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Baidu Geek Talk
Baidu Geek Talk
Apr 14, 2025 · Artificial Intelligence

PaddlePaddle Framework 3.0: Five Core Breakthroughs Reshaping Large Model Development

PaddlePaddle Framework 3.0 delivers five breakthroughs—dynamic‑static unified automatic parallelism, integrated training‑inference pipelines, high‑order scientific differentiation, a neural‑network compiler with automatic operator fusion, and streamlined heterogeneous chip adaptation—drastically reducing development effort, boosting training speed, and expanding compatibility for large‑scale AI models.

AI infrastructureModel Inference OptimizationNeural Network Compiler
0 likes · 23 min read
PaddlePaddle Framework 3.0: Five Core Breakthroughs Reshaping Large Model Development
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
Baidu Tech Salon
Baidu Tech Salon
Nov 26, 2024 · Artificial Intelligence

AI and Education Forum Highlights: Large Models Driving Industry and Educational Innovation

At Hong Kong Education University’s AI and Education Forum, Baidu’s PaddlePaddle showcased how large‑model AI drives industrial transformation and educational innovation, highlighting collaborative talent‑development programs, industry‑academia research bases, and a global platform to integrate AI technology across curricula, research, and industry partnerships.

Artificial IntelligenceIndustry-Academia CollaborationLarge Models
0 likes · 5 min read
AI and Education Forum Highlights: Large Models Driving Industry and Educational Innovation
Baidu Tech Salon
Baidu Tech Salon
Aug 20, 2024 · Artificial Intelligence

PaddlePaddle Neural Network Compiler (CINN): Architecture, Optimization Techniques, and Performance

The PaddlePaddle Neural Network Compiler (CINN) combines a PIR‑based frontend and a hardware‑specific backend to apply graph‑level optimizations, operator fusion, schedule transformations and automatic tuning, delivering up to 4× faster kernels and 30‑60% overall speed‑ups for deep‑learning and scientific workloads.

CINNGPU optimizationNeural Network Compiler
0 likes · 19 min read
PaddlePaddle Neural Network Compiler (CINN): Architecture, Optimization Techniques, and Performance
Baidu Geek Talk
Baidu Geek Talk
Aug 19, 2024 · Artificial Intelligence

PaddlePaddle Neural Network Compiler (CINN): Architecture, Optimization Techniques, and Performance Gains

The PaddlePaddle Neural Network Compiler (CINN) combines a PIR‑based frontend that performs graph‑level optimizations such as constant folding, dead‑code elimination and operator fusion with a backend that applies schedule transformations and auto‑tuning, delivering up to 4× faster RMSNorm kernels and 30‑60% overall speed‑ups for generative AI and scientific‑computing workloads.

CINNGPUNeural Network Compiler
0 likes · 18 min read
PaddlePaddle Neural Network Compiler (CINN): Architecture, Optimization Techniques, and Performance Gains
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.

AICOO FormatCSR Format
0 likes · 22 min read
Sparse Tensor Basics in PaddlePaddle
Baidu Tech Salon
Baidu Tech Salon
Jul 23, 2024 · Artificial Intelligence

Linear Algebra Fundamentals and PaddlePaddle Applications

The article reviews core linear algebra concepts—vectors, matrices, eigenvalues, and transformations—and demonstrates how PaddlePaddle’s paddle.linalg API enables practical tasks such as least‑squares regression, image compression via SVD, PCA‑based dimensionality reduction, and broader machine‑learning, graphics, cryptography, and optimization applications.

PCAPaddlePaddleSVD
0 likes · 10 min read
Linear Algebra Fundamentals and PaddlePaddle Applications
Baidu Geek Talk
Baidu Geek Talk
Jul 17, 2024 · Artificial Intelligence

Tensor Indexing in PaddlePaddle: Concepts, Operations, and Practical Examples

This article explains PaddlePaddle tensor indexing, covering basic slicing, integer and boolean advanced indexing, ellipsis and newaxis usage, assignment in dynamic and static graphs, automatic gradient propagation, and demonstrates practical applications such as semantic segmentation, object detection, and NLP sequence masking.

Advanced IndexingData ProcessingGradient Propagation
0 likes · 25 min read
Tensor Indexing in PaddlePaddle: Concepts, Operations, and Practical Examples
Baidu Tech Salon
Baidu Tech Salon
Jul 3, 2024 · Artificial Intelligence

2024 China College Students AI Innovation Competition Kicks Off

The 2024 China College Students AI Innovation Competition, now in its sixth year and recognized as a national university contest, has opened for global students to create AI large‑model applications using Baidu’s PaddlePaddle, Wenxin and the zero‑code PaddleX pipeline, with a training camp and an August 15 registration deadline.

AI InnovationAI competitionPaddlePaddle
0 likes · 7 min read
2024 China College Students AI Innovation Competition Kicks Off
Baidu Tech Salon
Baidu Tech Salon
Jun 11, 2024 · Artificial Intelligence

Three Professional AI Assistants in the PaddlePaddle Star River Community: Legal Consultation, Bid Document Generation, and Business Plan Generation

The PaddlePaddle Star River community showcases three AI assistants—a legal consultant that accesses millions of regulations, a bid‑document generator that automates tender creation for surveying and design projects, and a business‑plan creator that produces full market and financial analyses—each offered as reference tools with usage cautions and an invitation for developers to build their own applications.

AIAI applicationsBid Generation
0 likes · 5 min read
Three Professional AI Assistants in the PaddlePaddle Star River Community: Legal Consultation, Bid Document Generation, and Business Plan Generation
Baidu Tech Salon
Baidu Tech Salon
Apr 27, 2024 · Artificial Intelligence

Baidu CTO Wang Haifeng Discusses Latest Advances in Large Models and the PaddlePaddle Platform at the 2024 Zhongguancun Forum

At the 2024 Zhongguancun Forum, Baidu CTO Wang Haifeng highlighted the rapid growth of the Wenxin large model—now serving over 200 million daily calls and 85 k customers—while unveiling agent‑based AI breakthroughs, a code‑assistant, and the PaddlePaddle platform’s five‑fold training speed gains that now power millions of developers and enterprises.

AI agentsArtificial IntelligenceBaidu
0 likes · 4 min read
Baidu CTO Wang Haifeng Discusses Latest Advances in Large Models and the PaddlePaddle Platform at the 2024 Zhongguancun Forum
Baidu Tech Salon
Baidu Tech Salon
Jul 21, 2023 · Artificial Intelligence

IDC Report: Baidu Wenxin Large Model Leads AI Evaluation with 7 Full Scores

IDC’s 2023 AI Large Model Technology Capability Assessment names Baidu’s Wenxin (ERNIE) series as the overall leader, earning seven full scores across twelve dimensions—including the sole perfect score for algorithm model—thanks to its four‑layer stack, knowledge‑enhanced core, PaddlePaddle platform, and extensive industry deployments with over 150,000 enterprises.

AI Large ModelsBaiduERNIE
0 likes · 6 min read
IDC Report: Baidu Wenxin Large Model Leads AI Evaluation with 7 Full Scores
Baidu Geek Talk
Baidu Geek Talk
May 10, 2023 · Artificial Intelligence

Baidu's AI Infrastructure for Large-Scale LLM Training: Architecture, Challenges, and Optimization

Baidu’s AI infrastructure combines a massive InfiniBand‑linked GPU cluster, Kunlun chips, the PaddlePaddle framework, and the Wenxin model suite with 4D hybrid parallelism, elastic fault tolerance, and a two‑stage training pipeline to overcome computation, memory, and communication walls, delivering world‑leading MLPerf performance for large‑scale LLMs.

AI infrastructureGPU ClusterInfiniBand
0 likes · 15 min read
Baidu's AI Infrastructure for Large-Scale LLM Training: Architecture, Challenges, and Optimization
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
DataFunSummit
DataFunSummit
Apr 9, 2023 · Artificial Intelligence

PGLBox: An Industrial-Scale GPU‑Accelerated Graph Learning Framework

This article introduces the development trends of graph learning frameworks, explains GPU acceleration techniques such as UVA and multi‑GPU pipelines, details the design of the PaddlePaddle Graph Learning (PGL) framework and its large‑scale engine PGLBox, and demonstrates how these technologies enable industrial‑grade graph representation learning with billions of nodes and edges.

GPU AccelerationGraph Neural NetworksMessage Passing
0 likes · 18 min read
PGLBox: An Industrial-Scale GPU‑Accelerated Graph Learning Framework
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 ProcessingPaddlePaddle
0 likes · 16 min read
PaddlePaddle 2.4 Release: New Sparse, Graph, and Audio APIs
DataFunTalk
DataFunTalk
Oct 15, 2022 · Artificial Intelligence

AutoDL: Automated and Interpretable Deep Learning – Research Highlights from Baidu Big Data Lab

This article reviews Baidu Big Data Lab's recent advances in automated deep learning (AutoDL), covering its research breakthroughs, integration with PaddlePaddle/PaddleHub, industrial deployments, transfer learning innovations, and future directions for AI automation and interpretability.

AI AutomationAutoDLNeural Architecture Search
0 likes · 19 min read
AutoDL: Automated and Interpretable Deep Learning – Research Highlights from Baidu Big Data Lab
Baidu Tech Salon
Baidu Tech Salon
Sep 2, 2022 · Artificial Intelligence

WAIC 2022: AI Open Source and Industrial Intelligence Summit Highlights China's AI Ecosystem Development

At the WAIC 2022 AI Open Source and Industrial Intelligence Summit in Shanghai, Baidu’s CTO outlined a TSMC‑like model for large‑scale AI, academicians highlighted intelligent vehicle connectivity and open‑source leadership, a new deep‑learning transformation base was unveiled, and PaddlePaddle’s 4.77 million developers underscored China’s rapidly expanding AI ecosystem across industry.

Artificial IntelligenceBaiduChina AI Ecosystem
0 likes · 6 min read
WAIC 2022: AI Open Source and Industrial Intelligence Summit Highlights China's AI Ecosystem Development
Baidu Tech Salon
Baidu Tech Salon
Jul 28, 2022 · Artificial Intelligence

2022 Deep Learning Platform Development Report Released at Global Digital Economy Conference

At the Global Digital Economy Conference, the China Academy of Information and Communications Technology and the National Engineering Research Center released the 2022 Deep Learning Platform Development Report, which identifies Baidu’s PaddlePaddle as China’s leading deep‑learning framework and empowerment platform, boasting millions of developers, surpassing TensorFlow and PyTorch, and foreseeing a decade of industry‑wide intelligent upgrades.

Artificial IntelligenceChina AI IndustryPaddlePaddle
0 likes · 4 min read
2022 Deep Learning Platform Development Report Released at Global Digital Economy Conference
Baidu Tech Salon
Baidu Tech Salon
Jul 4, 2022 · Artificial Intelligence

Kunlun Chip XPU Architecture, Software Stack, and Programming Model Overview

Kunlun Chip’s XPU‑R architecture combines high‑performance SDNN and Cluster compute units, 512 GB/s GDDR6 memory, and PCIe 4.0 interconnect, supported by an LLVM‑based software stack, CUDA‑like programming model, and seamless PaddlePaddle integration, enabling efficient AI training and inference with significant cost and performance gains.

AI chipHardware ArchitecturePaddlePaddle
0 likes · 16 min read
Kunlun Chip XPU Architecture, Software Stack, and Programming Model Overview