Research Scientist, ML Compiler
2 weeks ago
We are seeking a highly skilled Research Engineer to join our team at Meta Reality Labs, where you will play a key role in developing a compiler tool-chain for state-of-the-art deep learning hardware components optimized for AR/VR systems.
Responsibilities- Analyze and design effective compiler passes and optimizations to improve the efficiency and scalability of our toolchains.
- Research, implement, and/or enhance code generation targeting machine learning accelerators, including PyTorch models.
- Contribute to the development of machine-learning libraries, intermediate representations, export formats, and analysis tools.
- Evaluate code performance, debug, diagnose, and drive resolution of compiler and cross-disciplinary system issues.
- Interface with other compiler-focused teams to evaluate and incorporate their innovations and vice versa.
- Currently has, or is in the process of obtaining a PhD in the field of Machine Learning, AI, Computer Science, Electrical Engineering, or a related field.
- Experience in software design and programming experience in Python and/or C/C++ for development, debugging, testing, and performance analysis.
- Experience in empirical research and addressing research problems.
- Experience communicating research for public audiences of peers.
- Must obtain work authorization in the country of employment at the time of hire and maintain ongoing work authorization during employment.
- Experience writing compilers or similar code optimization software.
- Experience in deep learning algorithms and techniques, e.g., convolutional neural networks, recurrent networks, etc.
- Experience working on and contributing to an active compiler toolchain codebase, such as LLVM, MLIR, GCC, MSVC, Glow.
- Experience of developing in a mainstream machine-learning framework, e.g., PyTorch, Tensorflow, or Caffe.
- Experience with machine-code generation/compiler back-ends.
- Experience working and communicating cross-functionally in a team environment.
At Meta, we offer a competitive salary range of $56.25/hour to $173,000/year, plus bonus, equity, and benefits. We are an equal opportunity employer and welcome applications from diverse candidates.
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