PyTorch 2.10: Python 3.14 Compile and CUDA 13

Overview

PyTorch 2.10, released on January 21, 2026, adds Python 3.14 compile support, free-threaded mode and CUDA 13.

Main Features

Python 3.14 compile and free-threaded

torch.compile now works with Python 3.14 and free-threaded mode, enabling true parallelism.

import torch

@torch.compile
def train(x, y):
    return (x @ y).relu()

x = torch.randn(256, 512, device='cuda')
y = torch.randn(512, 128, device='cuda')
result = train(x, y)
print(result.shape)  # torch.Size([256, 128])

CUDA 13

CUDA 13 support enables leveraging the latest features of NVIDIA Blackwell GPUs.

Sources

• PyTorch Blog