GPU Performance Optimization Engineer

1 week ago

Austin Texas, United States Advanced Micro Devices, Inc Full time

Overview:

MAKE A DIFFERENCE WITH AMD TECHNOLOGY
At AMD, we are committed to transforming lives through our innovative technology, enhancing our industry, communities, and the world.

Our goal is to create exceptional products that accelerate next-generation computing experiences, serving as the foundation for data centers, artificial intelligence, personal computing, gaming, and embedded systems.

Our culture at AMD is centered around pushing the boundaries of innovation to tackle the world's most pressing challenges. We aim for excellence in execution while fostering a direct, humble, collaborative, and inclusive environment that values diverse perspectives.

Together at AMD, we advance_

Responsibilities:

YOUR ROLE:
We are looking for a driven and skilled GPU Performance Optimization Engineer to join our innovative team. In this position, you will play a crucial role in enhancing and achieving optimal performance for GPU clusters.

The ideal candidate will possess a robust background in GPU architectures, parallel computing, and practical experience in system-level performance tuning and debugging techniques.

Our team promotes continuous technical innovation, celebrating successes while supporting ongoing career development.

KEY RESPONSIBILITIES:

Performance Enhancement:

Collaborate with hardware and software teams to improve the overall performance of GPU clusters, concentrating on elements such as RDMA throughput, latency, and collective communications.


Benchmarking and Evaluation:

Design and implement thorough benchmarking strategies to evaluate baseline performance, identify bottlenecks, and pinpoint areas for enhancement within GPU cluster environments.


Scalability Assessment:
Test the scalability of GPU clusters by conducting comprehensive evaluations under diverse workloads, ensuring optimal performance across various cluster sizes, configurations, and networking technologies (IB & RoCE).

Performance Analysis:
Employ profiling tools and methodologies to assess and identify performance bottlenecks, delivering actionable insights for improvement.

Performance Optimization:
Execute optimization strategies, including but not limited to protocol enhancements, load balancing techniques, and parallel processing optimizations.

Documentation:

Produce detailed documentation of performance analyses, tuning efforts, and results, providing clear and concise reports for internal teams and stakeholders.


Collaboration:

Engage closely with cross-functional teams, including hardware engineers, software developers, and system architects, to integrate performance enhancements into the GPU cluster architecture.


Continuous Development:

Stay informed about the latest advancements in GPU architectures, parallel processing, and emerging technologies to drive ongoing improvements in GPU cluster performance.


PREFERRED EXPERIENCE:
Demonstrated experience in optimizing GPU cluster performance.

Strong grasp of GPU architectures, parallel computing principles, and network protocols.

Proficiency in scripting languages (e.g., Python, Bash) for automation and performance evaluation.

Experience with system-level performance analysis tools and methodologies for GPU clusters.

Analytical mindset with exceptional problem-solving and debugging abilities.

Familiarity with cluster management tools and systems.

Excellent communication and teamwork skills for effective collaboration.

Experience with RDMA network configuration, troubleshooting, and performance optimization.

Knowledge of Linux kernel networking.

Experience in machine learning and/or HPC system design.

ACADEMIC CREDENTIALS:
Bachelor's or Master's degree in computer science or equivalent experience.

Qualifications:
At AMD, your base pay is just one component of your total rewards package.

Your base pay will depend on your skills, qualifications, experience, and location within the hiring range for the position.

You may qualify for incentives based on your role, such as an annual bonus or sales incentive.

Many AMD employees have the opportunity to own shares of AMD stock and receive discounts when purchasing AMD stock through AMD's Employee Stock Purchase Plan.

You will also be eligible for competitive benefits, which are described in more detail.

AMD is an equal opportunity employer and welcomes applications from all qualified candidates without regard to age, ancestry, color, marital status, medical condition, mental or physical disability, national origin, race, religion, political affiliation, sex, pregnancy, sexual orientation, gender identity, military or veteran status, or any other characteristic protected by law.

We encourage applications from all qualified candidates and will accommodate applicants' needs under the respective laws throughout all stages of the recruitment and selection process.

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