EnchantedRainfall/confit-v2-augmented

SentenceTransformer based on BAAI/bge-m3

This is a sentence-transformers model finetuned from BAAI/bge-m3 on the confitv2-augmented 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:
  • confitv2-augmented

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("EnchantedRainfall/confit-v2-augmented")
# Run inference
sentences = [
    '**PROJECT**\r\nWe are working on different solutions for all areas of activities, like sales, marketing, logistic with focus on commercial function.\r\nGroup of our enterprise BI systems has common architecture and goals.\r\n**Scope:**\r\n- Leverage data from multiple sources (SAP, DB’s, flat files, Data lake stores etc..)\r\n- Data manipulation for analytics purposes\r\n- Data exploration and discovery techniques\r\n- Machine learning techniques\r\n- Building AutoML framework for internal use in various use cases.\r\n- Data visualization of ML output.\r\n\r\n**YOU ARE**\r\nIf you are keen to work for one of the most dynamic and interesting companies in the world, to have challenge on regular basis and to visit our great locations around the globe – come and join us!  \r\n\r\n**Perfect-fit candidate must have:**\r\n- Solid experience in data exploration and analysis, ML algorithms, feature engineering, design and building ML models, AutoML concepts, ML model performance metrics.\r\n- Knowledge and experience in statistical and data mining techniques: GLM/Regression, Classification, Clustering, Random Forest, Boosting, Trees, Text mining, etc.\r\n- Strong knowledge in Python (TenserFlow, Pandas, NumPy, Keras, etc), Docker, R, T-SQL, 2+ years of practical experience.\r\n- Hands on experience with productionalizing ML models.\r\n- Hands on experience of cloud platforms, especially Microsoft Azure, Amazon Web Services (AWS), Google Cloud Platform(GCP)\r\n- Experience visualizing/presenting data for stakeholders\r\n\r\n**Will be a plus:**\r\n- Experience with AutoML tools such as the DataRobot;\r\n- Development experience in Azure Databricks Notebooks or Jupyter notebook.\r\n- Knowledge of Agile/Scrum.\r\n\r\n**TOGETHER WE WILL HAVE**\r\n- Interesting environment with ability to communicate with people around the Globe;\r\n- Great opportunity for self-development;\r\n- Variety of interesting and challenging tasks;\r\n- Friendly team with whom you can share fresh news and knowledge; \r\n- Flexible working schedule.\n\n TARGET_ROLE: Senior Data Scientist & ML Enginner | EXP_REQ: 6\nDOMAIN: Enterprise Business Intelligence and Commercial Analytics\nREQUIRED_ENTITIES: Python, R, TensorFlow, Pandas, NumPy, Keras, Docker, T-SQL, Azure Databricks\nPREFERRED_ENTITIES: DataRobot, Jupyter\nWORKFLOW: Agile, Scrum',
    '================================================================================\nSENIOR DATA SCIENCE ENGINNER\nSeniority: Senior | Total Experience: 5 Years\nDomain Expertise: Commercial Enterprise BI and Analytics\n================================================================================\n\nPROFESSIONAL SUMMARY\n--------------------------------------------------------------------------------\nHighly structured and results-oriented Senior Data Science Enginner with 5 years of professional experience operating within the Commercial Enterprise BI and Analytics 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      : Python, R, T-SQL\n* Tools & Frameworks     : TensorFlow, Pandas, NumPy, Keras, Docker, Microsoft Azure, AWS, GCP, Azure Databricks\n* Scripting & Secondary  : Bash, PowerShell\n* Methodologies          : Agile, Scrum, Test-Driven Development\n\nPROFESSIONAL EXPERIENCE\n--------------------------------------------------------------------------------\nROLE   : LEAD MACHINE LEARNING SPECIALSIT\nTENURE : 3 Years\n\n\nKey Responsibilities & Achievements:\n  - Architected an automated pipeline for model selection using DataRobot, cutting deployment cycles by 40% for sales forecasting.\n  - Engineered predictive classification models with Random Forest and Gradient Boosting to identify high-value customer segments.\n  - Deployed containerized ML services on Azure Kubernetes Service, ensuring high availability of real-time scoring endpoints.\n  - Visualized complex performance metrics in PowerBI to assist stakeholders in making data-driven commercial decisions.\n\nROLE   : DATA SCIENTIST\nTENURE : 2 Years\n\n\nKey Responsibilities & Achievements:\n  - Executed exploratory analysis on multi-source flat files using Python and Pandas to reveal hidden operational inefficiencies.\n  - Built custom regression models in Jupyter environments to improve supply chain accuracy by 15%.\n  - Streamlined database queries using T-SQL to extract features for model training, significantly reducing memory overhead.\n  - Presented findings from clustering analysis to the executive board to guide regional logistic expansion.\n\n================================================================================',
    '\nSENIOR R / SAS DATA SCIENTIST\nSenior Professional━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\n\nABOUT ME\n────────────────────────────────────────────────────────────\nI am a Senior Senior R / SAS Data Scientist specialising in Commercial Enterprise BI Systems.\nMy core stack centres on R, SAS, and I\ncomplement that depth with working proficiency in\nJulia, SQL. \nSKILLS & TOOLING\n────────────────────────────────────────────────────────────\nMy day-to-day toolkit spans SAS Enterprise Guide, T-SQL, Azure Databricks, Docker.I also reach for Julia and SQL\nwhenever the problem calls for lighter scripting or automation.\n\nPROFESSIONAL EXPERIENCE\n────────────────────────────────────────────────────────────\nSENIOR DATA SCIENTIST  (4 years)\nLed the advanced analytics team in developing robust statistical solutions for global commercial operations. Responsible for migrating legacy data processes into efficient, automated pipelines within the SAS ecosystem. Collaborated extensively with cross-functional stakeholders to translate complex ML model outputs into actionable business intelligence.  ·  ·  ·  ·  ·  ·  ·  ·  ·  ·  ·  ·  ·  ·  ·  ·  ·  ·  ·  ·\nDATA ANALYST  (2 years)\n  • Developed comprehensive reporting dashboards using R and SQL for marketing optimization efforts.\n  • Performed deep-dive exploratory data analysis on multi-source SAP data using SAS statistical procedures.\n  • Collaborated with IT teams to containerize legacy SAS models using Docker for improved consistency.\n\nPERSONAL INTERESTS\n────────────────────────────────────────────────────────────\nAway from the keyboard I enjoy Marathon Running, Classical Guitar, Chess and more.I believe a curious life outside work fuels creativity inside it.\n\n━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━',
]
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, 0.7619, 0.5607],
#         [0.7619, 1.0000, 0.6091],
#         [0.5607, 0.6091, 1.0000]])

Training Details

Training Dataset

confitv2-augmented

• Dataset: confitv2-augmented at caa9b69
• Size: 5,168 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: 184 tokens mean: 482.42 tokens max: 1024 tokens	min: 162 tokens mean: 493.17 tokens max: 887 tokens	min: 168 tokens mean: 471.61 tokens max: 941 tokens	min: 160 tokens mean: 491.3 tokens max: 925 tokens	min: 163 tokens mean: 488.75 tokens max: 941 tokens	min: 164 tokens mean: 490.59 tokens max: 890 tokens	min: 169 tokens mean: 491.17 tokens max: 903 tokens

• Samples:

  anchor	positive	negative_1	negative_2	negative_3	negative_4	negative_5
  !!!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...	DEVOPS ENGINNER WITH CLOUD SOFTWARE FOCUS Mid-Level Professional · 4 Years of Experience━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ ABOUT ME ──────────────────────────────────────────────────────────── I am a Mid-Level DevOps Enginner with Cloud Software Focus with 4 years of hands-on experience specialising in Cloud-Native Production Infrastructure. My core stack centres on Java, Python, and I complement that depth with working proficiency in Bash, Go. Throughout my career I have consistently delivered within Agile, Scrum, Test-Driven Development (TDD), CI/CD environments, collaborating closely with cross-functional teams to ship reliable, production-grade software. SKILLS & TOOLING ──────────────────────────────────────────────────────────── My day-to-day toolkit spans AWS EKS, AWS RDS, AWS S3, Terraform, Jenkins, GitHub Actions.I also reach for Bash and Go whenever the problem calls for lighter scripting or automation. Working within Agile, Scrum, Test-Driven De...	================================================================================ DEVOPS ENGINEER WITH AZURE CLOUD FOCUS Seniority: Mid-Level | Total Experience: 4 Years Domain Expertise: Cloud-Native Production Infrastructure ================================================================================ PROFESSIONAL SUMMARY -------------------------------------------------------------------------------- Highly structured and results-oriented DevOps Engineer with Azure Cloud Focus with 4 years of professional experience operating within the Cloud-Native Production Infrastructure sector. Proven capability in navigating complex requirements and leveraging industry-standard methodologies to deliver robust, scalable solutions. TECHNICAL SKILLS & COMPETENCIES -------------------------------------------------------------------------------- * Core Technologies : C#, .NET Core * Tools & Frameworks : Azure Kubernetes Service, Azure SQL Database, Azure Blob Storage, Pulumi, Azure Dev...	AWS DEVOPS ENGINEER Mid-Level Professional · 5 Years of Experience━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ ABOUT ME ──────────────────────────────────────────────────────────── I am a Mid-Level AWS DevOps Engineer with 5 years of hands-on experience specialising in Online Travel Agency. My core stack centres on AWS, CloudFormation, and I complement that depth with working proficiency in Python, Bash, Azure. SKILLS & TOOLING ──────────────────────────────────────────────────────────── I also reach for Python and Bash and Azure whenever the problem calls for lighter scripting or automation. PROFESSIONAL EXPERIENCE ──────────────────────────────────────────────────────────── DEVOPS SPECIALIST (3 years) Managed cloud infrastucture for a high-traffic travel platform during a period of rapid growth. Collaborated with dev teams to streamline deployment pipelines using git automation. Focused on stability improvements and proactive system health tracking. · · · ·...	CANDIDATE MATRIX DOSSIER ============================================================ Headline Title : Sr. Cloud Enginner & DevOps Specialist Domain Expertise : Digital Eco System PRIMARY COMPETENCIES ------------------------------------------------------------ - Kubernetes - Linux - Terraform - Azure DevOps - AWS CodePipeline - CloudFormation SECONDARY COMPETENCIES ------------------------------------------------------------ - GitOps - Agile - Post-mortem analysis WORK HISTORY MATRIX ============================================================ ROLE 1: Cloud Ops Enginner Years in Role: 3 Achievement Set: • Automated continuous delivery pipelines via Azure DevOps reducing deployment time by 40%. • Implemented observability using APM and RUM tools to moniter real-time transaction health. • Managed complex Kubernetes clusters and optimized container orchestration for high availability. • Facilitated incident resolution and led detailed post mortem reporting for prod...	SENIOR BIG DATA ENGINNER None Professional━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ ABOUT ME ──────────────────────────────────────────────────────────── I am a None Senior Big Data Enginner specialising in Nền tảng truyền phát video trực tuyến. My core stack centres on Scala, Spark, and I complement that depth with working proficiency in Python. Throughout my career I have consistently delivered within Agile, Scrum, TDD environments, collaborating closely with cross-functional teams to ship reliable, production-grade software. SKILLS & TOOLING ──────────────────────────────────────────────────────────── My day-to-day toolkit spans Azkaban, HDFS, Kubernetes, Kafka, Cassandra.I also reach for Python whenever the problem calls for lighter scripting or automation. Working within Agile, Scrum, TDD frameworks has sharpened my instinct for iterative delivery and clear stakeholder communication. PROFESSIONAL EXPERIENCE ────────────────────────────────────────────────────...	CONFIDENTIAL CANDIDATE DOSSIER ==================================================================== REPRESENTED BY: Executive Search Partners ROLE TARGET: Sr. IT Sales Account Manager EXPERIENCE LEVEL: Mid-Level (4 YOE)DOMAIN ALIGNMENT: IT Staff Augmentation and Software Development Outsourcing ==================================================================== >>> EXECUTIVE SUMMARY We are pleased to present this exceptional profile. The candidate brings a proven 4-year track record in the IT Staff Augmentation and Software Development Outsourcing sector. Their primary core expertise is anchored in IT Outstaffing Services, SaaS Solutions, which is heavily supported by operational expertise using LinkedIn Sales Navigator, Salesforce, HubSpot CRM, ZoomInfo. They are highly self-sufficient in their work, supplemented by proficiencies in Python and JavaScript. >>> TECHNICAL SNAPSHOT [+] Core Competencies : IT Outstaffing Services | SaaS Solutions[+] Delivery & CI/CD : LinkedIn Sales N...
  # 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...	PRODUCT DESIGNER CHUYEN VE HEALTHCARE UI/UX // Mid-Level // 3y exp======================================================================== ## STACK lang :: Figma | Sketch | Adobe XDtools :: Miro | Jira | Zeplinextra :: Principle | After Effectsmethods :: Agile | Scrum | User-Centered Design | Design Thinkingdomain :: Digital Health ## XP [1] Product Desinger — 3yr > Thiết kế giao diện high-fidelity cho ứng dụng di động iOS và Android hỗ trợ bệnh nhân đặt lịch khám từ xa. > Xây dựng và quản lý design system thống nhất giúp đội ngũ kỹ thuật triển khai code nhanh hơn 30%. > Thực hiện phỏng vấn người dùng và phân tích dữ liệu để tinh chỉnh luồng trải nghiệm cho bác sĩ. > Phối hợp chặt chẽ với team engineering trong môi trường Agile để bàn giao asset chuẩn xác. ========================================================================	CONFIDENTIAL CANDIDATE DOSSIER ==================================================================== REPRESENTED BY: Executive Search Partners ROLE TARGET: Nhà thiết kế sản phẩm Adobe XD chuyên nghiệp EXPERIENCE LEVEL: Mid-Level (3 YOE)DOMAIN ALIGNMENT: Y tế kỹ thuật số (Telemedicine) ==================================================================== >>> EXECUTIVE SUMMARY We are pleased to present this exceptional profile. The candidate brings a proven 3-year track record in the Y tế kỹ thuật số (Telemedicine) sector. Their primary core expertise is anchored in Adobe XD, Photoshop, Illustrator, which is heavily supported by operational expertise using InVision, Zeplin, Sketch, Jira. They are highly self-sufficient in their work. >>> TECHNICAL SNAPSHOT [+] Core Competencies : Adobe XD | Photoshop | Illustrator[+] Delivery & CI/CD : InVision | Zeplin | Sketch | Jira >>> ENGAGEMENT HISTORY -------------------------------------------------------------------- 1. EMPLOYER: TITLE: Nh...	3D MOBILE VISUALIZATION ENGINNER // None // experienced======================================================================== ## STACK lang :: Unity | Blender | 3ds Maxtools :: ARKit | RealityKit | iOS SDK | SceneKitextra :: C# | Swift | Pythonmethods :: Agile | Scrum | Test-Driven Developmentdomain :: Retail Digital Transformation ## XP [1] AR Mobile Developer — 4yr > Crafted immersive furniture placement experiences using Unity and ARKit to increase customer interaction rates. > Optimized 3D asset workflows in Blender by reducing polygon counts without sacraficing visual fidelity for mobile performance. > Integrated custom texturing pipelines into iOS apps that allowed sales teams to swap materials on virtual fixtures in real-time. > Collaborated with cross-functional retail teams to ensure AR spatial measurements aligned with physical inventory standards. [2] 3D Modeler & Tech Artist — 2yr > Designed detailed 3D product representations using 3ds Max t...	================================================================================ SENIOR UX/UI DESIGNER CHUYÊN DỤNG CHO HỆ SINH THÁI ADOBE EXPERIENCE CLOUD Seniority: Senior | Total Experience: 6 Years Domain Expertise: Fintech và Ngân hàng số ================================================================================ PROFESSIONAL SUMMARY -------------------------------------------------------------------------------- Dynamic Senior UX/UI Designer chuyên dụng cho hệ sinh thái Adobe Experience Cloud bringing 6+ years of hands-on expertise in the Fintech và Ngân hàng số industry. Track record of designing and deploying high-efficiency solutions, demonstrating deep proficiency across modern technical stacks and agile environments. TECHNICAL SKILLS & COMPETENCIES -------------------------------------------------------------------------------- * Core Technologies : Adobe XD, Adobe Photoshop, Adobe Illustrator * Tools & Frameworks : Adobe Creative Cloud, Adobe Experience Manag...	SENIOR PHP ENGINNER // Senior // 7y exp======================================================================== ## STACK domain :: Fitness and Sports Technology ## XP [1] Senior Back-end Developer — 4yr > Orchestrated the migration of a legacy monolithic platform into a modular microservices architecture utilizing PHP and Symfony. > Engineered automated integration test suites with PHPUnit that improved system reliability by 40%. > Optimized complex database queries within MySQL and Doctrine, reducing API latency during peak traffic periods. > Led the implementation of secure RESTful APIs with OAuth2 authentication, adhering to strict OWASP security guidelines. [2] Software Developer — 3yr > Developed high-performance web components using PHP and Symfony to support daily business operations. > Streamlined deployment workflows by integrating GitLab CI pipelines with Docker containerization. > Managed large-scale messaging queues using RabbitMQ to handle as...	SR SOFTWARE ENGINNER - BACKEND & INDUSTRIAL AUTOMATION // Senior // 7y exp======================================================================== ## STACK lang :: Java | ROM | SQLdomain :: Retail & Industrial Automation for Made-2-Measure products ## XP [1] Full Stack Devloper — 4yr > Architected scalable backend microservices using Java to optimize throughput in high-volume production facilities. > Streamlined database performance by refactoring complex MariaDB queries and implementing advanced indexing strategies. > Orchestrated containerized deployments via Kubernetes and Docker, significantly reducing lead time for new production feature rollouts. > Collaborated with cross-functional factory teams in CZ to integrate MES system updates directly into the assembly line workflow. [2] Software Engineeer — 3yr > Developed custom business logic layers to support bespoke configuration tools for retail product lines. > Automated deployment pipelines by configu...
  # 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...	================================================================================ SENIOR IOS ENGINNER Seniority: Senior | Total Experience: 5 Years Domain Expertise: Mobile Application Lifecycle Management ================================================================================ PROFESSIONAL SUMMARY -------------------------------------------------------------------------------- Dynamic Senior iOS Enginner bringing 5+ years of hands-on expertise in the Mobile Application Lifecycle Management industry. Track record of designing and deploying high-efficiency solutions, demonstrating deep proficiency across modern technical stacks and agile environments. TECHNICAL SKILLS & COMPETENCIES -------------------------------------------------------------------------------- PROFESSIONAL EXPERIENCE -------------------------------------------------------------------------------- ROLE : LEAD IOS DEVELOPER TENURE : 3 Years Spearheaded the mobile division focusing on high-performance native...	CANDIDATE MATRIX DOSSIER ============================================================ Headline Title : Senior Android Developer Seniority Level : SeniorTotal Years of Exp. : 4Domain Expertise : Mobile Application Development PRIMARY COMPETENCIES ------------------------------------------------------------ - Kotlin - Java - Android SDK - Jetpack Compose - Gradle - Firebase - Room - Dagger Hilt SECONDARY COMPETENCIES ------------------------------------------------------------ - Python - Groovy - Agile - Scrum - TDD - CI/CD WORK HISTORY MATRIX ============================================================ ROLE 1: Senior Android Developer Years in Role: 4 Achievement Set: • Architected and deployed high-performance Android applications using Kotlin and Jetpack Compose, supporting over 2 million daily active users. • Engineered robust RESTful API integrations and WebSocket connections to ensure real-time synchronization between mobile clients and backend services. ...	AGILE SCRUM MASTER Senior Professional · 6 Years of Experience━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ ABOUT ME ──────────────────────────────────────────────────────────── I am a Senior Agile Scrum Master with 6 years of hands-on experience specialising in Mobile E-commerce Platforms. My core stack centres on Swift, Objective-C. Throughout my career I have consistently delivered within Agile, Scrum, Kanban, TDD environments, collaborating closely with cross-functional teams to ship reliable, production-grade software. SKILLS & TOOLING ──────────────────────────────────────────────────────────── My day-to-day toolkit spans Xcode, CocoaPods, SwiftUI, Combine, Azure DevOps, Jenkins.Working within Agile, Scrum, Kanban, TDD frameworks has sharpened my instinct for iterative delivery and clear stakeholder communication. PROFESSIONAL EXPERIENCE ──────────────────────────────────────────────────────────── AGILE SCRUM MASTER (3 years) Served as the primary facilitator...	CANDIDATE MATRIX DOSSIER ============================================================ Headline Title : Full-Stack Web Devloper & Client Liasion Seniority Level : SeniorTotal Years of Exp. : 7Domain Expertise : E-commerce and SaaS Client Solutions PRIMARY COMPETENCIES ------------------------------------------------------------ - PHP - Javascript - HTML - CSS - React - Laravel - MySQL - Git SECONDARY COMPETENCIES ------------------------------------------------------------ - TypeScript - jQuery - Agile - Scrum - User-Centric Design WORK HISTORY MATRIX ============================================================ ROLE 1: Senior Backend Enginner Years in Role: 4 Achievement Set: • Orchestrated complex PHP and MySQL migrations for high-traffic platforms to improve load times by 40%. • Developed interactive UI components using React that significantly improved user engagement and aesthetic appeal. • Facilitated weekly technical workshops with enterprise clients to ...	SENIOR INFRASTRUCTURE ENGINNER AND SYSTEMS ADMIN Senior Professional · 7 Years of Experience━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ ABOUT ME ──────────────────────────────────────────────────────────── I am a Senior Senior Infrastructure Enginner and Systems Admin with 7 years of hands-on experience specialising in Financial Fraud Prevention Systems. My core stack centres on Linux, VMware vSphere, ESXi, and I complement that depth with working proficiency in Bash, Python. SKILLS & TOOLING ──────────────────────────────────────────────────────────── My day-to-day toolkit spans Kibana, JIRA, Confluence, SAN, PGP.I also reach for Bash and Python whenever the problem calls for lighter scripting or automation. PROFESSIONAL EXPERIENCE ──────────────────────────────────────────────────────────── SENIOR SYSTEMS ADMINISTRATOR (4 years) Managed global data center operations with a focus on stability and high-availability. Collaborated with external hardware vendors to...	SENIOR DATA ENGINNER Senior Professional · 6 Years of Experience━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ ABOUT ME ──────────────────────────────────────────────────────────── I am a Senior Senior Data Enginner with 6 years of hands-on experience specialising in Financial Analytics and Portfolio Management. My core stack centres on Python, SQL, and I complement that depth with working proficiency in Shell, Bash, Linux. Throughout my career I have consistently delivered within Agile, Scrum, TDD environments, collaborating closely with cross-functional teams to ship reliable, production-grade software. SKILLS & TOOLING ──────────────────────────────────────────────────────────── My day-to-day toolkit spans AWS, Kafka, Airflow, PySpark, Redshift, Glue.I also reach for Shell and Bash and Linux whenever the problem calls for lighter scripting or automation. Working within Agile, Scrum, TDD frameworks has sharpened my instinct for iterative delivery and clear stakehold...

• 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

confitv2-augmented

• Dataset: confitv2-augmented at caa9b69
• Size: 1,292 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: 186 tokens mean: 485.51 tokens max: 1024 tokens	min: 181 tokens mean: 498.77 tokens max: 930 tokens	min: 162 tokens mean: 471.57 tokens max: 997 tokens	min: 152 tokens mean: 490.54 tokens max: 930 tokens	min: 170 tokens mean: 492.78 tokens max: 941 tokens	min: 180 tokens mean: 498.42 tokens max: 928 tokens	min: 162 tokens mean: 493.21 tokens max: 921 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...	CANDIDATE MATRIX DOSSIER ============================================================ Headline Title : Senior IT Staffing Business Development Manager Seniority Level : SeniorTotal Years of Exp. : 6Domain Expertise : IT Staff Augmentation and HR Recruitment Services PRIMARY COMPETENCIES ------------------------------------------------------------ - CRM Software - LinkedIn Sales Navigator - Salesforce - HubSpot - Pipedrive - Slack - Notion SECONDARY COMPETENCIES ------------------------------------------------------------ - English - Spanish WORK HISTORY MATRIX ============================================================ ROLE 1: Senior Sales Executiv Years in Role: 4 Role Narrative: I managed full-cycle sales processes for a busy agency focused on IT outstaffing services. My day-to-day involved engaging prospects through outbound outreach and maintaining relationships with current accounts to boost retention. I successfully optimized internal communication between r...	SENIOR IT STAFFING BUSINESS DEVELOPMENT MANAGER Senior Professional · 6 Years of Experience━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ ABOUT ME ──────────────────────────────────────────────────────────── I am a Senior Senior IT Staffing Business Development Manager with 6 years of hands-on experience specialising in IT Staff Augmentation and HR Recruitment Services. SKILLS & TOOLING ──────────────────────────────────────────────────────────── PROFESSIONAL EXPERIENCE ──────────────────────────────────────────────────────────── SENIOR SALES EXECUTIV (4 years) I managed full-cycle sales processes for a busy agency focused on IT outstaffing services. My day-to-day involved engaging prospects through outbound outreach and maintaining relationships with current accounts using legacy enterprise ERP tools. I successfully optimized internal communication between recruiting teams and stakeholders to speed up deal closing. · · · · · · · · · · · · · · · · ...	CONFIDENTIAL CANDIDATE DOSSIER ==================================================================== REPRESENTED BY: Executive Search Partners ROLE TARGET: B2B Sales Account Executive in IT Outsourcing EXPERIENCE LEVEL: Mid-Level (3 YOE)DOMAIN ALIGNMENT: International IT Outsourcing Business ==================================================================== >>> EXECUTIVE SUMMARY We are pleased to present this exceptional profile. The candidate brings a proven 3-year track record in the International IT Outsourcing Business sector. Their primary core expertise is anchored in IT Outsourcing Services, SaaS Solutions, which is heavily supported by operational expertise using HubSpot, LinkedIn Sales Navigator, Slack, DocuSign. They are highly self-sufficient in their work, supplemented by proficiencies in English and Spanish and Basic SQL. Culturally, they thrive in Consultative Selling/Lead Qualification/Agile Sales Processes environments and consistently drive measurable technical outc...	================================================================================ CHUYÊN VIÊN TUYỂN DỤNG IT (IT RECRUITER) Seniority: None | Total Experience: None Years Domain Expertise: Công nghệ thông tin và Phát triển phần mềm ================================================================================ PROFESSIONAL SUMMARY -------------------------------------------------------------------------------- Accomplished Chuyên viên Tuyển dụng IT (IT Recruiter) specializing in Công nghệ thông tin và Phát triển phần mềm with a track record of progressive experience. Adept at bridging technical and business requirements to drive critical projects from conception to successful deployment. TECHNICAL SKILLS & COMPETENCIES -------------------------------------------------------------------------------- * Core Technologies : IT Recruitment Lifecycle, Sourcing Strategy, Interviewing Techniques * Tools & Frameworks : Jira, MS Office Suite, Excel, Word, PowerPoint * Scripting & Secon...	QA MANUAL & AUTOMATION SPECIALIST None Professional━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ ABOUT ME ──────────────────────────────────────────────────────────── I am a None QA Manual & Automation Specialist specialising in E-commerce Web Platforms. My core stack centres on JavaScript, SQL, and I complement that depth with working proficiency in Python, Bash. SKILLS & TOOLING ──────────────────────────────────────────────────────────── My day-to-day toolkit spans Jira, Selenium WebDriver, Postman, TestRail.I also reach for Python and Bash whenever the problem calls for lighter scripting or automation. PROFESSIONAL EXPERIENCE ──────────────────────────────────────────────────────────── QA ENGINNER (2 years) I was responsibile for the end-to-end quality assurance of a dynamic shopping platform. My dayly routine involved running manual tests and maintaining our automatization scripts to ensure code stabilty. I also assisted the team by analizing functional reqs du...	CANDIDATE MATRIX DOSSIER ============================================================ Headline Title : Senior DevOps Enginner Seniority Level : SeniorTotal Years of Exp. : 6Domain Expertise : EdTech and Student Safety Software PRIMARY COMPETENCIES ------------------------------------------------------------ - Kubernetes - Azure DevOps - Azure Kubernetes Service - Azure Storage - Azure Key Vault - Application Gateway - Terraform SECONDARY COMPETENCIES ------------------------------------------------------------ - PowerShell - Bash - Python - Agile - Scrum - CI/CD Pipeline Design WORK HISTORY MATRIX ============================================================ ROLE 1: Senior Cloud Infrastructure Specialist Years in Role: 4 Achievement Set: • Orchestrated the migration of legacy workloads to AKS, improving system uptime by 35 percent. • Automated complex infrastructure provisioning using Terraform and PowerShell, reducing deployment time significantly. • Implemen...
  ## 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...	CONFIDENTIAL CANDIDATE DOSSIER ==================================================================== REPRESENTED BY: Executive Search Partners ROLE TARGET: Chuyên gia Tăng trưởng Marketing & Growth Specialist EXPERIENCE LEVEL: Mid-Level (3 YOE)DOMAIN ALIGNMENT: Mobile Fitness & Health Tech Apps ==================================================================== >>> EXECUTIVE SUMMARY We are pleased to present this exceptional profile. The candidate brings a proven 3-year track record in the Mobile Fitness & Health Tech Apps sector. Their primary core expertise is anchored in Google Analytics, Google Ads, Facebook Ads, TikTok Ads, Snapchat Ads, which is heavily supported by operational expertise using Google Tag Manager, Amplitude, AppsFlyer, Hotjar. They are highly self-sufficient in their work, supplemented by proficiencies in SQL and HTML and CSS. Culturally, they thrive in Agile Marketing/A/B Testing/Conversion Rate Optimization (CRO)/Lean Startup environments and consistently driv...	CHUYÊN GIA MARKETING TĂNG TRƯỞNG (HỆ SINH THÁI META/GOOGLE) // None // experienced======================================================================== ## STACK lang :: TikTok Ads | Snapchat Adstools :: Adobe Creative Cloud | Amplitude | AppsFlyerextra :: Python | SQLmethods :: Agile | Scrum | Growth Hackingdomain :: Tech Startups (Health & Fitness) ## XP [1] Chuyên viên Marketing Tăng trưởng — 3yr > Triển khai các chiến dịch quảng cáo TikTok Ads và Snapchat Ads đạt mục tiêu tăng trưởng người dùng 40% mỗi quý. > Sử dụng Python và SQL để tự động hóa quy trình phân tích dữ liệu hiệu suất chiến dịch, thay thế hoàn toàn các báo cáo thủ công. > Hợp tác với đội ngũ thiết kế sử dụng Adobe Creative Cloud để thực hiện A/B testing liên tục trên các landing page. > Tối ưu hóa ngân sách marketing thông qua việc theo dõi sát sao chỉ số chuyển đổi trên hệ sinh thái quảng cáo tập trung vào TikTok và Snapchat. ## MISC prev :: Nhân viên pha chế cà phê certs :: Chứng c...	================================================================================ CHUYÊN GIA NGHIÊN CỨU NGƯỜI DÙNG VÀ PHÂN TÍCH THỊ TRƯỜNG Seniority: Senior | Total Experience: 7 Years Domain Expertise: Công nghiệp Cá cược và Giải trí Trực tuyến ================================================================================ PROFESSIONAL SUMMARY -------------------------------------------------------------------------------- Highly structured and results-oriented Chuyên gia Nghiên cứu Người dùng và Phân tích Thị trường with 7 years of professional experience operating within the Công nghiệp Cá cược và Giải trí Trực tuyến sector. Proven capability in navigating complex requirements and leveraging industry-standard methodologies to deliver robust, scalable solutions. TECHNICAL SKILLS & COMPETENCIES -------------------------------------------------------------------------------- * Core Technologies : Google Analytics, Hotjar, Mixpanel * Tools & Frameworks : Tableau, Jira, Conflu...	CANDIDATE MATRIX DOSSIER ============================================================ Headline Title : Senior Media Buyer (Adobe Experience Cloud Specialist) Seniority Level : SeniorTotal Years of Exp. : 6Domain Expertise : Cryptocurrency and Web3 Advertising PRIMARY COMPETENCIES ------------------------------------------------------------ - Adobe Target - Adobe Audience Manager - Adobe Analytics - Adobe Experience Platform - Marketo Engage - Salesforce Marketing Cloud SECONDARY COMPETENCIES ------------------------------------------------------------ - JavaScript - SQL - Agile - Growth Hacking - Data-Driven Marketing WORK HISTORY MATRIX ============================================================ ROLE 1: Senior Performance Marketer Years in Role: 4 Achievement Set: • Architected enterprise-grade marketing funnels using Adobe Experience Cloud to optimize user journeys for crypto-exchange platforms. • Automated complex cross-platform reporting pipelines using Ad...	BACK-END NODE.JS ENGINNER // Mid-Level // 3y exp======================================================================== ## STACK lang :: Node.js | JavaScript | ES6domain :: E-commerce Platform Architecture ## XP [1] Software Enginner — 3yr > Architected a scalable server-side environment from ground zero using Node.js and ES6 standards. > Built robust API endpoints and bussiness logic modules to support high-traffic shopping platform. > Refactored legacy code to implement cleaner design patterns, resulting in better maintanability. > Integrated third-party payment gateways utilizing asynchronous JavaScript patterns for real-time processing. ## MISC prev :: Barista certs :: Scuba Diving License ========================================================================	================================================================================ SENIOR AUTOMATION SOFTWARE ENGINNER Seniority: Senior | Total Experience: 5 Years Domain Expertise: Data Security and Identity Management ================================================================================ PROFESSIONAL SUMMARY -------------------------------------------------------------------------------- Dynamic Senior Automation Software Enginner bringing 5+ years of hands-on expertise in the Data Security and Identity Management industry. Track record of designing and deploying high-efficiency solutions, demonstrating deep proficiency across modern technical stacks and agile environments. TECHNICAL SKILLS & COMPETENCIES -------------------------------------------------------------------------------- PROFESSIONAL EXPERIENCE -------------------------------------------------------------------------------- ROLE : SENIOR AUTOMATION DEVELOPER TENURE : 3 Years Tôi đã chịu trách nhiệm phát t...
  (Our customer) is a conglomerate of fintech applications providing integrated financial solutions for global investors, regardless of experience or location. By harnessing the power of crowdsourcing and blockchain technology, Sprinkle Group’s vision is to become the new standard within capital markets.
  О проекте
  SprinkleXchange www.sprinklexchange.com
  SprinkleXchange is the world’s first borderless exchange, offering cross-asset investments in growth companies and cryptocurrencies.
  Обязанности
  • Development of the new features along with bug fixing and supporting existing software;
  • Participate in peer design and code reviews;
  • Proactively collaborate with teammates and communicate with remote team members;
  • Build robust and scalable micro-services;
  • Work in a full Agile collaborative environment — including meetings, iterative development, estimations, and design sessions;
  • Collaborate with Product management to estimate and plan work, provide status upd...	SENIOR BACK-END SOFTWARE ENGINNER Senior Professional · 6 Years of Experience━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ ABOUT ME ──────────────────────────────────────────────────────────── I am a Senior Senior Back-end Software Enginner with 6 years of hands-on experience specialising in Fintech and Blockchain Infrastructure. My core stack centres on Java 11, Spring Boot, Hibernate, and I complement that depth with working proficiency in Python, Bash. Throughout my career I have consistently delivered within Agile, Scrum, TDD, Code Reviews environments, collaborating closely with cross-functional teams to ship reliable, production-grade software. SKILLS & TOOLING ──────────────────────────────────────────────────────────── My day-to-day toolkit spans Docker, Kubernetes, RabbitMQ, Kafka, Redis, PostgreSQL.I also reach for Python and Bash whenever the problem calls for lighter scripting or automation. Working within Agile, Scrum, TDD, Code Reviews frameworks has sh...	CONFIDENTIAL CANDIDATE DOSSIER ==================================================================== REPRESENTED BY: Executive Search Partners ROLE TARGET: Agile Scrum Master EXPERIENCE LEVEL: DOMAIN ALIGNMENT: Fintech and Blockchain Infrastructure ==================================================================== >>> EXECUTIVE SUMMARY We are pleased to present this exceptional profile. The candidate brings a proven track record in the Fintech and Blockchain Infrastructure sector. Their primary core expertise is anchored in Java 11, Spring Boot, Hibernate, which is heavily supported by operational expertise using Docker, Kubernetes, RabbitMQ, Kafka, Redis, PostgreSQL. They are highly self-sufficient in their work, supplemented by proficiencies in Python and Bash. >>> TECHNICAL SNAPSHOT [+] Core Competencies : Java 11 | Spring Boot | Hibernate[+] Delivery & CI/CD : Docker | Kubernetes | RabbitMQ | Kafka | Redis | PostgreSQL[+] Aux. Languages : Python | Bash >>> ENGAGEMENT HISTOR...	CONFIDENTIAL CANDIDATE DOSSIER ==================================================================== REPRESENTED BY: Executive Search Partners ROLE TARGET: Senior Cloud Reliability Enginner EXPERIENCE LEVEL: Senior (5 YOE)DOMAIN ALIGNMENT: FinTech and Online Brokerage Platforms ==================================================================== >>> EXECUTIVE SUMMARY We are pleased to present this exceptional profile. The candidate brings a proven 5-year track record in the FinTech and Online Brokerage Platforms sector. Their primary core expertise is anchored in Docker, Kubernetes, PostgreSQL, Cassandra, Redis, which is heavily supported by operational expertise using AWS, Terraform, Ansible, Jenkins, Prometheus, Grafana, Kibana, Graylog. They are highly self-sufficient in their work, supplemented by proficiencies in Python and Bash. Culturally, they thrive in Lean/DevOps/Scrum environments and consistently drive measurable technical outcomes. >>> TECHNICAL SNAPSHOT [+] Core Competen...	================================================================================ SENIOR C#/.NET BACKEND ENGINEER Seniority: Senior | Total Experience: 6 Years Domain Expertise: Fintech and Micro-lending in Emerging Markets ================================================================================ PROFESSIONAL SUMMARY -------------------------------------------------------------------------------- Highly structured and results-oriented Senior C#/.NET Backend Engineer with 6 years of professional experience operating within the Fintech and Micro-lending in Emerging Markets sector. Proven capability in navigating complex requirements and leveraging industry-standard methodologies to deliver robust, scalable solutions. TECHNICAL SKILLS & COMPETENCIES -------------------------------------------------------------------------------- * Core Technologies : C#, .NET Core * Tools & Frameworks : SQL Server, Azure, RESTful APIs, Docker * Scripting & Secondary : Python * Methodolog...	CANDIDATE MATRIX DOSSIER ============================================================ Headline Title : Senior Product Manager - Chuyên gia tối ưu hóa trải nghiệm khách hàng Seniority Level : SeniorTotal Years of Exp. : 7Domain Expertise : Bán lẻ và Viễn thông PRIMARY COMPETENCIES ------------------------------------------------------------ - JIRA - Confluence - Scrum - Kanban - SAFe - Figma SECONDARY COMPETENCIES ------------------------------------------------------------ - SQL - Tableau - Agile - Lean Product Development - User Story Mapping WORK HISTORY MATRIX ============================================================ ROLE 1: Lead Product Maneger Years in Role: 4 Achievement Set: • Thúc đẩy lộ trình phát triển sản phẩm viễn thông giúp tăng 20% doanh thu trong 2 năm qua nhờ cách tiếp cận linh hoạt với mô hình SAFe. • Phối hợp chặt chẽ với đội ngũ phát triển Enginner để chuyển đổi các yêu cầu phức tạp thành tính năng cụ thể trên JIRA và Confluence. • Triển...	CONFIDENTIAL CANDIDATE DOSSIER ==================================================================== REPRESENTED BY: Executive Search Partners ROLE TARGET: Senior Ruby Enginner EXPERIENCE LEVEL: Senior (6 YOE)DOMAIN ALIGNMENT: HealthTech ==================================================================== >>> EXECUTIVE SUMMARY We are pleased to present this exceptional profile. The candidate brings a proven 6-year track record in the HealthTech sector. They are highly self-sufficient in their work. >>> TECHNICAL SNAPSHOT >>> ENGAGEMENT HISTORY -------------------------------------------------------------------- 1. EMPLOYER: TITLE: Senior Ruby on Rails Developer TENURE: 4 years Key Deliverables & Impact: • Architected robust microservices using Ruby on Rails to streamline patient data intake, resulting in a 20% faster diagnostic turnaround. • Deployed scalable backend infrastructure on AWS services including EC2 and RDS to ensure high availability for clinic portals....

• 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

• per_device_train_batch_size: 32
• num_train_epochs: 1
• learning_rate: 1e-05
• lr_scheduler_type: cosine
• warmup_steps: 0.15
• weight_decay: 0.01
• gradient_accumulation_steps: 8
• bf16: True
• logging_nan_inf_filter: False
• per_device_eval_batch_size: 32
• batch_sampler: no_duplicates

All Hyperparameters

Click to expand

• per_device_train_batch_size: 32
• num_train_epochs: 1
• max_steps: -1
• learning_rate: 1e-05
• lr_scheduler_type: cosine
• lr_scheduler_kwargs: None
• warmup_steps: 0.15
• optim: adamw_torch_fused
• optim_args: None
• weight_decay: 0.01
• adam_beta1: 0.9
• adam_beta2: 0.999
• adam_epsilon: 1e-08
• optim_target_modules: None
• gradient_accumulation_steps: 8
• average_tokens_across_devices: True
• max_grad_norm: 1.0
• label_smoothing_factor: 0.0
• bf16: True
• fp16: False
• bf16_full_eval: False
• fp16_full_eval: False
• tf32: None
• gradient_checkpointing: False
• gradient_checkpointing_kwargs: None
• torch_compile: False
• torch_compile_backend: None
• torch_compile_mode: None
• use_liger_kernel: False
• liger_kernel_config: None
• use_cache: False
• neftune_noise_alpha: None
• torch_empty_cache_steps: None
• auto_find_batch_size: False
• log_on_each_node: True
• logging_nan_inf_filter: False
• include_num_input_tokens_seen: no
• log_level: passive
• log_level_replica: warning
• disable_tqdm: False
• project: huggingface
• trackio_space_id: trackio
• eval_strategy: no
• per_device_eval_batch_size: 32
• prediction_loss_only: True
• eval_on_start: False
• eval_do_concat_batches: True
• eval_use_gather_object: False
• eval_accumulation_steps: None
• include_for_metrics: []
• batch_eval_metrics: False
• save_only_model: False
• save_on_each_node: False
• enable_jit_checkpoint: False
• push_to_hub: False
• hub_private_repo: None
• hub_model_id: None
• hub_strategy: every_save
• hub_always_push: False
• hub_revision: None
• load_best_model_at_end: False
• ignore_data_skip: False
• restore_callback_states_from_checkpoint: False
• full_determinism: False
• seed: 42
• data_seed: None
• use_cpu: False
• 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
• dataloader_drop_last: False
• dataloader_num_workers: 0
• dataloader_pin_memory: True
• dataloader_persistent_workers: False
• dataloader_prefetch_factor: None
• remove_unused_columns: True
• label_names: None
• train_sampling_strategy: random
• length_column_name: length
• ddp_find_unused_parameters: None
• ddp_bucket_cap_mb: None
• ddp_broadcast_buffers: False
• ddp_backend: None
• ddp_timeout: 1800
• fsdp: []
• fsdp_config: {'min_num_params': 0, 'xla': False, 'xla_fsdp_v2': False, 'xla_fsdp_grad_ckpt': False}
• deepspeed: None
• debug: []
• skip_memory_metrics: True
• do_predict: False
• resume_from_checkpoint: None
• warmup_ratio: None
• local_rank: -1
• prompts: None
• batch_sampler: no_duplicates
• multi_dataset_batch_sampler: proportional
• router_mapping: {}
• learning_rate_mapping: {}

Training Logs

Epoch	Step	Training Loss
0.2469	5	2.0542
0.4938	10	0.6505
0.7407	15	0.3528
0.9877	20	0.2872

Framework Versions

• Python: 3.12.13
• Sentence Transformers: 5.3.0
• Transformers: 5.5.0
• PyTorch: 2.11.0+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}
}