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Senior Machine Learning Compiler Engineer

2 months ago

San Jose California, United States Advanced Micro Devices, Inc Full time
About the Role

We are seeking a highly skilled and experienced Machine Learning Compiler Engineer to join our team at Advanced Micro Devices, Inc. As a key member of our core team, you will be responsible for developing a cutting-edge machine learning model compiler targeting AMD Inference Accelerator AIE hardware devices.

Key Responsibilities
  • Implement and improve passes in the compiler to optimize performance and efficiency.
  • Integrate the compiler and compiled model with popular machine learning frameworks such as PyTorch and TensorFlow.
  • Implement model partitioning in machine learning frameworks and/or MLIR to ensure seamless integration with AMD hardware.
  • Design and develop a runtime to distribute work to and collect results from x86 cores and the array of AIE cores.
  • Mentor and provide guidance to junior team members to ensure knowledge sharing and skill development.
  • Stay up-to-date with the latest industry trends and bring new ideas to the team to drive innovation.
  • Collaborate with cross-functional teams to design and develop new groundbreaking AMD technologies.
  • Debug and fix existing issues, and research alternative, more efficient ways to accomplish the same work.
  • Develop technical relationships with peers and partners to drive business growth and success.
Requirements
  • Strong object-oriented programming background, with expertise in C/C++ and Python.
  • Experience with machine learning compiler and runtime technologies, including OneDNN, MLIR, XLA, OpenXLA, IREE, and OpenAI Triton compiler.
  • Compiler building skills, with a focus on code generation for machine learning hardware accelerators.
  • Experience with GPU code generation and machine learning concepts and model development.
  • Understanding of popular machine learning frameworks, including PyTorch, TensorFlow, ONNX, and JAX.
  • Ability to write high-quality code with a keen attention to detail, and experience with modern concurrent programming and threading APIs.
  • Experience with software development processes and tools, including debuggers, source code control systems, and profilers.
  • Effective communication and problem-solving skills, with the ability to motivate and lead a team.
Preferred Qualifications
  • Bachelor's, Master's, or PhD degree in Computer Science, Computer Engineering, Electrical Engineering, or equivalent.