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Compiler Optimization Specialist

2 months ago

San Francisco, California, United States CentML Inc. Full time
About CentML Inc.

CentML Inc. is a pioneering company in the field of artificial intelligence, dedicated to revolutionizing the development and deployment of machine learning models. Our mission is to significantly reduce the costs associated with creating and implementing ML models, thereby enabling widespread access to the transformative power of AI.

Our founding team comprises experts in AI, compilers, and ML hardware, with a proven track record of innovation at leading companies such as Amazon, Google, Microsoft Research, Nvidia, Intel, Qualcomm, and IBM. Our CEO, Gennady Pekhimenko, is a renowned expert in ML systems, recognized for his contributions to the field through numerous academic and industry awards from Google, Amazon, Facebook, and VMware.

About the Position

We are seeking a highly skilled Compiler Optimization Specialist to join our innovative team. This individual will play a critical role in enhancing our compiler technology by analyzing and resolving performance issues, automating testing processes, and collaborating with top-tier engineers. The ideal candidate will thrive in a dynamic environment, possess strong problem-solving skills, and have expertise in C/C++/CUDA and scripting languages.

Key Responsibilities
  • Performance Analysis: Analyze performance degradation or functional defects of compilers, identify regression root causes, suggest corrective actions, and perform reviews to continuously improve testing.
  • Test Automation: Automate compiler testing using test frameworks and programming, including test execution, test reporting, and results analysis, as well as automation of build and test environments. Collaborate with compiler developers to provide automated solutions for unit testing.
  • Test Operations: Utilize test suites to find, report, and track compiler performance changes. Work with the engineering team to drive regressions to resolution. Generate statistics based on performance data, identify and investigate outliers, and monitor performance trends. Maintain historical data and baselines for comparison.
  • Compiler Test Development: Develop and review test plans, implement test cases, automate tests, integrate tests, port third-party testing, and author test reports. May include integrating existing tests into the compiler test automation.
  • Process Improvement: Utilize current iterative planning and test development processes. Identify potential or observed weaknesses in the current process, offer ideas for actions that can improve quality, and participate in quality initiatives.
Requirements
  • Bachelor's or Master's Degree or equivalent experience.
  • 3+ years' work experience in a software development or test organization. Talented and motivated new college graduates are welcome.
  • Compiler Domain Expertise: Understand how compilers work and how compilers are implemented. Proven strength in problem-solving and implementing solutions.
  • Ability to work with various teams to generate a solution for performance regression, be productive under tight schedules, and have strong analytical skills with attention to detail.
  • Apply existing skills to new situations. Break large problems into smaller problems and further triage difficult performance regressions.
  • Experience writing test plans, test development, test automation, test execution, and reporting in a production environment.
  • Programming Languages: Experience programming and/or testing in C/C++/CUDA as well as scripting languages (Python, Perl, Shell).
  • Excellent communication skills, self-motivated, and well-organized.
Bonus Points
  • Extensive experience testing production software, preferably compiler or other system software.
  • Previous compiler development and/or compiler verification/test or performance analysis experience.
  • Experience with Docker containers, Kubernetes, or similar systems.
  • Experience with NVIDIA CUDA Toolkit, especially solving issues and debugging in Linux environment.
  • Knowledge of deep learning frameworks such as Caffe, TensorFlow, Pytorch, as well as many other deep learning applications, will be a plus.
Benefits & Perks
  • An open and inclusive culture and work environment.
  • Fully stocked kitchen at the office.
  • Full health and dental benefits.
  • Parental Leave top-up for 6 months.
  • Continuous education budget.
  • Generous vacation - we're not saying unlimited, but if you need extra time to recharge, just ask.

At CentML Inc., we celebrate our differences and value cultivating an inclusive environment for all. We welcome applications of all kinds and are committed to providing an equal opportunity process.