Software Engineer, AI Performance Optimization
Software Engineer, AI Performance Optimization
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$ 108760 - 173800
1 Vacancy
Job Description
At Red Hat we believe the future of AI is open and we are on a mission to bring the power of opensource LLMs to every enterprise. We are looking for a Software Engineer.
The task involves integrating LLM inference performance benchmarking tools like LLM load test guide llm and lmeval into Crucible our comprehensive benchmarking framework. The process includes documenting the installation and basic test execution procedures automating these procedures using scripts setting up the test scenario and automating the execution procedure. The goal is to ensure the workload setup is clearly documented the installation and basic test execution are automated and the directory is referenced in the relevant story. This integration aims to enhance our benchmarking capabilities enabling more accurate and efficient evaluation of different language models.
Primary Job Responsibilities:
Develop and maintain tools and automation software to aid the performance and benchmarking work for the team like Crucible GuideLLM and other software tools
Formulate test plans and execute performance and evaluation benchmarks against various instructlab workloads and models to characterize performance drive performance improvements and detect performance regressions through data analysis and visualization
Collaborate with other engineering teams to resolve performance issues
Triage debug and solve customer cases related to instructlab performance
Submit performance benchmarking results to industry consortia
Publish results conclusions recommendations and best practices via internal test reports presentations external blogs and official documentation to support our partners and customers.
Participate in internal and external conferences about your work and results
Required Skills:
Programming experience in Python and other various system scripting languages
Familiar with various public clouds and how to provision new systems
Knowledge of popular databases including NoSQL databases like ElasticSearch and SQL databases like postgres
Performance benchmarking data capture data analysis and data
Experience with performance data collection and analysis tools
Knowledge of popular AI technologies and frameworks
Knowledge of large language model inference and finetuning internals
Experience working with the Linux operating system
Excellent written and verbal language skills in English
Nice to Haves:
Masters degree or Phd in Computer Science or related fields
Knowledge of AI performance benchmarking suites such as MLPerf
Direct experience working with AI performance profiling tools like GuideLLM
Experience in the k8s ecosystem preferably the OpenShift ecosystem
Familiarity with the modern accelerator ecosystem models drivers interconnects
#LIAJ1
The salary range for this position is $108760.00 $173800.00. Actual offer will be based on your qualifications.Pay Transparency
Red Hat determines compensation based on several factors including but not limited to job location experience applicable skills and training external market value and internal pay equity. Annual salary is one component of Red Hats compensation package. This position may also be eligible for bonus commission and/or equity. For positions with RemoteUS locations the actual salary range for the position may differ based on location but will be commensurate with job duties and relevant work experience.
About Red Hat
Red Hat is the worlds leading provider of enterprise open source software solutions using a communitypowered approach to deliver highperforming Linux cloud container and Kubernetes technologies. Spread across 40 countries our associates work flexibly across work environments from inoffice to officeflex to fully remote depending on the requirements of their role. Red Hatters are encouraged to bring their best ideas no matter their title or tenure. Were a leader in open source because of our open and inclusive environment. We hire creative passionate people ready to contribute their ideas help solve complex problems and make an impact.
Benefits
Comprehensive medical dental and vision coverage
Flexible Spending Account healthcare and dependent care
Health Savings Account high deductible medical plan
Retirement 401(k) with employer match
Paid time off and holidays
Paid parental leave plans for all new parents
Leave benefits including disability paid family medical leave and paid military leave
Additional benefits including employee stock purchase plan family planning reimbursement tuition reimbursement transportation expense account employee assistance program and more!
Note: These benefits are only applicable to full time permanent associates at Red Hat located in the United States.
Inclusion at Red Hat
Red Hats culture is built on the open source principles of transparency collaboration and inclusion where the best ideas can come from anywhere and anyone. When this is realized it empowers people from different backgrounds perspectives and experiences to come together to share ideas challenge the status quo and drive innovation. Our aspiration is that everyone experiences this culture with equal opportunity and access and that all voices are not only heard but also celebrated. We hope you will join our celebration and we welcome and encourage applicants from all the beautiful dimensions that compose our global village.
Equal Opportunity Policy (EEO)
Red Hat is proud to be an equal opportunity workplace and an affirmative action employer. We review applications for employment without regard to their race color religion sex sexual orientation gender identity national origin ancestry citizenship age veteran status genetic information physical or mental disability medical condition marital status or any other basis prohibited by law.
Red Hat does not seek or accept unsolicited resumes or CVs from recruitment agencies. We are not responsible for and will not pay any fees commissions or any other payment related to unsolicited resumes or CVs except as required in a written contract between Red Hat and the recruitment agency or party requesting payment of a fee.
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Employment Type
Full-Time
