_params: 0
• fsdp_config: {'min_num_params': 0, 'xla': False, 'xla_fsdp_v2': False, 'xla_fsdp_grad_ckpt': False}
• fsdp_transformer_layer_cls_to_wrap: None
• accelerator_config: {'split_batches': False, 'dispatch_batches': None, 'even_batches': True, 'use_seedable_sampler': True, 'non_blocking': False, 'gradient_accumulation_kwargs': None}
• parallelism_config: None
• deepspeed: None
• label_smoothing_factor: 0.0
• optim: adamw_torch_fused
• optim_args: None
• adafactor: False
• group_by_length: False
• length_column_name: length
• ddp_find_unused_parameters: None
• ddp_bucket_cap_mb: None
• ddp_broadcast_buffers: False
• dataloader_pin_memory: True
• dataloader_persistent_workers: False
• skip_memory_metrics: True
• use_legacy_prediction_loop: False
• push_to_hub: False
• resume_from_checkpoint: None
• hub_model_id: None
• hub_strategy: every_save
• hub_private_repo: None
• hub_always_push: False
• hub_revision: None
• gradient_checkpointing: False
• gradient_checkpointing_kwargs: None
• include_inputs_for_metrics: False
• include_for_metrics: []
• eval_do_concat_batches: True
• fp16_backend: auto
• push_to_hub_model_id: None
• push_to_hub_organization: None
• mp_parameters:
• auto_find_batch_size: False
• full_determinism: False
• torchdynamo: None
• ray_scope: last
• ddp_timeout: 1800
• torch_compile: False
• torch_compile_backend: None
• torch_compile_mode: None
• include_tokens_per_second: False
• include_num_input_tokens_seen: False
• neftune_noise_alpha: None
• optim_target_modules: None
• batch_eval_metrics: False
• eval_on_start: False
• use_liger_kernel: False
• liger_kernel_config: None
• eval_use_gather_object: False
• average_tokens_across_devices: False
• prompts: None
• batch_sampler: no_duplicates
• multi_dataset_batch_sampler: proportional
• router_mapping: {}
• learning_rate_mapping: {}

Training Logs

Epoch	Step	Training Loss	Validation Loss
0.0549	5	2.5944	1.7926
0.1099	10	1.8231	0.8442
0.1648	15	0.9425	0.5265
0.2198	20	0.6477	0.4001
0.2747	25	0.5006	0.2782
0.3297	30	0.3459	0.2251
0.3846	35	0.3144	0.1908
0.4396	40	0.2514	0.1605
0.4945	45	0.2654	0.1449
0.5495	50	0.2148	0.1305
0.6044	55	0.1778	0.1215
0.6593	60	0.1937	0.1135
0.7143	65	0.1569	0.1083
0.7692	70	0.1553	0.1048
0.8242	75	0.1921	0.1030
0.8791	80	0.1196	0.1022
0.9341	85	0.1291	0.1017
0.9890	90	0.1535	0.1017

Framework Versions

• Python: 3.12.13
• Sentence Transformers: 5.3.0
• Transformers: 4.56.2
• PyTorch: 2.10.0+cu130
• Accelerate: 1.13.0
• Datasets: 4.3.0
• Tokenizers: 0.22.2

Citation

BibTeX

Sentence Transformers

@inproceedings{reimers-2019-sentence-bert,
    title = "Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks",
    author = "Reimers, Nils and Gurevych, Iryna",
    booktitle = "Proceedings of the 2019 Conference on Empirical Methods in Natural Language Processing",
    month = "11",
    year = "2019",
    publisher = "Association for Computational Linguistics",
    url = "https://arxiv.org/abs/1908.10084",
}

CachedMultipleNegativesRankingLoss

@misc{gao2021scaling,
    title={Scaling Deep Contrastive Learning Batch Size under Memory Limited Setup},
    author={Luyu Gao and Yunyi Zhang and Jiawei Han and Jamie Callan},
    year={2021},
    eprint={2101.06983},
    archivePrefix={arXiv},
    primaryClass={cs.LG}
}