From 1b8a5c704da1b593e918b37abe80b1ae1dbd88a1 Mon Sep 17 00:00:00 2001 From: jafermarq Date: Fri, 20 Sep 2024 21:07:21 +0100 Subject: [PATCH] init --- examples/advanced-tensorflow/.gitignore | 3 + examples/advanced-tensorflow/README.md | 109 ++++++++------- .../_static/fmnist_50_lda.png | Bin 0 -> 33801 bytes .../_static/wandb_plots.png | Bin 0 -> 251711 bytes examples/advanced-tensorflow/client.py | 131 ------------------ examples/advanced-tensorflow/pyproject.toml | 55 ++++++-- examples/advanced-tensorflow/requirements.txt | 4 - examples/advanced-tensorflow/run.sh | 18 --- examples/advanced-tensorflow/server.py | 90 ------------ .../tensorflow_example/__init__.py | 0 .../tensorflow_example/client_app.py | 128 +++++++++++++++++ .../tensorflow_example/server_app.py | 84 +++++++++++ .../tensorflow_example/strategy.py | 118 ++++++++++++++++ .../tensorflow_example/task.py | 85 ++++++++++++ 14 files changed, 522 insertions(+), 303 deletions(-) create mode 100644 examples/advanced-tensorflow/.gitignore create mode 100644 examples/advanced-tensorflow/_static/fmnist_50_lda.png create mode 100644 examples/advanced-tensorflow/_static/wandb_plots.png delete mode 100644 examples/advanced-tensorflow/client.py delete mode 100644 examples/advanced-tensorflow/requirements.txt delete mode 100755 examples/advanced-tensorflow/run.sh delete mode 100644 examples/advanced-tensorflow/server.py create mode 100644 examples/advanced-tensorflow/tensorflow_example/__init__.py create mode 100644 examples/advanced-tensorflow/tensorflow_example/client_app.py create mode 100644 examples/advanced-tensorflow/tensorflow_example/server_app.py create mode 100644 examples/advanced-tensorflow/tensorflow_example/strategy.py create mode 100644 examples/advanced-tensorflow/tensorflow_example/task.py diff --git a/examples/advanced-tensorflow/.gitignore b/examples/advanced-tensorflow/.gitignore new file mode 100644 index 000000000000..f70a08a85cd7 --- /dev/null +++ b/examples/advanced-tensorflow/.gitignore @@ -0,0 +1,3 @@ +wandb/ +outputs/ + diff --git a/examples/advanced-tensorflow/README.md b/examples/advanced-tensorflow/README.md index 375c539d13dd..883f23834672 100644 --- a/examples/advanced-tensorflow/README.md +++ b/examples/advanced-tensorflow/README.md @@ -1,79 +1,94 @@ --- -tags: [advanced, vision, fds] -dataset: [CIFAR-10] -framework: [tensorflow, Keras] +tags: [advanced, vision, fds, wandb] +dataset: [Fashion-MNIST] +framework: [keras, tensorflow] --- -# Advanced Flower Example (TensorFlow/Keras) +# Federated Learning with TensorFlow/Keras and Flower (Advanced Example) -This example demonstrates an advanced federated learning setup using Flower with TensorFlow/Keras. This example uses [Flower Datasets](https://flower.ai/docs/datasets/) and it differs from the quickstart example in the following ways: +> \[!TIP\] +> This example shows intermediate and advanced functionality of Flower. It you are new to Flower, it is recommended to start from the [quickstart-tensorflow](https://github.com/adap/flower/tree/main/examples/quickstart-tensorflow) example or the [quickstart TensorFlow tutorial](https://flower.ai/docs/framework/tutorial-quickstart-tensorflow.html). -- 10 clients (instead of just 2) -- Each client holds a local dataset of 1/10 of the train datasets and 80% is training examples and 20% as test examples (note that by default only a small subset of this data is used when running the `run.sh` script) -- Server-side model evaluation after parameter aggregation -- Hyperparameter schedule using config functions -- Custom return values -- Server-side parameter initialization +This example shows how to extend your `ClientApp` and `ServerApp` capabilities compared to what's shown in the [`quickstart-tensorflow`](https://github.com/adap/flower/tree/main/examples/quickstart-tensorflow) example. In particular, it will show how the `ClientApp`'s state (and object of type [RecordSet](https://flower.ai/docs/framework/ref-api/flwr.common.RecordSet.html)) can be used to enable stateful clients, facilitating the design of personalized federated learning strategies, among others. The `ServerApp` in this example makes use of a custom strategy derived from the built-in [FedAvg](https://flower.ai/docs/framework/ref-api/flwr.server.strategy.FedAvg.html). In addition, it will also showcase how to: -## Project Setup +1. Save model checkpoints +2. Save the metrics available at the strategy (e.g. accuracies, losses) +3. Log training artefacts to [Weights & Biases](https://wandb.ai/site) +4. Implement a simple decaying learning rate schedule across rounds -Start by cloning the example project. We prepared a single-line command that you can copy into your shell which will checkout the example for you: +The structure of this directory is as follows: ```shell -git clone --depth=1 https://github.com/adap/flower.git && mv flower/examples/advanced-tensorflow . && rm -rf flower && cd advanced-tensorflow +advanced-tensorflow +├── tensorflow_example +│ ├── __init__.py +│ ├── client_app.py # Defines your ClientApp +│ ├── server_app.py # Defines your ServerApp +│ ├── strategy.py # Defines a custom strategy +│ └── task.py # Defines your model, training and data loading +├── pyproject.toml # Project metadata like dependencies and configs +└── README.md ``` -This will create a new directory called `advanced-tensorflow` containing the following files: +> \[!NOTE\] +> By default this example will log metrics to Weights & Biases. For this, you need to ensure that your system has logged in. Often it's as simple as executing `wandb login` on the terminal after installing `wandb`. Please, refer to this [quickstart guide](https://docs.wandb.ai/quickstart#2-log-in-to-wb) for more information. -```shell --- pyproject.toml --- requirements.txt --- client.py --- server.py --- README.md --- run.sh -``` +This examples uses [Flower Datasets](https://flower.ai/docs/datasets/) with the [Dirichlet Partitioner](https://flower.ai/docs/datasets/ref-api/flwr_datasets.partitioner.DirichletPartitioner.html#flwr_datasets.partitioner.DirichletPartitioner) to partition the [Fashion-MNIST](https://huggingface.co/datasets/zalando-datasets/fashion_mnist) dataset in a non-IID fashion into 50 partitions. -### Installing Dependencies +![](_static/fmnist_50_lda.png) -Project dependencies (such as `tensorflow` and `flwr`) are defined in `pyproject.toml` and `requirements.txt`. We recommend [Poetry](https://python-poetry.org/docs/) to install those dependencies and manage your virtual environment ([Poetry installation](https://python-poetry.org/docs/#installation)) or [pip](https://pip.pypa.io/en/latest/development/), but feel free to use a different way of installing dependencies and managing virtual environments if you have other preferences. +> \[!TIP\] +> You can use Flower Datasets [built-in visualization tools](https://flower.ai/docs/datasets/tutorial-visualize-label-distribution.html) to easily generate plots like the one above. -#### Poetry +### Install dependencies and project -```shell -poetry install -poetry shell +Install the dependencies defined in `pyproject.toml` as well as the `pytorch_example` package. Note that if you want to make use of the GPU, you'll need to install additional packages as described in the [Install Tensorflow](https://www.tensorflow.org/install/pip#linux) documentation. + +```bash +pip install -e . ``` -Poetry will install all your dependencies in a newly created virtual environment. To verify that everything works correctly you can run the following command: +## Run the project -```shell -poetry run python3 -c "import flwr" -``` +You can run your Flower project in both _simulation_ and _deployment_ mode without making changes to the code. If you are starting with Flower, we recommend you using the _simulation_ mode as it requires fewer components to be launched manually. By default, `flwr run` will make use of the Simulation Engine. -If you don't see any errors you're good to go! +When you run the project, the strategy will create a directory structure in the form of `outputs/date/time` and store two `JSON` files: `config.json` containing the `run-config` that the `ServerApp` receives; and `results.json` containing the results (accuracies, losses) that are generated at the strategy. -#### pip +By default, the metrics: {`centralized_accuracy`, `centralized_loss`, `federated_evaluate_accuracy`, `federated_evaluate_loss`} will be logged to Weights & Biases (they are also stored to the `results.json` previously mentioned). Upon executing `flwr run` you'll see a URL linking to your Weight&Biases dashboard wher you can see the metrics. -Write the command below in your terminal to install the dependencies according to the configuration file requirements.txt. +![](_static/wandb_plots.png) -```shell -pip install -r requirements.txt +### Run with the Simulation Engine + +With default parameters, 25% of the total 50 nodes (see `num-supernodes` in `pyproject.toml`) will be sampled for `fit` and 50% for an `evaluate` round. By default `ClientApp` objects will run on CPU. + +> \[!TIP\] +> To run your `ClientApps` on GPU or to adjust the degree or parallelism of your simulation, edit the `[tool.flwr.federations.local-simulation]` section in the `pyproject.tom`. + +```bash +flwr run . + +# To disable W&B +flwr run . --run-config use-wandb=false ``` -## Run Federated Learning with TensorFlow/Keras and Flower +> \[!WARNING\] +> By default TensorFlow process that use GPU will try to pre-allocate the entiery available VRAM. This is undesirable for simulations where we want the GPU to be shared among several `ClientApp` instances. Enable the [GPU memory growth](https://www.tensorflow.org/guide/gpu#limiting_gpu_memory_growth) by setting the `TF_FORCE_GPU_ALLOW_GROWTH` environment variable to ensure processes only make use of the VRAM they need. -The included `run.sh` will call a script to generate certificates (which will be used by server and clients), start the Flower server (using `server.py`), sleep for 10 seconds to ensure the server is up, and then start 10 Flower clients (using `client.py`). You can simply start everything in a terminal as follows: +You can run the app using another federation (see `pyproject.toml`). For example, if you have a GPU available, select the `local-sim-gpu` federation: -```shell -# Once you have activated your environment -./run.sh +```bash +export TF_FORCE_GPU_ALLOW_GROWTH="true" +flwr run . local-sim-gpu ``` -The `run.sh` script starts processes in the background so that you don't have to open eleven terminal windows. If you experiment with the code example and something goes wrong, simply using `CTRL + C` on Linux (or `CMD + C` on macOS) wouldn't normally kill all these processes, which is why the script ends with `trap "trap - SIGTERM && kill -- -$$" SIGINT SIGTERM EXIT` and `wait`. This simply allows you to stop the experiment using `CTRL + C` (or `CMD + C`). If you change the script and anything goes wrong you can still use `killall python` (or `killall python3`) to kill all background processes (or a more specific command if you have other Python processes running that you don't want to kill). +You can also override some of the settings for your `ClientApp` and `ServerApp` defined in `pyproject.toml`. For example: -By default `run.sh` uses only a subset of the data. To use the full data, remove the `--toy` argument or set it to False. +```bash +flwr run . --run-config "num-server-rounds=5 fraction-fit=0.5" +``` -## Important / Warning +### Run with the Deployment Engine -The approach used to generate SSL certificates can serve as an inspiration and starting point, but it should not be considered as viable for production environments. Please refer to other sources regarding the issue of correctly generating certificates for production environments. +> \[!NOTE\] +> An update to this example will show how to run this Flower application with the Deployment Engine and TLS certificates, or with Docker. diff --git a/examples/advanced-tensorflow/_static/fmnist_50_lda.png b/examples/advanced-tensorflow/_static/fmnist_50_lda.png new file mode 100644 index 0000000000000000000000000000000000000000..9dfedc59a3de86c3670f0a6ab1175dcef15fd04c GIT binary patch literal 33801 zcmbTe2RzsBzd!u8Wy_3=NC{a{Dp?7kK~^Fw6_rs$WrnPfN=cinkE~K8AtR-QXv)?g ztH?;)&x_7E|NB1Y|9{-~-Q)3noZl%v<9c7$>-Ai(D|-7@LryjkHj1J+Hyi1jQxroe zMbSmGGUIR5_O6b?|5@v^$;M}g=UyK_r^Bw)7AGICgPuMI-JB(lx*k5_=IOCYQA2T+ zg5-W5AFm_pl#~wr=MN})9^R)^_r+!hUSxrn(as|j#qC7?qs!9Hbfc)Sqnq`0E&Q(x zeD<^3@orXo*jjkOiF%6+hUFS&SF&UWOWnmRW%JCv?&n$YZjZIKzFK5eYnA&k;qJ%M z?aifz-X=*gMFI`9s3_H;A@1N-PwDVQMw0noyAvbZPHcPibhA<0_>~iR`aFzu`g4D7 z@fKOw(@D+!p=ol^M@NxAYOG;8^MA)#C3$AGS8$vngrMvK*SJ 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CifarClient(fl.client.NumPyClient): - def __init__(self, model, x_train, y_train, x_test, y_test): - self.model = model - self.x_train, self.y_train = x_train, y_train - self.x_test, self.y_test = x_test, y_test - - def get_properties(self, config): - """Get properties of client.""" - raise Exception("Not implemented") - - def get_parameters(self, config): - """Get parameters of the local model.""" - raise Exception("Not implemented (server-side parameter initialization)") - - def fit(self, parameters, config): - """Train parameters on the locally held training set.""" - - # Update local model parameters - self.model.set_weights(parameters) - - # Get hyperparameters for this round - batch_size: int = config["batch_size"] - epochs: int = config["local_epochs"] - - # Train the model using hyperparameters from config - history = self.model.fit( - self.x_train, - self.y_train, - batch_size, - epochs, - validation_split=0.1, - ) - - # Return updated model parameters and results - parameters_prime = self.model.get_weights() - num_examples_train = len(self.x_train) - results = { - "loss": history.history["loss"][0], - "accuracy": history.history["accuracy"][0], - "val_loss": history.history["val_loss"][0], - "val_accuracy": history.history["val_accuracy"][0], - } - return parameters_prime, num_examples_train, results - - def evaluate(self, parameters, config): - """Evaluate parameters on the locally held test set.""" - - # Update local model with global parameters - self.model.set_weights(parameters) - - # Get config values - steps: int = config["val_steps"] - - # Evaluate global model parameters on the local test data and return results - loss, accuracy = self.model.evaluate(self.x_test, self.y_test, 32, steps=steps) - num_examples_test = len(self.x_test) - return loss, num_examples_test, {"accuracy": accuracy} - - -def main() -> None: - # Parse command line argument `partition` - parser = argparse.ArgumentParser(description="Flower") - parser.add_argument( - "--client-id", - type=int, - default=0, - choices=range(0, 10), - required=True, - help="Specifies the artificial data partition of CIFAR10 to be used. " - "Picks partition 0 by default", - ) - parser.add_argument( - "--toy", - action="store_true", - help="Set to true to quicky run the client using only 10 datasamples. " - "Useful for testing purposes. Default: False", - ) - args = parser.parse_args() - - # Load and compile Keras model - model = tf.keras.applications.EfficientNetB0( - input_shape=(32, 32, 3), weights=None, classes=10 - ) - model.compile("adam", "sparse_categorical_crossentropy", metrics=["accuracy"]) - - # Load a subset of CIFAR-10 to simulate the local data partition - x_train, y_train, x_test, y_test = load_partition(args.client_id) - - if args.toy: - x_train, y_train = x_train[:10], y_train[:10] - x_test, y_test = x_test[:10], y_test[:10] - - # Start Flower client - client = CifarClient(model, x_train, y_train, x_test, y_test).to_client() - - fl.client.start_client( - server_address="127.0.0.1:8080", - client=client, - root_certificates=Path(".cache/certificates/ca.crt").read_bytes(), - ) - - -def load_partition(idx: int): - """Load 1/10th of the training and test data to simulate a partition.""" - # Download and partition dataset - fds = FederatedDataset(dataset="cifar10", partitioners={"train": 10}) - partition = fds.load_partition(idx) - partition.set_format("numpy") - - # Divide data on each node: 80% train, 20% test - partition = partition.train_test_split(test_size=0.2, seed=42) - x_train, y_train = partition["train"]["img"] / 255.0, partition["train"]["label"] - x_test, y_test = partition["test"]["img"] / 255.0, partition["test"]["label"] - return x_train, y_train, x_test, y_test - - -if __name__ == "__main__": - main() diff --git a/examples/advanced-tensorflow/pyproject.toml b/examples/advanced-tensorflow/pyproject.toml index 9fc623a0f3ec..4b0426751990 100644 --- a/examples/advanced-tensorflow/pyproject.toml +++ b/examples/advanced-tensorflow/pyproject.toml @@ -1,16 +1,45 @@ [build-system] -requires = ["poetry-core>=1.4.0"] -build-backend = "poetry.core.masonry.api" +requires = ["hatchling"] +build-backend = "hatchling.build" -[tool.poetry] -name = "advanced-tensorflow" -version = "0.1.0" -description = "Advanced Flower/TensorFlow Example" -authors = ["The Flower Authors "] +[project] +name = "tensorflow_fexample" +version = "1.0.0" +description = "Federated Learning with Tensorflow/Keras and Flower (Advanced Example)" +license = "Apache-2.0" +dependencies = [ + "flwr[simulation]>=1.10.0", + "flwr-datasets[vision]>=0.3.0", + "tensorflow-cpu>=2.9.1, != 2.11.1 ; platform_machine == \"x86_64\"", + "tensorflow-macos>=2.9.1, != 2.11.1 ; sys_platform == \"darwin\" and platform_machine == \"arm64\"" +] +[tool.hatch.build.targets.wheel] +packages = ["."] -[tool.poetry.dependencies] -python = ">=3.9,<3.11" -flwr = ">=1.0,<2.0" -flwr-datasets = { extras = ["vision"], version = ">=0.0.2,<1.0.0" } -tensorflow-cpu = { version = ">=2.9.1,<2.11.1 || >2.11.1", markers = "platform_machine == \"x86_64\"" } -tensorflow-macos = { version = ">=2.9.1,<2.11.1 || >2.11.1", markers = "sys_platform == \"darwin\" and platform_machine == \"arm64\"" } +[tool.flwr.app] +publisher = "flwrlabs" + +[tool.flwr.app.components] +serverapp = "tensorflow_example.server_app:app" +clientapp = "tensorflow_example.client_app:app" + +[tool.flwr.app.config] +num-server-rounds = 5 +local-epochs = 1 +batch-size = 32 +fraction-fit = 0.25 +fraction-evaluate = 0.5 +use-wandb = true + +[tool.flwr.federations] +default = "local-sim" + +[tool.flwr.federations.local-sim] +options.num-supernodes = 50 +options.backend.client-resources.num-cpus = 2 # each ClientApp assumes to use 2CPUs +options.backend.client-resources.num-gpus = 0.0 # ratio of VRAM a ClientApp has access to + +[tool.flwr.federations.local-sim-gpu] +options.num-supernodes = 50 +options.backend.client-resources.num-cpus = 2 +options.backend.client-resources.num-gpus = 0.25 diff --git a/examples/advanced-tensorflow/requirements.txt b/examples/advanced-tensorflow/requirements.txt deleted file mode 100644 index 0cb5fe8c07af..000000000000 --- a/examples/advanced-tensorflow/requirements.txt +++ /dev/null @@ -1,4 +0,0 @@ -flwr>=1.0, <2.0 -flwr-datasets = { extras = ["vision"], version = ">=0.0.2,<1.0.0" } -tensorflow-cpu>=2.9.1, != 2.11.1 ; platform_machine == "x86_64" -tensorflow-macos>=2.9.1, != 2.11.1 ; sys_platform == "darwin" and platform_machine == "arm64" diff --git a/examples/advanced-tensorflow/run.sh b/examples/advanced-tensorflow/run.sh deleted file mode 100755 index 4acef1371571..000000000000 --- a/examples/advanced-tensorflow/run.sh +++ /dev/null @@ -1,18 +0,0 @@ -#!/bin/bash - -./certificates/generate.sh - -echo "Starting server" - -python server.py & -sleep 10 # Sleep for 10s to give the server enough time to start and download the dataset - -for i in $(seq 0 9); do - echo "Starting client $i" - python client.py --client-id=${i} --toy & -done - -# This will allow you to use CTRL+C to stop all background processes -trap "trap - SIGTERM && kill -- -$$" SIGINT SIGTERM -# Wait for all background processes to complete -wait diff --git a/examples/advanced-tensorflow/server.py b/examples/advanced-tensorflow/server.py deleted file mode 100644 index 8febdd57614d..000000000000 --- a/examples/advanced-tensorflow/server.py +++ /dev/null @@ -1,90 +0,0 @@ -from pathlib import Path -from typing import Dict, Optional, Tuple - -import flwr as fl -import tensorflow as tf -from flwr_datasets import FederatedDataset - - -def main() -> None: - # Load and compile model for - # 1. server-side parameter initialization - # 2. server-side parameter evaluation - model = tf.keras.applications.EfficientNetB0( - input_shape=(32, 32, 3), weights=None, classes=10 - ) - model.compile("adam", "sparse_categorical_crossentropy", metrics=["accuracy"]) - - # Create strategy - strategy = fl.server.strategy.FedAvg( - fraction_fit=0.3, - fraction_evaluate=0.2, - min_fit_clients=3, - min_evaluate_clients=2, - min_available_clients=10, - evaluate_fn=get_evaluate_fn(model), - on_fit_config_fn=fit_config, - on_evaluate_config_fn=evaluate_config, - initial_parameters=fl.common.ndarrays_to_parameters(model.get_weights()), - ) - - # Start Flower server (SSL-enabled) for four rounds of federated learning - fl.server.start_server( - server_address="0.0.0.0:8080", - config=fl.server.ServerConfig(num_rounds=4), - strategy=strategy, - certificates=( - Path(".cache/certificates/ca.crt").read_bytes(), - Path(".cache/certificates/server.pem").read_bytes(), - Path(".cache/certificates/server.key").read_bytes(), - ), - ) - - -def get_evaluate_fn(model): - """Return an evaluation function for server-side evaluation.""" - - # Load data here to avoid the overhead of doing it in `evaluate` itself - fds = FederatedDataset(dataset="cifar10", partitioners={"train": 10}) - test = fds.load_split("test") - test.set_format("numpy") - x_test, y_test = test["img"] / 255.0, test["label"] - - # The `evaluate` function will be called after every round - def evaluate( - server_round: int, - parameters: fl.common.NDArrays, - config: Dict[str, fl.common.Scalar], - ) -> Optional[Tuple[float, Dict[str, fl.common.Scalar]]]: - model.set_weights(parameters) # Update model with the latest parameters - loss, accuracy = model.evaluate(x_test, y_test) - return loss, {"accuracy": accuracy} - - return evaluate - - -def fit_config(server_round: int): - """Return training configuration dict for each round. - - Keep batch size fixed at 32, perform two rounds of training with one local epoch, - increase to two local epochs afterwards. - """ - config = { - "batch_size": 32, - "local_epochs": 1 if server_round < 2 else 2, - } - return config - - -def evaluate_config(server_round: int): - """Return evaluation configuration dict for each round. - - Perform five local evaluation steps on each client (i.e., use five batches) during - rounds one to three, then increase to ten local evaluation steps. - """ - val_steps = 5 if server_round < 4 else 10 - return {"val_steps": val_steps} - - -if __name__ == "__main__": - main() diff --git a/examples/advanced-tensorflow/tensorflow_example/__init__.py b/examples/advanced-tensorflow/tensorflow_example/__init__.py new file mode 100644 index 000000000000..e69de29bb2d1 diff --git a/examples/advanced-tensorflow/tensorflow_example/client_app.py b/examples/advanced-tensorflow/tensorflow_example/client_app.py new file mode 100644 index 000000000000..f137a7b398b4 --- /dev/null +++ b/examples/advanced-tensorflow/tensorflow_example/client_app.py @@ -0,0 +1,128 @@ +"""tensorflow-example: A Flower / Tensorflow app.""" + +import keras +from tensorflow_example.task import load_data, load_model + +from flwr.client import ClientApp, NumPyClient +from flwr.common import Context, ParametersRecord, RecordSet, array_from_numpy + + +# Define Flower Client and client_fn +class FlowerClient(NumPyClient): + """A simple client that showcases how to use the state. + + It implements a basic version of `personalization` by which + the classification layer of the CNN is stored locally and used + and updated during `fit()` and used during `evaluate()`. + """ + + def __init__(self, client_state: RecordSet, data, batch_size, local_epochs): + self.client_state = client_state + self.x_train, self.y_train, self.x_test, self.y_test = data + self.batch_size = batch_size + self.local_epochs = local_epochs + self.local_layer_name = "classification-head" + + def fit(self, parameters, config): + """Train model locally. + + The client stores in its context the parameters of the last layer in the model + (i.e. the classification head). The classifier is saved at the end of the + training and used the next time this client participates. + """ + + # Instantiate model + model = load_model(float(config["lr"])) + + # Apply weights from global models (the whole model is replaced) + model.set_weights(parameters) + + # Override weights in classification layer with those this client + # had at the end of the last fit() round it participated in + self._load_layer_weights_from_state(model) + + model.fit( + self.x_train, + self.y_train, + epochs=self.local_epochs, + batch_size=self.batch_size, + verbose=0, + ) + # Save classification head to context's state to use in a future fit() call + self._save_layer_weights_to_state(model) + + # Return locally-trained model and metrics + return ( + model.get_weights(), + len(self.x_train), + {}, + ) + + def _save_layer_weights_to_state(self, model): + """Save last layer weights to state.""" + state_dict_arrays = {} + # Get weights from the last layer + layer_name = "dense" + for variable in model.get_layer(layer_name).trainable_variables: + state_dict_arrays[f"{layer_name}.{variable.name}"] = array_from_numpy( + variable.numpy() + ) + + # Add to recordset (replace if already exists) + self.client_state.parameters_records[self.local_layer_name] = ParametersRecord( + state_dict_arrays + ) + + def _load_layer_weights_from_state(self, model): + """Load last layer weights to state.""" + if self.local_layer_name not in self.client_state.parameters_records: + return + + param_records = self.client_state.parameters_records + list_weights = [] + for v in param_records[self.local_layer_name].values(): + list_weights.append(v.numpy()) + + # Apply weights + model.get_layer("dense").set_weights(list_weights) + + def evaluate(self, parameters, config): + """Evaluate the global model on the local validation set. + + Note the classification head is replaced with the weights this client had the + last time it trained the model. + """ + # Instantiate model + model = load_model() + # Apply global model weights received + model.set_weights(parameters) + # Override weights in classification layer with those this client + # had at the end of the last fit() round it participated in + self._load_layer_weights_from_state(model) + loss, accuracy = model.evaluate(self.x_test, self.y_test, verbose=0) + return loss, len(self.x_test), {"accuracy": accuracy} + + +def client_fn(context: Context): + + # Ensure a new session is started + keras.backend.clear_session() + # Load config and dataset of this ClientApp + partition_id = context.node_config["partition-id"] + num_partitions = context.node_config["num-partitions"] + data = load_data(partition_id, num_partitions) + local_epochs = context.run_config["local-epochs"] + batch_size = context.run_config["batch-size"] + + # Return Client instance + # We pass the state to persist information across + # participation rounds. Note that each client always + # receives the same Context instance (it's a 1:1 mapping) + client_state = context.state + return FlowerClient(client_state, data, batch_size, local_epochs).to_client() + + +# Flower ClientApp +app = ClientApp( + client_fn, +) diff --git a/examples/advanced-tensorflow/tensorflow_example/server_app.py b/examples/advanced-tensorflow/tensorflow_example/server_app.py new file mode 100644 index 000000000000..543985ad81b9 --- /dev/null +++ b/examples/advanced-tensorflow/tensorflow_example/server_app.py @@ -0,0 +1,84 @@ +"""tensorflow-example: A Flower / TensorFlow app.""" + +from tensorflow_example.strategy import CustomFedAvg +from tensorflow_example.task import load_model + +from datasets import load_dataset +from flwr.common import Context, ndarrays_to_parameters +from flwr.server import ServerApp, ServerAppComponents, ServerConfig + + +def gen_evaluate_fn( + x_test, + y_test, +): + """Generate the function for centralized evaluation.""" + + def evaluate(server_round, parameters_ndarrays, config): + """Evaluate global model on centralized test set.""" + model = load_model() + model.set_weights(parameters_ndarrays) + loss, accuracy = model.evaluate(x_test, y_test, verbose=0) + return loss, {"centralized_accuracy": accuracy} + + return evaluate + + +def on_fit_config(server_round: int): + """Construct `config` that clients receive when running `fit()`""" + lr = 0.001 + # Enable a simple form of learning rate decay + if server_round > 10: + lr /= 2 + return {"lr": lr} + + +# Define metric aggregation function +def weighted_average(metrics): + # Multiply accuracy of each client by number of examples used + accuracies = [num_examples * m["accuracy"] for num_examples, m in metrics] + examples = [num_examples for num_examples, _ in metrics] + + # Aggregate and return custom metric (weighted average) + return {"federated_evaluate_accuracy": sum(accuracies) / sum(examples)} + + +def server_fn(context: Context): + # Read from config + num_rounds = context.run_config["num-server-rounds"] + fraction_fit = context.run_config["fraction-fit"] + fraction_eval = context.run_config["fraction-evaluate"] + + # Initialize model parameters + ndarrays = load_model().get_weights() + parameters = ndarrays_to_parameters(ndarrays) + + # Prepare dataset for central evaluation + + # This is the exact same dataset as the one donwloaded by the clients via + # FlowerDatasets. However, we don't use FlowerDatasets for the server since + # partitioning is not needed. + # We make use of the "test" split only + global_test_set = load_dataset("zalando-datasets/fashion_mnist")["test"] + global_test_set.set_format("numpy") + + x_test, y_test = global_test_set["image"] / 255.0, global_test_set["label"] + + # Define strategy + strategy = CustomFedAvg( + run_config=context.run_config, + use_wandb=context.run_config["use-wandb"], + fraction_fit=fraction_fit, + fraction_evaluate=fraction_eval, + initial_parameters=parameters, + on_fit_config_fn=on_fit_config, + evaluate_fn=gen_evaluate_fn(x_test, y_test), + evaluate_metrics_aggregation_fn=weighted_average, + ) + config = ServerConfig(num_rounds=num_rounds) + + return ServerAppComponents(strategy=strategy, config=config) + + +# Create ServerApp +app = ServerApp(server_fn=server_fn) diff --git a/examples/advanced-tensorflow/tensorflow_example/strategy.py b/examples/advanced-tensorflow/tensorflow_example/strategy.py new file mode 100644 index 000000000000..a38b53a3c953 --- /dev/null +++ b/examples/advanced-tensorflow/tensorflow_example/strategy.py @@ -0,0 +1,118 @@ +"""tensorflow-example: A Flower / Tensorflow app.""" + +import json +from logging import INFO + +import wandb +from tensorflow_example.task import create_run_dir, load_model + +from flwr.common import logger, parameters_to_ndarrays +from flwr.common.typing import UserConfig +from flwr.server.strategy import FedAvg + +PROJECT_NAME = "FLOWER-advanced-tensorflow" + + +class CustomFedAvg(FedAvg): + """A class that behaves like FedAvg but has extra functionality. + + This strategy: (1) saves results to the filesystem, (2) saves a + checkpoint of the global model when a new best is found, (3) logs + results to W&B if enabled. + """ + + def __init__(self, run_config: UserConfig, use_wandb: bool, *args, **kwargs): + super().__init__(*args, **kwargs) + + # Create a directory where to save results from this run + self.save_path, self.run_dir = create_run_dir(run_config) + self.use_wandb = use_wandb + # Initialise W&B if set + if use_wandb: + self._init_wandb_project() + + # Keep track of best acc + self.best_acc_so_far = 0.0 + + # A dictionary to store results as they come + self.results = {} + + def _init_wandb_project(self): + # init W&B + wandb.init(project=PROJECT_NAME, name=f"{str(self.run_dir)}-ServerApp") + + def _store_results(self, tag: str, results_dict): + """Store results in dictionary, then save as JSON.""" + # Update results dict + if tag in self.results: + self.results[tag].append(results_dict) + else: + self.results[tag] = [results_dict] + + # Save results to disk. + # Note we overwrite the same file with each call to this function. + # While this works, a more sophisticated approach is preferred + # in situations where the contents to be saved are larger. + with open(f"{self.save_path}/results.json", "w", encoding="utf-8") as fp: + json.dump(self.results, fp) + + def _update_best_acc(self, round, accuracy, parameters): + """Determines if a new best global model has been found. + + If so, the model checkpoint is saved to disk. + """ + if accuracy > self.best_acc_so_far: + self.best_acc_so_far = accuracy + logger.log(INFO, "💡 New best global model found: %f", accuracy) + # You could save the parameters object directly. + # Instead we are going to apply them to a PyTorch + # model and save the state dict. + # Converts flwr.common.Parameters to ndarrays + ndarrays = parameters_to_ndarrays(parameters) + model = load_model() + model.set_weights(ndarrays) + # Save the PyTorch model + file_name = ( + self.save_path + / f"model_state_acc_{accuracy:.3f}_round_{round}.weights.h5" + ) + model.save_weights(file_name) + + def store_results_and_log(self, server_round: int, tag: str, results_dict): + """A helper method that stores results and logs them to W&B if enabled.""" + # Store results + self._store_results( + tag=tag, + results_dict={"round": server_round, **results_dict}, + ) + + if self.use_wandb: + # Log centralized loss and metrics to W&B + wandb.log(results_dict, step=server_round) + + def evaluate(self, server_round, parameters): + """Run centralized evaluation if callback was passed to strategy init.""" + loss, metrics = super().evaluate(server_round, parameters) + + # Save model if new best central accuracy is found + self._update_best_acc(server_round, metrics["centralized_accuracy"], parameters) + + # Store and log + self.store_results_and_log( + server_round=server_round, + tag="centralized_evaluate", + results_dict={"centralized_loss": loss, **metrics}, + ) + return loss, metrics + + def aggregate_evaluate(self, server_round, results, failures): + """Aggregate results from federated evaluation.""" + loss, metrics = super().aggregate_evaluate(server_round, results, failures) + + # Store and log + self.store_results_and_log( + server_round=server_round, + tag="federated_evaluate", + results_dict={"federated_evaluate_loss": loss, **metrics}, + ) + return loss, metrics diff --git a/examples/advanced-tensorflow/tensorflow_example/task.py b/examples/advanced-tensorflow/tensorflow_example/task.py new file mode 100644 index 000000000000..6f94d74bed91 --- /dev/null +++ b/examples/advanced-tensorflow/tensorflow_example/task.py @@ -0,0 +1,85 @@ +"""tfexample: A Flower / TensorFlow app.""" + +import json +import os +from datetime import datetime +from pathlib import Path + +import keras +from flwr_datasets import FederatedDataset +from flwr_datasets.partitioner import DirichletPartitioner +from keras import layers + +from flwr.common.typing import UserConfig + +# Make TensorFlow log less verbose +os.environ["TF_CPP_MIN_LOG_LEVEL"] = "3" + + +def load_model(learning_rate: float = 0.001): + # Define a simple CNN for CIFAR-10 and set Adam optimizer + model = keras.Sequential( + [ + keras.Input(shape=(28, 28, 1)), + layers.Conv2D(32, kernel_size=(3, 3), activation="relu"), + layers.MaxPooling2D(pool_size=(2, 2)), + layers.Conv2D(128, kernel_size=(3, 3), activation="relu"), + layers.MaxPooling2D(pool_size=(2, 2)), + layers.Flatten(), + layers.Dropout(0.5), + layers.Dense(10, activation="softmax"), + ] + ) + optimizer = keras.optimizers.Adam(learning_rate) + model.compile( + optimizer=optimizer, + loss="sparse_categorical_crossentropy", + metrics=["accuracy"], + ) + return model + + +fds = None # Cache FederatedDataset + + +def load_data(partition_id, num_partitions): + """Load partition FashionMNIST data.""" + # Download and partition dataset + # Only initialize `FederatedDataset` once + global fds + if fds is None: + partitioner = DirichletPartitioner( + num_partitions=num_partitions, + partition_by="label", + alpha=1.0, + seed=42, + ) + fds = FederatedDataset( + dataset="zalando-datasets/fashion_mnist", + partitioners={"train": partitioner}, + ) + partition = fds.load_partition(partition_id, "train") + partition.set_format("numpy") + + # Divide data on each node: 80% train, 20% test + partition = partition.train_test_split(test_size=0.2) + x_train, y_train = partition["train"]["image"] / 255.0, partition["train"]["label"] + x_test, y_test = partition["test"]["image"] / 255.0, partition["test"]["label"] + + return x_train, y_train, x_test, y_test + + +def create_run_dir(config: UserConfig) -> Path: + """Create a directory where to save results from this run.""" + # Create output directory given current timestamp + current_time = datetime.now() + run_dir = current_time.strftime("%Y-%m-%d/%H-%M-%S") + # Save path is based on the current directory + save_path = Path.cwd() / f"outputs/{run_dir}" + save_path.mkdir(parents=True, exist_ok=False) + + # Save run config as json + with open(f"{save_path}/run_config.json", "w", encoding="utf-8") as fp: + json.dump(config, fp) + + return save_path, run_dir