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September 18-19, 2024
San Francisco, California
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Note: The schedule is subject to change.

The Sched app allows you to build your schedule but is not a substitute for your event registration. You must be registered for PyTorch Conference 2024 to participate in the sessions. If you have not registered but would like to join us, please go to the event registration page to purchase a registration.

This schedule is automatically displayed in Pacific Daylight Time (UTC-7). To see the schedule in your preferred timezone, please select from the drop-down located at the bottom of the menu to the right.

IMPORTANT NOTE: Timing of sessions and room locations are subject to change.

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Gateway Pavilion - Sponsor Showcase clear filter
Wednesday, September 18
 

10:45am PDT

Coffee Break
Wednesday September 18, 2024 10:45am - 11:10am PDT
Gateway Pavilion - Sponsor Showcase
Menus and Maps
Feeling hungry? Explore the food and beverage options available throughout the PyTorch Conference, complete with a map to guide you!
Wednesday September 18, 2024 10:45am - 11:10am PDT
Gateway Pavilion - Sponsor Showcase
  Breaks / Exhibits / Special Events

10:45am PDT

Sponsor Showcase
Wednesday September 18, 2024 10:45am - 8:30pm PDT
Gateway Pavilion - Sponsor Showcase
Wednesday September 18, 2024 10:45am - 8:30pm PDT
Gateway Pavilion - Sponsor Showcase
  Breaks / Exhibits / Special Events

12:05pm PDT

Lunch (Provided Onsite for All Attendees)
Wednesday September 18, 2024 12:05pm - 1:15pm PDT
Gateway Pavilion - Sponsor Showcase
Menus and Maps
Feeling hungry? Explore the food and beverage options available throughout the PyTorch Conference, complete with a map to guide you!
Wednesday September 18, 2024 12:05pm - 1:15pm PDT
Gateway Pavilion - Sponsor Showcase
  Breaks / Exhibits / Special Events

3:35pm PDT

Coffee Break
Wednesday September 18, 2024 3:35pm - 4:00pm PDT
Gateway Pavilion - Sponsor Showcase
Menus and Maps
Feeling hungry? Explore the food and beverage options available throughout the PyTorch Conference, complete with a map to guide you!
Wednesday September 18, 2024 3:35pm - 4:00pm PDT
Gateway Pavilion - Sponsor Showcase
  Breaks / Exhibits / Special Events

3:45pm PDT

Sponsor Scavenger Hunt Raffle Drawing
Wednesday September 18, 2024 3:45pm - 4:00pm PDT
Gateway Pavilion - Sponsor Showcase
Grab your scavenger hunt card at registration, visit all our awesome sponsors, and you'll be in the running to win some fantastic prizes!
Wednesday September 18, 2024 3:45pm - 4:00pm PDT
Gateway Pavilion - Sponsor Showcase
  Breaks / Exhibits / Special Events

5:30pm PDT

Attendee Welcome Reception Sponsored by Lightning AI
Wednesday September 18, 2024 5:30pm - 8:30pm PDT
Gateway Pavilion - Sponsor Showcase
Menus and Maps
Feeling hungry? Explore the food and beverage options available throughout the PyTorch Conference, complete with a map to guide you!
Wednesday September 18, 2024 5:30pm - 8:30pm PDT
Gateway Pavilion - Sponsor Showcase
  Breaks / Exhibits / Special Events

5:30pm PDT

Poster Presentations
Wednesday September 18, 2024 5:30pm - 8:30pm PDT
Gateway Pavilion - Sponsor Showcase
  • Purge the GIL: Improved Torch.DataLoader - Michal Szolucha & Rostan Tabet, NVIDIA
  • XFormers - Daniel Haziza, Meta AI 
  • TritonCC: AOT Triton Workflow for TorchScript C++ Runtime - Sijia Chen & Huamin Li, Meta
  • The PyTorch 2.0 Inference Story - Angela Yi, Bin Bao, Sheng Qin & Sherlock Huang, Meta
  • Tensor Subclasses with PT2 - Brian Hirsh, Meta
  • Streamlining PyTorch Eager Mode Support on New Hardware Backends Through Torch.Compile - Eikan Wang, Intel
  • Sparsifying Vision Transformers with Minimal Accuracy Loss - Jesse Cai, Meta
  • Real-Time Art Creation: Stable Diffusion Fine-Tuning Techniques on Gaudi with PyTorch - Alex Sin & Louie Tsai, Intel Corporation
  • Quantization via AI Edge Torch - Pauline Sho, Google LLC
  • PyTorch Korea User Group: Introduction & Encourage - Junghwan Park, PyTorch Korea User Group & Hyoyoung Chang, Freelancer
  • PyTorch + MAX + Mojo - Nick Kreeger & Jack Clayton, Modular 
  • PT2 Torch.Compile and CPython - William Wen, Meta
  • PT2 Cold and Warm Compile Time Improvements in Torch.Compile - Oguz Ulgen & Animesh Jain, Meta
  • Pre-Train Llama3 Models Using Meta's Torchtitan on Amazon SageMaker - Less Wright, Meta & Roy Allela, AWS
  • Optimizing Memory and Compilation with While_loop - Manfei Bai, Google
  • Non-Linear Quantization Functions for Machine Learning Models - Diogo Emanuel da Costa Venâncio, INESC-ID 
  • Nested Tensors for Ragged Data Handling - Joel Schlosser, Meta
  • `Torch.Tensor.Module_load` and Tensor Subclass Serialization - Mikayla Gawarecki, Meta Platforms
  • Accelerating Generative AI on Ubiquitous CPU Instances with Native PyTorch - Mingfei Ma, Intel
  • Addressing Reverse Kinematics Challenges and Geometric Optimization in Robotics with PyTorch - Blair Birdsell, PhD. Student at University of Alberta 
  • Blazingly Fast LLM Inference with Native PyTorch: Update from the Past Year - Yanbo Liang & Horace He, Meta
  • Boosting in-Browser ML: Accelerate PyTorch Generative Models for the Web - Emma Ning & Kshama Pawar, Microsoft; Joshua Lochner, Hugging Face
  • Democratizing AI, One Byte at a Time: The Bitsandbytes Open-Source Saga, Ft. FSDP+QLoRA Fine-Tuning - Titus von Koeller, Hugging Face
  • Depyf: A Tool to Help Write Code in a Torch.Compile-Friendly Way Through Decompilation - Kaichao You, Tsinghua University/UC Berkeley
  • Exploiting on-Chip AI Accelerator for High-Performance LLM Inference - Hiroshi Inoue & Tabari Alexander, IBM Research - Tokyo
  • ExecuTorch Android and IOS on-Device Demo Poster - Hansong Zhang, Meta
  • Fault Tolerance for Large Scale Training - Tristan Rice & Chirag Pandya, Meta
  • FP8 State of the Art Inference Performance with Pytorch - Chih-Chieh Yang & Adnan Hoque, IBM; Antoni Viros i Martin, IBM Research
  • From FSDP to DeepSpeed and Back Again - Yu Chin Fabian Lim, IBM Research, Singapore
  • Large Scale Transformer Model Training with PyTorch Tensor Parallel API - Tianyu Liu, Meta
  • Model Explorer - Visualizing Pytorch Models - Na Li & Eric Yang, Google
  • PT-D Zero Overhead Checkpointing - Lucas Pasqualin, Meta / PyTorch; Chien-Chin Huang & Iris Zhang, Meta
  • PyTorch Performance Debugging in N-Dimensional Parallelism - Wei Sun & Sreen Tallam, Meta
  • Unlock Up to 5x Faster Inference in PyTorch: Recent Innovations in Torch-TensorRT - Laikh Tewari, NVIDIA
  • Torch-Monitor: A Comprehensive Call Path Profiling Tool for PyTorch - Qidong Zhao, North Carolina State University & Hao Wu, George Mason University
Speakers
avatar for Yanbo Liang

Yanbo Liang

software engineer, Meta
I'm software engineer at PyTorch team working on torch.compile and LLM.
avatar for Titus Von Koeller

Titus Von Koeller

ML engineer / lead maintainer bitsandbytes, Hugging Face
Titus, lead maintainer of the independent non-profit bitsandbytes (sponsored by Hugging Face), works on co-engineering the democratization of AI and in his free time cherishes electronic music, queer culture and ski mountaineering. With degrees in Psychology and Computer Science... Read More →
avatar for Angela Yi

Angela Yi

Software Engineer, Meta
I've been working on the PyTorch Compilers team for the past 2 years, mainly working on torch.export!
avatar for Animesh Jain

Animesh Jain

Software Engineer, Meta
Animesh Jain works on PyTorch compilers.
avatar for Antoni Viros i Martin

Antoni Viros i Martin

Research Scientist, IBM Research
Antoni is currently a Research Scientist at IBM Research, investigating optimization approaches for ML inference and training, with a focus on open-source technologies such as PyTorch. He holds a PhD in Aerospace Engineering from Texas A&M University, and has previously worked at... Read More →
avatar for Bin Bao

Bin Bao

Software Engineer, Meta
Bin Bao is a software engineer working with the PyTorch Compiler team at Meta. He focuses on developing AOTInductor, an Ahead-of-Time compiler for the PyTorch2 export path.
avatar for Daniel Haziza

Daniel Haziza

Research Engineer, Meta AI
Daniel is a Research Engineer working at FAIR Paris on workloads efficiency, and developing the xFormers library
avatar for Diogo Venâncio

Diogo Venâncio

Researcher, University of Lisbon | INESC-ID
My name is Diogo and I am a Master's student at IST in Lisbon, Portugal and also a ML Engineer at an early stage AI startup. I grew up in the suburbs of Lisbon and always strived to have a positive impact on the lives of others. At the age of 20, I built my own company, called OutGoing... Read More →
avatar for Eikan Wang

Eikan Wang

AI Frameworks Engineer, Intel
Eikan is a staff engineer from Intel and a DL framework tech lead having full-stack experience in DL, from various AI applications to framework, library, and DL compiler. He is actively optimizing on torch.compile stack for Intel platforms, including optimizing Inductor C++/OpenMP... Read More →
avatar for Emma Ning

Emma Ning

Principal PM, Microsoft
Emma Ning is a Principal PM in the Microsoft AI Framework team, focusing on AI model operationalization and acceleration with ONNX Runtime/Olive for open and interoperable AI. She has more than five years of product experience in search engines taking advantage of machine learning... Read More →
avatar for Iris Zhang

Iris Zhang

Software Engineer, Meta
PyTorch Distributed @ Meta
avatar for Junghwan Park

Junghwan Park

Lead maintainer @ PyTorch Korea User Group, PyTorch Korea User Group
- Data engineer at telecommunication company in Korea - Lead maintainer at PyTorch Korea User Group - Interested in open-source, community and time-series forecasting
avatar for Kshama Pawar

Kshama Pawar

Principal Program Manager, Microsoft Corporation
Kshama Pawar is a Program Manager on the AI Platform team at Microsoft. She helps drive Training initiatives for both large language models and on-device training through optimization engines like ONNX Runtime. She is also involved in the Triton community effort to improve developer... Read More →
avatar for Laikh Tewari

Laikh Tewari

Deep Learning Software Product Manager, NVIDIA
Laikh Tewari manages products for inference in deep learning frameworks at NVIDIA and focuses on the usability of performance optimization tools across data center, consumer, and embedded segments. Laikh received his B.S. and M.S. in computer science from Stanford University where... Read More →
avatar for Mingfei Ma

Mingfei Ma

Senior Software Engineer, Intel
Mingfei Ma is a senior deep learning software engineer in Intel. He is also the maintainer of CPU performance module in PyTorch. Mingfei holds a Master degree from Harbin Institute of Technology where he majored in Control Science and Technology. Mingfei has a 12 years’ experience... Read More →
CH

Chien-Chin Huang

Software Engineer, Meta
Software Engineer, PyTorch Distributed, Meta
avatar for Mikayla Gawarecki

Mikayla Gawarecki

Software Engineer, Meta Platforms
Software Engineer at Meta on PyTorch Core Team
avatar for Baihan Huang

Baihan Huang

Software Engineer, Meta
Working on PyTorch
avatar for KaiChao YOU

KaiChao YOU

Ph.D. student, Tsinghua University/UC Berkeley
Kaichao You is a four-th year Ph.D. student from Tsinghua University. He is currently visiting UC Berkeley, working on the vLLM project, a high-throughput and memory-efficient inference and serving engine for LLMs. He is an open-source contributor to PyTorch/Triton, and he leads the... Read More →
avatar for Brian Hirsh

Brian Hirsh

Software Engineer, Meta
Brian is a software engineer at Meta working on PyTorch core and compilers.
avatar for Jesse Cai

Jesse Cai

Software Engineer, Meta
Jesse is a software engineer on the PyTorch Core Performance team, where he works on accelerating models with sparsity. Before joining Meta, he worked at several startups, focusing on natural language processing.
avatar for Pauline Sho

Pauline Sho

Software Engineer, Google
Software engineering at Google LLC currently focused on improving the quantization infrastructure for edge devices.
AS

Alex Sin

AI Software Solutions Engineer, Intel
avatar for Louie Tsai

Louie Tsai

AI SW Engineer, Intel
avatar for Horace He

Horace He

Software Engineer, Meta
To be filled
avatar for Adnan Hoque

Adnan Hoque

Research Engineer, IBM
I am a Research Engineer at IBM. I have a Bachelor of Science degree in Electrical Engineering from the University of Alberta. I have worked on machine learning applications in various domains such as computer vision, network security and most recently have been developing kernels... Read More →
avatar for Blair Birdsell

Blair Birdsell

Data Scientist, Surespan Construction
Blair Birdsell has a MASc in Civil Engineering from the University of Victoria. This background integrates his design and engineering expertise with data science. Over 9 years, Blair has contributed to 4.86 million sq. ft. of building projects and now develops data-driven software... Read More →
avatar for Chih-Chieh Yang

Chih-Chieh Yang

Research Scientist, IBM
Performance optimization of AI workloads
avatar for Chirag Pandya

Chirag Pandya

Software Engineer, Meta
Chirag is backend engineer who's worked for over 20 years in the Software industry. His expertise includes Networks/Storage/Security and Distributed Systems with emphasis on building fast, secure and performant systems.
avatar for Hansong Zhang

Hansong Zhang

Software Engineer, Meta Platforms
Software Engineer at Meta. Worked on integrating ExecuTorch framework into Android apps with Java and JNI library.
avatar for Hiroshi Inoue

Hiroshi Inoue

Research Staff Member, IBM Research - Tokyo
Hiroshi Inoue is a research staff member at IBM Research - Tokyo, where he works on performance optimization of system software. He has a PhD from the University of Tokyo.
avatar for Huamin Li

Huamin Li

Software Engineer, Meta
Software engineer from Meta PyTorch, focusing on GPU and CPU inference for Meta internal workloads
avatar for Hyoyoung Chang

Hyoyoung Chang

Lead maintainer, PyTorch Korea User Group
Data Engineer
avatar for Jack Clayton

Jack Clayton

AI Developer Advocate, Modular
Jack started his career optimizing autonomous truck software for leading mining companies, including BHP and Caterpillar. Most recently he was designing computer vision software, putting AI inference pipelines into production for IDVerse. He is passionate about the developer community... Read More →
avatar for Joel Schlosser

Joel Schlosser

Software Engineer, Meta
Engineer with a decade's worth of ML experience across the research, industry, and framework perspectives.
avatar for Joshua Lochner

Joshua Lochner

Machine Learning Engineer, Hugging Face
Bringing the power of machine learning to the web. Currently working on Transformers.js (@huggingface 🤗)
avatar for Less Wright

Less Wright

PyTorch Partner Engineer, Meta
PyTorch Distributed and Cuda/Triton kernels
avatar for Lucas Pasqualin

Lucas Pasqualin

ML Engineer, PyTorch (Meta)
Lucas has been developing Machine Learning Applications and Machine Learning infrastructure at scale for years, and has recently been focused on extending the product offering of PyTorch's Distributed Checkpointing stack.
avatar for Manfei Bai

Manfei Bai

Software Engineer, Google LLC
Manfei Bai is a software engineer at Google.
avatar for Michał Szołucha

Michał Szołucha

Deep Learning Software Engineer, NVIDIA
During his work at NVIDIA, Michał gained vast experience in Deep Learning Software Development. He tackled challenges in training and inference, ranging from small-scale to large-scale applications, as well as user-facing tasks and highly-optimized benchmarks like MLPerf. Micha... Read More →
avatar for Na Li

Na Li

Software Engineer, Google
Tech Lead Manager at Google Cloud, leading on-device ML developer tools.
avatar for Nick Kreeger

Nick Kreeger

Frameworks Engineering Director, Modular
Software Engineering lead with over 15 years of experience working at Google, Microsoft and a handful of startups. Nick has contributed to many technologies in Machine Learning such as TensorFlow.js, TensorFlow Lite/Micro, and ONNX/ONNXRuntime. Nick enjoys spending his free time with... Read More →
avatar for Oguz Ulgen

Oguz Ulgen

Software Engineer, Meta
I'm a software engineer at Meta where I used to work on the Hack programming language and now work on PyTorch.
avatar for Rostan TABET

Rostan TABET

Software Engineer, NVIDIA
I am a Computer Science student with a passion for Python and deep learning. During my end-of-studies internship, I focused on leveraging free-threaded Python in the context of NVIDIA's deep learning libraries suite. My work aims to improve data handling efficiency in machine learning... Read More →
avatar for Roy Allela

Roy Allela

Sr AI/ML Specialist Architect, AWS
Roy Allela is a Senior AI/ML Specialist Architect at AWS.Roy helps customers-from small startups to large enterprises-train and deploy large language models efficiently on AWS. He previously spent 8 years at Intel as a Senior AI Software Engineer working on low-level ML framework... Read More →
avatar for Sheng Qin

Sheng Qin

Software Engineer, Meta Inc.
Sheng Qin is a software engineer of PyTorch Accelerator Enablement org at Meta
avatar for Sijia Chen

Sijia Chen

Software Engineer, Meta / PyTorch
Sijia is a software engineer in Meta PyTorch Acceleration team, focusing on GPU inference area
avatar for Tianyu Liu

Tianyu Liu

Research Scientist, Meta
Tianyu Liu is a Research Scientist on the PyTorch team at Meta, currently working on distributed training. Prior to this, he was a postdoc at Stanford University and has worked on the Ads Core Machine Learning team at Meta. He obtained his PhD degree at the University of Wisconsin--Madison... Read More →
avatar for Tristan Rice

Tristan Rice

Software Engineer, Meta
Software engineer working on PyTorch Distributed and large scale training.
avatar for Wei Sun

Wei Sun

Research Scientist, Meta Platform
Wei Sun supports the Meta AI Infrastructure organization. He brings deep expertise in analyzing ML model execution during training and serving and identifies efficiency/performance bottlenecks across model and system architecture. This has led him to build some of the most comprehensive... Read More →
avatar for William Wen

William Wen

Software Engineer, Meta Platforms, Inc.
William works on the torch.compile team, specializing in TorchDynamo.
avatar for Yu Chin Fabian Lim

Yu Chin Fabian Lim

Research Staff Member, IBM Research, Singapore
Fabian Lim is currently in IBM Research, Singapore. During 2013 - 2016, he worked in Avago Technologies (now Broadcom), then SK Hynix Memory Systems, in San Jose, CA. From 2010-2013, he was a postdoc at the Massachusetts Institute of Technology, Cambridge, MA. Dr Lim received the... Read More →
TA

Tabari Alexander

STSM, IBM Z AI and Analytics, IBM
avatar for Eric Yang

Eric Yang

Software Engineer, Google
avatar for Sreen Tallam

Sreen Tallam

Software Engineering Manager - AI Performance & Efficiency, Meta
I am a SW Engineering Manager at Meta helping all ML Training & Serving models (RecSys, Content Understanding, GenAI) run optimally and efficiently through various optimization techniques, including scaling them across the entire Meta fleet.
avatar for Qidong Zhao

Qidong Zhao

PHD Student, North Carolina State University
Research Interest:Profiling techniques for different workloads and architectures.
avatar for Hao Wu

Hao Wu

PhD, George Mason University
I am interested in deep learning profiler
PTC 2024 Tensor Subclasses with PT2 pdf
Nested Tensors for Ragged Data Handling.pptx pdf
Purge the GIL Improved Torch.DataLoader NVIDIA pdf
Modular Torch Compile and high perf Mojo CPU GPU code pdf
Wednesday September 18, 2024 5:30pm - 8:30pm PDT
Gateway Pavilion - Sponsor Showcase
  Poster Presentations
 
Thursday, September 19
 

10:25am PDT

Coffee Break
Thursday September 19, 2024 10:25am - 10:50am PDT
Gateway Pavilion - Sponsor Showcase
Menus and Maps
Feeling hungry? Explore the food and beverage options available throughout the PyTorch Conference, complete with a map to guide you!
Thursday September 19, 2024 10:25am - 10:50am PDT
Gateway Pavilion - Sponsor Showcase
  Breaks / Exhibits / Special Events

10:25am PDT

Sponsor Showcase
Thursday September 19, 2024 10:25am - 8:00pm PDT
Gateway Pavilion - Sponsor Showcase
Thursday September 19, 2024 10:25am - 8:00pm PDT
Gateway Pavilion - Sponsor Showcase
  Breaks / Exhibits / Special Events

12:25pm PDT

Lunch (Provided Onsite for All Attendees)
Thursday September 19, 2024 12:25pm - 1:25pm PDT
Gateway Pavilion - Sponsor Showcase
Menus and Maps
Feeling hungry? Explore the food and beverage options available throughout the PyTorch Conference, complete with a map to guide you!
Thursday September 19, 2024 12:25pm - 1:25pm PDT
Gateway Pavilion - Sponsor Showcase
  Breaks / Exhibits / Special Events

3:40pm PDT

Coffee Break
Thursday September 19, 2024 3:40pm - 4:05pm PDT
Gateway Pavilion - Sponsor Showcase
Menus and Maps
Feeling hungry? Explore the food and beverage options available throughout the PyTorch Conference, complete with a map to guide you!
Thursday September 19, 2024 3:40pm - 4:05pm PDT
Gateway Pavilion - Sponsor Showcase
  Breaks / Exhibits / Special Events

3:45pm PDT

Sponsor Scavenger Hunt Raffle Drawing
Thursday September 19, 2024 3:45pm - 4:00pm PDT
Gateway Pavilion - Sponsor Showcase
Grab your scavenger hunt card at registration, visit all our awesome sponsors, and you'll be in the running to win some fantastic prizes!
Thursday September 19, 2024 3:45pm - 4:00pm PDT
Gateway Pavilion - Sponsor Showcase
  Breaks / Exhibits / Special Events

5:30pm PDT

The PyTorch Flare Party Sponsored by Hugging Face
Thursday September 19, 2024 5:30pm - 8:00pm PDT
Gateway Pavilion - Sponsor Showcase
Menus and Maps
Join us as we ignite the evening with something blazing hot.

THE NIGHT HEATS UP AT 7:45 PM! - You won't want to miss the sizzling finale of the PyTorch Flare Party!

It'll be LIT in more ways than one!

Feeling hungry? Explore the food and beverage options available throughout the PyTorch Conference, complete with a map to guide you!

Thursday September 19, 2024 5:30pm - 8:00pm PDT
Gateway Pavilion - Sponsor Showcase
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