(Sr./Staff) Software Engineer, Edge AI - Toolchain

Posted 4 Days Ago
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Singapore, SGP
In-Office
Senior level
Semiconductor • Manufacturing
The Role
Develop and enhance toolchain features for neural processing unit architectures, enabling customers and partners to optimize and port AI models. Responsibilities include compiler development, code generation, program analysis, pipeline optimization, model-layer modification, automation, debugging, collaboration with inference and application engineering teams, and customer support.
Summary Generated by Built In
We are looking for Senior/Staff Software Engineers to grow our Edge AI & Systems software team to the next level. This team works within the larger ASIC team to architect and enhance Neural Network solutions in the Video Processor roadmap including these current and older products:
  • https://www.ovt.com/products/oax8000/
  • https://www.ovt.com/products/oax4600/
  • https://www.ovt.com/products/oa7100/
This position works in a smaller team that specifies, develops and delivers the toolchain that allows our customers and partners to develop or port AI models to run optimally on our Neural Processing Units.
 
Responsibilities:
  • Specify and develop new toolchain features for existing and new NPU architectures, working with the inference engine sub-team
  • Enhance, maintain and support existing toolchain features, and modify model network layers for NPU optimality, working with the application engineering teams and sometimes customers/partners.
  • Constantly improve productivity through automation in all areas
Skills:
  • Strong Python class based product development skills based on knowledge of design patterns
  • Strong understanding of all aspects of a compiler and related development and debugging technologies, code generation, program analysis, and pipeline optimizations
  • Good communication, collaboration, task estimation & reporting, CI/CD via tools such as Confluence, Git, JIRA etc.

Familiarity with the following is a plus:

  • Deep Learning compilers like TVM
  • Deep Learning framework - PyTorch
  • Eclipse development for toolchain frontend
  • CPU/DSP/GPU/NPU architectures
Requirements:
  • Ph.D./MS/BS in Computer Science or Computer Engineering
  • At least 5 years of commercial development experience of which at least 3 are in compiler-related areas

Skills Required

  • Ph.D., M.S., or B.S. degree in Computer Science or Computer Engineering
  • At least 5 years of commercial software development experience
  • At least 3 years of compiler-related experience
  • Strong Python class-based product development skills and knowledge of design patterns
  • Strong understanding of compiler development, debugging technologies, code generation, program analysis, and pipeline optimization
  • Good communication, collaboration, task estimation, and reporting skills
  • Experience with CI/CD tools such as Confluence, Git, and JIRA
  • Familiarity with deep learning compilers such as TVM
  • Familiarity with PyTorch
  • Familiarity with Eclipse development for toolchain frontends
  • Familiarity with CPU, DSP, GPU, or NPU architectures
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The Company
HQ: Santa Clara, California
1,448 Employees
Year Founded: 1985

What We Do

Founded in 1995, OMNIVISION has been at the leading-edge of technology, developing and delivering advanced digital imaging, analog, and touch & display solutions for multiple applications across several industries. With more than 3,000 employees worldwide and over 13 billion products shipped, OMNIVISION is a well-known global fabless semiconductor company. Our products can be found everywhere in people’s lives including mobile phones, security & surveillance, automotive, computing, medical, and emerging applications. Across these segments, OMNIVISION’S award-winning technology enables a smoother human/machine interface in many of today’s commercial devices. In this way, OMNIVISION delivers solutions that put its customers at the leading edge of technology. Whether it be developing the first mobile handset camera accessory in 2002, introducing the world’s smallest NTS camera in 2006 or launching PureCel CMOS image sensors in 2013, our dedication to providing reliable, innovative imaging and sensing solutions continue to be the primary aim. The company has recorded numerous industry firsts in its relentless quest for technology breakthroughs that deliver #InfiniteIngenuity: • Guinness World Record for the World's Smallest Commercially Available Image Sensor (OV6948) in 2019. In 2021, it beat its own record with the new OH0TA OVMed® • First to commercialize backside illumination technology in 2007 (OmniBSI™) • Industry's 1st to deploy the most mature LED Flicker Mitigation (LFM) solution in mass production for multiple automotive applications • Automotive industry leader with HALE, our HDR & LFM Engine combination algorithm • Developer of Nyxel® near-infrared technology with by far the best quantum efficiency in CMOS near-infrared imagine • Creator of CameraCubeChip™, the industry’s 1st wafer-level camera modules • First and only global shutter image sensors with cybersecurity, for ADAS and autonomous vehicles • First to introduce RBG-Ir technology to medical

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