Flower Examples Documentation

Welcome to Flower Examples’ documentation. Flower is a friendly federated learning framework.

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Quickstart Examples

Flower Quickstart Examples are a collection of demo projects that show how you can use Flower in combination with other existing frameworks or technologies.

Title	Framework	Dataset	Tags
Flower Clients in C++ (under development)	C++	Synthetic	quickstart, linear regression, tabular
Flower Example using fastai	fastai	MNIST	quickstart, vision
Federated HuggingFace Transformers using Flower and PyTorch	transformers	IMDB	quickstart, llm, nlp, sentiment
JAX: From Centralized To Federated	JAX	Synthetic	quickstart, linear regression
Flower Example using TensorFlow/Keras + MLCube	mlcube, tensorflow, Keras	MNIST	quickstart, vision, deployment
Federated Learning with MLX and Flower (Quickstart Example)	MLX	MNIST	quickstart, vision
Flower Example using MONAI	MONAI	MedNIST	quickstart, medical, vision
Flower Example using Pandas	pandas	Iris	quickstart, tabular, federated analytics
Flower Example using PyTorch	torch, torchvision	CIFAR-10	quickstart, vision, fds
Flower Example using PyTorch Lightning	lightning	MNIST	quickstart, vision, fds
Flower Example using scikit-learn	scikit-learn	Iris	quickstart, tabular, fds
Flower TabNet Example using TensorFlow	tabnet	Iris	quickstart, tabular
Flower Example using TensorFlow/Keras	tensorflow	CIFAR-10	quickstart, vision, fds
Flower Example using XGBoost	xgboost	HIGGS	quickstart, classification, tabular

Advanced Examples

Advanced Examples are mostly for users that are both familiar with Federated Learning but also somewhat familiar with Flower’s main features.

Title	Framework	Dataset	Tags
Advanced Flower Example (PyTorch)	torch, torchvision	CIFAR-10	advanced, vision, fds
Advanced Flower Example (TensorFlow/Keras)	tensorflow, Keras	CIFAR-10	advanced, vision, fds
Flower Authentication with PyTorch 🧪	torch, torchvision	CIFAR-10	advanced, vision, fds
Vertical Federated Learning example	torch, pandas, scikit-learn	Titanic	vertical, tabular, advanced
Flower Example using XGBoost (Comprehensive)	xgboost	HIGGS	advanced, classification, tabular

Other Examples

Flower Examples are a collection of example projects written with Flower that explore different domains and features. You can check which examples already exist and/or contribute your own example.

Title	Framework	Dataset	Tags
Flower Android Example (TensorFlowLite)	Android, Java, TensorFlowLite	CIFAR-10	mobile, vision, sdk
Flower Android Client Example with Kotlin and TensorFlow Lite 2022	Android, Kotlin, TensorFlowLite	CIFAR-10	mobile, vision, sdk
Flower App (PyTorch) 🧪	torch, torchvision	CIFAR-10	basic, vision, fds
Secure aggregation with Flower (the SecAgg+ protocol) 🧪	numpy		basic, vision, fds
Flower Example using Custom Metrics	tensorflow	CIFAR-10	basic, vision, fds
Using custom mods 🧪	wandb, tensorboard	CIFAR-10	mods, monitoring, app
Federated Learning on Embedded Devices with Flower	torch, tensorflow	CIFAR-10, MNIST	basic, vision, fds
Flower Example using KaplanMeierFitter	lifelines	Waltons	estimator, medical
Example of Flower App with DP and SA	torch, torchvision	MNIST	basic, vision, fds
Flower Example on Adult Census Income Tabular Dataset	scikit-learn, torch	Adult Census Income	basic, tabular, fds
30-minute tutorial running Flower simulation with PyTorch	torch	CIFAR-10	colab, vision, simulation
Flower Simulation Step-by-Step	torch	MNIST	basic, vision, simulation
Leveraging Flower and Docker for Device Heterogeneity Management in Federated Learning	Docker, tensorflow	CIFAR-10	deployment, vision, tutorial
FLiOS - A Flower SDK for iOS Devices with Example	Swift	MNIST	mobile, vision, sdk
LLM FlowerTune: Federated LLM Fine-tuning with Flower	PEFT, torch	Alpaca-GPT4	llm, nlp, LLama2
Training with Sample-Level Differential Privacy using Opacus Privacy Engine	opacus, torch	CIFAR-10	dp, security, fds
Flower Example for Federated Variational Autoencoder using Pytorch	torch, torchvision	CIFAR-10	basic, vision, fds
PyTorch: From Centralized To Federated	torch	CIFAR-10	basic, vision, fds
Flower Simulation example using PyTorch	torch, torchvision	MNIST	basic, vision, fds, simulation
Flower Simulation example using TensorFlow/Keras	tensorflow, Keras	MNIST	basic, vision, fds, simulation
Flower Logistic Regression Example using scikit-learn	scikit-learn	MNIST	basic, vision, logistic regression, fds
Training with Sample-Level Differential Privacy using TensorFlow-Privacy Engine	tensorflow	MNIST	basic, vision, fds, privacy, dp
Federated finetuning of a ViT	torch, torchvision	Oxford Flower-102	finetuneing, vision, fds
On-device Federated Finetuning for Speech Classification	transformers, whisper	SpeechCommands	finetuning, speech, transformers