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edmon03
/
edtonai-scorer

Text Ranking
sentence-transformers
Safetensors
xlm-roberta
cross-encoder
reranker
Generated from Trainer
dataset_size:5616
loss:BinaryCrossEntropyLoss
Eval Results (legacy)
text-embeddings-inference
Model card Files
xet
 Community

CrossEncoder based on cross-encoder/mmarco-mMiniLMv2-L12-H384-v1

This is a Cross Encoder model finetuned from cross-encoder/mmarco-mMiniLMv2-L12-H384-v1 using the sentence-transformers library. It computes scores for pairs of texts, which can be used for text reranking and semantic search.

Model Details

Model Description

Model Sources

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 CrossEncoder

# Download from the 🤗 Hub
model = CrossEncoder("cross_encoder_model_id")
# Get scores for pairs of texts
pairs = [
    ['SummaryPragmatic, hands on, value-driven leader committed to defining and implementing solutions that can be executed on, bring customer value and allow teams to focus on solving problems for long term gains.\nSkillsC++, C, Java, SQL, C#, Python, Scala, ASP.NET, PHPAdaptive ACE Framework for developing network-based software solutionsRESTful services using SpringJava SpringQt cross platform GUI toolkitNET platformXerces, ICU, STL, AntlrNoSQL databases such as Berkeley DB, MongoDB & ElasticSearchJNI, Eclipse RCPMany networking and threading packagesApache SparkHadoop (primarily, HDFS and MapReduce)Intel V-tune performance and multithreaded analysis toolsZoom performance analysis toolsMethodsMicroservice pattern definition and implementationCloud native application developmentScalability and performance analysisObject-Oriented Design and DevelopmentDesign PatternsDesign ThinkingRequirements analysis and refinementArchitecture Quality Attribute extractionAgile developmentDefining architectures that can be implemented by large, geographically disperse teamsCoreExcellent communication skillsExcellent problem decomposition and analysis skillsOrganizing teams for optimum execution and productivityInteracting with teams to form common understanding, consensus, approach and directionEvaluation of platforms, methods and technologies\nEducation and TrainingWinona State University,Expected in1999––Bachelor of Science:Computer Science-GPA:Computer Science,Expected in2006––Software Architecture: Principals and Practices,:-GPA:,Expected in2012––, Carnegie Mellon Software Engineering Institute \n*Design Thinking, SAP:-GPA:,Expected in2015––*Core Spring,:-GPA:,Expected in2004––ExitCertified / Pivotal \n*ADAPTIVE Communication Environment C++ Framework,:-GPA:,Expected in2003––, Object Computing Inc.\n*Programming using Qt, A Cross platform GUI toolkit and C++ Framework,:-GPA:,Expected in2000––, Trolltech Inc.\n*Advanced Object-Oriented Design,:-GPA:,Expected in––, Hands on Technology Transfer Inc.:-GPA:\nExperienceSirius Xm-Senior Manager / Chief Software Architect,,03/2015-CurrentResponsible for definition and creation of a cloud based, Big Data Business Intelligence platform for use by Deloitte analysts and developers.-Software Architect / Development Manager,,01/2008-01/2015Enterprise Information Management Defined Architecture for highly scalable, distributed, data transformation and data quality platform for the HANA in-memory analytics database kernel.This architecture allowed a team of 40 developers and quality assurance professionals to create a comprehensive platform for data quality and data transformation from concept to delivery in less than one year.Develop and design key feature areas of the platform.Define architecture quality attributes, primary interfaces and system touch points and principle KPIs.Lead engineering teams on definition, design and implementation.Work with key stakeholder and integrator teams from around the globe for requirements, design implications, architecture applicability, team collaboration, education and buy off.Deliver executive briefings on strategy, direction, development activities and progress.Responsible for all technical details and project execution.Define and implement SQL interfaces for Data Transformation engine.Primary engineer for all Data Quality features for ETL and Information Stewardship applications.SAP Data Services and SAP Information Steward).Create Architecture, design and implementation for a Data Quality software development kit used by customers and internal integrators to leverage full suite of Data Quality functionality directly embedded in their solutions.Interfaces for C++, Java and .NET.Developed and drove Customer Engagement Initiatives with customers on innovative topics for co-development.Defined techniques, methods and implementations for semantic data discovery and the auto-configuration of data quality transformations for downstream analytics, master data management and point-of-entry data quality.NA-Senior Software Engineer / Consultant,,01/2006-01/2008Create server, client and web-based software solutions for small to mid-sized businesses.Drove all aspects of design, development, and client interaction.Solution development using C#, C++.NET, ASP.NET, Winforms and SQL server.Conducted customer needs analysis and requirement gathering.Develop proposals and manage client relationships.Three Rivers Technologies-Senior Software Engineer,,01/1999-01/2006Acquired by BusinessObjects, then by SAP) Designed and developed a domain-specific language (DSL) that created custom data cleansing, extracts semantics, extracts natural language, identifies content, classifies, parses and standardizes of any data domain.Design and develop large dictionary/NoSql DB implementation that drove cleansing DSL Contributing architect and principal engineer for a highly scalable, flow-based, streaming data quality server Technical lead for Data Quality server Design and develop a full-featured metadata repository for data quality server.\nSkillsASP.NET, Apache, Big Data, Business Intelligence, C++, concept, data management, Eclipse, GUI, PHP, Java, C#, MongoDB, NoSQL, Python, SAP, Software Architecture, software development, Software Engineering, SQL, SQL server', "Calling all innovators  find your future at Fiserv.\nWere Fiserv, a global leader in Fintech and payments, and we move money and information in a way that moves the world. We connect financial institutions, corporations, merchants, and consumers to one another millions of times a day  quickly, reliably, and securely. Any time you swipe your credit card, pay through a mobile app, or withdraw money from the bank, were involved. If you want to make an impact on a global scale, come make a difference at Fiserv.\nWhat does a successful Software Engineering Manager do at Fiserv?Fiserv is looking for a Software Engineering Manager to join our Core Acquiring Front End engineering group within Fiservs Global Business Solutions (Payment Acceptance) business.You will be joining an organization responsible for mission critical platforms that support our payments acquiring business. We process over 350 million payment transactions per day with a peak throughput of over 8,000 transactions per second all while maintaining millisecond fast response time. All this is done for some of the largest merchants in the US.This fast-paced online transaction processing environment requires a passionate critical problem solver who can balance platform stability and resiliency along with modern engineering practices and solutions.\nWhat you will do:Manage cross-functional engineering teamsHands-on engineer  pickup stories, code reviews, and support production End-to end platform owner and engineer: design, build, and support resilient services  solutionsPartner with business owners to define platform roadmaps and scope for initiatives  featuresDrive prioritization of technical investment on in-scope platformsDesign performant, efficient, effective, and reusable technical solutions (partnering with architecture)Provide thought leadership across acquiring enginesPartner effectively with DevOps, Production Support, and peer platform teams\nWhat you will need to have: 15+ years of experience in software engineering roles using C and Java10+ years of experience leading high-performing software engineering teams5+ years of experience in financial services or payments processingAbility to clearly communicate with executive leadership\nWhat would be great to have:Bachelor's degree in computer science, engineering, or equivalent work experienceExperience in AIXExperience building solutions in public cloud (AWS, Azure, GCP)\nPerks at work:Were #FiservProud of our commitment to your overall well-being with a growing offering of physical, mental, emotional, and financial benefits from day one.Maintain a healthy work-life balance with paid holidays, generous time off policies, including Unlimited Recharge & Refuel for qualifying associates, and free counseling through our EAP.Plan for your future with competitive salaries, the Fiserv 401(k) Savings Plan, and our Employee Stock Purchase Plan.Recognize and be recognized by colleagues with our Living Proof program where you can exchange points for a variety of rewards.Prioritize your health with a variety of medical, dental, vision, life, and disability insurance options and a range of well-being resources through our Fuel Your Life program.Advance your career with training, development, certification, and internal mobility opportunities.Join Employee Resource Groups that promote our diverse and inclusive culture where associates can share perspectives, exchange ideas, and elevate careers.\nWhat you should know about us:Fiserv is a global fintech leader with 40,000-plus (and growing) associates proudly serving clients in more than 100 countries. As a FORTUNE 500 company, one of Fast Companys Most Innovative Companies, and a top scorer on Bloombergs Gender-Equality Index, we are committed to excellence and purposeful innovation.\nOur commitment to Diversity and Inclusion:Fiserv is an Equal Opportunity Employer, and we welcome and encourage diversity in our workforce that reflects our world. All qualified applicants will receive consideration for employment without regard to race, color, religion, sexual orientation, gender identity, national origin, disability, protected veteran status, or any other category protected by law.\nWe will ensure that individuals with disabilities are provided reasonable accommodation to participate in the job application or interview process, to perform essential job functions, and to receive other benefits and privileges of employment. Please contact us to request accommodation.\nWarning about fake job posts:Please be aware of fraudulent job postings that are not affiliated with Fiserv. Fraudulent job postings may be used by cyber criminals to target your personally identifiable information andor to steal money or financial information.\nAny communications from a Fiserv representative will come from a legitimate business email address. We will not hire through text message, social media, or email alone, and any interviews will be conducted in person or through a secure video call. We wont ask you for sensitive information nor will we ask you to pay anything during the hiring process. We also wont send you a check to cash on Fiservs behalf.\nIf you see suspicious activity or believe that you have been the victim of a job posting scam, you should report it to your local FBI field office or to the FBIs Internet Crime Complaint Center."],
    ['Professional SummarySeeking Challenging and Rewarding Assignments with a growth Oriented Organization My Role Worked on Hybrid driven framework in WebDriver and Page Object Model. Good knowledge of creating xpath to find dynamic objects. Good knowledge of writing test script using Selenium-WebDriver with TestNG. Experienced in developing test automation scenarios and scripts for Web applications. Experienced in developing Generic Scripts and Project Specific Scripts. Working experience of Apache POI APIs, TestNG, , Jenkins for continuous integration testing Basic knowledge of Selenium IDE. Good understanding and analysis of client requirements and experienced in creating suitable Automation scripts. Exposure to all stages of SDLC & STLC and good understanding of ATLC (Automation Testing Life Cycle).Analyze requirements and conduct requirement clarification session for team\nSkillsTest Management Tools :HP ALM 11, Caliber, HP-Quality Centre, CA Central Rally ,JiraDatabase/Language:Oracle 11g (Toad), PL SQLProgramming Language: JAVA , HTMLOperating System:WindowsServer,Windows2016, Windows20012R2, Windows2012R1 ,Windows2008 R2,Linux ,UNIXAutomation tool: Selenium WebDriver, TestNG, Selenium IDE, Jenkins, Maven, SVN ServerDomain:Health and Welfare, TelecommunicationBudgeting and finance\nWork HistorySn. QA Software Engineer Tester,08/2016to12/2017Pitney Bowes Softwares–,,Indiahttp://www.pb.com About Project: SPECTRUM is an ETL tool that has several modules such as DI (Data Integration), DQ (Data Quality), SDF (Spectrum Data Federation), UAM(Universal Addressing Module )BDI (Big Data Integration), BDQ (Big Data Quality) etc., which are used to transform data as per need.Spectrum server has different interfaces from where in user can configure different data sources and can apply logical functions over data to transform data in required format and that can be saved, exported to different sources and formats Environment : Windows: Window2008R2 Standalone, Window2012R1Standalone , Window2012R2Standalone , Windows2016SStandalone Linux: Centos 6.3, OELlinux 6.5, Ubuntu14 Unix: AIX6.1,Solaris11 Description of work : As a Sr.Quality Analyst in spectrum worked on various modules like DI, DQ and UAM with following responsibilities: My Role Understanding the business requirements and developed Use cases to test the complete functionality of the application.Written batch scripts, shell scripts, basic java classes and worked on CI tool Jenkins Perform Functional, Integration and System testing.Writing test cases.Reporting and Tracking of bugs in JIRA.Verifying the bug fixed.Software Engineer Tester,11/2014to08/2016Century Link–,,IndiaAbout Project: Ensemble is a pure telecom project; it is used by the customer service representatives and deals with providing various products to customers as per their request like new High speed connections, Prism connections, changes in customer plans and so forth.The projects involves System Testing, Regression Testing, Sanity Testing and development of an automated test setup for testing, design & development of software for automating the regression test cases Environment : Java, Windows XP Description of work : Analyzing the requirements, testing the functionality and workflow of the application.Software engineer(Testing),10/2012to11/2014Xerox–City,STATE,About Project:XEROX benefits website is prepared for its employees to provide them an opportunity to enroll in their US Health and Welfare benefits through the web. Most of the stuff which the end users see on the web is driven by the complex eligibility logic. Some of the action which end user can take on the web are as follows:•\tMaking elections during window period of Annual Enrollment or Qualified Life events.•\tReport a life event.•\tAdd and Remove Dependents and Beneficiaries.•\tAdd and Update personal information.BA7/A.I.S. (Account Inquiry system) is a tool used by Customer Support Representative. Users can call Customer Support Representative and select all the eligible Health and Welfare benefits and update personal information also.My Role\uf0d8\tTest planning: Creation of Test Plan Document for various modules of the H&W system (BA7 System), based on the Business Requirement Document.\uf0d8\tExecuting the test cases: Performing the integration testing of the BA7 system to check the functionality of the application developed. Actively helped to test the participant on Web.\uf0d8\tTest management: Log the defects in the QC and track the progress till it gets resolved.\uf0d8\tWeb Based Testing: Have undertaken web based testing which includes performing Functionality, Database testing-checking the links, forms, validation in forms and navigation. Have also undertaken performance testing(Load, stress testing) for web applications as well as testing for security issues on web platforms\uf0d8\tRegression Testing: Creating regression scenarios and performing regression testing as and when there are updates to the application.\uf0d8\tReporting: Create Defect and Test run report for owned module on project in QC .\uf0d8\tMeeting all the target goals & deadlines in Service Delivery while adhering to Service Level Agreements (SLA).\uf0d8\tLogs verification through UNIX and Shell scripting\uf0d8\tGood experience in UAT\nEducationAssociate of Science:IT,Expected in2012toGlobal Institute of Technology-Jaipur,RJGPA:\nSkillsAIX6.1, Analyst, A.I., Automation, basic, benefits, Big Data, com, CA, Client, customer service, Customer Support, Data Integration, Database, Delivery, English, ETL, forms, forth, Functional, GUI, HP, Hindi, HTML, http, IDE, Information Technology, Java, Linux, logic, Windows, Window, Windows XP, navigation, Oct, Operating System, Oracle, DB, PL SQL, Prism, Programming, progress, Quality, Reporting, Requirement, scripts, shell scripts, Service Level Agreements, SLA, SOAP, Software engineer, Solaris, tables, Telecommunication, telecom, Toad, UNIX, UNIX and Shell scripting, validation, web applications, website, workflow, Written', "Calling all innovators  find your future at Fiserv.\nWere Fiserv, a global leader in Fintech and payments, and we move money and information in a way that moves the world. We connect financial institutions, corporations, merchants, and consumers to one another millions of times a day  quickly, reliably, and securely. Any time you swipe your credit card, pay through a mobile app, or withdraw money from the bank, were involved. If you want to make an impact on a global scale, come make a difference at Fiserv.\nWhat does a successful Software Engineering Manager do at Fiserv?Fiserv is looking for a Software Engineering Manager to join our Core Acquiring Front End engineering group within Fiservs Global Business Solutions (Payment Acceptance) business.You will be joining an organization responsible for mission critical platforms that support our payments acquiring business. We process over 350 million payment transactions per day with a peak throughput of over 8,000 transactions per second all while maintaining millisecond fast response time. All this is done for some of the largest merchants in the US.This fast-paced online transaction processing environment requires a passionate critical problem solver who can balance platform stability and resiliency along with modern engineering practices and solutions.\nWhat you will do:Manage cross-functional engineering teamsHands-on engineer  pickup stories, code reviews, and support production End-to end platform owner and engineer: design, build, and support resilient services  solutionsPartner with business owners to define platform roadmaps and scope for initiatives  featuresDrive prioritization of technical investment on in-scope platformsDesign performant, efficient, effective, and reusable technical solutions (partnering with architecture)Provide thought leadership across acquiring enginesPartner effectively with DevOps, Production Support, and peer platform teams\nWhat you will need to have: 15+ years of experience in software engineering roles using C and Java10+ years of experience leading high-performing software engineering teams5+ years of experience in financial services or payments processingAbility to clearly communicate with executive leadership\nWhat would be great to have:Bachelor's degree in computer science, engineering, or equivalent work experienceExperience in AIXExperience building solutions in public cloud (AWS, Azure, GCP)\nPerks at work:Were #FiservProud of our commitment to your overall well-being with a growing offering of physical, mental, emotional, and financial benefits from day one.Maintain a healthy work-life balance with paid holidays, generous time off policies, including Unlimited Recharge & Refuel for qualifying associates, and free counseling through our EAP.Plan for your future with competitive salaries, the Fiserv 401(k) Savings Plan, and our Employee Stock Purchase Plan.Recognize and be recognized by colleagues with our Living Proof program where you can exchange points for a variety of rewards.Prioritize your health with a variety of medical, dental, vision, life, and disability insurance options and a range of well-being resources through our Fuel Your Life program.Advance your career with training, development, certification, and internal mobility opportunities.Join Employee Resource Groups that promote our diverse and inclusive culture where associates can share perspectives, exchange ideas, and elevate careers.\nWhat you should know about us:Fiserv is a global fintech leader with 40,000-plus (and growing) associates proudly serving clients in more than 100 countries. As a FORTUNE 500 company, one of Fast Companys Most Innovative Companies, and a top scorer on Bloombergs Gender-Equality Index, we are committed to excellence and purposeful innovation.\nOur commitment to Diversity and Inclusion:Fiserv is an Equal Opportunity Employer, and we welcome and encourage diversity in our workforce that reflects our world. All qualified applicants will receive consideration for employment without regard to race, color, religion, sexual orientation, gender identity, national origin, disability, protected veteran status, or any other category protected by law.\nWe will ensure that individuals with disabilities are provided reasonable accommodation to participate in the job application or interview process, to perform essential job functions, and to receive other benefits and privileges of employment. Please contact us to request accommodation.\nWarning about fake job posts:Please be aware of fraudulent job postings that are not affiliated with Fiserv. Fraudulent job postings may be used by cyber criminals to target your personally identifiable information andor to steal money or financial information.\nAny communications from a Fiserv representative will come from a legitimate business email address. We will not hire through text message, social media, or email alone, and any interviews will be conducted in person or through a secure video call. We wont ask you for sensitive information nor will we ask you to pay anything during the hiring process. We also wont send you a check to cash on Fiservs behalf.\nIf you see suspicious activity or believe that you have been the victim of a job posting scam, you should report it to your local FBI field office or to the FBIs Internet Crime Complaint Center."],
    ["SummaryResult-oriented software engineer with 18 years of IT industrial experience in software development life cycle and database systems. Strong learning, analyzing, problem solving and troubleshooting skills. Proven track record in designing, developing, coding, testing, supporting, debugging, and configuring complex, distributed databases and application programs and ability to manage multiple projects and tight deadlines. Team oriented, cooperative, able to function effectively as team player and alternatively work independently to achieve objectives. Dedicated professional with strong work ethic demonstrating high degree of commitment and willingness to assist team members. \nExceptional FICO® Credit Score - 824 (as of November 2017)\nSkillsOracle PL/SQL, C/C++, Sybase iSQL, database performance management, large-scale database systems, data analysis, database application support, Object Oriented Programming, Revenue Management System\nExperienceSenior Software Engineer,05/2009to11/2017Peraton–Philadelphia,PA,Developed and implemented monthly revenue and margin analyzing and estimating system.Work includes importing and processing CDR data, writing stored procedures, tuning complicated queries, and resolving data exceptions.Took full responsibility of Monthly Traffic Invoicing Process ($6M revenue).Work includes parsing complex formats of CDR data, analyzing traffic types, optimizing performance for very large tables, fine tuning complicated queries and stored procedures, researching and investigating difficult billing issues.Optimized running time from many days with constant supervision to hours with no intervention.Managed having comprehensive and in-depth knowledge of invoicing process.Developed and implemented invoicing software to utilize Firewall data, calculate and present information depending on various plans, identify specific traffic types and ports in order to speed up month end process of invoice run.Implemented special program (split billing) replacing manual process to reduce 40 hours monthly labor cost.Worked with Finance and Billing to resolve customer invoicing and billing issues.Oracle PL/SQL Developer Contractor,04/2008to12/2008Maxeon Solar Technologies, Ltd.–Anaheim,CA,Started MEDAI's new project PinPoint Review designed to provide hospital with forecasting to indicate that patient has the characteristics of having less than favorable outcomes during an admission.Analyzed customer data, creating Oracle schemas, tablespaces, tables and indexes and loading data based on business logic and project guidelines.Wrote SQL scripts, PL/SQL procedures, functions and packages for critical measures.Used Oracle Enterprise Manager and SQL Navigator to maintain and monitor database performance.Advanced Technical Support Engineer,01/2007to03/2008SYMANTEC CORPORATION–City,STATE,Provided technical support for Symantec Application Performance Management (APM) System by communicating with customers and partners for plan of action, using available tools to investigate, troubleshoot, diagnose, document, and resolve customer issues.Coordinated, analyzed, tracked, resolved and responded to 10+ customer cases per week and received excellent customer service satisfactory award in customer survey.Installed, customized, configured Veritas i3 systems and resolved problems for various Oracle database management and performance issues through Phone/Webex support.Advised and directed customers tuning Oracle databases to prevent and/or resolve any performance problems.Senior Programmer Analyst/Technical Support,08/2004to12/2006WALT DISNEY WORL–City,STATE,Developed and implemented supporting standardized operational scripts for Nightly Batch Processes for Disney Cruise Line Revenue Management System (DCLRMS) using Oracle PL/SQL, Perl, and Unix Shell Scripts.Monitored, maintained, troubleshot, updated, modified, and expanded existing applications and Import/Export databases for Disney Data Warehouse.Performed installation of Application Servers and Databases for DCLRMS and deployed/configured server side Java, Servlets, JSP's and database environments and client side user interface and database configurations.Analyzed inspection data to confirm operational efficiency.Performed 24/7 on-call for DCLRMS to provide technical support and advanced services to business users.Created and migrated all database objects through various development, testing, and production environments.Performed validation of nightly batch outcome including the testing and debugging of data discrepancies, application and forecaster errors.Supported and Performed complete QA testing circle for DCLRMS.Software Systems Engineer/Programmer Analyst,04/1997to06/2004VERIZON MCI WorldCom–City,STATE,Delivered exception-reporting system for company's critical network inventory systems.Analyzed and designed system functional specifications, implemented and unit-tested C++ classes, Oracle PL/SQL and Sybase Transact-SQL code, and CGI interface.System reclaimed equipment and improved data integrity in company's several network inventory and equipment systems.Project resulted in cost avoidance and labor saving of over $1.9 million dollars for company.Updated and enhanced adapter and server of Translations Provisioning System (TPS), company's critical logic inventory database system.Reviewed detail data mapping design, added/modified multi-threaded, CORBA C++/IDL and database communication/transaction code.New release increased automation support of service orders for MCI Advantage Product and Time Warner network systems, which significantly reduced company's operating budget.Created data synchronization of Siemens switches for TPS with near real time view of switch data.Designed and developed data mapping, remote transaction, and performance tuning.Implemented C++ classes, complex PL/SQL packages, stored procedures, triggers, and functions for large-scale data transactions.Project accomplished during very stressful time while losing company's reference sources and resulted in greatly reduced data discrepancy among company's several network inventory and equipment systems.Designed and implemented Tuxedo Client/Server, Queues, multi-service communications, C++ classes, PL/SQL and Transact-SQL code.Setup Tuxedo developing and testing environment and domains configuration.Designed, developed, and implemented tools for creation of PL/SQL stored procedures that greatly increased the quantity of code that could be produced.Project greatly reduced company's labor cost.Implemented gateway server Service Request Processor (SRP) for Automatic Service Activation Program (ASAP) system that enabled real-time activation of telecommunications services.Designed and implemented C++ classes, database communications, and stored procedures.Participated in development of Trouble Reporting System (TRS) for BroadBand Operations Support System.\nEducation and TrainingM.S. Degree:Computer Science Electrical Engineering,Expected in07/97toUniversity of North Texas-Denton,TexasGPA:Computer Science Electrical Engineering GPA: 3.6/4.0M.S. Degree:Physics Electrical Engineering,Expected in02/87toShanghai Jiao Tong University-Shanghai,GPA:Physics Electrical EngineeringB.S. Degree:Physics,Expected in07/82toShanghai Jiao Tong University-Shanghai,GPA:Physics\nSkillsC++, Client/Server, network systems, data analysis, Data Warehouse, database management, debugging, estimating, Firewall, forecasting, inspection, Invoicing, Java, JSP, Oracle Enterprise Manager, Oracle, Oracle PL/SQL, PL/SQL, Perl, Siemens, SQL, Sybase, Symantec, technical support, telecommunications, Transact-SQL, Unix Shell Scripts, user interface, validation", "Calling all innovators  find your future at Fiserv.\nWere Fiserv, a global leader in Fintech and payments, and we move money and information in a way that moves the world. We connect financial institutions, corporations, merchants, and consumers to one another millions of times a day  quickly, reliably, and securely. Any time you swipe your credit card, pay through a mobile app, or withdraw money from the bank, were involved. If you want to make an impact on a global scale, come make a difference at Fiserv.\nWhat does a successful Software Engineering Manager do at Fiserv?Fiserv is looking for a Software Engineering Manager to join our Core Acquiring Front End engineering group within Fiservs Global Business Solutions (Payment Acceptance) business.You will be joining an organization responsible for mission critical platforms that support our payments acquiring business. We process over 350 million payment transactions per day with a peak throughput of over 8,000 transactions per second all while maintaining millisecond fast response time. All this is done for some of the largest merchants in the US.This fast-paced online transaction processing environment requires a passionate critical problem solver who can balance platform stability and resiliency along with modern engineering practices and solutions.\nWhat you will do:Manage cross-functional engineering teamsHands-on engineer  pickup stories, code reviews, and support production End-to end platform owner and engineer: design, build, and support resilient services  solutionsPartner with business owners to define platform roadmaps and scope for initiatives  featuresDrive prioritization of technical investment on in-scope platformsDesign performant, efficient, effective, and reusable technical solutions (partnering with architecture)Provide thought leadership across acquiring enginesPartner effectively with DevOps, Production Support, and peer platform teams\nWhat you will need to have: 15+ years of experience in software engineering roles using C and Java10+ years of experience leading high-performing software engineering teams5+ years of experience in financial services or payments processingAbility to clearly communicate with executive leadership\nWhat would be great to have:Bachelor's degree in computer science, engineering, or equivalent work experienceExperience in AIXExperience building solutions in public cloud (AWS, Azure, GCP)\nPerks at work:Were #FiservProud of our commitment to your overall well-being with a growing offering of physical, mental, emotional, and financial benefits from day one.Maintain a healthy work-life balance with paid holidays, generous time off policies, including Unlimited Recharge & Refuel for qualifying associates, and free counseling through our EAP.Plan for your future with competitive salaries, the Fiserv 401(k) Savings Plan, and our Employee Stock Purchase Plan.Recognize and be recognized by colleagues with our Living Proof program where you can exchange points for a variety of rewards.Prioritize your health with a variety of medical, dental, vision, life, and disability insurance options and a range of well-being resources through our Fuel Your Life program.Advance your career with training, development, certification, and internal mobility opportunities.Join Employee Resource Groups that promote our diverse and inclusive culture where associates can share perspectives, exchange ideas, and elevate careers.\nWhat you should know about us:Fiserv is a global fintech leader with 40,000-plus (and growing) associates proudly serving clients in more than 100 countries. As a FORTUNE 500 company, one of Fast Companys Most Innovative Companies, and a top scorer on Bloombergs Gender-Equality Index, we are committed to excellence and purposeful innovation.\nOur commitment to Diversity and Inclusion:Fiserv is an Equal Opportunity Employer, and we welcome and encourage diversity in our workforce that reflects our world. All qualified applicants will receive consideration for employment without regard to race, color, religion, sexual orientation, gender identity, national origin, disability, protected veteran status, or any other category protected by law.\nWe will ensure that individuals with disabilities are provided reasonable accommodation to participate in the job application or interview process, to perform essential job functions, and to receive other benefits and privileges of employment. Please contact us to request accommodation.\nWarning about fake job posts:Please be aware of fraudulent job postings that are not affiliated with Fiserv. Fraudulent job postings may be used by cyber criminals to target your personally identifiable information andor to steal money or financial information.\nAny communications from a Fiserv representative will come from a legitimate business email address. We will not hire through text message, social media, or email alone, and any interviews will be conducted in person or through a secure video call. We wont ask you for sensitive information nor will we ask you to pay anything during the hiring process. We also wont send you a check to cash on Fiservs behalf.\nIf you see suspicious activity or believe that you have been the victim of a job posting scam, you should report it to your local FBI field office or to the FBIs Internet Crime Complaint Center."],
    ["Professional Summary5  years of experience on Database development and administration, knowledge of relational database on SQL Server particularly on SSMS, SSRS, SSIS, Transact-SQL and SQL Server Agent.\n*Extensive exposure to creation of Database Objects, Stored Procedures, Triggers, Views, User Defined Functions and Cursors.\nCore QualificationsSQL  Server Tools:          SQL Server Management Studio (SSMS)Data Warehouse Tools:          MS SQL Server 2005/2008/2012 Integration ServicesBusiness Intelligence Tools:        SQL Server 2005/2008/2012 Business Intelligence Development StudioProgramming Languages:\t     T-SQLReporting Tools:          SQL Server 2005/2008/2012 Reporting ServicesDevelopment Environment:        Visual Studio 2005/2008/2012Operating Systems:\t         Windows XP/2003/2008 Server, Win 3.x/95/98, Vista, Win 7Advanced Excel          V-lookup, Sub-total, Pivot table, and Chart.\nExperience11/2014toCurrentData AnalystLiberty Healthcare Corporation|,OK,Experience in Constraints, rules and default setting Primary, Foreign, Unique and Default Key.Developed Joins and Sub-Queries to simplify complex queries involving multiple tables.Experienced in using temporary tables, table variables, common table expression (CTE) to enhance optimized SQL queries form improved performance of queries.Experience in crating and updating Clustered and Non-Clustered Indexes to keep up the SQL Server Performance.Well versed in Normalization /De-Normalization techniques both in OLTP and OLAP system.Experienced in using Try catch block introduced in SQL Server 2005 and error handling.Great deal of experience on authoring, managing and deploying ad hoc, enterprise, advance and interactive reports using SQL Server Reporting Servers.Expert in Data Extraction, Transforming and Loading (ETL) using various tools such as SSIS, DTS, Bulk Insert, data cleansing and profiling.Well experienced using different transformations tools like Aggregate, Cache Transformation, Conditional split, Copy columns, Sort column, Data conversion, Derived column, Merge, Merge join, Union all, Import and Export columns and OLE DB command.Data Extraction form OLE DB server encrypt and compressed with the TF PGP and TF compression task to the remote server location and FTP Server on the CSV format.Implementation of point in time backup and recovery of databases, executing package, scheduling and managing jobs on SQL Server Agent and maintain good documentation.Managed and maintained user's security and permissions and migration database objects form one server to another server database to another database.Exposure to Business Analysis and requirements gathering in Business and Health Care Domains mainly on HIPAA.Knowledge of complete Software Development Life Cycle and work experience in Agile and environment.Strong research, analytical, coordination, interaction skills, team player and able to quickly grasp new technologies and products.09/2012to10/2014Data Analyst, SQL Server Developer/SSIS/SSRSEBS|,,EBS/Ethiopian Broad Casting Service /aims to promote Ethiopian and African countries values Cultures and traditions on a global scale.The much-needed information provided by EBS would  Help bridge the cultural divide and narrow the communication gap for Ethiopians residing in  North America and around and world.Involved in gathering business requirements.Installation and configuration of SQL Server.Created database, tables, wrote stored procedures for developers and users.Created SQL scripts and defined functions, check constraints, indexes, and views.Created triggers to enforce data and referential integrity.Create new SSIS package (2008R2) to extract date from legacy to SQL Server objects.Extensively used SSMS and SSIS Import/Export system for performing ETL operations.Performed data conversion from fat file and excel in to a normalized database structure.Configured Server for sending automatic mails.Developed, monitored and deployed SSIS packages (2008R2).Installation and configuration of reporting server.Generated Snapshot, Drill Down, and parameterized reports using SSRS Prepared Ad-hoc reports through report builders and published through Report Manager Design and created different types of reports like Sub Reports, Drill-Through, Cascading, Drill -Down, ad-hoc Reports in visual Studio and deploy and manage on Microsoft SQL Server Reporting Services Configuration Manager.Ethiopian Magical Farm PLC, Jessica Ababa, Ethiopia.02/2010to07/2012SQL ETL Developer/SSIS/SSRS|,,Responsibility Designed and developed the databases.Created store procedures, views, and tables and generated TSQL script for application.Business Intelligence Development Studio (BIDS) to create, edit, and deploy SSRS and SSIS.Designed, deployed, and maintained of various SSRS Reports in SQL Server 2008R2.Created ETL packages using SSIS to extract data from relational database and then transform and load in to the database.Developed deployed and monitored SSIS packages including upgrades DTS to SSIS.Developed, executed, documented, and maintained appropriate BI procedures.Collaborated with network operators, application developers, and DBAs to enhance end user experience.Scheduling Jobs and Alerting using SQL Server Agent.\nEducationExpected intotoBSc Degree|Information ScienceAdmas University,,GPA:Information Science\nSkillsAd, Agile, aims, automate, backup, Business Analysis, BI, Business Intelligence, business management, Hardware, data collection, Data conversion, Data migration, data modeling, DTS, data warehouse, databases, database, delivery, documentation, edit, ETL, fat, FTP, logic, managing, Access, MS Excel, excel, Excel          V, Microsoft SQL, Win 7, Win 3.x, 95/98, Windows XP, migration, enterprise, network, OLAP, OLE, Operating Systems, DB, Pivot table, PLC, Programming, quality, relational database, reporting, requirement, requirements gathering, research, Scheduling, Servers, scripts, script, Software Development, sorting, MS SQL Server, Microsoft SQL Server, SQL, SQL  Server, SQL Server, tables, team player, T-SQL, TSQL, translating, Unique, upgrades, Vista, Visual Studio", 'ROR Partners is a rapidly growing, client-driven digital marketing and data company. We offer proven marketing solutions to a variety of vertical industries on a nationwide basis.\nROR is seeking a Principal Data Engineer to serve as a key data architect and team leader on our data engineering team. The successful candidate will have demonstrated deep understanding and passion for designing and implementing robust ETL and ELT data pipelines. Position is remote and reports to the VP, Engineering. Salary is $170K to $195K and is determined by factors such as location, experience, and expertise. \nWhat you will doBuild, maintain, and administer our Snowflake data warehouse using Data Build Tool (dbt)Implement and maintain data pipelines between various operational systems and our data warehouse using Python, Airflow and integration platformsCreate and maintain documentation of data architectureCollaborate with internal and external stakeholders to ensure that data requirements are addressedMentor and lead other data engineering team members and participate in peer design and code reviewsShip production-quality features independentlyWork efficiently and productively in a remote-first work environmentCommunicate and collaborate effectively, both verbally and in writingLearn independently - keep up to date with developments in the field\nQualificationsWhat we are looking forHistory of professional experience shipping production quality code independentlyAbility and desire to lead and mentor a team of data engineersExpertise with SQL and cloud-based analytical data warehouses (Snowflake preferred)Expertise building end-to-end data pipelines using Airflow and dbt (data build tool) or comparable technologiesDeep understanding of ETL and ELT patterns and best practicesStrong data modeling skills and familiarity with the Kimball data warehousing methodologyExperience writing Python code for data processingDesire to continually keep up with advancements in data engineering practicesExperience conducting design and code reviewsStrong analytical skills and independent learning styleExperience with git and use of the command line requiredExperience with AWS and CloudFormation, or comparable cloud services and IaC tools preferredExperience with Docker and Docker Compose preferredSubject matter familiarity with digital marketing and digital activation is preferred\nEducationTrainingRequired: BS Degree in computer science or related STEM field\nExperience8+ years of experience in data science, software engineering or related technical fields.\nROR Partners is an Equal Opportunity Employer. ROR Partners policy is not to discriminate against any applicant or employee based on actual or perceived race, age, sex or gender (including pregnancy), marital status, national origin, ancestry, citizenship status, mental or physical disability, religion, creed, color, sexual orientation, gender identity or expression (including transgender status), veteran status, genetic information, or any other characteristic protected by applicable federal, state or local law. ROR Partners also prohibits harassment of applicants and employees based on any of these protected categories.\nROR Partners will provide accommodations to applicants as needed.'],
    ['SummaryHighly motivated Sales Associate with extensive customer service and sales experience. Outgoing sales professional with track record of driving increased sales, improving buying experience and elevating company profile with target market.\nSkillsFileMaker, SQL, Javascript, and .NET\nlanguages. Asp.Net (2 years), Vb.Net (2 years), Javascript (4 years), Microsoft Office (6 years), SQL (2 years), VBA (1\nyear)\nExperienceSoftware Engineer,06/2014-12/2016–New York,NY,uCompose 2.0 PRODUCTION MANAGEMENT SYSTEM.2015 Above and Beyond Award Recipient.FileMaker.iPads, Windows Surface, PC, Printing.Converted an existing production and inventory management system from primarily paper-based to ~95%\ndevice-based.Implemented iPads at the Production, Inventory, and Shipping levels.PC-based and printable reports for administrative staff.Reduced input lag from one day to minutes; gave administrative users real-time production reports.Allowed supervisors to create different versions of recipes (e.g.in case of ingredient shortage), and to swap\nout recipes for a production run, recalculating ingredient needs instantly.Real-time production reports, combined with a "production queue" of upcoming jobs, gave supervisors\nvastly increased flexibility in responding to customer needs, output irregularities (pro and con), and ingredient\nshortages.Allowed us to comply with SQF standards by enabling supervisory staff to approve every step of the\nproduction process\nMAINTENANCE SYSTEM.iPads for Maintenance Technicians.iPad and PC Layouts for Maintenance Manager.Touch-based design scheme developed with maintenance workflow in mind\nSCOUTBOSS.SQL Database.Javascript and REST API.Enabled boy scout units to enter orders for popcorn.Enabled council and district leaders to manage orders for their units.Provided printable invoices and various reports used by council and district leaders.Calculated commission percentages, tracked payments, and directed award-winners to their respective prize\nsites based on council\nBUILDING-WIDE WiFi.Added wireless access points to all warehouses and loading docks.In conjunction with the Production Management System, made it possible to keep all aspects of production,\ninventory, shipping, and receiving up-to-date.Reduced lag time from 1+ day to minutes or hours.Software Engineer,04/2012-05/2014Rue La La–Shepherdsville,KY,Developed administrator interface allowing organizations to file corporate documents with the Secretary of\nState.Imported 180 years of corporate data from a mainframe dump file into the current SoS database using a\nWinForms application running a batch routine.Developed a system wherein 600 business-filing relationships could be filed using an asynchronous, modular\nwebpage designed to be utilized by administrative and public users alike, with varying permissions based on\nuser role.Developed a web page to allow users to add to, delete from, and update these relationships instantaneously,\nand preview the resulting form.Utilized Dynamsoft\'s javascript API to deliver client-side scanning and image upload functionality.Allows users to add official documents to the government datastore with the click of a button.Implemented user-friendly audit trail functionality that could be applied to any table in the database with the\nswitch of a parameter.Utilized Telerik Reporting tools to generate date-range reports on new businesses, invoice receipts and\nremitter letters, and state-issued certificates\nVOTER REGISTRATION PROJECT.Used Telerik reporting and user interface tools to allow efficient, dependable maintenance of voter registration\ninformation.Implemented one-touch scanning process that incorporated barcode labels created via javascript.Barcodes are read by scanning software and used to associate the scanned image with a specific voter\nchange record.Used in a multi-step voter record confirmation process.Assisted with a WinForms application used in onsite polling in Iowa elections.Business Intelligence Analyst,07/2010-07/2012Rue La La–Homeland,FL,Utilized BI tools to deliver analytical data to business users.Leveraged data warehouse knowledge at the semantic and presentation levels.Network Margin Project.Held on-site JAD session with clients.Daily meetings with clients to reiterate requirements and gauge progress.Created 50-page User\'s Guide to the Network Margin system.\nEducation and TrainingBachelor\'s:Computer Science,Expected inMay 2010-University of Wisconsin-Platteville,WIGPA:Status-Computer Science\nSkills.NET, Asp.Net, Vb.Net, administrative, API, BI, council, client, clients, data warehouse, Database, dependable, FileMaker, filing, government, image, inventory management, Inventory, Javascript, letters, mainframe, meetings, access, Microsoft Office, Windows, Network, manage orders, page, PRODUCTION MANAGEMENT, progress, read, real-time, receiving, reporting, scanning, scheme, Shipping, Software Engineer, SQL, supervisory, switch, user interface, VBA, web page, workflow', "Reality Labs at Meta is building products that make it easier for people to connect with the ones they love most, enjoy top-notch, wire-free VR, and push the future of computing platforms. We are a team of world-class experts developing and shipping products at the intersection of hardware, software and content.As a Machine Learning Engineer on the Reality Labs team at Meta, you can help build new, innovative hardware and software that radically redefine the way people work, play and connect. What we build today could one day be the norm. So to be here today is to truly be at the heart of change and the frontier of what's to come. We're the people helping to define the metaverse. We may not have all the answers. But together, we're getting closer.\nSoftware Engineer, Machine Learning - Reality Labs Responsibilities:\nPlay a critical role in setting the direction and goals for a sizable team, in terms of project impact, ML system design, and ML excellenceAdapt standard machine learning methods to best exploit modern parallel environments (e.g., distributed clusters, multicore SMP, and GPU)Re-evaluate the trade-offs of already shipped featuresML systems, and you are able to drive large efforts across multiple teams to reduce technical debt, designing from first principles when appropriateLeading a team from a technical perspective to develop ML best practices and influence engineering cultureBe a go-to person to escalate the most complex onlineproduction performance and evaluation issues, that require an in-depth knowledge of how the machine learning system interacts with systems around itDevelop highly scalable classifiers and tools leveraging machine learning, data regression, and rules based modelsSuggest, collect and synthesize requirements and create effective feature roadmapCode deliverables in tandem with the engineering team\nMinimum Qualifications:\n6+ years of experience in software engineering, or a relevant field or 4+ years of experience if you have a PhD2+ years of experience in one or more of the following areas: machine learning, recommendation systems, pattern recognition, data mining, artificial intelligence, or related technical fieldExperience with developing machine learning models at scale from inception to business impactKnowledge developing and debugging in CC++ and Java, or experience with scripting languages such as Python, Perl, PHP, andor shell scriptsExperience demonstrating technical leadership working with teams, owning projects, defining and setting technical direction for projectsBachelor's degree in Computer Science, Computer Engineering, relevant technical field, or equivalent practical experience.\nPreferred Qualifications:\nMasters degree or PhD in Computer Science or a related technical fieldExposure to architectural patterns of large scale software applications\nMeta is proud to be an Equal Employment Opportunity and Affirmative Action employer. We do not discriminate based upon race, religion, color, national origin, sex (including pregnancy, childbirth, or related medical conditions), sexual orientation, gender, gender identity, gender expression, transgender status, sexual stereotypes, age, status as a protected veteran, status as an individual with a disability, or other applicable legally protected characteristics. We also consider qualified applicants with criminal histories, consistent with applicable federal, state and local law. Meta participates in the E-Verify program in certain locations, as required by law. Please note that Meta may leverage artificial intelligence and machine learning technologies in connection with applications for employment.\nMeta is committed to providing reasonable accommodations for candidates with disabilities in our recruiting process. If you need any assistance or accommodations due to a disability, please let us know at accommodations-ext@fb.com."],
]
scores = model.predict(pairs)
print(scores.shape)
# (5,)

# Or rank different texts based on similarity to a single text
ranks = model.rank(
    'SummaryPragmatic, hands on, value-driven leader committed to defining and implementing solutions that can be executed on, bring customer value and allow teams to focus on solving problems for long term gains.\nSkillsC++, C, Java, SQL, C#, Python, Scala, ASP.NET, PHPAdaptive ACE Framework for developing network-based software solutionsRESTful services using SpringJava SpringQt cross platform GUI toolkitNET platformXerces, ICU, STL, AntlrNoSQL databases such as Berkeley DB, MongoDB & ElasticSearchJNI, Eclipse RCPMany networking and threading packagesApache SparkHadoop (primarily, HDFS and MapReduce)Intel V-tune performance and multithreaded analysis toolsZoom performance analysis toolsMethodsMicroservice pattern definition and implementationCloud native application developmentScalability and performance analysisObject-Oriented Design and DevelopmentDesign PatternsDesign ThinkingRequirements analysis and refinementArchitecture Quality Attribute extractionAgile developmentDefining architectures that can be implemented by large, geographically disperse teamsCoreExcellent communication skillsExcellent problem decomposition and analysis skillsOrganizing teams for optimum execution and productivityInteracting with teams to form common understanding, consensus, approach and directionEvaluation of platforms, methods and technologies\nEducation and TrainingWinona State University,Expected in1999––Bachelor of Science:Computer Science-GPA:Computer Science,Expected in2006––Software Architecture: Principals and Practices,:-GPA:,Expected in2012––, Carnegie Mellon Software Engineering Institute \n*Design Thinking, SAP:-GPA:,Expected in2015––*Core Spring,:-GPA:,Expected in2004––ExitCertified / Pivotal \n*ADAPTIVE Communication Environment C++ Framework,:-GPA:,Expected in2003––, Object Computing Inc.\n*Programming using Qt, A Cross platform GUI toolkit and C++ Framework,:-GPA:,Expected in2000––, Trolltech Inc.\n*Advanced Object-Oriented Design,:-GPA:,Expected in––, Hands on Technology Transfer Inc.:-GPA:\nExperienceSirius Xm-Senior Manager / Chief Software Architect,,03/2015-CurrentResponsible for definition and creation of a cloud based, Big Data Business Intelligence platform for use by Deloitte analysts and developers.-Software Architect / Development Manager,,01/2008-01/2015Enterprise Information Management Defined Architecture for highly scalable, distributed, data transformation and data quality platform for the HANA in-memory analytics database kernel.This architecture allowed a team of 40 developers and quality assurance professionals to create a comprehensive platform for data quality and data transformation from concept to delivery in less than one year.Develop and design key feature areas of the platform.Define architecture quality attributes, primary interfaces and system touch points and principle KPIs.Lead engineering teams on definition, design and implementation.Work with key stakeholder and integrator teams from around the globe for requirements, design implications, architecture applicability, team collaboration, education and buy off.Deliver executive briefings on strategy, direction, development activities and progress.Responsible for all technical details and project execution.Define and implement SQL interfaces for Data Transformation engine.Primary engineer for all Data Quality features for ETL and Information Stewardship applications.SAP Data Services and SAP Information Steward).Create Architecture, design and implementation for a Data Quality software development kit used by customers and internal integrators to leverage full suite of Data Quality functionality directly embedded in their solutions.Interfaces for C++, Java and .NET.Developed and drove Customer Engagement Initiatives with customers on innovative topics for co-development.Defined techniques, methods and implementations for semantic data discovery and the auto-configuration of data quality transformations for downstream analytics, master data management and point-of-entry data quality.NA-Senior Software Engineer / Consultant,,01/2006-01/2008Create server, client and web-based software solutions for small to mid-sized businesses.Drove all aspects of design, development, and client interaction.Solution development using C#, C++.NET, ASP.NET, Winforms and SQL server.Conducted customer needs analysis and requirement gathering.Develop proposals and manage client relationships.Three Rivers Technologies-Senior Software Engineer,,01/1999-01/2006Acquired by BusinessObjects, then by SAP) Designed and developed a domain-specific language (DSL) that created custom data cleansing, extracts semantics, extracts natural language, identifies content, classifies, parses and standardizes of any data domain.Design and develop large dictionary/NoSql DB implementation that drove cleansing DSL Contributing architect and principal engineer for a highly scalable, flow-based, streaming data quality server Technical lead for Data Quality server Design and develop a full-featured metadata repository for data quality server.\nSkillsASP.NET, Apache, Big Data, Business Intelligence, C++, concept, data management, Eclipse, GUI, PHP, Java, C#, MongoDB, NoSQL, Python, SAP, Software Architecture, software development, Software Engineering, SQL, SQL server',
    [
        "Calling all innovators  find your future at Fiserv.\nWere Fiserv, a global leader in Fintech and payments, and we move money and information in a way that moves the world. We connect financial institutions, corporations, merchants, and consumers to one another millions of times a day  quickly, reliably, and securely. Any time you swipe your credit card, pay through a mobile app, or withdraw money from the bank, were involved. If you want to make an impact on a global scale, come make a difference at Fiserv.\nWhat does a successful Software Engineering Manager do at Fiserv?Fiserv is looking for a Software Engineering Manager to join our Core Acquiring Front End engineering group within Fiservs Global Business Solutions (Payment Acceptance) business.You will be joining an organization responsible for mission critical platforms that support our payments acquiring business. We process over 350 million payment transactions per day with a peak throughput of over 8,000 transactions per second all while maintaining millisecond fast response time. All this is done for some of the largest merchants in the US.This fast-paced online transaction processing environment requires a passionate critical problem solver who can balance platform stability and resiliency along with modern engineering practices and solutions.\nWhat you will do:Manage cross-functional engineering teamsHands-on engineer  pickup stories, code reviews, and support production End-to end platform owner and engineer: design, build, and support resilient services  solutionsPartner with business owners to define platform roadmaps and scope for initiatives  featuresDrive prioritization of technical investment on in-scope platformsDesign performant, efficient, effective, and reusable technical solutions (partnering with architecture)Provide thought leadership across acquiring enginesPartner effectively with DevOps, Production Support, and peer platform teams\nWhat you will need to have: 15+ years of experience in software engineering roles using C and Java10+ years of experience leading high-performing software engineering teams5+ years of experience in financial services or payments processingAbility to clearly communicate with executive leadership\nWhat would be great to have:Bachelor's degree in computer science, engineering, or equivalent work experienceExperience in AIXExperience building solutions in public cloud (AWS, Azure, GCP)\nPerks at work:Were #FiservProud of our commitment to your overall well-being with a growing offering of physical, mental, emotional, and financial benefits from day one.Maintain a healthy work-life balance with paid holidays, generous time off policies, including Unlimited Recharge & Refuel for qualifying associates, and free counseling through our EAP.Plan for your future with competitive salaries, the Fiserv 401(k) Savings Plan, and our Employee Stock Purchase Plan.Recognize and be recognized by colleagues with our Living Proof program where you can exchange points for a variety of rewards.Prioritize your health with a variety of medical, dental, vision, life, and disability insurance options and a range of well-being resources through our Fuel Your Life program.Advance your career with training, development, certification, and internal mobility opportunities.Join Employee Resource Groups that promote our diverse and inclusive culture where associates can share perspectives, exchange ideas, and elevate careers.\nWhat you should know about us:Fiserv is a global fintech leader with 40,000-plus (and growing) associates proudly serving clients in more than 100 countries. As a FORTUNE 500 company, one of Fast Companys Most Innovative Companies, and a top scorer on Bloombergs Gender-Equality Index, we are committed to excellence and purposeful innovation.\nOur commitment to Diversity and Inclusion:Fiserv is an Equal Opportunity Employer, and we welcome and encourage diversity in our workforce that reflects our world. All qualified applicants will receive consideration for employment without regard to race, color, religion, sexual orientation, gender identity, national origin, disability, protected veteran status, or any other category protected by law.\nWe will ensure that individuals with disabilities are provided reasonable accommodation to participate in the job application or interview process, to perform essential job functions, and to receive other benefits and privileges of employment. Please contact us to request accommodation.\nWarning about fake job posts:Please be aware of fraudulent job postings that are not affiliated with Fiserv. Fraudulent job postings may be used by cyber criminals to target your personally identifiable information andor to steal money or financial information.\nAny communications from a Fiserv representative will come from a legitimate business email address. We will not hire through text message, social media, or email alone, and any interviews will be conducted in person or through a secure video call. We wont ask you for sensitive information nor will we ask you to pay anything during the hiring process. We also wont send you a check to cash on Fiservs behalf.\nIf you see suspicious activity or believe that you have been the victim of a job posting scam, you should report it to your local FBI field office or to the FBIs Internet Crime Complaint Center.",
        "Calling all innovators  find your future at Fiserv.\nWere Fiserv, a global leader in Fintech and payments, and we move money and information in a way that moves the world. We connect financial institutions, corporations, merchants, and consumers to one another millions of times a day  quickly, reliably, and securely. Any time you swipe your credit card, pay through a mobile app, or withdraw money from the bank, were involved. If you want to make an impact on a global scale, come make a difference at Fiserv.\nWhat does a successful Software Engineering Manager do at Fiserv?Fiserv is looking for a Software Engineering Manager to join our Core Acquiring Front End engineering group within Fiservs Global Business Solutions (Payment Acceptance) business.You will be joining an organization responsible for mission critical platforms that support our payments acquiring business. We process over 350 million payment transactions per day with a peak throughput of over 8,000 transactions per second all while maintaining millisecond fast response time. All this is done for some of the largest merchants in the US.This fast-paced online transaction processing environment requires a passionate critical problem solver who can balance platform stability and resiliency along with modern engineering practices and solutions.\nWhat you will do:Manage cross-functional engineering teamsHands-on engineer  pickup stories, code reviews, and support production End-to end platform owner and engineer: design, build, and support resilient services  solutionsPartner with business owners to define platform roadmaps and scope for initiatives  featuresDrive prioritization of technical investment on in-scope platformsDesign performant, efficient, effective, and reusable technical solutions (partnering with architecture)Provide thought leadership across acquiring enginesPartner effectively with DevOps, Production Support, and peer platform teams\nWhat you will need to have: 15+ years of experience in software engineering roles using C and Java10+ years of experience leading high-performing software engineering teams5+ years of experience in financial services or payments processingAbility to clearly communicate with executive leadership\nWhat would be great to have:Bachelor's degree in computer science, engineering, or equivalent work experienceExperience in AIXExperience building solutions in public cloud (AWS, Azure, GCP)\nPerks at work:Were #FiservProud of our commitment to your overall well-being with a growing offering of physical, mental, emotional, and financial benefits from day one.Maintain a healthy work-life balance with paid holidays, generous time off policies, including Unlimited Recharge & Refuel for qualifying associates, and free counseling through our EAP.Plan for your future with competitive salaries, the Fiserv 401(k) Savings Plan, and our Employee Stock Purchase Plan.Recognize and be recognized by colleagues with our Living Proof program where you can exchange points for a variety of rewards.Prioritize your health with a variety of medical, dental, vision, life, and disability insurance options and a range of well-being resources through our Fuel Your Life program.Advance your career with training, development, certification, and internal mobility opportunities.Join Employee Resource Groups that promote our diverse and inclusive culture where associates can share perspectives, exchange ideas, and elevate careers.\nWhat you should know about us:Fiserv is a global fintech leader with 40,000-plus (and growing) associates proudly serving clients in more than 100 countries. As a FORTUNE 500 company, one of Fast Companys Most Innovative Companies, and a top scorer on Bloombergs Gender-Equality Index, we are committed to excellence and purposeful innovation.\nOur commitment to Diversity and Inclusion:Fiserv is an Equal Opportunity Employer, and we welcome and encourage diversity in our workforce that reflects our world. All qualified applicants will receive consideration for employment without regard to race, color, religion, sexual orientation, gender identity, national origin, disability, protected veteran status, or any other category protected by law.\nWe will ensure that individuals with disabilities are provided reasonable accommodation to participate in the job application or interview process, to perform essential job functions, and to receive other benefits and privileges of employment. Please contact us to request accommodation.\nWarning about fake job posts:Please be aware of fraudulent job postings that are not affiliated with Fiserv. Fraudulent job postings may be used by cyber criminals to target your personally identifiable information andor to steal money or financial information.\nAny communications from a Fiserv representative will come from a legitimate business email address. We will not hire through text message, social media, or email alone, and any interviews will be conducted in person or through a secure video call. We wont ask you for sensitive information nor will we ask you to pay anything during the hiring process. We also wont send you a check to cash on Fiservs behalf.\nIf you see suspicious activity or believe that you have been the victim of a job posting scam, you should report it to your local FBI field office or to the FBIs Internet Crime Complaint Center.",
        "Calling all innovators  find your future at Fiserv.\nWere Fiserv, a global leader in Fintech and payments, and we move money and information in a way that moves the world. We connect financial institutions, corporations, merchants, and consumers to one another millions of times a day  quickly, reliably, and securely. Any time you swipe your credit card, pay through a mobile app, or withdraw money from the bank, were involved. If you want to make an impact on a global scale, come make a difference at Fiserv.\nWhat does a successful Software Engineering Manager do at Fiserv?Fiserv is looking for a Software Engineering Manager to join our Core Acquiring Front End engineering group within Fiservs Global Business Solutions (Payment Acceptance) business.You will be joining an organization responsible for mission critical platforms that support our payments acquiring business. We process over 350 million payment transactions per day with a peak throughput of over 8,000 transactions per second all while maintaining millisecond fast response time. All this is done for some of the largest merchants in the US.This fast-paced online transaction processing environment requires a passionate critical problem solver who can balance platform stability and resiliency along with modern engineering practices and solutions.\nWhat you will do:Manage cross-functional engineering teamsHands-on engineer  pickup stories, code reviews, and support production End-to end platform owner and engineer: design, build, and support resilient services  solutionsPartner with business owners to define platform roadmaps and scope for initiatives  featuresDrive prioritization of technical investment on in-scope platformsDesign performant, efficient, effective, and reusable technical solutions (partnering with architecture)Provide thought leadership across acquiring enginesPartner effectively with DevOps, Production Support, and peer platform teams\nWhat you will need to have: 15+ years of experience in software engineering roles using C and Java10+ years of experience leading high-performing software engineering teams5+ years of experience in financial services or payments processingAbility to clearly communicate with executive leadership\nWhat would be great to have:Bachelor's degree in computer science, engineering, or equivalent work experienceExperience in AIXExperience building solutions in public cloud (AWS, Azure, GCP)\nPerks at work:Were #FiservProud of our commitment to your overall well-being with a growing offering of physical, mental, emotional, and financial benefits from day one.Maintain a healthy work-life balance with paid holidays, generous time off policies, including Unlimited Recharge & Refuel for qualifying associates, and free counseling through our EAP.Plan for your future with competitive salaries, the Fiserv 401(k) Savings Plan, and our Employee Stock Purchase Plan.Recognize and be recognized by colleagues with our Living Proof program where you can exchange points for a variety of rewards.Prioritize your health with a variety of medical, dental, vision, life, and disability insurance options and a range of well-being resources through our Fuel Your Life program.Advance your career with training, development, certification, and internal mobility opportunities.Join Employee Resource Groups that promote our diverse and inclusive culture where associates can share perspectives, exchange ideas, and elevate careers.\nWhat you should know about us:Fiserv is a global fintech leader with 40,000-plus (and growing) associates proudly serving clients in more than 100 countries. As a FORTUNE 500 company, one of Fast Companys Most Innovative Companies, and a top scorer on Bloombergs Gender-Equality Index, we are committed to excellence and purposeful innovation.\nOur commitment to Diversity and Inclusion:Fiserv is an Equal Opportunity Employer, and we welcome and encourage diversity in our workforce that reflects our world. All qualified applicants will receive consideration for employment without regard to race, color, religion, sexual orientation, gender identity, national origin, disability, protected veteran status, or any other category protected by law.\nWe will ensure that individuals with disabilities are provided reasonable accommodation to participate in the job application or interview process, to perform essential job functions, and to receive other benefits and privileges of employment. Please contact us to request accommodation.\nWarning about fake job posts:Please be aware of fraudulent job postings that are not affiliated with Fiserv. Fraudulent job postings may be used by cyber criminals to target your personally identifiable information andor to steal money or financial information.\nAny communications from a Fiserv representative will come from a legitimate business email address. We will not hire through text message, social media, or email alone, and any interviews will be conducted in person or through a secure video call. We wont ask you for sensitive information nor will we ask you to pay anything during the hiring process. We also wont send you a check to cash on Fiservs behalf.\nIf you see suspicious activity or believe that you have been the victim of a job posting scam, you should report it to your local FBI field office or to the FBIs Internet Crime Complaint Center.",
        'ROR Partners is a rapidly growing, client-driven digital marketing and data company. We offer proven marketing solutions to a variety of vertical industries on a nationwide basis.\nROR is seeking a Principal Data Engineer to serve as a key data architect and team leader on our data engineering team. The successful candidate will have demonstrated deep understanding and passion for designing and implementing robust ETL and ELT data pipelines. Position is remote and reports to the VP, Engineering. Salary is $170K to $195K and is determined by factors such as location, experience, and expertise. \nWhat you will doBuild, maintain, and administer our Snowflake data warehouse using Data Build Tool (dbt)Implement and maintain data pipelines between various operational systems and our data warehouse using Python, Airflow and integration platformsCreate and maintain documentation of data architectureCollaborate with internal and external stakeholders to ensure that data requirements are addressedMentor and lead other data engineering team members and participate in peer design and code reviewsShip production-quality features independentlyWork efficiently and productively in a remote-first work environmentCommunicate and collaborate effectively, both verbally and in writingLearn independently - keep up to date with developments in the field\nQualificationsWhat we are looking forHistory of professional experience shipping production quality code independentlyAbility and desire to lead and mentor a team of data engineersExpertise with SQL and cloud-based analytical data warehouses (Snowflake preferred)Expertise building end-to-end data pipelines using Airflow and dbt (data build tool) or comparable technologiesDeep understanding of ETL and ELT patterns and best practicesStrong data modeling skills and familiarity with the Kimball data warehousing methodologyExperience writing Python code for data processingDesire to continually keep up with advancements in data engineering practicesExperience conducting design and code reviewsStrong analytical skills and independent learning styleExperience with git and use of the command line requiredExperience with AWS and CloudFormation, or comparable cloud services and IaC tools preferredExperience with Docker and Docker Compose preferredSubject matter familiarity with digital marketing and digital activation is preferred\nEducationTrainingRequired: BS Degree in computer science or related STEM field\nExperience8+ years of experience in data science, software engineering or related technical fields.\nROR Partners is an Equal Opportunity Employer. ROR Partners policy is not to discriminate against any applicant or employee based on actual or perceived race, age, sex or gender (including pregnancy), marital status, national origin, ancestry, citizenship status, mental or physical disability, religion, creed, color, sexual orientation, gender identity or expression (including transgender status), veteran status, genetic information, or any other characteristic protected by applicable federal, state or local law. ROR Partners also prohibits harassment of applicants and employees based on any of these protected categories.\nROR Partners will provide accommodations to applicants as needed.',
        "Reality Labs at Meta is building products that make it easier for people to connect with the ones they love most, enjoy top-notch, wire-free VR, and push the future of computing platforms. We are a team of world-class experts developing and shipping products at the intersection of hardware, software and content.As a Machine Learning Engineer on the Reality Labs team at Meta, you can help build new, innovative hardware and software that radically redefine the way people work, play and connect. What we build today could one day be the norm. So to be here today is to truly be at the heart of change and the frontier of what's to come. We're the people helping to define the metaverse. We may not have all the answers. But together, we're getting closer.\nSoftware Engineer, Machine Learning - Reality Labs Responsibilities:\nPlay a critical role in setting the direction and goals for a sizable team, in terms of project impact, ML system design, and ML excellenceAdapt standard machine learning methods to best exploit modern parallel environments (e.g., distributed clusters, multicore SMP, and GPU)Re-evaluate the trade-offs of already shipped featuresML systems, and you are able to drive large efforts across multiple teams to reduce technical debt, designing from first principles when appropriateLeading a team from a technical perspective to develop ML best practices and influence engineering cultureBe a go-to person to escalate the most complex onlineproduction performance and evaluation issues, that require an in-depth knowledge of how the machine learning system interacts with systems around itDevelop highly scalable classifiers and tools leveraging machine learning, data regression, and rules based modelsSuggest, collect and synthesize requirements and create effective feature roadmapCode deliverables in tandem with the engineering team\nMinimum Qualifications:\n6+ years of experience in software engineering, or a relevant field or 4+ years of experience if you have a PhD2+ years of experience in one or more of the following areas: machine learning, recommendation systems, pattern recognition, data mining, artificial intelligence, or related technical fieldExperience with developing machine learning models at scale from inception to business impactKnowledge developing and debugging in CC++ and Java, or experience with scripting languages such as Python, Perl, PHP, andor shell scriptsExperience demonstrating technical leadership working with teams, owning projects, defining and setting technical direction for projectsBachelor's degree in Computer Science, Computer Engineering, relevant technical field, or equivalent practical experience.\nPreferred Qualifications:\nMasters degree or PhD in Computer Science or a related technical fieldExposure to architectural patterns of large scale software applications\nMeta is proud to be an Equal Employment Opportunity and Affirmative Action employer. We do not discriminate based upon race, religion, color, national origin, sex (including pregnancy, childbirth, or related medical conditions), sexual orientation, gender, gender identity, gender expression, transgender status, sexual stereotypes, age, status as a protected veteran, status as an individual with a disability, or other applicable legally protected characteristics. We also consider qualified applicants with criminal histories, consistent with applicable federal, state and local law. Meta participates in the E-Verify program in certain locations, as required by law. Please note that Meta may leverage artificial intelligence and machine learning technologies in connection with applications for employment.\nMeta is committed to providing reasonable accommodations for candidates with disabilities in our recruiting process. If you need any assistance or accommodations due to a disability, please let us know at accommodations-ext@fb.com.",
    ]
)
# [{'corpus_id': ..., 'score': ...}, {'corpus_id': ..., 'score': ...}, ...]

Evaluation

Metrics

Cross Encoder Binary Classification

Metric Value
accuracy 0.7264
accuracy_threshold -0.7071
f1 0.7554
f1_threshold -0.7071
precision 0.6787
recall 0.8516
average_precision 0.7773

Training Details

Training Dataset

Unnamed Dataset

  • Size: 5,616 training samples
  • Columns: sentence_0, sentence_1, and label
  • Approximate statistics based on the first 1000 samples:
    sentence_0 sentence_1 label
    type string string float
    details
    • min: 897 characters
    • mean: 5741.46 characters
    • max: 16799 characters
    • min: 72 characters
    • mean: 2790.87 characters
    • max: 7669 characters
    • min: 0.0
    • mean: 0.48
    • max: 1.0
  • Samples:
    sentence_0 sentence_1 label
    SummaryPragmatic, hands on, value-driven leader committed to defining and implementing solutions that can be executed on, bring customer value and allow teams to focus on solving problems for long term gains.
    SkillsC++, C, Java, SQL, C#, Python, Scala, ASP.NET, PHPAdaptive ACE Framework for developing network-based software solutionsRESTful services using SpringJava SpringQt cross platform GUI toolkitNET platformXerces, ICU, STL, AntlrNoSQL databases such as Berkeley DB, MongoDB & ElasticSearchJNI, Eclipse RCPMany networking and threading packagesApache SparkHadoop (primarily, HDFS and MapReduce)Intel V-tune performance and multithreaded analysis toolsZoom performance analysis toolsMethodsMicroservice pattern definition and implementationCloud native application developmentScalability and performance analysisObject-Oriented Design and DevelopmentDesign PatternsDesign ThinkingRequirements analysis and refinementArchitecture Quality Attribute extractionAgile developmentDefining architect...    		 Calling all innovators find your future at Fiserv.
    Were Fiserv, a global leader in Fintech and payments, and we move money and information in a way that moves the world. We connect financial institutions, corporations, merchants, and consumers to one another millions of times a day quickly, reliably, and securely. Any time you swipe your credit card, pay through a mobile app, or withdraw money from the bank, were involved. If you want to make an impact on a global scale, come make a difference at Fiserv.
    What does a successful Software Engineering Manager do at Fiserv?Fiserv is looking for a Software Engineering Manager to join our Core Acquiring Front End engineering group within Fiservs Global Business Solutions (Payment Acceptance) business.You will be joining an organization responsible for mission critical platforms that support our payments acquiring business. We process over 350 million payment transactions per day with a peak throughput of over 8,000 transactions per second a...    		 1.0
    Professional SummarySeeking Challenging and Rewarding Assignments with a growth Oriented Organization My Role Worked on Hybrid driven framework in WebDriver and Page Object Model. Good knowledge of creating xpath to find dynamic objects. Good knowledge of writing test script using Selenium-WebDriver with TestNG. Experienced in developing test automation scenarios and scripts for Web applications. Experienced in developing Generic Scripts and Project Specific Scripts. Working experience of Apache POI APIs, TestNG, , Jenkins for continuous integration testing Basic knowledge of Selenium IDE. Good understanding and analysis of client requirements and experienced in creating suitable Automation scripts. Exposure to all stages of SDLC & STLC and good understanding of ATLC (Automation Testing Life Cycle).Analyze requirements and conduct requirement clarification session for team
    SkillsTest Management Tools :HP ALM 11, Caliber, HP-Quality Centre, CA Central Rally ,JiraDatabase/Language:Oracle...    		 Calling all innovators find your future at Fiserv.
    Were Fiserv, a global leader in Fintech and payments, and we move money and information in a way that moves the world. We connect financial institutions, corporations, merchants, and consumers to one another millions of times a day quickly, reliably, and securely. Any time you swipe your credit card, pay through a mobile app, or withdraw money from the bank, were involved. If you want to make an impact on a global scale, come make a difference at Fiserv.
    What does a successful Software Engineering Manager do at Fiserv?Fiserv is looking for a Software Engineering Manager to join our Core Acquiring Front End engineering group within Fiservs Global Business Solutions (Payment Acceptance) business.You will be joining an organization responsible for mission critical platforms that support our payments acquiring business. We process over 350 million payment transactions per day with a peak throughput of over 8,000 transactions per second a...    		 0.0
    SummaryResult-oriented software engineer with 18 years of IT industrial experience in software development life cycle and database systems. Strong learning, analyzing, problem solving and troubleshooting skills. Proven track record in designing, developing, coding, testing, supporting, debugging, and configuring complex, distributed databases and application programs and ability to manage multiple projects and tight deadlines. Team oriented, cooperative, able to function effectively as team player and alternatively work independently to achieve objectives. Dedicated professional with strong work ethic demonstrating high degree of commitment and willingness to assist team members.
    Exceptional FICO® Credit Score - 824 (as of November 2017)
    SkillsOracle PL/SQL, C/C++, Sybase iSQL, database performance management, large-scale database systems, data analysis, database application support, Object Oriented Programming, Revenue Management System
    ExperienceSenior Software Engineer,05/2009to11/...    		 Calling all innovators find your future at Fiserv.
    Were Fiserv, a global leader in Fintech and payments, and we move money and information in a way that moves the world. We connect financial institutions, corporations, merchants, and consumers to one another millions of times a day quickly, reliably, and securely. Any time you swipe your credit card, pay through a mobile app, or withdraw money from the bank, were involved. If you want to make an impact on a global scale, come make a difference at Fiserv.
    What does a successful Software Engineering Manager do at Fiserv?Fiserv is looking for a Software Engineering Manager to join our Core Acquiring Front End engineering group within Fiservs Global Business Solutions (Payment Acceptance) business.You will be joining an organization responsible for mission critical platforms that support our payments acquiring business. We process over 350 million payment transactions per day with a peak throughput of over 8,000 transactions per second a...    		 1.0
  • Loss: BinaryCrossEntropyLoss with these parameters:
    {
    "activation_fn": "torch.nn.modules.linear.Identity",
    "pos_weight": null
}

Training Hyperparameters

Non-Default Hyperparameters

  • per_device_train_batch_size: 16
  • per_device_eval_batch_size: 16

All Hyperparameters

Click to expand
  • do_predict: False
  • eval_strategy: no
  • prediction_loss_only: True
  • per_device_train_batch_size: 16
  • per_device_eval_batch_size: 16
  • gradient_accumulation_steps: 1
  • eval_accumulation_steps: None
  • torch_empty_cache_steps: None
  • learning_rate: 5e-05
  • weight_decay: 0.0
  • adam_beta1: 0.9
  • adam_beta2: 0.999
  • adam_epsilon: 1e-08
  • max_grad_norm: 1
  • num_train_epochs: 3
  • max_steps: -1
  • lr_scheduler_type: linear
  • lr_scheduler_kwargs: None
  • warmup_ratio: None
  • warmup_steps: 0
  • log_level: passive
  • log_level_replica: warning
  • log_on_each_node: True
  • logging_nan_inf_filter: True
  • enable_jit_checkpoint: False
  • save_on_each_node: False
  • save_only_model: False
  • restore_callback_states_from_checkpoint: False
  • use_cpu: False
  • seed: 42
  • data_seed: None
  • bf16: False
  • fp16: False
  • bf16_full_eval: False
  • fp16_full_eval: False
  • tf32: None
  • local_rank: -1
  • ddp_backend: None
  • debug: []
  • dataloader_drop_last: False
  • dataloader_num_workers: 0
  • dataloader_prefetch_factor: None
  • disable_tqdm: False
  • remove_unused_columns: True
  • label_names: None
  • load_best_model_at_end: False
  • ignore_data_skip: False
  • fsdp: []
  • fsdp_config: {'min_num_params': 0, 'xla': False, 'xla_fsdp_v2': False, 'xla_fsdp_grad_ckpt': 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
  • deepspeed: None
  • label_smoothing_factor: 0.0
  • optim: adamw_torch_fused
  • optim_args: None
  • group_by_length: False
  • length_column_name: length
  • project: huggingface
  • trackio_space_id: trackio
  • 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
  • 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_for_metrics: []
  • eval_do_concat_batches: True
  • auto_find_batch_size: False
  • full_determinism: False
  • ddp_timeout: 1800
  • torch_compile: False
  • torch_compile_backend: None
  • torch_compile_mode: None
  • include_num_input_tokens_seen: no
  • 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: True
  • use_cache: False
  • prompts: None
  • batch_sampler: batch_sampler
  • multi_dataset_batch_sampler: proportional
  • router_mapping: {}
  • learning_rate_mapping: {}

Training Logs

Epoch Step Training Loss val_average_precision
1.0 351 - 0.6891
1.4245 500 0.6849 -
2.0 702 - 0.7574
2.8490 1000 0.5120 -
3.0 1053 - 0.7773

Framework Versions

  • Python: 3.12.13
  • Sentence Transformers: 5.3.0
  • Transformers: 5.0.0
  • PyTorch: 2.10.0+cu128
  • Accelerate: 1.13.0
  • Datasets: 4.0.0
  • 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",
}
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