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Baidu Geek Talk
Baidu Geek Talk
Aug 14, 2024 · Artificial Intelligence

Sparse Tensor Basics in PaddlePaddle

The article explains how to use PaddlePaddle’s sparse computing features—including basic sparse tensor formats, creation and manipulation of sparse tensors, and building and training sparse neural networks such as a sparse ResNet—to improve memory efficiency and accelerate training on large, zero‑rich datasets.

COO FormatCSR FormatDeep Learning
0 likes · 22 min read
Sparse Tensor Basics in PaddlePaddle
Baidu Geek Talk
Baidu Geek Talk
Feb 15, 2023 · Artificial Intelligence

PaddlePaddle 2.4 Release: New Sparse, Graph, and Audio APIs

PaddlePaddle 2.4 introduces 167 new APIs—including sparse computing (paddle.sparse), graph learning (paddle.geometric), and audio processing (paddle.audio) modules—enabling efficient sparse model training and inference, graph message‑passing, advanced audio feature extraction, plus fresh loss functions, tensor utilities, and expanded vision transforms.

API ReleaseAudio ProcessingDeep Learning
0 likes · 16 min read
PaddlePaddle 2.4 Release: New Sparse, Graph, and Audio APIs