From 99f1071b1c43469ba800c4a95ff86a850355b1c2 Mon Sep 17 00:00:00 2001 From: Shun Lin Date: Sun, 20 Oct 2019 13:20:41 -0700 Subject: [PATCH 01/10] import files and added new tutorial --- docs/tutorials/tqdm_progress_bar.ipynb | 368 ++++++++++++++++++ tensorflow_addons/callbacks/README.md | 4 +- .../callbacks/tqdm_progress_bar.py | 163 ++++++++ 3 files changed, 533 insertions(+), 2 deletions(-) create mode 100644 docs/tutorials/tqdm_progress_bar.ipynb create mode 100644 tensorflow_addons/callbacks/tqdm_progress_bar.py diff --git a/docs/tutorials/tqdm_progress_bar.ipynb b/docs/tutorials/tqdm_progress_bar.ipynb new file mode 100644 index 0000000000..1104d4c96c --- /dev/null +++ b/docs/tutorials/tqdm_progress_bar.ipynb @@ -0,0 +1,368 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "Tce3stUlHN0L" + }, + "source": [ + "##### Copyright 2019 The TensorFlow Authors." + ] + }, + { + "cell_type": "code", + "execution_count": 0, + "metadata": { + "cellView": "form", + "colab": {}, + "colab_type": "code", + "id": "tuOe1ymfHZPu" + }, + "outputs": [], + "source": [ + "#@title Licensed under the Apache License, Version 2.0 (the \"License\");\n", + "# you may not use this file except in compliance with the License.\n", + "# You may obtain a copy of the License at\n", + "#\n", + "# https://www.apache.org/licenses/LICENSE-2.0\n", + "#\n", + "# Unless required by applicable law or agreed to in writing, software\n", + "# distributed under the License is distributed on an \"AS IS\" BASIS,\n", + "# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.\n", + "# See the License for the specific language governing permissions and\n", + "# limitations under the License." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "qFdPvlXBOdUN" + }, + "source": [ + "# Title" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "MfBg1C5NB3X0" + }, + "source": [ + "\n", + " \n", + " \n", + " \n", + " \n", + "
\n", + " View on TensorFlow.org\n", + " \n", + " Run in Google Colab\n", + " \n", + " View source on GitHub\n", + " \n", + " Download notebook\n", + "
" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "r6P32iYYV27b" + }, + "source": [ + "[Update button links]" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "xHxb-dlhMIzW" + }, + "source": [ + "## Overview\n", + "\n", + "[Include a paragraph or two explaining what this example demonstrates, who should be interested in it, and what you need to know before you get started.]" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "MUXex9ctTuDB" + }, + "source": [ + "## Setup" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "1Eh-iCRVBm0p" + }, + "source": [ + "[Put all your imports and installs up into a setup section.]" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "8n8UUkG9rx68" + }, + "outputs": [], + "source": [ + "from __future__ import absolute_import, division, print_function, unicode_literals" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "IqR2PQG4ZaZ0" + }, + "outputs": [], + "source": [ + "try:\n", + " %tensorflow_version 2.x\n", + "except:\n", + " pass\n", + "\n", + "import tensorflow as tf" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Requirement already satisfied: tensorflow-addons~=0.6 in /usr/local/google/home/markdaoust/venv3/lib/python3.6/site-packages (0.6.0)\r\n" + ] + } + ], + "source": [ + "!pip install --no-deps tensorflow-addons~=0.6" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "import tensorflow_addons as tfa" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "UhNtHfuxCGVy" + }, + "source": [ + "## Resources\n", + "\n", + "* [TensorFlow documentation contributor guide](https://www.tensorflow.org/community/contribute/docs)\n", + "* [TensorFlow documentation style guide](https://www.tensorflow.org/community/contribute/docs_style)\n", + "* [Google developer documentation style guide](https://developers.google.com/style/highlights)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "2V22fKegUtF9" + }, + "source": [ + "## Notebook style\n", + "\n", + "* Include the collapsed license at the top (uses the Colab \"Form\" mode to hide the cells).\n", + "* Save the notebook with the table of contents open.\n", + "* Use one `H1` header for the title.\n", + "* Include the button-bar immediately after the `H1`.\n", + "* Include an overview section before any code.\n", + "* Put all your installs and imports in a setup section.\n", + "* Always include the `__future__` imports.\n", + "* Write Python 3 compatible code.\n", + "* Keep code and text cells as brief as posssible.\n", + "* Avoid leaving an empty cell at the end of the notebook." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "QKp40qS-DGEZ" + }, + "source": [ + "### Code style\n", + "\n", + "* Notebooks are for people. Write code optimized for clarity.\n", + "* Keep examples quick. Use small datasets, or small slices of datasets. Don't train to convergence, train until it's obvious it's making progress.\n", + "* Demonstrate small parts before combining them into something more complex, like this:" + ] + }, + { + "cell_type": "code", + "execution_count": 0, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "KtylpxOmceaC" + }, + "outputs": [], + "source": [ + "# Build the model\n", + "model = tf.keras.Sequential([\n", + " tf.keras.layers.Dense(10, activation='relu', input_shape=(None, 5)),\n", + " tf.keras.layers.Dense(3)\n", + "])" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "pwdM2pl3RSPb" + }, + "source": [ + "Run the model on a single batch of data, and inspect the output:" + ] + }, + { + "cell_type": "code", + "execution_count": 0, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "mMOeXVmbdilM" + }, + "outputs": [], + "source": [ + "result = model(tf.constant(np.random.randn(10,5), dtype = tf.float32)).numpy()\n", + "\n", + "print(\"min:\", result.min())\n", + "print(\"max:\", result.max())\n", + "print(\"mean:\", result.mean())\n", + "print(\"shape:\", result.shape)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "uabQmjMtRtzs" + }, + "source": [ + "Compile the model for training:" + ] + }, + { + "cell_type": "code", + "execution_count": 0, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "U82B_tH2d294" + }, + "outputs": [], + "source": [ + "model.compile(optimizer=tf.keras.optimizers.Adam(),\n", + " loss=tf.keras.losses.categorical_crossentropy)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "TJdqBNBbS78n" + }, + "source": [ + "### Code content\n", + "\n", + "* Use the highest level API that gets the job done (unless the goal is to demonstrate the low level API).\n", + "* Use `keras.Sequential` > keras functional api > keras model subclassing > ...\n", + "* Use `model.fit` > `model.train_on_batch` > manual `GradientTapes`.\n", + "* Use eager-style code.\n", + "* Use `tensorflow_datasets` and `tf.data` where possible.\n", + "* Avoid `compat.v1`." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "78HBT9cQXJko" + }, + "source": [ + "### Text\n", + "\n", + "* Use an imperative style. \"Run a batch of images through the model.\"\n", + "* Use sentence case in titles/headings. \n", + "* Use short titles/headings: \"Download the data\", \"Build the Model\", \"Train the model\".\n", + "* Use the [Google developer documentation style guide](https://developers.google.com/style/highlights).\n" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "YrsKXcPRUvK9" + }, + "source": [ + "## GitHub workflow\n", + "\n", + "* Be consistent about how you save your notebooks, otherwise the JSON diffs are messy.\n", + "* This notebook has the \"Omit code cell output when saving this notebook\" option set. GitHub refuses to diff notebooks with large diffs (inline images).\n", + "* [ReviewNB.com](http://reviewnb.com) can help with diffs. This is linked in a comment on a notebook pull request.\n", + "* Use the [Open in Colab](https://chrome.google.com/webstore/detail/open-in-colab/iogfkhleblhcpcekbiedikdehleodpjo) extension to open a GitHub notebook in Colab.\n", + "* The easiest way to edit a notebook in GitHub is to open it with Colab from the branch you want to edit. Then use File --> Save a copy in GitHub, which will save it back to the branch you opened it from.\n", + "* For PRs it's helpful to post a direct Colab link to the PR head: https://colab.research.google.com/github/{USER}/{REPO}/blob/{BRANCH}/{PATH}.ipynb" + ] + } + ], + "metadata": { + "colab": { + "collapsed_sections": [ + "Tce3stUlHN0L" + ], + "name": "template.ipynb", + "private_outputs": true, + "provenance": [], + "toc_visible": true, + "version": "0.3.2" + }, + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.6.3" + } + }, + "nbformat": 4, + "nbformat_minor": 1 +} diff --git a/tensorflow_addons/callbacks/README.md b/tensorflow_addons/callbacks/README.md index b16710c96e..ba2e3d0f5b 100644 --- a/tensorflow_addons/callbacks/README.md +++ b/tensorflow_addons/callbacks/README.md @@ -3,12 +3,12 @@ ## Maintainers | Submodule | Maintainers | Contact Info | |:---------- |:------------- |:--------------| -| | | | +| tqdm_progress_bar | @shun-lin | shunlin@google.com | ## Contents | Submodule | Metric | Reference | |:----------------------- |:-------------------|:---------------| -| | | | +| tqdm_progress_bar | N/A | https://tqdm.github.io/ | ## Contribution Guidelines diff --git a/tensorflow_addons/callbacks/tqdm_progress_bar.py b/tensorflow_addons/callbacks/tqdm_progress_bar.py new file mode 100644 index 0000000000..ec654f952f --- /dev/null +++ b/tensorflow_addons/callbacks/tqdm_progress_bar.py @@ -0,0 +1,163 @@ +# Copyright 2019 The TensorFlow Authors. All Rights Reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# ============================================================================== +"""TQDM Progress Bar. """ + +from __future__ import absolute_import, division, print_function + +from sys import stderr + +import numpy as np +import six +from tensorflow.keras.callbacks import Callback +from tensorflow_addons.utils import keras_utils +from tqdm.auto import tqdm + + +@keras_utils.register_keras_custom_object +class TQDMProgressBar(Callback): + """TQDM Progress Bar for Tensorflow Keras. + + Arguments: + outer_description: string for outer progress bar + inner_description_initial: initial format for epoch ("Epoch: {epoch}") + inner_description_update: format after metrics collected ("Epoch: {epoch} - {metrics}") + metric_format: format for each metric name/value pair ("{name}: {value:0.3f}") + separator: separator between metrics (" - ") + leave_inner: True to leave inner bars + leave_outer: True to leave outer bars + show_inner: False to hide inner bars + show_outer: False to hide outer bar + """ + + def __init__(self, outer_description="Training", + inner_description_initial="Epoch {epoch}/{num_epochs}", + inner_description_update="{metrics}", + metric_format="{name}: {value:0.4f}", + separator=" - ", + leave_inner=True, + leave_outer=True, + show_inner=True, + show_outer=True): + + self.outer_description = outer_description + self.inner_description_initial = inner_description_initial + self.inner_description_update = inner_description_update + self.metric_format = metric_format + self.separator = separator + self.leave_inner = leave_inner + self.leave_outer = leave_outer + self.show_inner = show_inner + self.show_outer = show_outer + + self.tqdm_outer = None + self.tqdm_inner = None + self.epoch = None + self.num_epochs = None + self.running_logs = None + self.inner_count = None + + def on_epoch_begin(self, epoch, logs={}): + self.epoch = epoch + desc = self.inner_description_initial.format(epoch=self.epoch + 1, num_epochs=self.num_epochs) + if self.mode == 'samples': + self.inner_total = self.params['samples'] + else: + self.inner_total = self.params['steps'] + if self.show_inner: + print(desc) + self.tqdm_inner = tqdm( + total=self.inner_total, leave=self.leave_inner, dynamic_ncols=True, unit=self.mode, bar_format='{r_bar}{bar}{l_bar}') + self.inner_count = 0 + self.running_logs = {} + + def on_epoch_end(self, epoch, logs={}): + metrics = self.format_metrics(logs) + # desc = self.inner_description_update.format(metrics=metrics) + desc = metrics + if self.show_inner: + self.tqdm_inner.desc = desc + # set miniters and mininterval to 0 so last update displays + self.tqdm_inner.miniters = 0 + self.tqdm_inner.mininterval = 0 + self.tqdm_inner.update(self.inner_total - self.tqdm_inner.n) + self.tqdm_inner.close() + if self.show_outer: + self.tqdm_outer.update(1) + + def on_batch_begin(self, batch, logs={}): + pass + + def on_batch_end(self, batch, logs={}): + if self.mode == "samples": + update = logs['size'] + else: + update = 1 + self.inner_count += update + if self.inner_count < self.inner_total: + self.append_logs(logs) + metrics = self.format_metrics(self.running_logs) + # desc = self.inner_description_update.format( + # epoch=self.epoch, metrics=metrics) + desc = metrics + if self.show_inner: + self.tqdm_inner.desc = desc + self.tqdm_inner.update(update) + + def on_train_begin(self, logs={}): + self.num_epochs = self.params['epochs'] + if self.show_outer: + self.tqdm_outer = tqdm( + desc=self.outer_description, total=self.num_epochs, leave=self.leave_outer, dynamic_ncols=True, unit="epochs") + + # set counting mode + if 'samples' in self.params: + self.mode = 'samples' + else: + self.mode = 'steps' + + def on_train_end(self, logs={}): + if self.show_outer: + self.tqdm_outer.close() + + def append_logs(self, logs): + """append logs seen in a batch to the running log to display updated + metrics values in real time.""" + metrics = self.params['metrics'] + for metric, value in six.iteritems(logs): + if metric in metrics: + if metric in self.running_logs: + self.running_logs[metric].append(value[()]) + else: + self.running_logs[metric] = [value[()]] + + def format_metrics(self, logs): + """Format metrics in logs into a string. + + Arguments: + logs: dictionary of metrics and their values. + + Returns: + metrics_string: a string displaying metrics using the given + formators passed in through the constructor. + """ + metrics = self.params['metrics'] + metric_value_pairs = [] + for metric in metrics: + if metric in logs: + pair = self.metric_format.format( + name=metric, value=np.mean(logs[metric], axis=None)) + metric_value_pairs.append(pair) + metrics_string = self.separator.join(metric_value_pairs) + return metrics_string From c4d885888a6b4975818175264b707108b5377d0b Mon Sep 17 00:00:00 2001 From: Shun Lin Date: Sun, 20 Oct 2019 13:23:10 -0700 Subject: [PATCH 02/10] Update tqdm_progress_bar.ipynb --- docs/tutorials/tqdm_progress_bar.ipynb | 544 ++++++++++++++----------- 1 file changed, 315 insertions(+), 229 deletions(-) diff --git a/docs/tutorials/tqdm_progress_bar.ipynb b/docs/tutorials/tqdm_progress_bar.ipynb index 1104d4c96c..11d73e8eca 100644 --- a/docs/tutorials/tqdm_progress_bar.ipynb +++ b/docs/tutorials/tqdm_progress_bar.ipynb @@ -2,23 +2,15 @@ "cells": [ { "cell_type": "markdown", - "metadata": { - "colab_type": "text", - "id": "Tce3stUlHN0L" - }, + "metadata": {}, "source": [ "##### Copyright 2019 The TensorFlow Authors." ] }, { "cell_type": "code", - "execution_count": 0, - "metadata": { - "cellView": "form", - "colab": {}, - "colab_type": "code", - "id": "tuOe1ymfHZPu" - }, + "execution_count": 1, + "metadata": {}, "outputs": [], "source": [ "#@title Licensed under the Apache License, Version 2.0 (the \"License\");\n", @@ -36,315 +28,409 @@ }, { "cell_type": "markdown", - "metadata": { - "colab_type": "text", - "id": "qFdPvlXBOdUN" - }, + "metadata": {}, "source": [ - "# Title" + "# TensorFlow Addons Callbacks: TQDM" ] }, { "cell_type": "markdown", - "metadata": { - "colab_type": "text", - "id": "MfBg1C5NB3X0" - }, + "metadata": {}, "source": [ "\n", " \n", - " \n", " \n", - " \n", "
\n", - " View on TensorFlow.org\n", - " \n", - " Run in Google Colab\n", + " Run in Google Colab\n", " \n", - " View source on GitHub\n", - " \n", - " Download notebook\n", + " View source on GitHub\n", "
" ] }, { "cell_type": "markdown", - "metadata": { - "colab_type": "text", - "id": "r6P32iYYV27b" - }, - "source": [ - "[Update button links]" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "colab_type": "text", - "id": "xHxb-dlhMIzW" - }, + "metadata": {}, "source": [ "## Overview\n", - "\n", - "[Include a paragraph or two explaining what this example demonstrates, who should be interested in it, and what you need to know before you get started.]" + "This notebook will demonstrate how to use TQDMCallback in TensorFlow Addons." ] }, { "cell_type": "markdown", - "metadata": { - "colab_type": "text", - "id": "MUXex9ctTuDB" - }, + "metadata": {}, "source": [ "## Setup" ] }, - { - "cell_type": "markdown", - "metadata": { - "colab_type": "text", - "id": "1Eh-iCRVBm0p" - }, - "source": [ - "[Put all your imports and installs up into a setup section.]" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": { - "colab": {}, - "colab_type": "code", - "id": "8n8UUkG9rx68" - }, - "outputs": [], - "source": [ - "from __future__ import absolute_import, division, print_function, unicode_literals" - ] - }, { "cell_type": "code", "execution_count": 2, - "metadata": { - "colab": {}, - "colab_type": "code", - "id": "IqR2PQG4ZaZ0" - }, - "outputs": [], - "source": [ - "try:\n", - " %tensorflow_version 2.x\n", - "except:\n", - " pass\n", - "\n", - "import tensorflow as tf" - ] - }, - { - "cell_type": "code", - "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Requirement already satisfied: tensorflow-addons~=0.6 in /usr/local/google/home/markdaoust/venv3/lib/python3.6/site-packages (0.6.0)\r\n" + "Enabling notebook extension jupyter-js-widgets/extension...\r\n", + " - Validating: \u001b[32mOK\u001b[0m\r\n" ] } ], "source": [ - "!pip install --no-deps tensorflow-addons~=0.6" + "!pip install -q tqdm\n", + "\n", + "!pip install -q ipywidgets\n", + "!jupyter nbextension enable --py widgetsnbextension --sys-prefix" ] }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ - "import tensorflow_addons as tfa" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "colab_type": "text", - "id": "UhNtHfuxCGVy" - }, - "source": [ - "## Resources\n", - "\n", - "* [TensorFlow documentation contributor guide](https://www.tensorflow.org/community/contribute/docs)\n", - "* [TensorFlow documentation style guide](https://www.tensorflow.org/community/contribute/docs_style)\n", - "* [Google developer documentation style guide](https://developers.google.com/style/highlights)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "colab_type": "text", - "id": "2V22fKegUtF9" - }, - "source": [ - "## Notebook style\n", + "import tensorflow as tf\n", + "import tensorflow_addons as tfa\n", "\n", - "* Include the collapsed license at the top (uses the Colab \"Form\" mode to hide the cells).\n", - "* Save the notebook with the table of contents open.\n", - "* Use one `H1` header for the title.\n", - "* Include the button-bar immediately after the `H1`.\n", - "* Include an overview section before any code.\n", - "* Put all your installs and imports in a setup section.\n", - "* Always include the `__future__` imports.\n", - "* Write Python 3 compatible code.\n", - "* Keep code and text cells as brief as posssible.\n", - "* Avoid leaving an empty cell at the end of the notebook." + "import tensorflow.keras as keras\n", + "from tensorflow.keras.datasets import mnist\n", + "from tensorflow.keras.models import Sequential\n", + "from tensorflow.keras.layers import Dense, Dropout, Flatten" ] }, { "cell_type": "markdown", - "metadata": { - "colab_type": "text", - "id": "QKp40qS-DGEZ" - }, + "metadata": {}, "source": [ - "### Code style\n", - "\n", - "* Notebooks are for people. Write code optimized for clarity.\n", - "* Keep examples quick. Use small datasets, or small slices of datasets. Don't train to convergence, train until it's obvious it's making progress.\n", - "* Demonstrate small parts before combining them into something more complex, like this:" + "## Import and Normalize Data" ] }, { "cell_type": "code", - "execution_count": 0, - "metadata": { - "colab": {}, - "colab_type": "code", - "id": "KtylpxOmceaC" - }, + "execution_count": 4, + "metadata": {}, "outputs": [], "source": [ - "# Build the model\n", - "model = tf.keras.Sequential([\n", - " tf.keras.layers.Dense(10, activation='relu', input_shape=(None, 5)),\n", - " tf.keras.layers.Dense(3)\n", - "])" + "# the data, split between train and test sets\n", + "(x_train, y_train), (x_test, y_test) = mnist.load_data()\n", + "# normalize data\n", + "x_train, x_test = x_train / 255.0, x_test / 255.0" ] }, { "cell_type": "markdown", - "metadata": { - "colab_type": "text", - "id": "pwdM2pl3RSPb" - }, + "metadata": {}, "source": [ - "Run the model on a single batch of data, and inspect the output:" + "## Build Simple MNIST CNN Model" ] }, { "cell_type": "code", - "execution_count": 0, - "metadata": { - "colab": {}, - "colab_type": "code", - "id": "mMOeXVmbdilM" - }, + "execution_count": 5, + "metadata": {}, "outputs": [], "source": [ - "result = model(tf.constant(np.random.randn(10,5), dtype = tf.float32)).numpy()\n", + "# build the model using the Sequential API\n", + "model = Sequential()\n", + "model.add(Flatten(input_shape=(28, 28)))\n", + "model.add(Dense(128, activation='relu'))\n", + "model.add(Dropout(0.2))\n", + "model.add(Dense(10, activation='softmax'))\n", "\n", - "print(\"min:\", result.min())\n", - "print(\"max:\", result.max())\n", - "print(\"mean:\", result.mean())\n", - "print(\"shape:\", result.shape)" + "model.compile(optimizer='adam',\n", + " loss = 'sparse_categorical_crossentropy',\n", + " metrics=['accuracy'])" ] }, { "cell_type": "markdown", - "metadata": { - "colab_type": "text", - "id": "uabQmjMtRtzs" - }, + "metadata": {}, "source": [ - "Compile the model for training:" + "## TQDMCallback example usage 1" ] }, { "cell_type": "code", - "execution_count": 0, + "execution_count": 6, "metadata": { - "colab": {}, - "colab_type": "code", - "id": "U82B_tH2d294" - }, - "outputs": [], - "source": [ - "model.compile(optimizer=tf.keras.optimizers.Adam(),\n", - " loss=tf.keras.losses.categorical_crossentropy)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "colab_type": "text", - "id": "TJdqBNBbS78n" - }, - "source": [ - "### Code content\n", - "\n", - "* Use the highest level API that gets the job done (unless the goal is to demonstrate the low level API).\n", - "* Use `keras.Sequential` > keras functional api > keras model subclassing > ...\n", - "* Use `model.fit` > `model.train_on_batch` > manual `GradientTapes`.\n", - "* Use eager-style code.\n", - "* Use `tensorflow_datasets` and `tf.data` where possible.\n", - "* Avoid `compat.v1`." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "colab_type": "text", - "id": "78HBT9cQXJko" + "scrolled": true }, + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "7eb371d6bbe24503a11540c3f0aae537", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(IntProgress(value=0, description='Training', layout=Layout(flex='2'), max=10, style=ProgressSty…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "3b81e903e015452da681cf997561dfd0", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(IntProgress(value=0, description='Epoch: 0', layout=Layout(flex='2'), max=60000, style=Progress…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "b2ea8248d2b744f08d80632f00cac1a9", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(IntProgress(value=0, description='Epoch: 1', layout=Layout(flex='2'), max=60000, style=Progress…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "44f29973b64244d8989d6f2b3ead45dd", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(IntProgress(value=0, description='Epoch: 2', layout=Layout(flex='2'), max=60000, style=Progress…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "09e8955e769f45aa9df605433b1d6563", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(IntProgress(value=0, description='Epoch: 3', layout=Layout(flex='2'), max=60000, style=Progress…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "eb37e6971293403ebba2c43d74027989", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(IntProgress(value=0, description='Epoch: 4', layout=Layout(flex='2'), max=60000, style=Progress…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "08f08a384c3d487ba563acca51d87dd4", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(IntProgress(value=0, description='Epoch: 5', layout=Layout(flex='2'), max=60000, style=Progress…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "2c63d833e33b429082d916e5b86e84fd", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(IntProgress(value=0, description='Epoch: 6', layout=Layout(flex='2'), max=60000, style=Progress…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "dc152d6a9cbc4b6596a75aad99693b3c", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(IntProgress(value=0, description='Epoch: 7', layout=Layout(flex='2'), max=60000, style=Progress…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "1e1eb234a42240a1aea0e7a8b7feed30", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(IntProgress(value=0, description='Epoch: 8', layout=Layout(flex='2'), max=60000, style=Progress…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "9c13c5dd347c47ed83f842f242bad131", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(IntProgress(value=0, description='Epoch: 9', layout=Layout(flex='2'), max=60000, style=Progress…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "### Text\n", + "# initialize tqdm callback with default parameters\n", + "tqdm_callback = tfa.callbacks.TQDMCallback()\n", "\n", - "* Use an imperative style. \"Run a batch of images through the model.\"\n", - "* Use sentence case in titles/headings. \n", - "* Use short titles/headings: \"Download the data\", \"Build the Model\", \"Train the model\".\n", - "* Use the [Google developer documentation style guide](https://developers.google.com/style/highlights).\n" + "# train the model with tqdm_callback\n", + "# make sure to set verbose = 0 to disable\n", + "# the default progress bar.\n", + "model.fit(x_train, y_train,\n", + " batch_size=64,\n", + " epochs=10,\n", + " verbose=0,\n", + " callbacks=[tqdm_callback],\n", + " validation_data=(x_test, y_test))" ] }, { - "cell_type": "markdown", + "cell_type": "code", + "execution_count": 7, "metadata": { - "colab_type": "text", - "id": "YrsKXcPRUvK9" + "scrolled": true }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Test loss: 0.06480617881095968\n", + "Test accuracy: 0.9803\n" + ] + } + ], "source": [ - "## GitHub workflow\n", - "\n", - "* Be consistent about how you save your notebooks, otherwise the JSON diffs are messy.\n", - "* This notebook has the \"Omit code cell output when saving this notebook\" option set. GitHub refuses to diff notebooks with large diffs (inline images).\n", - "* [ReviewNB.com](http://reviewnb.com) can help with diffs. This is linked in a comment on a notebook pull request.\n", - "* Use the [Open in Colab](https://chrome.google.com/webstore/detail/open-in-colab/iogfkhleblhcpcekbiedikdehleodpjo) extension to open a GitHub notebook in Colab.\n", - "* The easiest way to edit a notebook in GitHub is to open it with Colab from the branch you want to edit. Then use File --> Save a copy in GitHub, which will save it back to the branch you opened it from.\n", - "* For PRs it's helpful to post a direct Colab link to the PR head: https://colab.research.google.com/github/{USER}/{REPO}/blob/{BRANCH}/{PATH}.ipynb" + "score = model.evaluate(x_test, y_test, verbose=0)\n", + "print('Test loss:', score[0])\n", + "print('Test accuracy:', score[1])" ] } ], "metadata": { - "colab": { - "collapsed_sections": [ - "Tce3stUlHN0L" - ], - "name": "template.ipynb", - "private_outputs": true, - "provenance": [], - "toc_visible": true, - "version": "0.3.2" - }, "kernelspec": { "display_name": "Python 3", "language": "python", @@ -360,9 +446,9 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.3" + "version": "3.6.2" } }, "nbformat": 4, - "nbformat_minor": 1 + "nbformat_minor": 2 } From 3c774e1866c36d5259d6475f61ddb9fb3f823817 Mon Sep 17 00:00:00 2001 From: Shun Lin Date: Sun, 20 Oct 2019 23:45:36 -0700 Subject: [PATCH 03/10] update ipynb notebook and py --- docs/tutorials/tqdm_progress_bar.ipynb | 240 +++++------------- tensorflow_addons/callbacks/BUILD | 1 + tensorflow_addons/callbacks/__init__.py | 2 + .../callbacks/tqdm_progress_bar.py | 229 +++++++++-------- 4 files changed, 191 insertions(+), 281 deletions(-) diff --git a/docs/tutorials/tqdm_progress_bar.ipynb b/docs/tutorials/tqdm_progress_bar.ipynb index 11d73e8eca..a2d0032c82 100644 --- a/docs/tutorials/tqdm_progress_bar.ipynb +++ b/docs/tutorials/tqdm_progress_bar.ipynb @@ -30,7 +30,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "# TensorFlow Addons Callbacks: TQDM" + "# TensorFlow Addons Callbacks: TQDM Progress Bar" ] }, { @@ -39,10 +39,16 @@ "source": [ "\n", " \n", " \n", + " \n", + " \n", "
\n", - " Run in Google Colab\n", + " View on TensorFlow.org\n", " \n", - " View source on GitHub\n", + " Run in Google Colab\n", + " \n", + " View source on GitHub\n", + " \n", + " Download notebook\n", "
" ] @@ -71,8 +77,12 @@ "name": "stdout", "output_type": "stream", "text": [ - "Enabling notebook extension jupyter-js-widgets/extension...\r\n", - " - Validating: \u001b[32mOK\u001b[0m\r\n" + "\u001b[33mWARNING: You are using pip version 19.2.3, however version 19.3.1 is available.\n", + "You should consider upgrading via the 'pip install --upgrade pip' command.\u001b[0m\n", + "\u001b[33mWARNING: You are using pip version 19.2.3, however version 19.3.1 is available.\n", + "You should consider upgrading via the 'pip install --upgrade pip' command.\u001b[0m\n", + "Enabling notebook extension jupyter-js-widgets/extension...\n", + " - Validating: \u001b[32mOK\u001b[0m\n" ] } ], @@ -151,7 +161,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 7, "metadata": { "scrolled": true }, @@ -159,7 +169,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "7eb371d6bbe24503a11540c3f0aae537", + "model_id": "7dc4a8ebeb654c68a73c07ffa658f031", "version_major": 2, "version_minor": 0 }, @@ -170,141 +180,22 @@ "metadata": {}, "output_type": "display_data" }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "3b81e903e015452da681cf997561dfd0", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(IntProgress(value=0, description='Epoch: 0', layout=Layout(flex='2'), max=60000, style=Progress…" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "b2ea8248d2b744f08d80632f00cac1a9", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(IntProgress(value=0, description='Epoch: 1', layout=Layout(flex='2'), max=60000, style=Progress…" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "44f29973b64244d8989d6f2b3ead45dd", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(IntProgress(value=0, description='Epoch: 2', layout=Layout(flex='2'), max=60000, style=Progress…" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "09e8955e769f45aa9df605433b1d6563", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(IntProgress(value=0, description='Epoch: 3', layout=Layout(flex='2'), max=60000, style=Progress…" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "eb37e6971293403ebba2c43d74027989", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(IntProgress(value=0, description='Epoch: 4', layout=Layout(flex='2'), max=60000, style=Progress…" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "08f08a384c3d487ba563acca51d87dd4", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(IntProgress(value=0, description='Epoch: 5', layout=Layout(flex='2'), max=60000, style=Progress…" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, { "name": "stdout", "output_type": "stream", "text": [ - "\n" + "Epoch 1/10\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "2c63d833e33b429082d916e5b86e84fd", + "model_id": "3c34324ee89e4a6a94a7fa7daa29c65a", "version_major": 2, "version_minor": 0 }, "text/plain": [ - "HBox(children=(IntProgress(value=0, description='Epoch: 6', layout=Layout(flex='2'), max=60000, style=Progress…" + "HBox(children=(IntProgress(value=0, layout=Layout(flex='2'), max=60000), HTML(value='')), layout=Layout(displa…" ] }, "metadata": {}, @@ -314,39 +205,19 @@ "name": "stdout", "output_type": "stream", "text": [ - "\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "dc152d6a9cbc4b6596a75aad99693b3c", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(IntProgress(value=0, description='Epoch: 7', layout=Layout(flex='2'), max=60000, style=Progress…" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n" + "\n", + "Epoch 2/10\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "1e1eb234a42240a1aea0e7a8b7feed30", + "model_id": "862f51bca2514ec29766bb86210513a7", "version_major": 2, "version_minor": 0 }, "text/plain": [ - "HBox(children=(IntProgress(value=0, description='Epoch: 8', layout=Layout(flex='2'), max=60000, style=Progress…" + "HBox(children=(IntProgress(value=0, layout=Layout(flex='2'), max=60000), HTML(value='')), layout=Layout(displa…" ] }, "metadata": {}, @@ -356,18 +227,19 @@ "name": "stdout", "output_type": "stream", "text": [ - "\n" + "\n", + "Epoch 3/10\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "9c13c5dd347c47ed83f842f242bad131", + "model_id": "5047f9a904554affa582d4aa28a0300f", "version_major": 2, "version_minor": 0 }, "text/plain": [ - "HBox(children=(IntProgress(value=0, description='Epoch: 9', layout=Layout(flex='2'), max=60000, style=Progress…" + "HBox(children=(IntProgress(value=0, layout=Layout(flex='2'), max=60000), HTML(value='')), layout=Layout(displa…" ] }, "metadata": {}, @@ -382,19 +254,31 @@ ] }, { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" + "ename": "KeyboardInterrupt", + "evalue": "", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mKeyboardInterrupt\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[1;32m 10\u001b[0m \u001b[0mverbose\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 11\u001b[0m \u001b[0mcallbacks\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mtqdm_callback\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 12\u001b[0;31m validation_data=(x_test, y_test))\n\u001b[0m", + "\u001b[0;32m~/addons/env/lib/python3.6/site-packages/tensorflow_core/python/keras/engine/training.py\u001b[0m in \u001b[0;36mfit\u001b[0;34m(self, x, y, batch_size, epochs, verbose, callbacks, validation_split, validation_data, shuffle, class_weight, sample_weight, initial_epoch, steps_per_epoch, validation_steps, validation_freq, max_queue_size, workers, use_multiprocessing, **kwargs)\u001b[0m\n\u001b[1;32m 775\u001b[0m \u001b[0mmax_queue_size\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mmax_queue_size\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 776\u001b[0m \u001b[0mworkers\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mworkers\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 777\u001b[0;31m use_multiprocessing=use_multiprocessing)\n\u001b[0m\u001b[1;32m 778\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 779\u001b[0m def evaluate(self,\n", + "\u001b[0;32m~/addons/env/lib/python3.6/site-packages/tensorflow_core/python/keras/engine/training_v2.py\u001b[0m in \u001b[0;36mfit\u001b[0;34m(self, model, x, y, batch_size, epochs, verbose, callbacks, validation_split, validation_data, shuffle, class_weight, sample_weight, initial_epoch, steps_per_epoch, validation_steps, validation_freq, max_queue_size, workers, use_multiprocessing, **kwargs)\u001b[0m\n\u001b[1;32m 335\u001b[0m \u001b[0mmode\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mModeKeys\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mTRAIN\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 336\u001b[0m \u001b[0mtraining_context\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mtraining_context\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 337\u001b[0;31m total_epochs=epochs)\n\u001b[0m\u001b[1;32m 338\u001b[0m \u001b[0mcbks\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmake_logs\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmodel\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mepoch_logs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtraining_result\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mModeKeys\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mTRAIN\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 339\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m~/addons/env/lib/python3.6/site-packages/tensorflow_core/python/keras/engine/training_v2.py\u001b[0m in \u001b[0;36mrun_one_epoch\u001b[0;34m(model, iterator, execution_function, dataset_size, batch_size, strategy, steps_per_epoch, num_samples, mode, training_context, total_epochs)\u001b[0m\n\u001b[1;32m 125\u001b[0m step=step, mode=mode, size=current_batch_size) as batch_logs:\n\u001b[1;32m 126\u001b[0m \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 127\u001b[0;31m \u001b[0mbatch_outs\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mexecution_function\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0miterator\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 128\u001b[0m \u001b[0;32mexcept\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0mStopIteration\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0merrors\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mOutOfRangeError\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 129\u001b[0m \u001b[0;31m# TODO(kaftan): File bug about tf function and errors.OutOfRangeError?\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m~/addons/env/lib/python3.6/site-packages/tensorflow_core/python/keras/engine/training_v2_utils.py\u001b[0m in \u001b[0;36mexecution_function\u001b[0;34m(input_fn)\u001b[0m\n\u001b[1;32m 84\u001b[0m \u001b[0;31m# `numpy` translates Tensors to values in Eager mode.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 85\u001b[0m return nest.map_structure(_non_none_constant_value,\n\u001b[0;32m---> 86\u001b[0;31m distributed_function(input_fn))\n\u001b[0m\u001b[1;32m 87\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 88\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mexecution_function\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m~/addons/env/lib/python3.6/site-packages/tensorflow_core/python/eager/def_function.py\u001b[0m in \u001b[0;36m__call__\u001b[0;34m(self, *args, **kwds)\u001b[0m\n\u001b[1;32m 566\u001b[0m \u001b[0mxla_context\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mExit\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 567\u001b[0m \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 568\u001b[0;31m \u001b[0mresult\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_call\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwds\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 569\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 570\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mtracing_count\u001b[0m \u001b[0;34m==\u001b[0m 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pylint: disable=not-callable\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 600\u001b[0m \u001b[0;32melif\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_stateful_fn\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 601\u001b[0m \u001b[0;31m# Release the lock early so that multiple threads can perform the call\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m~/addons/env/lib/python3.6/site-packages/tensorflow_core/python/eager/function.py\u001b[0m in \u001b[0;36m__call__\u001b[0;34m(self, *args, **kwargs)\u001b[0m\n\u001b[1;32m 2337\u001b[0m \u001b[0;32mwith\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_lock\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 2338\u001b[0m \u001b[0mgraph_function\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m 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1587\u001b[0m if isinstance(t, (ops.Tensor,\n\u001b[1;32m 1588\u001b[0m resource_variable_ops.BaseResourceVariable))),\n\u001b[0;32m-> 1589\u001b[0;31m self.captured_inputs)\n\u001b[0m\u001b[1;32m 1590\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1591\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0m_call_flat\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcaptured_inputs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcancellation_manager\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mNone\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m~/addons/env/lib/python3.6/site-packages/tensorflow_core/python/eager/function.py\u001b[0m in \u001b[0;36m_call_flat\u001b[0;34m(self, args, captured_inputs, cancellation_manager)\u001b[0m\n\u001b[1;32m 1668\u001b[0m \u001b[0;31m# No tape is watching; skip to running the function.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1669\u001b[0m return self._build_call_outputs(self._inference_function.call(\n\u001b[0;32m-> 1670\u001b[0;31m ctx, args, cancellation_manager=cancellation_manager))\n\u001b[0m\u001b[1;32m 1671\u001b[0m forward_backward = self._select_forward_and_backward_functions(\n\u001b[1;32m 1672\u001b[0m \u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m~/addons/env/lib/python3.6/site-packages/tensorflow_core/python/eager/function.py\u001b[0m in \u001b[0;36mcall\u001b[0;34m(self, ctx, args, cancellation_manager)\u001b[0m\n\u001b[1;32m 519\u001b[0m \u001b[0minputs\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 520\u001b[0m \u001b[0mattrs\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"executor_type\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mexecutor_type\u001b[0m\u001b[0;34m,\u001b[0m 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"source": [ - "score = model.evaluate(x_test, y_test, verbose=0)\n", - "print('Test loss:', score[0])\n", - "print('Test accuracy:', score[1])" - ] + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] } ], "metadata": { diff --git a/tensorflow_addons/callbacks/BUILD b/tensorflow_addons/callbacks/BUILD index e0388beaa0..c6bd1c573b 100644 --- a/tensorflow_addons/callbacks/BUILD +++ b/tensorflow_addons/callbacks/BUILD @@ -6,6 +6,7 @@ py_library( name = "callbacks", srcs = [ "__init__.py", + "tqdm_progress_bar.py", ], srcs_version = "PY2AND3", deps = [ diff --git a/tensorflow_addons/callbacks/__init__.py b/tensorflow_addons/callbacks/__init__.py index 3d79cb58bf..96c7cba775 100755 --- a/tensorflow_addons/callbacks/__init__.py +++ b/tensorflow_addons/callbacks/__init__.py @@ -17,3 +17,5 @@ from __future__ import absolute_import from __future__ import division from __future__ import print_function + +from tensorflow_addons.callbacks.tqdm_progress_bar import TQDMProgressBar \ No newline at end of file diff --git a/tensorflow_addons/callbacks/tqdm_progress_bar.py b/tensorflow_addons/callbacks/tqdm_progress_bar.py index ec654f952f..63db72f188 100644 --- a/tensorflow_addons/callbacks/tqdm_progress_bar.py +++ b/tensorflow_addons/callbacks/tqdm_progress_bar.py @@ -16,7 +16,8 @@ from __future__ import absolute_import, division, print_function -from sys import stderr +import time +from collections import defaultdict import numpy as np import six @@ -30,134 +31,162 @@ class TQDMProgressBar(Callback): """TQDM Progress Bar for Tensorflow Keras. Arguments: - outer_description: string for outer progress bar - inner_description_initial: initial format for epoch ("Epoch: {epoch}") - inner_description_update: format after metrics collected ("Epoch: {epoch} - {metrics}") - metric_format: format for each metric name/value pair ("{name}: {value:0.3f}") - separator: separator between metrics (" - ") - leave_inner: True to leave inner bars - leave_outer: True to leave outer bars - show_inner: False to hide inner bars - show_outer: False to hide outer bar + metrics_separator (string): Custom separator between metrics. + Defaults to ' - ' + overall_bar_format (string format): Custom bar format for overall + (outer) progress bar, see https://github.com/tqdm/tqdm#parameters + for more detail. + epoch_bar_format (string format): Custom bar format for epoch + (inner) progress bar, see https://github.com/tqdm/tqdm#parameters + for more detail. + update_per_second (int): Maximum number of updates in the epochs bar + per second, this is to prevent small batches from slowing down + training. Defaults to 10. + leave_epoch_progress (bool): True to leave epoch progress bars + leave_overall_progress (bool): True to leave overall progress bar + show_epoch_progress (bool): False to hide epoch progress bars + show_overall_progress (bool): False to hide overall progress bar """ - def __init__(self, outer_description="Training", - inner_description_initial="Epoch {epoch}/{num_epochs}", - inner_description_update="{metrics}", - metric_format="{name}: {value:0.4f}", - separator=" - ", - leave_inner=True, - leave_outer=True, - show_inner=True, - show_outer=True): - - self.outer_description = outer_description - self.inner_description_initial = inner_description_initial - self.inner_description_update = inner_description_update - self.metric_format = metric_format - self.separator = separator - self.leave_inner = leave_inner - self.leave_outer = leave_outer - self.show_inner = show_inner - self.show_outer = show_outer - - self.tqdm_outer = None - self.tqdm_inner = None - self.epoch = None + def __init__( + self, + metrics_separator=" - ", + overall_bar_format='{l_bar}{bar} {n_fmt}/{total_fmt} ETA: {remaining}s, {rate_fmt}{postfix}', + epoch_bar_format='{n_fmt}/{total_fmt}{bar} ETA: {remaining}s - {desc}', + update_per_second=10, + leave_epoch_progress=True, + leave_overall_progress=True, + show_epoch_progress=True, + show_overall_progress=True): + + self.metrics_separator = metrics_separator + self.overall_bar_format = overall_bar_format + self.epoch_bar_format = epoch_bar_format + self.leave_epoch_progress = leave_epoch_progress + self.leave_overall_progress = leave_overall_progress + self.show_epoch_progress = show_epoch_progress + self.show_overall_progress = show_overall_progress + self.update_per_second = update_per_second + self.update_interval = 1 / update_per_second + + self.last_update_time = time.time() + self.overall_progress_tqdm = None + self.epoch_progress_tqdm = None self.num_epochs = None - self.running_logs = None - self.inner_count = None + self.logs = None + + def on_train_begin(self, logs=None): + self.num_epochs = self.params['epochs'] + self.metrics = self.params['metrics'] + + if self.show_overall_progress: + self.overall_progress_tqdm = tqdm( + desc='Training', + total=self.num_epochs, + bar_format=self.overall_bar_format, + leave=self.leave_overall_progress, + dynamic_ncols=True, + unit='epochs') + + # set counting mode + if 'samples' in self.params: + self.mode = 'samples' + else: + self.mode = 'steps' + + def on_train_end(self, logs={}): + if self.show_overall_progress: + self.overall_progress_tqdm.close() def on_epoch_begin(self, epoch, logs={}): - self.epoch = epoch - desc = self.inner_description_initial.format(epoch=self.epoch + 1, num_epochs=self.num_epochs) + current_epoch_description = "Epoch {epoch}/{num_epochs}".format( + epoch=epoch + 1, num_epochs=self.num_epochs) + if self.mode == 'samples': - self.inner_total = self.params['samples'] + self.total_steps = self.params['samples'] else: - self.inner_total = self.params['steps'] - if self.show_inner: - print(desc) - self.tqdm_inner = tqdm( - total=self.inner_total, leave=self.leave_inner, dynamic_ncols=True, unit=self.mode, bar_format='{r_bar}{bar}{l_bar}') - self.inner_count = 0 - self.running_logs = {} + self.total_steps = self.params['steps'] + if self.show_epoch_progress: + print(current_epoch_description) + self.epoch_progress_tqdm = tqdm( + total=self.total_steps, + bar_format=self.epoch_bar_format, + leave=self.leave_epoch_progress, + dynamic_ncols=True, + unit=self.mode) + + self.seen = 0 + self.logs = defaultdict(float) + self.update = 0 def on_epoch_end(self, epoch, logs={}): metrics = self.format_metrics(logs) - # desc = self.inner_description_update.format(metrics=metrics) desc = metrics - if self.show_inner: - self.tqdm_inner.desc = desc + if self.show_epoch_progress: + self.epoch_progress_tqdm.desc = desc # set miniters and mininterval to 0 so last update displays - self.tqdm_inner.miniters = 0 - self.tqdm_inner.mininterval = 0 - self.tqdm_inner.update(self.inner_total - self.tqdm_inner.n) - self.tqdm_inner.close() - if self.show_outer: - self.tqdm_outer.update(1) - - def on_batch_begin(self, batch, logs={}): - pass + self.epoch_progress_tqdm.miniters = 0 + self.epoch_progress_tqdm.mininterval = 0 + self.epoch_progress_tqdm.update( + self.total_steps - self.epoch_progress_tqdm.n) + self.epoch_progress_tqdm.close() + if self.show_overall_progress: + self.overall_progress_tqdm.update(1) def on_batch_end(self, batch, logs={}): if self.mode == "samples": - update = logs['size'] + batch_size = logs['size'] else: - update = 1 - self.inner_count += update - if self.inner_count < self.inner_total: - self.append_logs(logs) - metrics = self.format_metrics(self.running_logs) - # desc = self.inner_description_update.format( - # epoch=self.epoch, metrics=metrics) - desc = metrics - if self.show_inner: - self.tqdm_inner.desc = desc - self.tqdm_inner.update(update) - - def on_train_begin(self, logs={}): - self.num_epochs = self.params['epochs'] - if self.show_outer: - self.tqdm_outer = tqdm( - desc=self.outer_description, total=self.num_epochs, leave=self.leave_outer, dynamic_ncols=True, unit="epochs") + batch_size = 1 - # set counting mode - if 'samples' in self.params: - self.mode = 'samples' - else: - self.mode = 'steps' + # update logs - def on_train_end(self, logs={}): - if self.show_outer: - self.tqdm_outer.close() + self.seen += batch_size + self.update += batch_size - def append_logs(self, logs): - """append logs seen in a batch to the running log to display updated - metrics values in real time.""" - metrics = self.params['metrics'] - for metric, value in six.iteritems(logs): - if metric in metrics: - if metric in self.running_logs: - self.running_logs[metric].append(value[()]) - else: - self.running_logs[metric] = [value[()]] - - def format_metrics(self, logs): + if self.seen < self.total_steps: + + for metric, value in logs.items(): + self.logs[metric] += value * batch_size + + now = time.time() + time_diff = now - self.last_update_time + if self.show_epoch_progress and time_diff >= self.update_interval: + + # update the epoch progress bar + metrics = self.format_metrics(self.logs, self.seen) + self.epoch_progress_tqdm.desc = metrics + self.epoch_progress_tqdm.update(self.update) + + # reset update + self.update = 0 + + # update timestamp for last update + self.last_update_time = now + + def format_metrics(self, logs={}, factor=1): """Format metrics in logs into a string. Arguments: - logs: dictionary of metrics and their values. + logs: dictionary of metrics and their values. Defaults to + empty dictionary. + factor (int): The factor we want to divide the metrics in logs + by, useful when we are computing the logs after each batch. + Defaults to 1. Returns: - metrics_string: a string displaying metrics using the given + metrics_string: a string displaying metrics using the given formators passed in through the constructor. """ + + metrics_format = "{name}: {value:0.4f}" metrics = self.params['metrics'] metric_value_pairs = [] for metric in metrics: if metric in logs: - pair = self.metric_format.format( - name=metric, value=np.mean(logs[metric], axis=None)) + value = logs[metric] / factor + pair = metrics_format.format( + name=metric, value=value) metric_value_pairs.append(pair) - metrics_string = self.separator.join(metric_value_pairs) + metrics_string = self.metrics_separator.join(metric_value_pairs) return metrics_string From 16b9ae7dcf5c9800707f2d8c23847a90c9a606d4 Mon Sep 17 00:00:00 2001 From: Shun Lin Date: Mon, 21 Oct 2019 00:05:51 -0700 Subject: [PATCH 04/10] final update before pull request --- docs/tutorials/tqdm_progress_bar.ipynb | 220 ++++++++++++++---- .../callbacks/tqdm_progress_bar.py | 39 ++-- 2 files changed, 192 insertions(+), 67 deletions(-) diff --git a/docs/tutorials/tqdm_progress_bar.ipynb b/docs/tutorials/tqdm_progress_bar.ipynb index a2d0032c82..7add4a7956 100644 --- a/docs/tutorials/tqdm_progress_bar.ipynb +++ b/docs/tutorials/tqdm_progress_bar.ipynb @@ -9,7 +9,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 9, "metadata": {}, "outputs": [], "source": [ @@ -70,7 +70,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 10, "metadata": {}, "outputs": [ { @@ -95,7 +95,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 11, "metadata": {}, "outputs": [], "source": [ @@ -117,7 +117,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 12, "metadata": {}, "outputs": [], "source": [ @@ -136,7 +136,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 13, "metadata": {}, "outputs": [], "source": [ @@ -156,12 +156,12 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## TQDMCallback example usage 1" + "## Default TQDMCallback Usage" ] }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 14, "metadata": { "scrolled": true }, @@ -169,7 +169,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "7dc4a8ebeb654c68a73c07ffa658f031", + "model_id": "a3b18e06909248d5ae4f3bc0eae85bdd", "version_major": 2, "version_minor": 0 }, @@ -190,7 +190,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "3c34324ee89e4a6a94a7fa7daa29c65a", + "model_id": "9f37b972135b4f0d8bceca5c23152577", "version_major": 2, "version_minor": 0 }, @@ -212,7 +212,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "862f51bca2514ec29766bb86210513a7", + "model_id": "d8c58976ec9643dd9b1587a94e0eb3df", "version_major": 2, "version_minor": 0 }, @@ -234,7 +234,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "5047f9a904554affa582d4aa28a0300f", + "model_id": "123aee0296dc433aa0654a513f0bae6c", "version_major": 2, "version_minor": 0 }, @@ -250,30 +250,172 @@ "output_type": "stream", "text": [ "\n", - "\n" + "Epoch 4/10\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "87dee1eca4764a7dadf9b6c1b5dbb436", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(IntProgress(value=0, layout=Layout(flex='2'), max=60000), HTML(value='')), layout=Layout(displa…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Epoch 5/10\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "318bfc2c269d44789d06e1fba9ff0477", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(IntProgress(value=0, layout=Layout(flex='2'), max=60000), HTML(value='')), layout=Layout(displa…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Epoch 6/10\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "f16617293e8842fdb4e9650737b85052", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(IntProgress(value=0, layout=Layout(flex='2'), max=60000), HTML(value='')), layout=Layout(displa…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Epoch 7/10\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "2fababddbd34480b955cc2355bf80c5d", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(IntProgress(value=0, layout=Layout(flex='2'), max=60000), HTML(value='')), layout=Layout(displa…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Epoch 8/10\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "29eadc929f714c15af04eb4d6388a506", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(IntProgress(value=0, layout=Layout(flex='2'), max=60000), HTML(value='')), layout=Layout(displa…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Epoch 9/10\n" ] }, { - "ename": "KeyboardInterrupt", - "evalue": "", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mKeyboardInterrupt\u001b[0m Traceback (most recent call last)", - "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[1;32m 10\u001b[0m \u001b[0mverbose\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 11\u001b[0m \u001b[0mcallbacks\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mtqdm_callback\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 12\u001b[0;31m validation_data=(x_test, y_test))\n\u001b[0m", - "\u001b[0;32m~/addons/env/lib/python3.6/site-packages/tensorflow_core/python/keras/engine/training.py\u001b[0m in \u001b[0;36mfit\u001b[0;34m(self, x, y, batch_size, epochs, verbose, callbacks, validation_split, validation_data, shuffle, class_weight, sample_weight, initial_epoch, steps_per_epoch, validation_steps, validation_freq, max_queue_size, workers, use_multiprocessing, **kwargs)\u001b[0m\n\u001b[1;32m 775\u001b[0m \u001b[0mmax_queue_size\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mmax_queue_size\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 776\u001b[0m \u001b[0mworkers\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mworkers\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 777\u001b[0;31m use_multiprocessing=use_multiprocessing)\n\u001b[0m\u001b[1;32m 778\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 779\u001b[0m def evaluate(self,\n", - "\u001b[0;32m~/addons/env/lib/python3.6/site-packages/tensorflow_core/python/keras/engine/training_v2.py\u001b[0m in \u001b[0;36mfit\u001b[0;34m(self, model, x, y, batch_size, epochs, verbose, callbacks, validation_split, validation_data, shuffle, class_weight, sample_weight, initial_epoch, steps_per_epoch, validation_steps, validation_freq, max_queue_size, workers, use_multiprocessing, **kwargs)\u001b[0m\n\u001b[1;32m 335\u001b[0m \u001b[0mmode\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mModeKeys\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mTRAIN\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 336\u001b[0m \u001b[0mtraining_context\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mtraining_context\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 337\u001b[0;31m total_epochs=epochs)\n\u001b[0m\u001b[1;32m 338\u001b[0m \u001b[0mcbks\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmake_logs\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmodel\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mepoch_logs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtraining_result\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mModeKeys\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mTRAIN\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 339\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m~/addons/env/lib/python3.6/site-packages/tensorflow_core/python/keras/engine/training_v2.py\u001b[0m in \u001b[0;36mrun_one_epoch\u001b[0;34m(model, iterator, execution_function, dataset_size, batch_size, strategy, steps_per_epoch, num_samples, mode, training_context, total_epochs)\u001b[0m\n\u001b[1;32m 125\u001b[0m step=step, mode=mode, size=current_batch_size) as batch_logs:\n\u001b[1;32m 126\u001b[0m \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 127\u001b[0;31m \u001b[0mbatch_outs\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mexecution_function\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0miterator\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 128\u001b[0m \u001b[0;32mexcept\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0mStopIteration\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0merrors\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mOutOfRangeError\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 129\u001b[0m \u001b[0;31m# TODO(kaftan): File bug about tf function and errors.OutOfRangeError?\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m~/addons/env/lib/python3.6/site-packages/tensorflow_core/python/keras/engine/training_v2_utils.py\u001b[0m in \u001b[0;36mexecution_function\u001b[0;34m(input_fn)\u001b[0m\n\u001b[1;32m 84\u001b[0m \u001b[0;31m# `numpy` translates Tensors to values in Eager mode.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 85\u001b[0m return nest.map_structure(_non_none_constant_value,\n\u001b[0;32m---> 86\u001b[0;31m distributed_function(input_fn))\n\u001b[0m\u001b[1;32m 87\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 88\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mexecution_function\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m~/addons/env/lib/python3.6/site-packages/tensorflow_core/python/eager/def_function.py\u001b[0m in \u001b[0;36m__call__\u001b[0;34m(self, *args, **kwds)\u001b[0m\n\u001b[1;32m 566\u001b[0m \u001b[0mxla_context\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mExit\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 567\u001b[0m \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 568\u001b[0;31m \u001b[0mresult\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_call\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwds\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 569\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 570\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mtracing_count\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_get_tracing_count\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m~/addons/env/lib/python3.6/site-packages/tensorflow_core/python/eager/def_function.py\u001b[0m in \u001b[0;36m_call\u001b[0;34m(self, *args, **kwds)\u001b[0m\n\u001b[1;32m 597\u001b[0m \u001b[0;31m# In this case we have created variables on the first call, so we run the\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 598\u001b[0m \u001b[0;31m# defunned version which is guaranteed to never create variables.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 599\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_stateless_fn\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwds\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;31m# pylint: disable=not-callable\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 600\u001b[0m \u001b[0;32melif\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_stateful_fn\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 601\u001b[0m \u001b[0;31m# Release the lock early so that multiple threads can perform the call\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m~/addons/env/lib/python3.6/site-packages/tensorflow_core/python/eager/function.py\u001b[0m in \u001b[0;36m__call__\u001b[0;34m(self, *args, **kwargs)\u001b[0m\n\u001b[1;32m 2337\u001b[0m \u001b[0;32mwith\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_lock\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 2338\u001b[0m \u001b[0mgraph_function\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mkwargs\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_maybe_define_function\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 2339\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mgraph_function\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_filtered_call\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;31m# pylint: disable=protected-access\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 2340\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 2341\u001b[0m \u001b[0;34m@\u001b[0m\u001b[0mproperty\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m~/addons/env/lib/python3.6/site-packages/tensorflow_core/python/eager/function.py\u001b[0m in \u001b[0;36m_filtered_call\u001b[0;34m(self, args, kwargs)\u001b[0m\n\u001b[1;32m 1587\u001b[0m if isinstance(t, (ops.Tensor,\n\u001b[1;32m 1588\u001b[0m resource_variable_ops.BaseResourceVariable))),\n\u001b[0;32m-> 1589\u001b[0;31m self.captured_inputs)\n\u001b[0m\u001b[1;32m 1590\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1591\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0m_call_flat\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcaptured_inputs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcancellation_manager\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mNone\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m~/addons/env/lib/python3.6/site-packages/tensorflow_core/python/eager/function.py\u001b[0m in \u001b[0;36m_call_flat\u001b[0;34m(self, args, captured_inputs, cancellation_manager)\u001b[0m\n\u001b[1;32m 1668\u001b[0m \u001b[0;31m# No tape is watching; skip to running the function.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1669\u001b[0m return self._build_call_outputs(self._inference_function.call(\n\u001b[0;32m-> 1670\u001b[0;31m ctx, args, cancellation_manager=cancellation_manager))\n\u001b[0m\u001b[1;32m 1671\u001b[0m forward_backward = self._select_forward_and_backward_functions(\n\u001b[1;32m 1672\u001b[0m \u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m~/addons/env/lib/python3.6/site-packages/tensorflow_core/python/eager/function.py\u001b[0m in \u001b[0;36mcall\u001b[0;34m(self, ctx, args, cancellation_manager)\u001b[0m\n\u001b[1;32m 519\u001b[0m \u001b[0minputs\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 520\u001b[0m \u001b[0mattrs\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"executor_type\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mexecutor_type\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m\"config_proto\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mconfig\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 521\u001b[0;31m ctx=ctx)\n\u001b[0m\u001b[1;32m 522\u001b[0m \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 523\u001b[0m outputs = execute.execute_with_cancellation(\n", - "\u001b[0;32m~/addons/env/lib/python3.6/site-packages/tensorflow_core/python/eager/execute.py\u001b[0m in \u001b[0;36mquick_execute\u001b[0;34m(op_name, num_outputs, inputs, attrs, ctx, name)\u001b[0m\n\u001b[1;32m 59\u001b[0m tensors = pywrap_tensorflow.TFE_Py_Execute(ctx._handle, device_name,\n\u001b[1;32m 60\u001b[0m \u001b[0mop_name\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0minputs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mattrs\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 61\u001b[0;31m num_outputs)\n\u001b[0m\u001b[1;32m 62\u001b[0m \u001b[0;32mexcept\u001b[0m \u001b[0mcore\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_NotOkStatusException\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0me\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 63\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mname\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;31mKeyboardInterrupt\u001b[0m: " + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "9c494d77f8cc42fca9a04e2dcfee86ea", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(IntProgress(value=0, layout=Layout(flex='2'), max=60000), HTML(value='')), layout=Layout(displa…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Epoch 10/10\n" ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "f7589ca9514d4fa3a0220fffc2c620be", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(IntProgress(value=0, layout=Layout(flex='2'), max=60000), HTML(value='')), layout=Layout(displa…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" } ], "source": [ @@ -290,22 +432,6 @@ " callbacks=[tqdm_callback],\n", " validation_data=(x_test, y_test))" ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "scrolled": true - }, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] } ], "metadata": { diff --git a/tensorflow_addons/callbacks/tqdm_progress_bar.py b/tensorflow_addons/callbacks/tqdm_progress_bar.py index 63db72f188..19c310cbff 100644 --- a/tensorflow_addons/callbacks/tqdm_progress_bar.py +++ b/tensorflow_addons/callbacks/tqdm_progress_bar.py @@ -66,7 +66,8 @@ def __init__( self.leave_overall_progress = leave_overall_progress self.show_epoch_progress = show_epoch_progress self.show_overall_progress = show_overall_progress - self.update_per_second = update_per_second + + # compute update interval (inverse of update per second) self.update_interval = 1 / update_per_second self.last_update_time = time.time() @@ -74,6 +75,7 @@ def __init__( self.epoch_progress_tqdm = None self.num_epochs = None self.logs = None + self.metrics = None def on_train_begin(self, logs=None): self.num_epochs = self.params['epochs'] @@ -91,8 +93,10 @@ def on_train_begin(self, logs=None): # set counting mode if 'samples' in self.params: self.mode = 'samples' + self.total_steps = self.params['samples'] else: self.mode = 'steps' + self.total_steps = self.params['steps'] def on_train_end(self, logs={}): if self.show_overall_progress: @@ -102,10 +106,6 @@ def on_epoch_begin(self, epoch, logs={}): current_epoch_description = "Epoch {epoch}/{num_epochs}".format( epoch=epoch + 1, num_epochs=self.num_epochs) - if self.mode == 'samples': - self.total_steps = self.params['samples'] - else: - self.total_steps = self.params['steps'] if self.show_epoch_progress: print(current_epoch_description) self.epoch_progress_tqdm = tqdm( @@ -116,20 +116,24 @@ def on_epoch_begin(self, epoch, logs={}): unit=self.mode) self.seen = 0 + self.steps_to_update = 0 self.logs = defaultdict(float) - self.update = 0 def on_epoch_end(self, epoch, logs={}): - metrics = self.format_metrics(logs) - desc = metrics + if self.show_epoch_progress: - self.epoch_progress_tqdm.desc = desc + metrics = self.format_metrics(logs) + self.epoch_progress_tqdm.desc = metrics + # set miniters and mininterval to 0 so last update displays self.epoch_progress_tqdm.miniters = 0 self.epoch_progress_tqdm.mininterval = 0 + + # update the rest of the steps in epoch progress bar self.epoch_progress_tqdm.update( self.total_steps - self.epoch_progress_tqdm.n) self.epoch_progress_tqdm.close() + if self.show_overall_progress: self.overall_progress_tqdm.update(1) @@ -139,10 +143,8 @@ def on_batch_end(self, batch, logs={}): else: batch_size = 1 - # update logs - self.seen += batch_size - self.update += batch_size + self.steps_to_update += batch_size if self.seen < self.total_steps: @@ -156,10 +158,10 @@ def on_batch_end(self, batch, logs={}): # update the epoch progress bar metrics = self.format_metrics(self.logs, self.seen) self.epoch_progress_tqdm.desc = metrics - self.epoch_progress_tqdm.update(self.update) + self.epoch_progress_tqdm.update(self.usteps_to_update) - # reset update - self.update = 0 + # reset steps to update + self.steps_to_update = 0 # update timestamp for last update self.last_update_time = now @@ -179,14 +181,11 @@ def format_metrics(self, logs={}, factor=1): formators passed in through the constructor. """ - metrics_format = "{name}: {value:0.4f}" - metrics = self.params['metrics'] metric_value_pairs = [] - for metric in metrics: + for metric in self.metrics: if metric in logs: value = logs[metric] / factor - pair = metrics_format.format( - name=metric, value=value) + pair = '{name}: {value:0.4f}'.format(name=metric, value=value) metric_value_pairs.append(pair) metrics_string = self.metrics_separator.join(metric_value_pairs) return metrics_string From 3d413658d920242793f2f9ab39a2c6e1f7371116 Mon Sep 17 00:00:00 2001 From: Shun Lin Date: Mon, 21 Oct 2019 09:11:07 -0700 Subject: [PATCH 05/10] fix typo! --- docs/tutorials/tqdm_progress_bar.ipynb | 45 +++++++++++-------- .../callbacks/tqdm_progress_bar.py | 2 +- 2 files changed, 27 insertions(+), 20 deletions(-) diff --git a/docs/tutorials/tqdm_progress_bar.ipynb b/docs/tutorials/tqdm_progress_bar.ipynb index 7add4a7956..3735f565b2 100644 --- a/docs/tutorials/tqdm_progress_bar.ipynb +++ b/docs/tutorials/tqdm_progress_bar.ipynb @@ -9,7 +9,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -70,7 +70,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 2, "metadata": {}, "outputs": [ { @@ -95,7 +95,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ @@ -117,7 +117,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 4, "metadata": {}, "outputs": [], "source": [ @@ -136,7 +136,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 5, "metadata": {}, "outputs": [], "source": [ @@ -161,7 +161,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 7, "metadata": { "scrolled": true }, @@ -169,7 +169,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "a3b18e06909248d5ae4f3bc0eae85bdd", + "model_id": "e004a9979d8c4e94980c352fc5fef487", "version_major": 2, "version_minor": 0 }, @@ -190,7 +190,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "9f37b972135b4f0d8bceca5c23152577", + "model_id": "3e31c248835f4310b85cd035fe112e72", "version_major": 2, "version_minor": 0 }, @@ -212,7 +212,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "d8c58976ec9643dd9b1587a94e0eb3df", + "model_id": "b8df0862299749728413a7f31cfa97c6", "version_major": 2, "version_minor": 0 }, @@ -234,7 +234,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "123aee0296dc433aa0654a513f0bae6c", + "model_id": "f29688f9fca242529cf383241fe7dc24", "version_major": 2, "version_minor": 0 }, @@ -256,7 +256,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "87dee1eca4764a7dadf9b6c1b5dbb436", + "model_id": "b7a65ec0b2b64811ba271fa639d5e2ac", "version_major": 2, "version_minor": 0 }, @@ -278,7 +278,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "318bfc2c269d44789d06e1fba9ff0477", + "model_id": "534378c0bab446cbae727d6170d70252", "version_major": 2, "version_minor": 0 }, @@ -300,7 +300,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "f16617293e8842fdb4e9650737b85052", + "model_id": "0ab7fab2317f4f63afdd68b024668040", "version_major": 2, "version_minor": 0 }, @@ -322,7 +322,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "2fababddbd34480b955cc2355bf80c5d", + "model_id": "60776c2b606f459b90f61d66b8cd0f15", "version_major": 2, "version_minor": 0 }, @@ -344,7 +344,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "29eadc929f714c15af04eb4d6388a506", + "model_id": "882654dd48bc4d2897df0edd339caefd", "version_major": 2, "version_minor": 0 }, @@ -366,7 +366,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "9c494d77f8cc42fca9a04e2dcfee86ea", + "model_id": "524b4276f75d4d0eab12b4438a2b9177", "version_major": 2, "version_minor": 0 }, @@ -388,7 +388,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "f7589ca9514d4fa3a0220fffc2c620be", + "model_id": "b7d0bcaac5ff4ce9a2998c29a4c77300", "version_major": 2, "version_minor": 0 }, @@ -410,10 +410,10 @@ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 14, + "execution_count": 7, "metadata": {}, "output_type": "execute_result" } @@ -432,6 +432,13 @@ " callbacks=[tqdm_callback],\n", " validation_data=(x_test, y_test))" ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] } ], "metadata": { diff --git a/tensorflow_addons/callbacks/tqdm_progress_bar.py b/tensorflow_addons/callbacks/tqdm_progress_bar.py index 19c310cbff..516b8185cf 100644 --- a/tensorflow_addons/callbacks/tqdm_progress_bar.py +++ b/tensorflow_addons/callbacks/tqdm_progress_bar.py @@ -158,7 +158,7 @@ def on_batch_end(self, batch, logs={}): # update the epoch progress bar metrics = self.format_metrics(self.logs, self.seen) self.epoch_progress_tqdm.desc = metrics - self.epoch_progress_tqdm.update(self.usteps_to_update) + self.epoch_progress_tqdm.update(self.steps_to_update) # reset steps to update self.steps_to_update = 0 From 2b48c68d008ca1158d702f4337967ecc01a8ff3c Mon Sep 17 00:00:00 2001 From: Shun Lin Date: Tue, 22 Oct 2019 21:44:51 -0700 Subject: [PATCH 06/10] fix styling --- .../callbacks/tqdm_progress_bar.py | 27 +++++++++---------- 1 file changed, 13 insertions(+), 14 deletions(-) diff --git a/tensorflow_addons/callbacks/tqdm_progress_bar.py b/tensorflow_addons/callbacks/tqdm_progress_bar.py index 516b8185cf..8487b2b488 100644 --- a/tensorflow_addons/callbacks/tqdm_progress_bar.py +++ b/tensorflow_addons/callbacks/tqdm_progress_bar.py @@ -19,8 +19,6 @@ import time from collections import defaultdict -import numpy as np -import six from tensorflow.keras.callbacks import Callback from tensorflow_addons.utils import keras_utils from tqdm.auto import tqdm @@ -48,16 +46,17 @@ class TQDMProgressBar(Callback): show_overall_progress (bool): False to hide overall progress bar """ - def __init__( - self, - metrics_separator=" - ", - overall_bar_format='{l_bar}{bar} {n_fmt}/{total_fmt} ETA: {remaining}s, {rate_fmt}{postfix}', - epoch_bar_format='{n_fmt}/{total_fmt}{bar} ETA: {remaining}s - {desc}', - update_per_second=10, - leave_epoch_progress=True, - leave_overall_progress=True, - show_epoch_progress=True, - show_overall_progress=True): + def __init__(self, + metrics_separator=" - ", + overall_bar_format='{l_bar}{bar} {n_fmt}/{total_fmt} ETA: ' + '{remaining}s, {rate_fmt}{postfix}', + epoch_bar_format='{n_fmt}/{total_fmt}{bar} ETA: ' + '{remaining}s - {desc}', + update_per_second=10, + leave_epoch_progress=True, + leave_overall_progress=True, + show_epoch_progress=True, + show_overall_progress=True): self.metrics_separator = metrics_separator self.overall_bar_format = overall_bar_format @@ -130,8 +129,8 @@ def on_epoch_end(self, epoch, logs={}): self.epoch_progress_tqdm.mininterval = 0 # update the rest of the steps in epoch progress bar - self.epoch_progress_tqdm.update( - self.total_steps - self.epoch_progress_tqdm.n) + self.epoch_progress_tqdm.update(self.total_steps - + self.epoch_progress_tqdm.n) self.epoch_progress_tqdm.close() if self.show_overall_progress: From a9b79502d3d0b8028a9d985987ea755e60214638 Mon Sep 17 00:00:00 2001 From: Shun Lin Date: Tue, 29 Oct 2019 15:16:33 -0700 Subject: [PATCH 07/10] Added demo image to tutorial, fixed addons/callbacks README, clean output of ipynb --- .../assets/tqdm_progress_bar_demo.png | Bin 0 -> 270525 bytes docs/tutorials/tqdm_progress_bar.ipynb | 290 +----------------- tensorflow_addons/callbacks/README.md | 4 +- 3 files changed, 15 insertions(+), 279 deletions(-) create mode 100644 docs/tutorials/assets/tqdm_progress_bar_demo.png diff --git a/docs/tutorials/assets/tqdm_progress_bar_demo.png b/docs/tutorials/assets/tqdm_progress_bar_demo.png new file mode 100644 index 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"execute_result" - } - ], + "outputs": [], "source": [ "# initialize tqdm callback with default parameters\n", "tqdm_callback = tfa.callbacks.TQDMProgressBar()\n", @@ -434,11 +169,12 @@ ] }, { - "cell_type": "code", - "execution_count": null, + "cell_type": "markdown", "metadata": {}, - "outputs": [], - "source": [] + "source": [ + "**Below is the expected output when you run the cell above**\n", + "![TQDM Progress Bar Demo](assets/tqdm_progress_bar_demo.png)" + ] } ], "metadata": { diff --git a/tensorflow_addons/callbacks/README.md b/tensorflow_addons/callbacks/README.md index ba2e3d0f5b..520b53a796 100644 --- a/tensorflow_addons/callbacks/README.md +++ b/tensorflow_addons/callbacks/README.md @@ -6,7 +6,7 @@ | tqdm_progress_bar | @shun-lin | shunlin@google.com | ## Contents -| Submodule | Metric | Reference | +| Submodule | Callback | Reference | |:----------------------- |:-------------------|:---------------| | tqdm_progress_bar | N/A | https://tqdm.github.io/ | @@ -21,7 +21,7 @@ must: * Add the addon to the `py_library` in this sub-package's BUILD file. #### Testing Requirements - * Simple unittests that demonstrate the metric is behaving as expected. + * Simple unittests that demonstrate the callback is behaving as expected. * When applicable, run all unittests with TensorFlow's `@run_in_graph_and_eager_modes` (for test method) or `run_all_in_graph_and_eager_modes` (for TestCase subclass) From 59961669a0e21eb4c045d4ad38d008a529d566c2 Mon Sep 17 00:00:00 2001 From: Shun Lin Date: Tue, 29 Oct 2019 16:07:08 -0700 Subject: [PATCH 08/10] added TQDMProgressBar to readme.md in callback --- tensorflow_addons/callbacks/README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/tensorflow_addons/callbacks/README.md b/tensorflow_addons/callbacks/README.md index 520b53a796..103e334b44 100644 --- a/tensorflow_addons/callbacks/README.md +++ b/tensorflow_addons/callbacks/README.md @@ -8,7 +8,7 @@ ## Contents | Submodule | Callback | Reference | |:----------------------- |:-------------------|:---------------| -| tqdm_progress_bar | N/A | https://tqdm.github.io/ | +| tqdm_progress_bar | TQDMProgressBar | https://tqdm.github.io/ | ## Contribution Guidelines From 6ac11a338e55dd86c8e52c7f5389b15f3411dae9 Mon Sep 17 00:00:00 2001 From: Shun Lin Date: Tue, 29 Oct 2019 21:48:13 -0700 Subject: [PATCH 09/10] added try catch for import tqdm, add version of tqdm on tutorial, add colab tf2.0 magic function --- .../assets/tqdm_progress_bar_demo.png | Bin 270525 -> 0 bytes docs/tutorials/tqdm_progress_bar.ipynb | 25 ++++++++++++++++-- .../callbacks/tqdm_progress_bar.py | 8 ++++-- 3 files changed, 29 insertions(+), 4 deletions(-) delete mode 100644 docs/tutorials/assets/tqdm_progress_bar_demo.png diff --git a/docs/tutorials/assets/tqdm_progress_bar_demo.png b/docs/tutorials/assets/tqdm_progress_bar_demo.png deleted file mode 100644 index a8956fde98bc0ed7d4a703738301b89472051596..0000000000000000000000000000000000000000 GIT binary patch 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""" +"""TQDM Progress Bar.""" from __future__ import absolute_import, division, print_function @@ -21,7 +21,11 @@ from tensorflow.keras.callbacks import Callback from tensorflow_addons.utils import keras_utils -from tqdm.auto import tqdm + +try: + from tqdm.auto import tqdm +except ImportError: + raise ImportError("Please install tqdm via pip install tqdm") @keras_utils.register_keras_custom_object From 1ab1181b9ec3d5d33f9e0f5d4039356f09860807 Mon Sep 17 00:00:00 2001 From: Shun Lin Date: Wed, 30 Oct 2019 10:37:51 -0700 Subject: [PATCH 10/10] put the import inside __init__ and check version --- .../callbacks/tqdm_progress_bar.py | 22 +++++++++++++------ 1 file changed, 15 insertions(+), 7 deletions(-) diff --git a/tensorflow_addons/callbacks/tqdm_progress_bar.py b/tensorflow_addons/callbacks/tqdm_progress_bar.py index 9b288fc356..be9d49e451 100644 --- a/tensorflow_addons/callbacks/tqdm_progress_bar.py +++ b/tensorflow_addons/callbacks/tqdm_progress_bar.py @@ -22,11 +22,6 @@ from tensorflow.keras.callbacks import Callback from tensorflow_addons.utils import keras_utils -try: - from tqdm.auto import tqdm -except ImportError: - raise ImportError("Please install tqdm via pip install tqdm") - @keras_utils.register_keras_custom_object class TQDMProgressBar(Callback): @@ -62,6 +57,19 @@ def __init__(self, show_epoch_progress=True, show_overall_progress=True): + try: + # import tqdm here because tqdm is not a required package + # for addons + import tqdm + version_message = 'Please update your TQDM version to >= 4.36.1, ' + 'you have version {}. To update, run !pip install -U tqdm' + assert tqdm.__version__ >= '4.36.1', version_message.format( + tqdm.__version__) + from tqdm.auto import tqdm + self.tqdm = tqdm + except ImportError: + raise ImportError("Please install tqdm via pip install tqdm") + self.metrics_separator = metrics_separator self.overall_bar_format = overall_bar_format self.epoch_bar_format = epoch_bar_format @@ -85,7 +93,7 @@ def on_train_begin(self, logs=None): self.metrics = self.params['metrics'] if self.show_overall_progress: - self.overall_progress_tqdm = tqdm( + self.overall_progress_tqdm = self.tqdm( desc='Training', total=self.num_epochs, bar_format=self.overall_bar_format, @@ -111,7 +119,7 @@ def on_epoch_begin(self, epoch, logs={}): if self.show_epoch_progress: print(current_epoch_description) - self.epoch_progress_tqdm = tqdm( + self.epoch_progress_tqdm = self.tqdm( total=self.total_steps, bar_format=self.epoch_bar_format, leave=self.leave_epoch_progress,