Runtime Engineer, Senior Staff

Reposted 20 Days Ago
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Toronto, ON
10-10
Senior level
Artificial Intelligence • Machine Learning • Software
The Role
The ML Compiler Engineer will focus on developing the compiler backend, addressing algorithmic compiler challenges, and optimizing hardware resource mapping for low-level instructions as part of a team of experienced developers.
Summary Generated by Built In

At d-Matrix, we are focused on unleashing the potential of generative AI to power the transformation of technology. We are at the forefront of software and hardware innovation, pushing the boundaries of what is possible. Our culture is one of respect and collaboration.

We value humility and believe in direct communication. Our team is inclusive, and our differing perspectives allow for better solutions. We are seeking individuals passionate about tackling challenges and are driven by execution.  Ready to come find your playground? Together, we can help shape the endless possibilities of AI. 

Location:

Hybrid, working onsite at our Santa Clara, CA headquarters 3 days per week.

The role: Runtime Software Engineer, Staff

What you will do:

d-Matrix is developing an AI inference processor for accelerating the inference of NLP, Vision, and Recommendation workloads, in a data center environment. The architecture uses an in-memory compute processor subsystems, with a mix of fixed-point and floating-point data types in both dense and sparse matrix processing modes. During the seed round, the company has developed a 6nm CMOS test chip, and validated the architecture using real inference workloads compiled from PyTorch.

The position is a Runtime SW Engineer to work on the architecture and development, and validation of the functionality and efficiency  of firmware/ software which is executed on System on Chip’s multiple processors, and low level drivers and system programs which hosts this System on Chip.

In this role, you will be largely responsible for all aspects of runtime performance of the silicon product. You will architect, document, and develop the runtime firmware that executes in the various on-chip multi-core CPU subsystems. This firmware will be controlling all aspects of the AI subsystems in the chip and will be architected to maximize the utilization of the hardware. Measures of success will be overall AI hardware utilization, minimizing communication bottlenecks and maximizing on-chip memory utilization.

You will bring the software up on FPGA platforms (that contain images of the embedded CPU subsystems) and debug it using JTAG-connected IDE. You will develop a firmware solution that can be developed and tested ahead of the availability of the AI subsystem hardware.

You will be responsible for determining the delivery schedule, and ensuring the software meets d-Matrix coding and methodology guidelines. You will collaborate with the hardware teams (to interpret the hardware specifications, and suggest changes that improve utilization and throughput, and-or reduce power). You will collaborate with other members of the SW team (located in AU and US), the SW quality & Test team (US and India), as well as the HW verification team (to assist with SoC-level DV simulations and emulation).

You will be developing and debugging code on the FPGA-based systems containing CPU subsystems and SystemC models of the AI subsystems and SoC You will also be involved in porting the software to a “big iron” emulation system (e.g. Veloce, Palladium) containing the final RTL.

You will also be closely involved in the bring up of the software on the AI subsystem hardware and validating silicon and software performance.

What you will bring:

  • BS / MS Preferred degree in Computer Science, Computer Engineering or similar.

  • 5-8 years of Experience with multi-threaded C programming on multi-core CPUs running an RTOS in both AMP and SMP configurations.

  • Understanding of methods used to synchronize many-core and many-CPU architectures.

  • Managing static resources without an MMU.

  • Zephyr OS experience is an advantage.

  • Experience with PIC programming and developing interrupt service routines.

  • Knowledge of bootloaders and Linux device drivers is an advantage.

  • Ability to interpret HW-centric data sheets and register definitions, to determine how to best program the architecture.

  • Ability to work with HW design teams at both the early definition phase and during development.

  • Experience with FPGA based development and system emulators is an advantage.

  • Ability to work with SW Architecture teams and propose considered feedback on SW architecture.

  • Knowledge of assembly language programming of pipelined RISC architecture processors.

  • Runtime FW debugging on target hardware using IDE via JTAG

  • Experience with current SW development methodologies including Git, Kanban, Sprints, Jenkins, Jira (or similar).

  • Experience collaborating in SW development projects that span multiple time zones and geographical regions.

  • Ability to work autonomously without day-to-day supervision, yet capable of delivering to agreed milestones in the development schedule (tracked weekly).

  • Skills that include unit level testing, documentation, and interfacing with QA & Test teams.

  • Skills in Mathematical quantization, floating point arithmetic, block floating point, sparse matrix processing, and linear algebra is an advantage.

#LI-DL1

Equal Opportunity Employment Policy

d-Matrix is proud to be an equal opportunity workplace and affirmative action employer. We’re committed to fostering an inclusive environment where everyone feels welcomed and empowered to do their best work. We hire the best talent for our teams, regardless of race, religion, color, age, disability, sex, gender identity, sexual orientation, ancestry, genetic information, marital status, national origin, political affiliation, or veteran status. Our focus is on hiring teammates with humble expertise, kindness, dedication and a willingness to embrace challenges and learn together every day.

d-Matrix does not accept resumes or candidate submissions from external agencies. We appreciate the interest and effort of recruitment firms, but we kindly request that individual interested in opportunities with d-Matrix apply directly through our official channels. This approach allows us to streamline our hiring processes and maintain a consistent and fair evaluation of al applicants. Thank you for your understanding and cooperation.

Top Skills

C++
Caffe
Llvm
Mlir
Onnx
Onnx-Mlir
PyTorch
TensorFlow
Torch-Mlir
Tvm
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The Company
HQ: Santa Clara, CA
102 Employees
On-site Workplace

What We Do

d-Matrix is building a new way of doing datacenter AI inferencing using in-memory computing (IMC) techniques with chiplet level scale-out interconnects. Founded in 2019, d-Matrix has attacked the physics of memory-compute integration using innovative circuit techniques, ML tools, software and algorithms; solving the memory-compute integration problem, which is the final frontier in AI compute efficiency.

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