diff --git a/CITATION.cff b/CITATION.cff index 83360d70ea..e90ec14bb1 100644 --- a/CITATION.cff +++ b/CITATION.cff @@ -4,6 +4,6 @@ authors: - affiliation: Google given-names: "The TensorFlow Federated Authors" title: "TensorFlow Federated" -version: 0.43.0 +version: 0.44.0 date-released: 2018-12-12 url: "https://github.com/tensorflow/federated" diff --git a/RELEASE.md b/RELEASE.md index f407069dec..e911812b0f 100644 --- a/RELEASE.md +++ b/RELEASE.md @@ -1,3 +1,17 @@ +# Release 0.44.0 + +## Major Features and Improvements + +* Improved the Python type annotations for `tff.program` API. +* Extended the metrics interface on FunctionalModel to accept the entire + `BatchOutput` structure from the model `forward_pass` (not just the + predictions). +* Introduced a DTensor Executor. + +## Bug Fixes + +* Fixed async RuntimeWarning in the `tff.program.NativeFederatedContext`. + # Release 0.43.0 ## Major Features and Improvements diff --git a/docs/tutorials/building_your_own_federated_learning_algorithm.ipynb b/docs/tutorials/building_your_own_federated_learning_algorithm.ipynb index 20de24ec35..19bc929e34 100644 --- a/docs/tutorials/building_your_own_federated_learning_algorithm.ipynb +++ b/docs/tutorials/building_your_own_federated_learning_algorithm.ipynb @@ -42,10 +42,10 @@ " \u003ca target=\"_blank\" href=\"https://www.tensorflow.org/federated/tutorials/building_your_own_federated_learning_algorithm\"\u003e\u003cimg src=\"https://www.tensorflow.org/images/tf_logo_32px.png\" /\u003eView on TensorFlow.org\u003c/a\u003e\n", " \u003c/td\u003e\n", " \u003ctd\u003e\n", - " \u003ca target=\"_blank\" href=\"https://colab.research.google.com/github/tensorflow/federated/blob/v0.43.0/docs/tutorials/building_your_own_federated_learning_algorithm.ipynb\"\u003e\u003cimg src=\"https://www.tensorflow.org/images/colab_logo_32px.png\" /\u003eRun in Google Colab\u003c/a\u003e\n", + " \u003ca target=\"_blank\" href=\"https://colab.research.google.com/github/tensorflow/federated/blob/v0.44.0/docs/tutorials/building_your_own_federated_learning_algorithm.ipynb\"\u003e\u003cimg src=\"https://www.tensorflow.org/images/colab_logo_32px.png\" /\u003eRun in Google Colab\u003c/a\u003e\n", " \u003c/td\u003e\n", " \u003ctd\u003e\n", - " \u003ca target=\"_blank\" href=\"https://github.com/tensorflow/federated/blob/v0.43.0/docs/tutorials/building_your_own_federated_learning_algorithm.ipynb\"\u003e\u003cimg src=\"https://www.tensorflow.org/images/GitHub-Mark-32px.png\" /\u003eView source on GitHub\u003c/a\u003e\n", + " \u003ca target=\"_blank\" href=\"https://github.com/tensorflow/federated/blob/v0.44.0/docs/tutorials/building_your_own_federated_learning_algorithm.ipynb\"\u003e\u003cimg src=\"https://www.tensorflow.org/images/GitHub-Mark-32px.png\" /\u003eView source on GitHub\u003c/a\u003e\n", " \u003c/td\u003e\n", " \u003ctd\u003e\n", " \u003ca href=\"https://storage.googleapis.com/tensorflow_docs/federated/docs/tutorials/building_your_own_federated_learning_algorithm.ipynb\"\u003e\u003cimg src=\"https://www.tensorflow.org/images/download_logo_32px.png\" /\u003eDownload notebook\u003c/a\u003e\n", diff --git a/docs/tutorials/composing_learning_algorithms.ipynb b/docs/tutorials/composing_learning_algorithms.ipynb index fe2044076e..dc7878e8e0 100644 --- a/docs/tutorials/composing_learning_algorithms.ipynb +++ b/docs/tutorials/composing_learning_algorithms.ipynb @@ -51,10 +51,10 @@ " \u003ca target=\"_blank\" href=\"https://www.tensorflow.org/federated/tutorials/composing_learning_algorithms\"\u003e\u003cimg src=\"https://www.tensorflow.org/images/tf_logo_32px.png\" /\u003eView on TensorFlow.org\u003c/a\u003e\n", " \u003c/td\u003e\n", " \u003ctd\u003e\n", - " \u003ca target=\"_blank\" href=\"https://colab.research.google.com/github/tensorflow/federated/blob/v0.43.0/docs/tutorials/composing_learning_algorithms.ipynb\"\u003e\u003cimg src=\"https://www.tensorflow.org/images/colab_logo_32px.png\" /\u003eRun in Google Colab\u003c/a\u003e\n", + " \u003ca target=\"_blank\" href=\"https://colab.research.google.com/github/tensorflow/federated/blob/v0.44.0/docs/tutorials/composing_learning_algorithms.ipynb\"\u003e\u003cimg src=\"https://www.tensorflow.org/images/colab_logo_32px.png\" /\u003eRun in Google Colab\u003c/a\u003e\n", " \u003c/td\u003e\n", " \u003ctd\u003e\n", - " \u003ca target=\"_blank\" href=\"https://github.com/tensorflow/federated/blob/v0.43.0/docs/tutorials/composing_learning_algorithms.ipynb\"\u003e\u003cimg src=\"https://www.tensorflow.org/images/GitHub-Mark-32px.png\" /\u003eView source on GitHub\u003c/a\u003e\n", + " \u003ca target=\"_blank\" href=\"https://github.com/tensorflow/federated/blob/v0.44.0/docs/tutorials/composing_learning_algorithms.ipynb\"\u003e\u003cimg src=\"https://www.tensorflow.org/images/GitHub-Mark-32px.png\" /\u003eView source on GitHub\u003c/a\u003e\n", " \u003c/td\u003e\n", " \u003ctd\u003e\n", " \u003ca href=\"https://storage.googleapis.com/tensorflow_docs/federated/docs/tutorials/composing_learning_algorithms.ipynb\"\u003e\u003cimg src=\"https://www.tensorflow.org/images/download_logo_32px.png\" /\u003eDownload notebook\u003c/a\u003e\n", @@ -129,7 +129,7 @@ "id": "3zQlyijofSzI" }, "source": [ - "The [Building Your Own Federated Learning Algorithm Tutorial](https://github.com/tensorflow/federated/blob/v0.43.0/docs/tutorials/building_your_own_federated_learning_algorithm.ipynb) used TFF's federated core to directly implement a version of the Federated Averaging (FedAvg) algorithm.\n", + "The [Building Your Own Federated Learning Algorithm Tutorial](https://github.com/tensorflow/federated/blob/v0.44.0/docs/tutorials/building_your_own_federated_learning_algorithm.ipynb) used TFF's federated core to directly implement a version of the Federated Averaging (FedAvg) algorithm.\n", "\n", "In this tutorial, you will use federated learning components in TFF's API to build federated learning algorithms in a modular manner, without having to re-implement everything from scratch.\n", "\n", @@ -158,7 +158,7 @@ "id": "YwhOtjlvjboB" }, "source": [ - "While the [Building Your Own Federated Learning Algorithm Tutorial](https://github.com/tensorflow/federated/blob/v0.43.0/docs/tutorials/building_your_own_federated_learning_algorithm.ipynb) implemented all of these building blocks from scratch, this is often unnecessary. Instead, you can re-use building blocks from similar algorithms.\n", + "While the [Building Your Own Federated Learning Algorithm Tutorial](https://github.com/tensorflow/federated/blob/v0.44.0/docs/tutorials/building_your_own_federated_learning_algorithm.ipynb) implemented all of these building blocks from scratch, this is often unnecessary. Instead, you can re-use building blocks from similar algorithms.\n", "\n", "In this case, to implement FedAvg with gradient clipping, you only need to modify the **client work** building block. The remaining blocks can be identical to what is used in \"vanilla\" FedAvg." ] diff --git a/docs/tutorials/custom_aggregators.ipynb b/docs/tutorials/custom_aggregators.ipynb index 6aaed5a7e6..d381f1e049 100644 --- a/docs/tutorials/custom_aggregators.ipynb +++ b/docs/tutorials/custom_aggregators.ipynb @@ -51,10 +51,10 @@ " \u003ca target=\"_blank\" href=\"https://www.tensorflow.org/federated/tutorials/custom_aggregators\"\u003e\u003cimg src=\"https://www.tensorflow.org/images/tf_logo_32px.png\" /\u003eView on TensorFlow.org\u003c/a\u003e\n", " \u003c/td\u003e\n", " \u003ctd\u003e\n", - " \u003ca target=\"_blank\" href=\"https://colab.research.google.com/github/tensorflow/federated/blob/v0.43.0/docs/tutorials/custom_aggregators.ipynb\"\u003e\u003cimg src=\"https://www.tensorflow.org/images/colab_logo_32px.png\" /\u003eRun in Google Colab\u003c/a\u003e\n", + " \u003ca target=\"_blank\" href=\"https://colab.research.google.com/github/tensorflow/federated/blob/v0.44.0/docs/tutorials/custom_aggregators.ipynb\"\u003e\u003cimg src=\"https://www.tensorflow.org/images/colab_logo_32px.png\" /\u003eRun in Google Colab\u003c/a\u003e\n", " \u003c/td\u003e\n", " \u003ctd\u003e\n", - " \u003ca target=\"_blank\" href=\"https://github.com/tensorflow/federated/blob/v0.43.0/docs/tutorials/custom_aggregators.ipynb\"\u003e\u003cimg src=\"https://www.tensorflow.org/images/GitHub-Mark-32px.png\" /\u003eView source on GitHub\u003c/a\u003e\n", + " \u003ca target=\"_blank\" href=\"https://github.com/tensorflow/federated/blob/v0.44.0/docs/tutorials/custom_aggregators.ipynb\"\u003e\u003cimg src=\"https://www.tensorflow.org/images/GitHub-Mark-32px.png\" /\u003eView source on GitHub\u003c/a\u003e\n", " \u003c/td\u003e\n", " \u003ctd\u003e\n", " \u003ca href=\"https://storage.googleapis.com/tensorflow_docs/federated/docs/tutorials/custom_aggregators.ipynb\"\u003e\u003cimg src=\"https://www.tensorflow.org/images/download_logo_32px.png\" /\u003eDownload notebook\u003c/a\u003e\n", diff --git a/docs/tutorials/custom_federated_algorithm_with_tff_optimizers.ipynb b/docs/tutorials/custom_federated_algorithm_with_tff_optimizers.ipynb index 99177570c1..a032639947 100644 --- a/docs/tutorials/custom_federated_algorithm_with_tff_optimizers.ipynb +++ b/docs/tutorials/custom_federated_algorithm_with_tff_optimizers.ipynb @@ -42,10 +42,10 @@ " \u003ca target=\"_blank\" href=\"https://www.tensorflow.org/federated/tutorials/custom_federated_algorithm_with_tff_optimizers\"\u003e\u003cimg src=\"https://www.tensorflow.org/images/tf_logo_32px.png\" /\u003eView on TensorFlow.org\u003c/a\u003e\n", " \u003c/td\u003e\n", " \u003ctd\u003e\n", - " \u003ca target=\"_blank\" href=\"https://colab.research.google.com/github/tensorflow/federated/blob/v0.43.0/docs/tutorials/custom_federated_algorithm_with_tff_optimizers.ipynb\"\u003e\u003cimg src=\"https://www.tensorflow.org/images/colab_logo_32px.png\" /\u003eRun in Google Colab\u003c/a\u003e\n", + " \u003ca target=\"_blank\" href=\"https://colab.research.google.com/github/tensorflow/federated/blob/v0.44.0/docs/tutorials/custom_federated_algorithm_with_tff_optimizers.ipynb\"\u003e\u003cimg src=\"https://www.tensorflow.org/images/colab_logo_32px.png\" /\u003eRun in Google Colab\u003c/a\u003e\n", " \u003c/td\u003e\n", " \u003ctd\u003e\n", - " \u003ca target=\"_blank\" href=\"https://github.com/tensorflow/federated/blob/v0.43.0/docs/tutorials/custom_federated_algorithm_with_tff_optimizers.ipynb\"\u003e\u003cimg src=\"https://www.tensorflow.org/images/GitHub-Mark-32px.png\" /\u003eView source on GitHub\u003c/a\u003e\n", + " \u003ca target=\"_blank\" href=\"https://github.com/tensorflow/federated/blob/v0.44.0/docs/tutorials/custom_federated_algorithm_with_tff_optimizers.ipynb\"\u003e\u003cimg src=\"https://www.tensorflow.org/images/GitHub-Mark-32px.png\" /\u003eView source on GitHub\u003c/a\u003e\n", " \u003c/td\u003e\n", " \u003ctd\u003e\n", " \u003ca href=\"https://storage.googleapis.com/tensorflow_docs/federated/docs/tutorials/custom_federated_algorithm_with_tff_optimizers.ipynb\"\u003e\u003cimg src=\"https://www.tensorflow.org/images/download_logo_32px.png\" /\u003eDownload notebook\u003c/a\u003e\n", diff --git a/docs/tutorials/custom_federated_algorithms_1.ipynb b/docs/tutorials/custom_federated_algorithms_1.ipynb index 64a3bf49e3..c3cb83097f 100644 --- a/docs/tutorials/custom_federated_algorithms_1.ipynb +++ b/docs/tutorials/custom_federated_algorithms_1.ipynb @@ -51,10 +51,10 @@ " \u003ca target=\"_blank\" href=\"https://www.tensorflow.org/federated/tutorials/custom_federated_algorithms_1\"\u003e\u003cimg src=\"https://www.tensorflow.org/images/tf_logo_32px.png\" /\u003eView on TensorFlow.org\u003c/a\u003e\n", " \u003c/td\u003e\n", " \u003ctd\u003e\n", - " \u003ca target=\"_blank\" href=\"https://colab.research.google.com/github/tensorflow/federated/blob/v0.43.0/docs/tutorials/custom_federated_algorithms_1.ipynb\"\u003e\u003cimg src=\"https://www.tensorflow.org/images/colab_logo_32px.png\" /\u003eRun in Google Colab\u003c/a\u003e\n", + " \u003ca target=\"_blank\" href=\"https://colab.research.google.com/github/tensorflow/federated/blob/v0.44.0/docs/tutorials/custom_federated_algorithms_1.ipynb\"\u003e\u003cimg src=\"https://www.tensorflow.org/images/colab_logo_32px.png\" /\u003eRun in Google Colab\u003c/a\u003e\n", " \u003c/td\u003e\n", " \u003ctd\u003e\n", - " \u003ca target=\"_blank\" href=\"https://github.com/tensorflow/federated/blob/v0.43.0/docs/tutorials/custom_federated_algorithms_1.ipynb\"\u003e\u003cimg src=\"https://www.tensorflow.org/images/GitHub-Mark-32px.png\" /\u003eView source on GitHub\u003c/a\u003e\n", + " \u003ca target=\"_blank\" href=\"https://github.com/tensorflow/federated/blob/v0.44.0/docs/tutorials/custom_federated_algorithms_1.ipynb\"\u003e\u003cimg src=\"https://www.tensorflow.org/images/GitHub-Mark-32px.png\" /\u003eView source on GitHub\u003c/a\u003e\n", " \u003c/td\u003e\n", " \u003ctd\u003e\n", " \u003ca href=\"https://storage.googleapis.com/tensorflow_docs/federated/docs/tutorials/custom_federated_algorithms_1.ipynb\"\u003e\u003cimg src=\"https://www.tensorflow.org/images/download_logo_32px.png\" /\u003eDownload notebook\u003c/a\u003e\n", diff --git a/docs/tutorials/custom_federated_algorithms_2.ipynb b/docs/tutorials/custom_federated_algorithms_2.ipynb index f64fbd2424..91e942af95 100644 --- a/docs/tutorials/custom_federated_algorithms_2.ipynb +++ b/docs/tutorials/custom_federated_algorithms_2.ipynb @@ -51,10 +51,10 @@ " \u003ca target=\"_blank\" href=\"https://www.tensorflow.org/federated/tutorials/custom_federated_algorithms_2\"\u003e\u003cimg src=\"https://www.tensorflow.org/images/tf_logo_32px.png\" /\u003eView on TensorFlow.org\u003c/a\u003e\n", " \u003c/td\u003e\n", " \u003ctd\u003e\n", - " \u003ca target=\"_blank\" href=\"https://colab.research.google.com/github/tensorflow/federated/blob/v0.43.0/docs/tutorials/custom_federated_algorithms_2.ipynb\"\u003e\u003cimg src=\"https://www.tensorflow.org/images/colab_logo_32px.png\" /\u003eRun in Google Colab\u003c/a\u003e\n", + " \u003ca target=\"_blank\" href=\"https://colab.research.google.com/github/tensorflow/federated/blob/v0.44.0/docs/tutorials/custom_federated_algorithms_2.ipynb\"\u003e\u003cimg src=\"https://www.tensorflow.org/images/colab_logo_32px.png\" /\u003eRun in Google Colab\u003c/a\u003e\n", " \u003c/td\u003e\n", " \u003ctd\u003e\n", - " \u003ca target=\"_blank\" href=\"https://github.com/tensorflow/federated/blob/v0.43.0/docs/tutorials/custom_federated_algorithms_2.ipynb\"\u003e\u003cimg src=\"https://www.tensorflow.org/images/GitHub-Mark-32px.png\" /\u003eView source on GitHub\u003c/a\u003e\n", + " \u003ca target=\"_blank\" href=\"https://github.com/tensorflow/federated/blob/v0.44.0/docs/tutorials/custom_federated_algorithms_2.ipynb\"\u003e\u003cimg src=\"https://www.tensorflow.org/images/GitHub-Mark-32px.png\" /\u003eView source on GitHub\u003c/a\u003e\n", " \u003c/td\u003e\n", " \u003ctd\u003e\n", " \u003ca href=\"https://storage.googleapis.com/tensorflow_docs/federated/docs/tutorials/custom_federated_algorithms_2.ipynb\"\u003e\u003cimg src=\"https://www.tensorflow.org/images/download_logo_32px.png\" /\u003eDownload notebook\u003c/a\u003e\n", diff --git a/docs/tutorials/federated_learning_for_image_classification.ipynb b/docs/tutorials/federated_learning_for_image_classification.ipynb index 34b64ae7d2..f26d2dec60 100644 --- a/docs/tutorials/federated_learning_for_image_classification.ipynb +++ b/docs/tutorials/federated_learning_for_image_classification.ipynb @@ -51,10 +51,10 @@ " View on TensorFlow.org\n", " \n", " \n", - " Run in Google Colab\n", + " Run in Google Colab\n", " \n", " \n", - " View source on GitHub\n", + " View source on GitHub\n", " \n", " \n", " Download notebook\n", diff --git a/docs/tutorials/federated_learning_for_text_generation.ipynb b/docs/tutorials/federated_learning_for_text_generation.ipynb index 76425ab50f..cd5804087b 100644 --- a/docs/tutorials/federated_learning_for_text_generation.ipynb +++ b/docs/tutorials/federated_learning_for_text_generation.ipynb @@ -51,10 +51,10 @@ " \u003ca target=\"_blank\" href=\"https://www.tensorflow.org/federated/tutorials/federated_learning_for_text_generation\"\u003e\u003cimg src=\"https://www.tensorflow.org/images/tf_logo_32px.png\" /\u003eView on TensorFlow.org\u003c/a\u003e\n", " \u003c/td\u003e\n", " \u003ctd\u003e\n", - " \u003ca target=\"_blank\" href=\"https://colab.research.google.com/github/tensorflow/federated/blob/v0.43.0/docs/tutorials/federated_learning_for_text_generation.ipynb\"\u003e\u003cimg src=\"https://www.tensorflow.org/images/colab_logo_32px.png\" /\u003eRun in Google Colab\u003c/a\u003e\n", + " \u003ca target=\"_blank\" href=\"https://colab.research.google.com/github/tensorflow/federated/blob/v0.44.0/docs/tutorials/federated_learning_for_text_generation.ipynb\"\u003e\u003cimg src=\"https://www.tensorflow.org/images/colab_logo_32px.png\" /\u003eRun in Google Colab\u003c/a\u003e\n", " \u003c/td\u003e\n", " \u003ctd\u003e\n", - " \u003ca target=\"_blank\" href=\"https://github.com/tensorflow/federated/blob/v0.43.0/docs/tutorials/federated_learning_for_text_generation.ipynb\"\u003e\u003cimg src=\"https://www.tensorflow.org/images/GitHub-Mark-32px.png\" /\u003eView source on GitHub\u003c/a\u003e\n", + " \u003ca target=\"_blank\" href=\"https://github.com/tensorflow/federated/blob/v0.44.0/docs/tutorials/federated_learning_for_text_generation.ipynb\"\u003e\u003cimg src=\"https://www.tensorflow.org/images/GitHub-Mark-32px.png\" /\u003eView source on GitHub\u003c/a\u003e\n", " \u003c/td\u003e\n", " \u003ctd\u003e\n", " \u003ca href=\"https://storage.googleapis.com/tensorflow_docs/federated/docs/tutorials/federated_learning_for_text_generation.ipynb\"\u003e\u003cimg src=\"https://www.tensorflow.org/images/download_logo_32px.png\" /\u003eDownload notebook\u003c/a\u003e\n", @@ -503,7 +503,7 @@ "text": [ "Downloading data from https://storage.googleapis.com/tff-models-public/dickens_rnn.batch8.kerasmodel\n", "16193984/16193984 [==============================] - 0s 0us/step\n", - "Evaluating on an example Shakespeare character: 0.43.000\n", + "Evaluating on an example Shakespeare character: 0.44.000\n", "Expected accuracy for random guessing: 0.012\n", "Evaluating on completely random data: 0.011\n" ] diff --git a/docs/tutorials/federated_learning_with_differential_privacy.ipynb b/docs/tutorials/federated_learning_with_differential_privacy.ipynb index bcb1e6b754..779c67fd82 100644 --- a/docs/tutorials/federated_learning_with_differential_privacy.ipynb +++ b/docs/tutorials/federated_learning_with_differential_privacy.ipynb @@ -42,10 +42,10 @@ " \u003ca target=\"_blank\" href=\"https://www.tensorflow.org/federated/tutorials/federated_learning_with_differential_privacy\"\u003e\u003cimg src=\"https://www.tensorflow.org/images/tf_logo_32px.png\" /\u003eView on TensorFlow.org\u003c/a\u003e\n", " \u003c/td\u003e\n", " \u003ctd\u003e\n", - " \u003ca target=\"_blank\" href=\"https://colab.research.google.com/github/tensorflow/federated/blob/v0.43.0/docs/tutorials/federated_learning_with_differential_privacy.ipynb\"\u003e\u003cimg src=\"https://www.tensorflow.org/images/colab_logo_32px.png\" /\u003eRun in Google Colab\u003c/a\u003e\n", + " \u003ca target=\"_blank\" href=\"https://colab.research.google.com/github/tensorflow/federated/blob/v0.44.0/docs/tutorials/federated_learning_with_differential_privacy.ipynb\"\u003e\u003cimg src=\"https://www.tensorflow.org/images/colab_logo_32px.png\" /\u003eRun in Google Colab\u003c/a\u003e\n", " \u003c/td\u003e\n", " \u003ctd\u003e\n", - " \u003ca target=\"_blank\" href=\"https://github.com/tensorflow/federated/blob/v0.43.0/docs/tutorials/federated_learning_with_differential_privacy.ipynb\"\u003e\u003cimg src=\"https://www.tensorflow.org/images/GitHub-Mark-32px.png\" /\u003eView source on GitHub\u003c/a\u003e\n", + " \u003ca target=\"_blank\" href=\"https://github.com/tensorflow/federated/blob/v0.44.0/docs/tutorials/federated_learning_with_differential_privacy.ipynb\"\u003e\u003cimg src=\"https://www.tensorflow.org/images/GitHub-Mark-32px.png\" /\u003eView source on GitHub\u003c/a\u003e\n", " \u003c/td\u003e\n", " \u003ctd\u003e\n", " \u003ca href=\"https://storage.googleapis.com/tensorflow_docs/federated/docs/tutorials/federated_learning_with_differential_privacy.ipynb\"\u003e\u003cimg src=\"https://www.tensorflow.org/images/download_logo_32px.png\" /\u003eDownload notebook\u003c/a\u003e\n", diff --git a/docs/tutorials/federated_reconstruction_for_matrix_factorization.ipynb b/docs/tutorials/federated_reconstruction_for_matrix_factorization.ipynb index 56fc5e01a9..5a1f6cb310 100644 --- a/docs/tutorials/federated_reconstruction_for_matrix_factorization.ipynb +++ b/docs/tutorials/federated_reconstruction_for_matrix_factorization.ipynb @@ -51,10 +51,10 @@ " \u003ca target=\"_blank\" href=\"https://www.tensorflow.org/federated/tutorials/federated_reconstruction_for_matrix_factorization\"\u003e\u003cimg src=\"https://www.tensorflow.org/images/tf_logo_32px.png\" /\u003eView on TensorFlow.org\u003c/a\u003e\n", " \u003c/td\u003e\n", " \u003ctd\u003e\n", - " \u003ca target=\"_blank\" href=\"https://colab.research.google.com/github/tensorflow/federated/blob/v0.43.0/docs/tutorials/federated_reconstruction_for_matrix_factorization.ipynb\"\u003e\u003cimg src=\"https://www.tensorflow.org/images/colab_logo_32px.png\" /\u003eRun in Google Colab\u003c/a\u003e\n", + " \u003ca target=\"_blank\" href=\"https://colab.research.google.com/github/tensorflow/federated/blob/v0.44.0/docs/tutorials/federated_reconstruction_for_matrix_factorization.ipynb\"\u003e\u003cimg src=\"https://www.tensorflow.org/images/colab_logo_32px.png\" /\u003eRun in Google Colab\u003c/a\u003e\n", " \u003c/td\u003e\n", " \u003ctd\u003e\n", - " \u003ca target=\"_blank\" href=\"https://github.com/tensorflow/federated/blob/v0.43.0/docs/tutorials/federated_reconstruction_for_matrix_factorization.ipynb\"\u003e\u003cimg src=\"https://www.tensorflow.org/images/GitHub-Mark-32px.png\" /\u003eView source on GitHub\u003c/a\u003e\n", + " \u003ca target=\"_blank\" href=\"https://github.com/tensorflow/federated/blob/v0.44.0/docs/tutorials/federated_reconstruction_for_matrix_factorization.ipynb\"\u003e\u003cimg src=\"https://www.tensorflow.org/images/GitHub-Mark-32px.png\" /\u003eView source on GitHub\u003c/a\u003e\n", " \u003c/td\u003e\n", " \u003ctd\u003e\n", " \u003ca href=\"https://storage.googleapis.com/tensorflow_docs/federated/docs/tutorials/federated_reconstruction_for_matrix_factorization.ipynb\"\u003e\u003cimg src=\"https://www.tensorflow.org/images/download_logo_32px.png\" /\u003eDownload notebook\u003c/a\u003e\n", diff --git a/docs/tutorials/federated_select.ipynb b/docs/tutorials/federated_select.ipynb index ec332e7448..3e49a0535b 100644 --- a/docs/tutorials/federated_select.ipynb +++ b/docs/tutorials/federated_select.ipynb @@ -42,10 +42,10 @@ " \u003ca target=\"_blank\" href=\"https://www.tensorflow.org/federated/tutorials/federated_select\"\u003e\u003cimg src=\"https://www.tensorflow.org/images/tf_logo_32px.png\" /\u003eView on TensorFlow.org\u003c/a\u003e\n", " \u003c/td\u003e\n", " \u003ctd\u003e\n", - " \u003ca target=\"_blank\" href=\"https://colab.research.google.com/github/tensorflow/federated/blob/v0.43.0/docs/tutorials/federated_select.ipynb\"\u003e\u003cimg src=\"https://www.tensorflow.org/images/colab_logo_32px.png\" /\u003eRun in Google Colab\u003c/a\u003e\n", + " \u003ca target=\"_blank\" href=\"https://colab.research.google.com/github/tensorflow/federated/blob/v0.44.0/docs/tutorials/federated_select.ipynb\"\u003e\u003cimg src=\"https://www.tensorflow.org/images/colab_logo_32px.png\" /\u003eRun in Google Colab\u003c/a\u003e\n", " \u003c/td\u003e\n", " \u003ctd\u003e\n", - " \u003ca target=\"_blank\" href=\"https://github.com/tensorflow/federated/blob/v0.43.0/docs/tutorials/federated_select.ipynb\"\u003e\u003cimg src=\"https://www.tensorflow.org/images/GitHub-Mark-32px.png\" /\u003eView source on GitHub\u003c/a\u003e\n", + " \u003ca target=\"_blank\" href=\"https://github.com/tensorflow/federated/blob/v0.44.0/docs/tutorials/federated_select.ipynb\"\u003e\u003cimg src=\"https://www.tensorflow.org/images/GitHub-Mark-32px.png\" /\u003eView source on GitHub\u003c/a\u003e\n", " \u003c/td\u003e\n", " \u003ctd\u003e\n", " \u003ca href=\"https://storage.googleapis.com/tensorflow_docs/federated/docs/tutorials/federated_select.ipynb\"\u003e\u003cimg src=\"https://www.tensorflow.org/images/download_logo_32px.png\" /\u003eDownload notebook\u003c/a\u003e\n", diff --git a/docs/tutorials/high_performance_simulation_with_kubernetes.ipynb b/docs/tutorials/high_performance_simulation_with_kubernetes.ipynb index 83d8dcd999..12d7b397c5 100644 --- a/docs/tutorials/high_performance_simulation_with_kubernetes.ipynb +++ b/docs/tutorials/high_performance_simulation_with_kubernetes.ipynb @@ -65,10 +65,10 @@ " \u003ca target=\"_blank\" href=\"https://www.tensorflow.org/federated/tutorials/high_performance_simulation_with_kubernetes\"\u003e\u003cimg src=\"https://www.tensorflow.org/images/tf_logo_32px.png\" /\u003eView on TensorFlow.org\u003c/a\u003e\n", " \u003c/td\u003e\n", " \u003ctd\u003e\n", - " \u003ca target=\"_blank\" href=\"https://colab.research.google.com/github/tensorflow/federated/blob/v0.43.0/docs/tutorials/high_performance_simulation_with_kubernetes.ipynb\"\u003e\u003cimg src=\"https://www.tensorflow.org/images/colab_logo_32px.png\" /\u003eRun in Google Colab\u003c/a\u003e\n", + " \u003ca target=\"_blank\" href=\"https://colab.research.google.com/github/tensorflow/federated/blob/v0.44.0/docs/tutorials/high_performance_simulation_with_kubernetes.ipynb\"\u003e\u003cimg src=\"https://www.tensorflow.org/images/colab_logo_32px.png\" /\u003eRun in Google Colab\u003c/a\u003e\n", " \u003c/td\u003e\n", " \u003ctd\u003e\n", - " \u003ca target=\"_blank\" href=\"https://github.com/tensorflow/federated/blob/v0.43.0/docs/tutorials/high_performance_simulation_with_kubernetes.ipynb\"\u003e\u003cimg src=\"https://www.tensorflow.org/images/GitHub-Mark-32px.png\" /\u003eView source on GitHub\u003c/a\u003e\n", + " \u003ca target=\"_blank\" href=\"https://github.com/tensorflow/federated/blob/v0.44.0/docs/tutorials/high_performance_simulation_with_kubernetes.ipynb\"\u003e\u003cimg src=\"https://www.tensorflow.org/images/GitHub-Mark-32px.png\" /\u003eView source on GitHub\u003c/a\u003e\n", " \u003c/td\u003e\n", " \u003ctd\u003e\n", " \u003ca href=\"https://storage.googleapis.com/tensorflow_docs/federated/docs/tutorials/high_performance_simulation_with_kubernetes.ipynb\"\u003e\u003cimg src=\"https://www.tensorflow.org/images/download_logo_32px.png\" /\u003eDownload notebook\u003c/a\u003e\n", diff --git a/docs/tutorials/jax_support.ipynb b/docs/tutorials/jax_support.ipynb index 2421052afc..5c97df3cc7 100644 --- a/docs/tutorials/jax_support.ipynb +++ b/docs/tutorials/jax_support.ipynb @@ -42,10 +42,10 @@ " \u003ca target=\"_blank\" href=\"https://www.tensorflow.org/federated/tutorials/jax_support\"\u003e\u003cimg src=\"https://www.tensorflow.org/images/tf_logo_32px.png\" /\u003eView on TensorFlow.org\u003c/a\u003e\n", " \u003c/td\u003e\n", " \u003ctd\u003e\n", - " \u003ca target=\"_blank\" href=\"https://colab.research.google.com/github/tensorflow/federated/blob/v0.43.0/docs/tutorials/jax_support.ipynb\"\u003e\u003cimg src=\"https://www.tensorflow.org/images/colab_logo_32px.png\" /\u003eRun in Google Colab\u003c/a\u003e\n", + " \u003ca target=\"_blank\" href=\"https://colab.research.google.com/github/tensorflow/federated/blob/v0.44.0/docs/tutorials/jax_support.ipynb\"\u003e\u003cimg src=\"https://www.tensorflow.org/images/colab_logo_32px.png\" /\u003eRun in Google Colab\u003c/a\u003e\n", " \u003c/td\u003e\n", " \u003ctd\u003e\n", - " \u003ca target=\"_blank\" href=\"https://github.com/tensorflow/federated/blob/v0.43.0/docs/tutorials/jax_support.ipynb\"\u003e\u003cimg src=\"https://www.tensorflow.org/images/GitHub-Mark-32px.png\" /\u003eView on GitHub\u003c/a\u003e\n", + " \u003ca target=\"_blank\" href=\"https://github.com/tensorflow/federated/blob/v0.44.0/docs/tutorials/jax_support.ipynb\"\u003e\u003cimg src=\"https://www.tensorflow.org/images/GitHub-Mark-32px.png\" /\u003eView on GitHub\u003c/a\u003e\n", " \u003c/td\u003e\n", " \u003ctd\u003e\n", " \u003ca href=\"https://storage.googleapis.com/tensorflow_docs/federated/docs/tutorials/jax_support.ipynb\"\u003e\u003cimg src=\"https://www.tensorflow.org/images/download_logo_32px.png\" /\u003eDownload notebook\u003c/a\u003e\n", diff --git a/docs/tutorials/loading_remote_data.ipynb b/docs/tutorials/loading_remote_data.ipynb index 38f25b3284..b60d175576 100644 --- a/docs/tutorials/loading_remote_data.ipynb +++ b/docs/tutorials/loading_remote_data.ipynb @@ -61,10 +61,10 @@ " \u003ca target=\"_blank\" href=\"https://www.tensorflow.org/federated/tutorials/loading_remote_data\"\u003e\u003cimg src=\"https://www.tensorflow.org/images/tf_logo_32px.png\" /\u003eView on TensorFlow.org\u003c/a\u003e\n", " \u003c/td\u003e\n", " \u003ctd\u003e\n", - " \u003ca target=\"_blank\" href=\"https://colab.research.google.com/github/tensorflow/federated/blob/v0.43.0/docs/tutorials/loading_remote_data.ipynb\"\u003e\u003cimg src=\"https://www.tensorflow.org/images/colab_logo_32px.png\" /\u003eRun in Google Colab\u003c/a\u003e\n", + " \u003ca target=\"_blank\" href=\"https://colab.research.google.com/github/tensorflow/federated/blob/v0.44.0/docs/tutorials/loading_remote_data.ipynb\"\u003e\u003cimg src=\"https://www.tensorflow.org/images/colab_logo_32px.png\" /\u003eRun in Google Colab\u003c/a\u003e\n", " \u003c/td\u003e\n", " \u003ctd\u003e\n", - " \u003ca target=\"_blank\" href=\"https://github.com/tensorflow/federated/blob/v0.43.0/docs/tutorials/loading_remote_data.ipynb\"\u003e\u003cimg src=\"https://www.tensorflow.org/images/GitHub-Mark-32px.png\" /\u003eView source on GitHub\u003c/a\u003e\n", + " \u003ca target=\"_blank\" href=\"https://github.com/tensorflow/federated/blob/v0.44.0/docs/tutorials/loading_remote_data.ipynb\"\u003e\u003cimg src=\"https://www.tensorflow.org/images/GitHub-Mark-32px.png\" /\u003eView source on GitHub\u003c/a\u003e\n", " \u003c/td\u003e\n", " \u003ctd\u003e\n", " \u003ca href=\"https://storage.googleapis.com/tensorflow_docs/federated/docs/tutorials/loading_remote_data.ipynb\"\u003e\u003cimg src=\"https://www.tensorflow.org/images/download_logo_32px.png\" /\u003eDownload notebook\u003c/a\u003e\n", diff --git a/docs/tutorials/private_heavy_hitters.ipynb b/docs/tutorials/private_heavy_hitters.ipynb index 5880232944..7bb0848348 100644 --- a/docs/tutorials/private_heavy_hitters.ipynb +++ b/docs/tutorials/private_heavy_hitters.ipynb @@ -51,10 +51,10 @@ " \u003ca target=\"_blank\" href=\"https://www.tensorflow.org/federated/tutorials/private_heavy_hitters\"\u003e\u003cimg src=\"https://www.tensorflow.org/images/tf_logo_32px.png\" /\u003eView on TensorFlow.org\u003c/a\u003e\n", " \u003c/td\u003e\n", " \u003ctd\u003e\n", - " \u003ca target=\"_blank\" href=\"https://colab.research.google.com/github/tensorflow/federated/blob/v0.43.0/docs/tutorials/private_heavy_hitters.ipynb\"\u003e\u003cimg src=\"https://www.tensorflow.org/images/colab_logo_32px.png\" /\u003eRun in Google Colab\u003c/a\u003e\n", + " \u003ca target=\"_blank\" href=\"https://colab.research.google.com/github/tensorflow/federated/blob/v0.44.0/docs/tutorials/private_heavy_hitters.ipynb\"\u003e\u003cimg src=\"https://www.tensorflow.org/images/colab_logo_32px.png\" /\u003eRun in Google Colab\u003c/a\u003e\n", " \u003c/td\u003e\n", " \u003ctd\u003e\n", - " \u003ca target=\"_blank\" href=\"https://github.com/tensorflow/federated/blob/v0.43.0/docs/tutorials/private_heavy_hitters.ipynb\"\u003e\u003cimg src=\"https://www.tensorflow.org/images/GitHub-Mark-32px.png\" /\u003eView source on GitHub\u003c/a\u003e\n", + " \u003ca target=\"_blank\" href=\"https://github.com/tensorflow/federated/blob/v0.44.0/docs/tutorials/private_heavy_hitters.ipynb\"\u003e\u003cimg src=\"https://www.tensorflow.org/images/GitHub-Mark-32px.png\" /\u003eView source on GitHub\u003c/a\u003e\n", " \u003c/td\u003e\n", " \u003ctd\u003e\n", " \u003ca href=\"https://storage.googleapis.com/tensorflow_docs/federated/docs/tutorials/private_heavy_hitters.ipynb\"\u003e\u003cimg src=\"https://www.tensorflow.org/images/download_logo_32px.png\" /\u003eDownload notebook\u003c/a\u003e\n", diff --git a/docs/tutorials/random_noise_generation.ipynb b/docs/tutorials/random_noise_generation.ipynb index 80ec1b8679..e85c5396b4 100644 --- a/docs/tutorials/random_noise_generation.ipynb +++ b/docs/tutorials/random_noise_generation.ipynb @@ -53,10 +53,10 @@ " \u003ca target=\"_blank\" href=\"https://www.tensorflow.org/federated/tutorials/random_noise_generation\"\u003e\u003cimg src=\"https://www.tensorflow.org/images/tf_logo_32px.png\" /\u003eView on TensorFlow.org\u003c/a\u003e\n", " \u003c/td\u003e\n", " \u003ctd\u003e\n", - " \u003ca target=\"_blank\" href=\"https://colab.research.google.com/github/tensorflow/federated/blob/v0.43.0/docs/tutorials/random_noise_generation.ipynb\"\u003e\u003cimg src=\"https://www.tensorflow.org/images/colab_logo_32px.png\" /\u003eRun in Google Colab\u003c/a\u003e\n", + " \u003ca target=\"_blank\" href=\"https://colab.research.google.com/github/tensorflow/federated/blob/v0.44.0/docs/tutorials/random_noise_generation.ipynb\"\u003e\u003cimg src=\"https://www.tensorflow.org/images/colab_logo_32px.png\" /\u003eRun in Google Colab\u003c/a\u003e\n", " \u003c/td\u003e\n", " \u003ctd\u003e\n", - " \u003ca target=\"_blank\" href=\"https://github.com/tensorflow/federated/blob/v0.43.0/docs/tutorials/random_noise_generation.ipynb\"\u003e\u003cimg src=\"https://www.tensorflow.org/images/GitHub-Mark-32px.png\" /\u003eView source on GitHub\u003c/a\u003e\n", + " \u003ca target=\"_blank\" href=\"https://github.com/tensorflow/federated/blob/v0.44.0/docs/tutorials/random_noise_generation.ipynb\"\u003e\u003cimg src=\"https://www.tensorflow.org/images/GitHub-Mark-32px.png\" /\u003eView source on GitHub\u003c/a\u003e\n", " \u003c/td\u003e\n", " \u003ctd\u003e\n", " \u003ca href=\"https://storage.googleapis.com/tensorflow_docs/federated/docs/tutorials/random_noise_generation.ipynb\"\u003e\u003cimg src=\"https://www.tensorflow.org/images/download_logo_32px.png\" /\u003eDownload notebook\u003c/a\u003e\n", @@ -538,7 +538,7 @@ "id": "TnyhlV0fIxYR" }, "source": [ - "A general recommendation in TFF is to use the functional `tf.random.stateless_*` functions for random noise generation. These functions take `seed` (a Tensor with shape `[2]` or a `tuple` of two scalar tensors) as an explicit input argument to generate random noise. We first define a helper class to maintain the seed as pseudo state. The helper `RandomSeedGenerator` has functional operators in a state-in-state-out fashion. It is reasonable to use a counter as pseudo state for `tf.random.stateless_*` as these functions [scramble](https://github.com/tensorflow/tensorflow/blob/919f693420e35d00c8d0.43.00837ae3718f7927/tensorflow/core/kernels/stateless_random_ops.cc#L50-L64) the seed before using it to make noises generated by correlated seeds statistically uncorrelated." + "A general recommendation in TFF is to use the functional `tf.random.stateless_*` functions for random noise generation. These functions take `seed` (a Tensor with shape `[2]` or a `tuple` of two scalar tensors) as an explicit input argument to generate random noise. We first define a helper class to maintain the seed as pseudo state. The helper `RandomSeedGenerator` has functional operators in a state-in-state-out fashion. It is reasonable to use a counter as pseudo state for `tf.random.stateless_*` as these functions [scramble](https://github.com/tensorflow/tensorflow/blob/919f693420e35d00c8d0.44.00837ae3718f7927/tensorflow/core/kernels/stateless_random_ops.cc#L50-L64) the seed before using it to make noises generated by correlated seeds statistically uncorrelated." ] }, { diff --git a/docs/tutorials/simulations.ipynb b/docs/tutorials/simulations.ipynb index 9cc1a727af..c662894e49 100644 --- a/docs/tutorials/simulations.ipynb +++ b/docs/tutorials/simulations.ipynb @@ -60,10 +60,10 @@ " \u003ca target=\"_blank\" href=\"https://www.tensorflow.org/federated/tutorials/simulations\"\u003e\u003cimg src=\"https://www.tensorflow.org/images/tf_logo_32px.png\" /\u003eView on TensorFlow.org\u003c/a\u003e\n", " \u003c/td\u003e\n", " \u003ctd\u003e\n", - " \u003ca target=\"_blank\" href=\"https://colab.research.google.com/github/tensorflow/federated/blob/v0.43.0/docs/tutorials/simulations.ipynb\"\u003e\u003cimg src=\"https://www.tensorflow.org/images/colab_logo_32px.png\" /\u003eRun in Google Colab\u003c/a\u003e\n", + " \u003ca target=\"_blank\" href=\"https://colab.research.google.com/github/tensorflow/federated/blob/v0.44.0/docs/tutorials/simulations.ipynb\"\u003e\u003cimg src=\"https://www.tensorflow.org/images/colab_logo_32px.png\" /\u003eRun in Google Colab\u003c/a\u003e\n", " \u003c/td\u003e\n", " \u003ctd\u003e\n", - " \u003ca target=\"_blank\" href=\"https://github.com/tensorflow/federated/blob/v0.43.0/docs/tutorials/simulations.ipynb\"\u003e\u003cimg src=\"https://www.tensorflow.org/images/GitHub-Mark-32px.png\" /\u003eView source on GitHub\u003c/a\u003e\n", + " \u003ca target=\"_blank\" href=\"https://github.com/tensorflow/federated/blob/v0.44.0/docs/tutorials/simulations.ipynb\"\u003e\u003cimg src=\"https://www.tensorflow.org/images/GitHub-Mark-32px.png\" /\u003eView source on GitHub\u003c/a\u003e\n", " \u003c/td\u003e\n", " \u003ctd\u003e\n", " \u003ca href=\"https://storage.googleapis.com/tensorflow_docs/federated/docs/tutorials/simulations.ipynb\"\u003e\u003cimg src=\"https://www.tensorflow.org/images/download_logo_32px.png\" /\u003eDownload notebook\u003c/a\u003e\n", @@ -207,7 +207,7 @@ "train metrics OrderedDict([('sparse_categorical_accuracy', 0.27160493), ('loss', 2.340346), ('num_examples', 9720), ('num_batches', 490)]), round time 2.25 seconds\n", "train metrics OrderedDict([('sparse_categorical_accuracy', 0.34115225), ('loss', 2.0537064), ('num_examples', 9720), ('num_batches', 490)]), round time 2.27 seconds\n", "train metrics OrderedDict([('sparse_categorical_accuracy', 0.3745885), ('loss', 1.9158486), ('num_examples', 9720), ('num_batches', 490)]), round time 2.21 seconds\n", - "train metrics OrderedDict([('sparse_categorical_accuracy', 0.43.02059), ('loss', 1.7523248), ('num_examples', 9720), ('num_batches', 490)]), round time 2.19 seconds\n", + "train metrics OrderedDict([('sparse_categorical_accuracy', 0.44.02059), ('loss', 1.7523248), ('num_examples', 9720), ('num_batches', 490)]), round time 2.19 seconds\n", "train metrics OrderedDict([('sparse_categorical_accuracy', 0.47644034), ('loss', 1.6085855), ('num_examples', 9720), ('num_batches', 490)]), round time 2.20 seconds\n", "train metrics OrderedDict([('sparse_categorical_accuracy', 0.5126543), ('loss', 1.5272282), ('num_examples', 9720), ('num_batches', 490)]), round time 2.27 seconds\n", "train metrics OrderedDict([('sparse_categorical_accuracy', 0.5576132), ('loss', 1.393721), ('num_examples', 9720), ('num_batches', 490)]), round time 2.16 seconds\n" diff --git a/docs/tutorials/simulations_with_accelerators.ipynb b/docs/tutorials/simulations_with_accelerators.ipynb index d83c8ebdca..3691f01247 100644 --- a/docs/tutorials/simulations_with_accelerators.ipynb +++ b/docs/tutorials/simulations_with_accelerators.ipynb @@ -53,10 +53,10 @@ " \u003ca target=\"_blank\" href=\"https://www.tensorflow.org/federated/tutorials/simulations_with_accelerators\"\u003e\u003cimg src=\"https://www.tensorflow.org/images/tf_logo_32px.png\" /\u003eView on TensorFlow.org\u003c/a\u003e\n", " \u003c/td\u003e\n", " \u003ctd\u003e\n", - " \u003ca target=\"_blank\" href=\"https://colab.research.google.com/github/tensorflow/federated/blob/v0.43.0/docs/tutorials/simulations_with_accelerators.ipynb\"\u003e\u003cimg src=\"https://www.tensorflow.org/images/colab_logo_32px.png\" /\u003eRun in Google Colab\u003c/a\u003e\n", + " \u003ca target=\"_blank\" href=\"https://colab.research.google.com/github/tensorflow/federated/blob/v0.44.0/docs/tutorials/simulations_with_accelerators.ipynb\"\u003e\u003cimg src=\"https://www.tensorflow.org/images/colab_logo_32px.png\" /\u003eRun in Google Colab\u003c/a\u003e\n", " \u003c/td\u003e\n", " \u003ctd\u003e\n", - " \u003ca target=\"_blank\" href=\"https://github.com/tensorflow/federated/blob/v0.43.0/docs/tutorials/simulations_with_accelerators.ipynb\"\u003e\u003cimg src=\"https://www.tensorflow.org/images/GitHub-Mark-32px.png\" /\u003eView source on GitHub\u003c/a\u003e\n", + " \u003ca target=\"_blank\" href=\"https://github.com/tensorflow/federated/blob/v0.44.0/docs/tutorials/simulations_with_accelerators.ipynb\"\u003e\u003cimg src=\"https://www.tensorflow.org/images/GitHub-Mark-32px.png\" /\u003eView source on GitHub\u003c/a\u003e\n", " \u003c/td\u003e\n", " \u003ctd\u003e\n", " \u003ca href=\"https://storage.googleapis.com/tensorflow_docs/federated/docs/tutorials/simulations_with_accelerators.ipynb\"\u003e\u003cimg src=\"https://www.tensorflow.org/images/download_logo_32px.png\" /\u003eDownload notebook\u003c/a\u003e\n", diff --git a/docs/tutorials/sparse_federated_learning.ipynb b/docs/tutorials/sparse_federated_learning.ipynb index 1dfb9dd8e0..d370651619 100644 --- a/docs/tutorials/sparse_federated_learning.ipynb +++ b/docs/tutorials/sparse_federated_learning.ipynb @@ -51,10 +51,10 @@ " \u003ca target=\"_blank\" href=\"https://www.tensorflow.org/federated/tutorials/sparse_federated_learning\"\u003e\u003cimg src=\"https://www.tensorflow.org/images/tf_logo_32px.png\" /\u003eView on TensorFlow.org\u003c/a\u003e\n", " \u003c/td\u003e\n", " \u003ctd\u003e\n", - " \u003ca target=\"_blank\" href=\"https://colab.research.google.com/github/tensorflow/federated/blob/v0.43.0/docs/tutorials/sparse_federated_learning.ipynb\"\u003e\u003cimg src=\"https://www.tensorflow.org/images/colab_logo_32px.png\" /\u003eRun in Google Colab\u003c/a\u003e\n", + " \u003ca target=\"_blank\" href=\"https://colab.research.google.com/github/tensorflow/federated/blob/v0.44.0/docs/tutorials/sparse_federated_learning.ipynb\"\u003e\u003cimg src=\"https://www.tensorflow.org/images/colab_logo_32px.png\" /\u003eRun in Google Colab\u003c/a\u003e\n", " \u003c/td\u003e\n", " \u003ctd\u003e\n", - " \u003ca target=\"_blank\" href=\"https://github.com/tensorflow/federated/blob/v0.43.0/docs/tutorials/sparse_federated_learning.ipynb\"\u003e\u003cimg src=\"https://www.tensorflow.org/images/GitHub-Mark-32px.png\" /\u003eView source on GitHub\u003c/a\u003e\n", + " \u003ca target=\"_blank\" href=\"https://github.com/tensorflow/federated/blob/v0.44.0/docs/tutorials/sparse_federated_learning.ipynb\"\u003e\u003cimg src=\"https://www.tensorflow.org/images/GitHub-Mark-32px.png\" /\u003eView source on GitHub\u003c/a\u003e\n", " \u003c/td\u003e\n", " \u003ctd\u003e\n", " \u003ca href=\"https://storage.googleapis.com/tensorflow_docs/federated/docs/tutorials/sparse_federated_learning.ipynb\"\u003e\u003cimg src=\"https://www.tensorflow.org/images/download_logo_32px.png\" /\u003eDownload notebook\u003c/a\u003e\n", diff --git a/docs/tutorials/tff_for_federated_learning_research_compression.ipynb b/docs/tutorials/tff_for_federated_learning_research_compression.ipynb index b8da2d383d..4dd8af251c 100644 --- a/docs/tutorials/tff_for_federated_learning_research_compression.ipynb +++ b/docs/tutorials/tff_for_federated_learning_research_compression.ipynb @@ -42,10 +42,10 @@ " \u003ca target=\"_blank\" href=\"https://www.tensorflow.org/federated/tutorials/tff_for_federated_learning_research_compression\"\u003e\u003cimg src=\"https://www.tensorflow.org/images/tf_logo_32px.png\" /\u003eView on TensorFlow.org\u003c/a\u003e\n", " \u003c/td\u003e\n", " \u003ctd\u003e\n", - " \u003ca target=\"_blank\" href=\"https://colab.research.google.com/github/tensorflow/federated/blob/v0.43.0/docs/tutorials/tff_for_federated_learning_research_compression.ipynb\"\u003e\u003cimg src=\"https://www.tensorflow.org/images/colab_logo_32px.png\" /\u003eRun in Google Colab\u003c/a\u003e\n", + " \u003ca target=\"_blank\" href=\"https://colab.research.google.com/github/tensorflow/federated/blob/v0.44.0/docs/tutorials/tff_for_federated_learning_research_compression.ipynb\"\u003e\u003cimg src=\"https://www.tensorflow.org/images/colab_logo_32px.png\" /\u003eRun in Google Colab\u003c/a\u003e\n", " \u003c/td\u003e\n", " \u003ctd\u003e\n", - " \u003ca target=\"_blank\" href=\"https://github.com/tensorflow/federated/blob/v0.43.0/docs/tutorials/tff_for_federated_learning_research_compression.ipynb\"\u003e\u003cimg src=\"https://www.tensorflow.org/images/GitHub-Mark-32px.png\" /\u003eView source on GitHub\u003c/a\u003e\n", + " \u003ca target=\"_blank\" href=\"https://github.com/tensorflow/federated/blob/v0.44.0/docs/tutorials/tff_for_federated_learning_research_compression.ipynb\"\u003e\u003cimg src=\"https://www.tensorflow.org/images/GitHub-Mark-32px.png\" /\u003eView source on GitHub\u003c/a\u003e\n", " \u003c/td\u003e\n", " \u003ctd\u003e\n", " \u003ca href=\"https://storage.googleapis.com/tensorflow_docs/federated/docs/tutorials/tff_for_federated_learning_research_compression.ipynb\"\u003e\u003cimg src=\"https://www.tensorflow.org/images/download_logo_32px.png\" /\u003eDownload notebook\u003c/a\u003e\n", diff --git a/docs/tutorials/tuning_recommended_aggregators.ipynb b/docs/tutorials/tuning_recommended_aggregators.ipynb index 0959367d5e..8f9617cb48 100644 --- a/docs/tutorials/tuning_recommended_aggregators.ipynb +++ b/docs/tutorials/tuning_recommended_aggregators.ipynb @@ -51,10 +51,10 @@ " \u003ca target=\"_blank\" href=\"https://www.tensorflow.org/federated/tutorials/tuning_recommended_aggregators\"\u003e\u003cimg src=\"https://www.tensorflow.org/images/tf_logo_32px.png\" /\u003eView on TensorFlow.org\u003c/a\u003e\n", " \u003c/td\u003e\n", " \u003ctd\u003e\n", - " \u003ca target=\"_blank\" href=\"https://colab.research.google.com/github/tensorflow/federated/blob/v0.43.0/docs/tutorials/tuning_recommended_aggregators.ipynb\"\u003e\u003cimg src=\"https://www.tensorflow.org/images/colab_logo_32px.png\" /\u003eRun in Google Colab\u003c/a\u003e\n", + " \u003ca target=\"_blank\" href=\"https://colab.research.google.com/github/tensorflow/federated/blob/v0.44.0/docs/tutorials/tuning_recommended_aggregators.ipynb\"\u003e\u003cimg src=\"https://www.tensorflow.org/images/colab_logo_32px.png\" /\u003eRun in Google Colab\u003c/a\u003e\n", " \u003c/td\u003e\n", " \u003ctd\u003e\n", - " \u003ca target=\"_blank\" href=\"https://github.com/tensorflow/federated/blob/v0.43.0/docs/tutorials/tuning_recommended_aggregators.ipynb\"\u003e\u003cimg src=\"https://www.tensorflow.org/images/GitHub-Mark-32px.png\" /\u003eView source on GitHub\u003c/a\u003e\n", + " \u003ca target=\"_blank\" href=\"https://github.com/tensorflow/federated/blob/v0.44.0/docs/tutorials/tuning_recommended_aggregators.ipynb\"\u003e\u003cimg src=\"https://www.tensorflow.org/images/GitHub-Mark-32px.png\" /\u003eView source on GitHub\u003c/a\u003e\n", " \u003c/td\u003e\n", " \u003ctd\u003e\n", " \u003ca href=\"https://storage.googleapis.com/tensorflow_docs/federated/docs/tutorials/tuning_recommended_aggregators.ipynb\"\u003e\u003cimg src=\"https://www.tensorflow.org/images/download_logo_32px.png\" /\u003eDownload notebook\u003c/a\u003e\n", diff --git a/docs/tutorials/working_with_client_data.ipynb b/docs/tutorials/working_with_client_data.ipynb index af73ee2dd0..42c6b71b6d 100644 --- a/docs/tutorials/working_with_client_data.ipynb +++ b/docs/tutorials/working_with_client_data.ipynb @@ -51,10 +51,10 @@ " \u003ca target=\"_blank\" href=\"https://www.tensorflow.org/federated/tutorials/working_with_client_data\"\u003e\u003cimg src=\"https://www.tensorflow.org/images/tf_logo_32px.png\" /\u003eView on TensorFlow.org\u003c/a\u003e\n", " \u003c/td\u003e\n", " \u003ctd\u003e\n", - " \u003ca target=\"_blank\" href=\"https://colab.research.google.com/github/tensorflow/federated/blob/v0.43.0/docs/tutorials/working_with_client_data.ipynb\"\u003e\u003cimg src=\"https://www.tensorflow.org/images/colab_logo_32px.png\" /\u003eRun in Google Colab\u003c/a\u003e\n", + " \u003ca target=\"_blank\" href=\"https://colab.research.google.com/github/tensorflow/federated/blob/v0.44.0/docs/tutorials/working_with_client_data.ipynb\"\u003e\u003cimg src=\"https://www.tensorflow.org/images/colab_logo_32px.png\" /\u003eRun in Google Colab\u003c/a\u003e\n", " \u003c/td\u003e\n", " \u003ctd\u003e\n", - " \u003ca target=\"_blank\" href=\"https://github.com/tensorflow/federated/blob/v0.43.0/docs/tutorials/working_with_client_data.ipynb\"\u003e\u003cimg src=\"https://www.tensorflow.org/images/GitHub-Mark-32px.png\" /\u003eView source on GitHub\u003c/a\u003e\n", + " \u003ca target=\"_blank\" href=\"https://github.com/tensorflow/federated/blob/v0.44.0/docs/tutorials/working_with_client_data.ipynb\"\u003e\u003cimg src=\"https://www.tensorflow.org/images/GitHub-Mark-32px.png\" /\u003eView source on GitHub\u003c/a\u003e\n", " \u003c/td\u003e\n", " \u003ctd\u003e\n", " \u003ca href=\"https://storage.googleapis.com/tensorflow_docs/federated/docs/tutorials/working_with_client_data.ipynb\"\u003e\u003cimg src=\"https://www.tensorflow.org/images/download_logo_32px.png\" /\u003eDownload notebook\u003c/a\u003e\n", diff --git a/tensorflow_federated/version.py b/tensorflow_federated/version.py index 23ecf29532..db2e34c5ce 100644 --- a/tensorflow_federated/version.py +++ b/tensorflow_federated/version.py @@ -13,4 +13,4 @@ # limitations under the License. """TensorFlow Federated version.""" -__version__ = '0.43.0' +__version__ = '0.44.0'