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automatic parallelism

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Baidu Tech Salon
Baidu Tech Salon
Apr 2, 2025 · Artificial Intelligence

PaddlePaddle Framework 3.0 Released: Five Core Innovations for Large Models and Scientific Computing

PaddlePaddle 3.0, launched on April 1 2025, introduces five core innovations—including dynamic‑static unified automatic parallelism, a training‑inference integrated PIR, high‑order automatic differentiation for scientific computing, a one‑stage CINN compiler, and heterogeneous multi‑chip adaptation—that dramatically reduce distributed‑training code, boost performance up to four‑fold, and extend the framework to aerospace, automotive, meteorology and life‑science applications while remaining fully compatible with the 2.0 API.

Large ModelsNeural Network CompilerPaddlePaddle
0 likes · 21 min read
PaddlePaddle Framework 3.0 Released: Five Core Innovations for Large Models and Scientific Computing
DataFunTalk
DataFunTalk
May 2, 2023 · Artificial Intelligence

Automatic Parallelism in PaddlePaddle: Architecture, Implementation, and Application Practice

This article presents a comprehensive overview of PaddlePaddle's automatic parallel design for heterogeneous scenarios, covering background motivation, architectural principles, key implementation details, practical usage interfaces, and future outlook, while illustrating concepts with detailed diagrams and examples.

AI frameworksPaddlePaddleautomatic parallelism
0 likes · 19 min read
Automatic Parallelism in PaddlePaddle: Architecture, Implementation, and Application Practice