Software Engineer, SystemML - AI Networking

Meta • Menlo Park, CA • 1w ago

Summary:

In this role, you will be a member of the AI Networking Software team and part of the bigger DC networking organization. The team develops and owns the software stack around NCCL (NVIDIA Collective Communications Library), which enables multi-GPU and multi-node data communication through HPC-style collectives. NCCL has been integrated into PyTorch and is on the critical path of multi-GPU distributed training. In other words, nearly every distributed GPU-based ML workload in Meta Production goes through the SW stack the team owns.At the high level, the team aims to enable Meta-wide ML products and innovations to leverage our large-scale GPU training and inference fleet through an observable, reliable and high-performance distributed AI/GPU communication stack. Currently, one of the team's focus is on building customized features, SW benchmarks, performance tuners and SW stacks around NCCL and PyTorch to improve the full-stack distributed ML reliability and performance (e.g. Large-Scale GenAI/LLM training) from the trainer down to the inter-GPU and network communication layer. And we are seeking for engineers to work on the space of GenAI/LLM scaling reliability and performance.

Required Skills:

Software Engineer, SystemML - AI Networking Responsibilities:

Tech-leading the collective communication library development on Meta's large-scale GPU training infra with a focus on GenAI/LLM scaling

Minimum Qualifications:

Bachelor's degree in Computer Science, Computer Engineering, relevant technical field, or equivalent practical experience

Proven C/C++ and Python programming skills

Proven track record of leading successful projects

Effective leadership and communication skills

Specialized experience in one or more of the following machine learning/deep learning domains: Distributed ML Training, GPU architecture, ML systems, AI infrastructure, high performance computing, performance optimizations, or Machine Learning frameworks (e.g. PyTorch).

Preferred Qualifications:

PhD in Computer Science, Computer Engineering, or relevant technical field

Experience with NCCL and distributed GPU performance analysis on RoCE/Infiniband

Experience working with DL frameworks like PyTorch, Caffe2 or TensorFlow

Experience with both data parallel and model parallel training, such as Distributed Data Parallel, Fully Sharded Data Parallel (FSDP), Tensor Parallel, and Pipeline Parallel

Experience in AI framework and trainer development on accelerating large-scale distributed deep learning models

Experience in HPC and parallel computing

Knowledge of GPU architectures and CUDA programming

Knowledge of ML, deep learning and LLM

Public Compensation:

$85.10/hour to $251,000/year + bonus + equity + benefits

Industry: Internet

Equal Opportunity:

Meta is proud to be an Equal Employment Opportunity and Affirmative Action employer. We do not discriminate based upon race, religion, color, national origin, sex (including pregnancy, childbirth, or related medical conditions), sexual orientation, gender, gender identity, gender expression, transgender status, sexual stereo@types, age, status as a protected veteran, status as an individual with a disability, or other applicable legally protected characteristics. We also consider qualified applicants with criminal histories, consistent with applicable federal, state and local law. Meta participates in the E-Verify program in certain locations, as required by law. Please note that Meta may leverage artificial intelligence and machine learning technologies in connection with applications for employment.

Meta is committed to providing reasonable accommodations for candidates with disabilities in our recruiting process. If you need any assistance or accommodations due to a disability, please let us know at accommodations-ext@fb.com.

Similar Jobs

Device Support Technician I

Sutter Health • Sunnyvale, CA • 1h ago

IT & Engineering

We are so glad you are interested in joining Sutter Health! Organization: SHSO-Sutter Health System Office-Bay Position Overview: Assists in providing ticket resolution, analysis, configurations, coordination, t...

1h ago

Go to Apply

Software Engineer, Manufacturing Software Systems

Google • Mountain View, CA • 16h ago

IT & Engineering

Minimum qualifications: Bachelor's degree or equivalent practical experience. 2 years of experience with software development in one or more programming languages, or 1 year of experience with an advanced degree....

16h ago

Go to Apply

Senior Software Engineer, Pixel

Google • Mountain View, CA • 20h ago

IT & Engineering

Minimum qualifications: Bachelor's degree or equivalent practical experience. 5 years of experience with software development in one or more programming languages, and with data structures/algorithms. 3 years of e...

20h ago

Go to Apply

Software Engineer III, Raxium

Google • Fremont, CA • 20h ago

IT & Engineering

Minimum qualifications: Bachelor's degree or equivalent practical experience. 2 years of experience with software development in C#, Python, SQL Server database, Oracle database; or 1 year of experience with an adva...

20h ago

Go to Apply

Software Engineer III, Ads

Google • Mountain View, CA • 20h ago

IT & Engineering

Minimum qualifications: Bachelor's degree or equivalent practical experience. 2 years of experience with data structures or algorithms. 2 years of experience with software development in one or more programming la...

20h ago

Go to Apply

Software Engineer, Distributed Systems

Google • Sunnyvale, CA • 20h ago

IT & Engineering

Minimum qualifications: Bachelor's degree or equivalent practical experience. 2 years of experience with software development in C++ or 1 year of experience with an advanced degree in an industry setting. 2 years...

20h ago

Go to Apply

Software Engineer R&D

Broadcom • Palo Alto, CA • 20h ago

IT & Engineering

Please Note: If you are a first time user, please create your candidate login account before you apply for a job. (Click Sign In > Create Account) If you already have a Candidate Account, please Sign-In b...

20h ago

Go to Apply

Software Development Engineer, SageMaker

Amazon • Santa Clara, CA • 22h ago

IT & Engineering

Description At AWS AI, we want to make it easy for our customers to train their deep learning workload in the cloud. With Amazon SageMaker, AWS is building customer-facing services to empower data scientists and softw...

22h ago

Go to Apply

Senior Electrical Systems Integration Engineer, Body Controls

Ford Motor Company • Palo Alto, CA • 1d ago

IT & Engineering

In this position... As a Senior Electrical Systems Integration Engineer, Body Controls, you will be a key leader in the electrical system design and integration of components within the body controls subsystem. You wi...

1d ago

Go to Apply

Senior Electrical Integration Engineer, Body Electronics

Ford Motor Company • Palo Alto, CA • 1d ago

IT & Engineering

In this position... As a Senior Electrical Systems Integration Engineer, Body Electronics, you will be a key leader in the electrical system design and integration of components within the body electronics subsystem....

1d ago

Go to Apply

Subscribe to get new jobs sent directly to you
(no charge, cancel anytime)

This site is protected by reCAPTCHA and the Google Privacy Policy and Terms of Service apply.