Tech riderRev. 23 Sept 2026
PaddlePaddle
- 1Runs onAPI, Linux, Mac, self-hosted, Windows
- 2CostsNot stated by the maker
- 3Training modelocal
- 4Deployment targetsmultiple
- 5GPU accelerationYes
- 6Distributed trainingYes
- 7Supported languagesPython
6 lines stated Written from the maker's own pages: paddlepaddle.org.cn
Overview
PaddlePaddle is ranked #17 of 36 in deep learning software on Specifiction. It runs on API, Linux, macOS, Self-hosted, Windows.
Compared on deep learning software
- Free plan
- Yespaddlepaddle.org.cn
- Training mode
- localpaddlepaddle.org.cn
- Deployment targets
- multiplepaddlepaddle.org.cn
- GPU acceleration
- Yespaddlepaddle.org.cn
- Distributed training
- Yespaddlepaddle.org.cn
- Supported languages
- Pythonpaddlepaddle.org.cn
Facts
- Purpose
- PaddlePaddle describes itself as an efficient, flexible, extensible deep learning framework intended to make deep learning innovation and application easier.paddlepaddle.org.cn · 3 Oct 2026
- Training and inference
- Its APIs cover tensor operations, neural networks, optimizers, model training, and inference.paddlepaddle.org.cn · 3 Oct 2026
- Graph modes
- The framework supports dynamic graphs and static graphs, including APIs to convert dynamic graphs to static graphs.paddlepaddle.org.cn · 3 Oct 2026
- Mixed precision
- Its automatic mixed precision API can select FP16 or FP32 for different operators during training.paddlepaddle.org.cn · 3 Oct 2026
- Integrations
- Paddle Inference documents integrations with TensorRT, cuDNN, oneDNN, and Paddle Lite.paddlepaddle.org.cn · 3 Oct 2026
- Installation
- The installation guide offers pip installation for Linux, macOS, and Windows, with CPU and GPU versions where supported.paddlepaddle.org.cn · 3 Oct 2026
- Self hosting
- The framework can be compiled from source on Linux, and its documentation recommends Docker as a simpler compilation environment.paddlepaddle.org.cn · 3 Oct 2026
- Hardware requirements
- The Linux source build guide specifies 64-bit Linux and Python 3.9 through 3.13, and recommends NVIDIA GPU support when the listed CUDA and hardware conditions are met.paddlepaddle.org.cn · 3 Oct 2026
- Limits
- The Windows source build guide says distributed training and NCCL are not supported on Windows and its GPU build supports only one GPU.paddlepaddle.org.cn · 3 Oct 2026
- Intended users
- The documentation recommends pip installation for users who only need to use PaddlePaddle and source compilation for developers who need to develop the framework.paddlepaddle.org.cn · 3 Oct 2026
- Maker
- The project’s official GitHub repository identifies PaddlePaddle as its core framework; Baidu’s investor FAQ lists its headquarters as Beijing and says it was incorporated in 2000.github.com · 3 Oct 2026
- Product
- PaddlePaddle is an efficient, flexible, and extensible deep learning framework.paddlepaddle.org.cn · 4 Oct 2026
- Model development
- Its guides cover model development and additional uses for model development.paddlepaddle.org.cn · 4 Oct 2026
- Inference and deployment
- The guides describe using trained models for inference and deployment.paddlepaddle.org.cn · 4 Oct 2026
- Model conversion
- The guides include converting models to PaddlePaddle.paddlepaddle.org.cn · 4 Oct 2026
- Operating systems
- The current installation guide lists Windows 10/11, Ubuntu 20.04/22.04/24.04, AlmaLinux 8, and macOS 12.x through 15.x.paddlepaddle.org.cn · 4 Oct 2026
- Hardware limits
- The installation guide specifies 64-bit x86_64 processors and says PaddlePaddle currently does not support arm64.paddlepaddle.org.cn · 4 Oct 2026
- Python support
- The installation guide lists Python 3.9 through 3.13 and pip 20.2.2 or later.paddlepaddle.org.cn · 4 Oct 2026
- CPU and GPU packages
- The guide provides separate pip installation commands for CPU and GPU packages.paddlepaddle.org.cn · 4 Oct 2026
- GPU support
- The package appendix lists NVIDIA GPU architectures through Blackwell and CUDA package options through CUDA 13.0.paddlepaddle.org.cn · 4 Oct 2026
- APIs
- The API reference describes tensor operations such as matrix multiplication, concatenation, addition, and argmax.paddlepaddle.org.cn · 4 Oct 2026
- Ecosystem
- The official site lists PaddleHub, PARL, ERNIE, AI Studio, EasyDL, and EasyEdge among its tools and platforms.paddlepaddle.org.cn · 4 Oct 2026
- Support resources
- The official guides link to GitHub and release notes for framework details and version features.paddlepaddle.org.cn · 4 Oct 2026
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Where it ranks on Specifiction
- Best Deep Learning Software in 2026#17 of 36
Is PaddlePaddle yours?
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Sources
- paddlepaddle.org.cn/documentation/docs/en/api/index_en.html· checked 3 Oct 2026
- paddlepaddle.org.cn/documentation/docs/en/guides/performanc· checked 3 Oct 2026
- paddlepaddle.org.cn/lite/v2.11/guides/install/requirements.· checked 3 Oct 2026
- paddlepaddle.org.cn/documentation/docs/en/install/pip/fromp· checked 3 Oct 2026
- paddlepaddle.org.cn/documentation/docs/en/install/compile/l· checked 3 Oct 2026
- paddlepaddle.org.cn/documentation/docs/en/3.0/install/compi· checked 3 Oct 2026
- paddlepaddle.org.cn/documentation/docs/en/2.4/install/index· checked 3 Oct 2026
- github.com/PaddlePaddle/Paddle· checked 3 Oct 2026
- paddlepaddle.org.cn/documentation/docs/en/guides/index_en.h· checked 4 Oct 2026
- paddlepaddle.org.cn/documentation/docs/en/install/index_en.· checked 4 Oct 2026
- paddlepaddle.org.cn/documentation/docs/zh/install/Tables_en· checked 4 Oct 2026
- paddlepaddle.org.cn/en· checked 4 Oct 2026