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PyTorch Blog

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15:00
2026-07-03
pytorch.org
machine-learning

Understanding PyTorch’s Test Infrastructure

PyTorch's test infrastructure dynamically generates test names across devices and dtypes, causing CI failures to show names like TestLinalgCUDA.test_matmul_cuda_float32 that differ from source templat…

20:47
2026-07-02
pytorch.org
artificial-intelligence

Building the Future of On-Device AI at the ExecuTorch Hackathon

Over 100 participants across 20+ teams competed in the ExecuTorch Hackathon in San Francisco on June 27-28, 2026, building on-device AI applications for Snapdragon-powered Samsung Galaxy S25 Ultra dev…

15:55
2026-07-01
pytorch.org
machine-learning

Shopify Joins the PyTorch Foundation as a Platinum Member

Shopify has joined the PyTorch Foundation as a Platinum member, committing to invest in the open-source AI ecosystem and contribute engineering expertise to shape PyTorch for commerce and agentic AI. …

14:02
2026-06-18
pytorch.org
artificial-intelligence

JUST LAUNCHED! PyTorch Certified Associate (PTCA)

The Linux Foundation Education and PyTorch Foundation have launched the PyTorch Certified Associate (PTCA) certification, validating foundational skills in PyTorch for AI and machine learning practiti…

13:47
2026-06-12
pytorch.org
artificial-intelligence

PyTorch Meetup Singapore: A milestone in APAC

Eighty engineers, researchers, and community builders gathered for the inaugural PyTorch Meetup Singapore, hosted at the Red Hat Asia Pacific office. The event featured technical talks on inference, d…

17:00
2026-06-10
pytorch.org
large-language-models

Portable vLLM Model Inference Kernels in Helion

Helion kernels were integrated into vLLM for FP8 inference using Qwen3 models and evaluated across NVIDIA H100 and B200 GPUs. The experiments demonstrated that Helion provides a productive PyTorch-nat…

15:05
2026-06-03
pytorch.org
machine-learning

Using Muon Optimizer with DeepSpeed

DeepSpeed has integrated the Muon Optimizer, a memory-efficient optimizer that uses a single momentum buffer and Newton-Schulz orthogonalization to improve training convergence, particularly for 2D we…

18:43
2026-06-01
pytorch.org
machine-learning

When does fragmentation occur in the CUDA caching allocator?

The CUDA caching allocator in PyTorch fragments memory when allocated blocks prevent adjacent free blocks from merging, causing allocation failures despite sufficient total free memory. This fragmenta…

19:09
2026-05-27
pytorch.org
machine-learning

Why Is PyTorch Compile So Fast: Kernel Fusion

PyTorch's Inductor compiler uses kernel fusion to accelerate model execution by up to 10x, grouping dependent operations into single Triton kernels to reduce memory traffic and kernel launch overhead.…

01:00
2026-05-27
pytorch.org
artificial-intelligence

Alibaba Cloud Joins the PyTorch Foundation as a Platinum Member

Alibaba Cloud has joined the PyTorch Foundation as a Platinum member, gaining a seat on the foundation's Governing Board and a position on its Technical Advisory Committee. The Chinese cloud computing…

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