Performance Modeling Engineer
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Responsibilities
- Develop and own SoC functional models from architecture to deployment, including integration with infrastructure, thorough testing, and debugging.
- Collaborate closely with architecture, RTL design, design verification, emulation, and software teams to ensure alignment and performance.
- Innovate tooling and infrastructure to enhance usability and effectiveness for internal and external partners.
- Optimize model and infrastructure performance, ensuring scalability for real-world AI workloads.
- Create software that is well-documented, maintainable, and reusable , ensuring longevity and ease of future development.
- Simulate performance of existing and upcoming state-of-the-art (SOTA) Transformer models on our ASIC architecture vs other alternatives (GPUs, TPUs etc)
- WE'RE LOOKING FOR ENGINEERS WITH:
- Expert knowledge in functional modeling of ASICs (TPUs, GPUs, CPUs, or equiv. accelerators)
- Strong command of C++ for modeling with Python familiarity for scripting and automation.
- Insights bridging simulation to analysis of complex systems involving multiple domains (e.g., physical link IO / memory / chip firmware / system software / overall performance).
- High interest in learning transformer architecture, developing insight into AI hardware/software co-design.
- Passion for AI and a desire to push performance and efficiency boundaries.
- Machine learning experience is not required. This role will provide opportunities to ramp on relevant ML concepts on the job.
Requirements
- Bachelor's degree or equivalent practical experience.
- 5 years of experience in software development with data structures/algorithms.
- 5 years of experience developing and testing software models/simulations of shipping ASICs.
- 3 years of experience modeling SoC relevant technologies (DRAM, HBM, I2C, SPI, PCIe, etc.).
- Master's or PhD degree Computer Science, or a related technical field.
- Experience in computer architecture, SoC design, and RTL languages.
- Experience solving ambiguous problems.
- Excellent verbal and written communication skills.
- If you're a talented software engineer who's excited to shape the future of AI, we encourage you to apply!
- To Apply:
- Please visit our website at etched.com/careers to submit your resume and cover letter.
- Location: Cupertino, California
Additional Information
Etched was founded on the belief that new hardware will be needed to run human- and superhuman-level artificial intelligence. Our ASIC systems deliver orders of magnitude higher performance than conventional AI chips. Etched is actively developing Sohu , an ASIC exclusively for transformers, which will enable products that would be impossible with GPUs, like real-time video generation models and extremely deep chain-of-thought reasoning. And we're bringing this technology to market in months, not years. Sohu is hard-coded for individual model architectures and only supports transformers, but has an order of magnitude more throughput and lower latency than a B200.
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