Compiler Engineer (Backend)
Company
Celestial AI
Location
Other US Location
Type
Full Time
Job Description
About Celestial AI
As the industry strives to meet the demands of the AI workloads, bottlenecks in data transfers between processors and memory have hindered progress. The Photonic Fabric based Memory Fabric provides an optically scalable solution to the โMemory Wallโ problem, enabling tens of Terabytes of memory capacity at full HBM bandwidths with low tens of nanoseconds of latency and extremely low power. The Photonic Fabric based Compute Fabric enables Terabyte class bandwidth between compute nodes at low latency and power. Photonic Fabric delivers a transformative leap in AI system performance, ten years more advanced than existing technologies.
DESCRIPTION
As Compiler Backend Engineer, you will be a key player in expanding the Backend functionality and optimizations for the Celestial AI Machine Learning accelerator architecture. We have opportunities in the areas of code generation, partitioning, kernel generation, and runtime interfaces. This role is highly collaborative with Architecture, Hardware, and ML Operations and Developers to ensure Compiler requirements and tools to achieve exceptional performance are met. The Hardware and Instruction Set Architecture (ISA) are driven from a Compiler perspective with the goal of rapidly delivering full functionality and performance across a broad spectrum of ML models with minimal Compiler complexity. The compiler design flow is iterative and fast-paced.
ESSENTIAL DUTIES AND RESPONSIBILITIES
- Design, prototype, and expand the functionality and performance of the compiler in the areas of code generation, partitioning, kernel generation, and/or runtime interfaces
- Benchmark, test, and analyze output produced by the compiler
- Work with HW teams and architects to drive improvements in architecture and SW compiler
QUALIFICATIONS
- BS or MS in Computer Science, Engineering, or related field
- 2+ years of experience in compilers for data parallel architectures
- Experience in the field of compilers for Machine Learning inference models, preferred
- Experience with the Apache TVM Hardware Backend codebase and workflow for custom code generators (BYOC), preferred
- Effective communicator and collaborator
We offer great benefits (health, vision, dental and life insurance), collaborative and continuous learning work environment, where you will get a chance to work with smart and dedicated people engaged in developing the next generation architecture for high performance computing.
Celestial AI Inc. is proud to be an equal opportunity workplace and is an affirmative action employer.
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Date Posted
09/29/2024
Views
1
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