From 56134b8bf3eac9ea124d07c818724e2a64789c11 Mon Sep 17 00:00:00 2001 From: Karl Weinmeister <11586922+kweinmeister@users.noreply.github.com> Date: Wed, 19 Jun 2019 14:12:31 -0500 Subject: [PATCH] Sample: model retraining scenario using AI Platform components (#1513) * Initial commit of AI Platform sample * Minor change to pipeline description in README --- .../ai-platform/Chicago Crime Pipeline.ipynb | 324 +++++++++++++++ .../ai-platform/Chicago Crime Research.ipynb | 389 ++++++++++++++++++ samples/ai-platform/README.md | 43 ++ .../ai_platform_training/.gitignore | 2 + .../ai_platform_training/.python-version | 2 + .../ai_platform_training/requirements.txt | 5 + .../ai-platform/ai_platform_training/setup.py | 29 ++ .../ai_platform_training/trainer/__init__.py | 0 .../ai_platform_training/trainer/model.py | 77 ++++ .../ai_platform_training/trainer/task.py | 137 ++++++ .../ai_platform_training/trainer/util.py | 73 ++++ .../images/chicago_crime_pipeline.png | Bin 0 -> 265404 bytes .../images/chicago_crime_predictions.png | Bin 0 -> 258357 bytes 13 files changed, 1081 insertions(+) create mode 100644 samples/ai-platform/Chicago Crime Pipeline.ipynb create mode 100644 samples/ai-platform/Chicago Crime Research.ipynb create mode 100644 samples/ai-platform/README.md create mode 100644 samples/ai-platform/ai_platform_training/.gitignore create mode 100644 samples/ai-platform/ai_platform_training/.python-version create mode 100644 samples/ai-platform/ai_platform_training/requirements.txt create mode 100755 samples/ai-platform/ai_platform_training/setup.py create mode 100755 samples/ai-platform/ai_platform_training/trainer/__init__.py create mode 100755 samples/ai-platform/ai_platform_training/trainer/model.py create mode 100755 samples/ai-platform/ai_platform_training/trainer/task.py create mode 100755 samples/ai-platform/ai_platform_training/trainer/util.py create mode 100644 samples/ai-platform/images/chicago_crime_pipeline.png create mode 100644 samples/ai-platform/images/chicago_crime_predictions.png diff --git a/samples/ai-platform/Chicago Crime Pipeline.ipynb b/samples/ai-platform/Chicago Crime Pipeline.ipynb new file mode 100644 index 00000000000..00a9d3df704 --- /dev/null +++ b/samples/ai-platform/Chicago Crime Pipeline.ipynb @@ -0,0 +1,324 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Chicago Crime Prediction Pipeline\n", + "\n", + "An example notebook that demonstrates how to:\n", + "* Download data from BigQuery\n", + "* Create a Kubeflow pipeline\n", + "* Include Google Cloud AI Platform components to train and deploy the model in the pipeline\n", + "* Submit a job for execution\n", + "\n", + "The model forecasts how many crimes are expected to be reported the next day, based on how many were reported over the previous `n` days." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Imports" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "%%capture\n", + "\n", + "# Install the SDK (Uncomment the code if the SDK is not installed before)\n", + "KFP_PACKAGE = 'https://storage.googleapis.com/ml-pipeline/release/0.1.21/kfp.tar.gz'\n", + "!pip3 install --upgrade pip -q\n", + "!pip3 install $KFP_PACKAGE --upgrade -q\n", + "!pip3 install pandas --upgrade -q" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import json\n", + "\n", + "import kfp\n", + "import kfp.components as comp\n", + "import kfp.dsl as dsl\n", + "import kfp.gcp as gcp\n", + "\n", + "import pandas as pd\n", + "\n", + "import time" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Pipeline" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Constants" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Required Parameters\n", + "PROJECT_ID = ''\n", + "GCS_WORKING_DIR = 'gs://' # No ending slash\n", + "\n", + "# Optional Parameters\n", + "REGION = 'us-central1'\n", + "RUNTIME_VERSION = '1.13'\n", + "PACKAGE_URIS=json.dumps(['gs://chicago-crime/chicago_crime_trainer-0.0.tar.gz'])\n", + "TRAINER_OUTPUT_GCS_PATH = GCS_WORKING_DIR + '/train/output/' + str(int(time.time())) + '/'\n", + "DATA_GCS_PATH = GCS_WORKING_DIR + '/reports.csv'\n", + "PYTHON_MODULE = 'trainer.task'\n", + "TRAINER_ARGS = json.dumps([\n", + " '--data-file-url', DATA_GCS_PATH,\n", + " '--job-dir', GCS_WORKING_DIR\n", + "])\n", + "EXPERIMENT_NAME = 'Chicago Crime Prediction'\n", + "PIPELINE_NAME = 'Chicago Crime Prediction'\n", + "PIPELINE_DESCRIPTION = ''" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Download data\n", + "\n", + "Define a download function that uses the BigQuery component" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "bigquery_query_op = comp.load_component_from_url(\n", + " 'https://raw.githubusercontent.com/kubeflow/pipelines/d2f5cc92a46012b9927209e2aaccab70961582dc/components/gcp/bigquery/query/component.yaml')\n", + "\n", + "QUERY = \"\"\"\n", + " SELECT count(*) as count, TIMESTAMP_TRUNC(date, DAY) as day\n", + " FROM `bigquery-public-data.chicago_crime.crime`\n", + " GROUP BY day\n", + " ORDER BY day\n", + "\"\"\"\n", + "\n", + "def download(project_id, data_gcs_path):\n", + "\n", + " return bigquery_query_op(\n", + " query=QUERY,\n", + " project_id=project_id,\n", + " output_gcs_path=data_gcs_path\n", + " ).apply(\n", + " gcp.use_gcp_secret('user-gcp-sa') \n", + " )" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Train the model\n", + "\n", + "Run training code that will pre-process the data and then submit a training job to the AI Platform." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "mlengine_train_op = comp.load_component_from_url(\n", + " 'https://raw.githubusercontent.com/kubeflow/pipelines/d2f5cc92a46012b9927209e2aaccab70961582dc/components/gcp/ml_engine/train/component.yaml')\n", + "\n", + "def train(project_id,\n", + " trainer_args,\n", + " package_uris,\n", + " trainer_output_gcs_path,\n", + " gcs_working_dir,\n", + " region,\n", + " python_module,\n", + " runtime_version):\n", + " \n", + " return mlengine_train_op(\n", + " project_id=project_id, \n", + " python_module=python_module,\n", + " package_uris=package_uris,\n", + " region=region,\n", + " args=trainer_args,\n", + " job_dir=trainer_output_gcs_path,\n", + " runtime_version=runtime_version\n", + " ).apply(gcp.use_gcp_secret('user-gcp-sa'))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Deploy model\n", + "\n", + "Deploy the model with the ID given from the training step" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "mlengine_deploy_op = comp.load_component_from_url(\n", + " 'https://raw.githubusercontent.com/kubeflow/pipelines/d2f5cc92a46012b9927209e2aaccab70961582dc/components/gcp/ml_engine/deploy/component.yaml')\n", + "\n", + "def deploy(\n", + " project_id,\n", + " model_uri,\n", + " model_id,\n", + " runtime_version):\n", + " \n", + " return mlengine_deploy_op(\n", + " model_uri=model_uri,\n", + " project_id=project_id, \n", + " model_id=model_id, \n", + " runtime_version=runtime_version, \n", + " replace_existing_version=True, \n", + " set_default=True).apply(gcp.use_gcp_secret('user-gcp-sa'))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Define pipeline" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "@dsl.pipeline(\n", + " name=PIPELINE_NAME,\n", + " description=PIPELINE_DESCRIPTION\n", + ")\n", + "\n", + "def pipeline(\n", + " data_gcs_path=dsl.PipelineParam(name='data_gcs_path', value=DATA_GCS_PATH),\n", + " gcs_working_dir=dsl.PipelineParam(name='gcs_working_dir', value=GCS_WORKING_DIR),\n", + " project_id=dsl.PipelineParam(name='project_id', value=PROJECT_ID),\n", + " python_module=dsl.PipelineParam(name='python_module', value=PYTHON_MODULE),\n", + " region=dsl.PipelineParam(name='region', value=REGION),\n", + " runtime_version=dsl.PipelineParam(name='runtime_version', value=RUNTIME_VERSION),\n", + " package_uris=dsl.PipelineParam(name='package_uris', value=PACKAGE_URIS),\n", + " trainer_output_gcs_path=dsl.PipelineParam(name='trainer_output_gcs_path', value=TRAINER_OUTPUT_GCS_PATH),\n", + " trainer_args=dsl.PipelineParam(name='trainer_args', value=TRAINER_ARGS),\n", + "): \n", + " download_task = download(project_id,\n", + " data_gcs_path)\n", + "\n", + " train_task = train(project_id,\n", + " trainer_args,\n", + " package_uris,\n", + " trainer_output_gcs_path,\n", + " gcs_working_dir,\n", + " region,\n", + " python_module,\n", + " runtime_version).after(download_task)\n", + " \n", + " deploy_task = deploy(project_id,\n", + " train_task.outputs['job_dir'],\n", + " train_task.outputs['job_id'],\n", + " runtime_version) \n", + " return True\n", + "\n", + "# Reference for invocation later\n", + "pipeline_func = pipeline" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Compile pipeline" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "pipeline_filename = pipeline_func.__name__ + '.pipeline.tar.gz'\n", + "import kfp.compiler as compiler\n", + "compiler.Compiler().compile(pipeline_func, pipeline_filename)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Submit the pipeline for execution" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Specify pipeline argument values\n", + "arguments = {}\n", + "\n", + "# Get or create an experiment and submit a pipeline run\n", + "client = kfp.Client()\n", + "try:\n", + " experiment = client.get_experiment(experiment_name=EXPERIMENT_NAME)\n", + "except:\n", + " experiment = client.create_experiment(EXPERIMENT_NAME)\n", + "\n", + "# Submit a pipeline run\n", + "run_name = pipeline_func.__name__ + ' run'\n", + "run_result = client.run_pipeline(experiment.id, run_name, pipeline_filename, arguments)" + ] + } + ], + "metadata": { + "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": "3.6.7" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/samples/ai-platform/Chicago Crime Research.ipynb b/samples/ai-platform/Chicago Crime Research.ipynb new file mode 100644 index 00000000000..ed1f7a4a80f --- /dev/null +++ b/samples/ai-platform/Chicago Crime Research.ipynb @@ -0,0 +1,389 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Chicago Crime Prediction\n", + "\n", + "The model forecasts how many crimes are expected to be reported the next day, based on how many were reported over the previous `n` days." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Imports" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "%%capture\n", + "\n", + "%pip install --upgrade pip\n", + "%pip install --upgrade matplotlib\n", + "%pip install --upgrade numpy\n", + "%pip install --upgrade pandas\n", + "%pip install --upgrade tensorflow" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "from math import sqrt\n", + "\n", + "import numpy as np\n", + "\n", + "import pandas as pd\n", + "from pandas.plotting import register_matplotlib_converters\n", + "\n", + "from sklearn.preprocessing import StandardScaler\n", + "from sklearn.metrics import mean_squared_error\n", + "\n", + "import tensorflow as tf\n", + "from tensorflow import keras\n", + "from tensorflow.keras.layers import LSTM, Dense, Dropout\n", + "\n", + "import matplotlib.pyplot as plt\n", + "register_matplotlib_converters()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Load data" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "from google.cloud import bigquery\n", + "\n", + "sql = \"\"\"\n", + "SELECT count(*) as count, TIMESTAMP_TRUNC(date, DAY) as day\n", + "FROM `bigquery-public-data.chicago_crime.crime`\n", + "GROUP BY day\n", + "ORDER BY day\n", + "\"\"\"\n", + "\n", + "client = bigquery.Client()\n", + "df = client.query(sql).result().to_dataframe()\n", + "\n", + "df.index = df.day\n", + "df = df[['count']]\n", + "df.head()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Visualize data" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "plt.figure(figsize = (15, 5))\n", + "plt.plot(df, label = \"Reports\")\n", + "plt.xlabel(\"Time\")\n", + "plt.ylabel(\"Daily Crime Reports\")\n", + "plt.title(\"Daily Crime Reports from 2001-\")\n", + "plt.legend()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Preprocess data" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Split dataset into sequences of previous values and current values\n", + "# For example, given a dataset: [1, 2, 3, 4, 5] and a window size of 2:\n", + "# data_X = [[1, 2], [2, 3], [3, 4]]\n", + "# data_y = [3, 4, 5]\n", + "def create_dataset(dataset, window_size = 1):\n", + " data_X, data_y = [], []\n", + " df = pd.DataFrame(dataset)\n", + " columns = [df.shift(i) for i in reversed(range(1, window_size+1))]\n", + " data_X = pd.concat(columns, axis=1).dropna().values\n", + " data_y = df.shift(-window_size).dropna().values\n", + " return data_X, data_y" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# The % of data we should use for training\n", + "TRAINING_SPLIT = 0.8\n", + "# The # of observations to use to predict the next observation\n", + "WINDOW_SIZE = 7\n", + "\n", + "def preprocess_data(df, window_size):\n", + " # Normalize inputs to improve learning process\n", + " scaler = StandardScaler()\n", + "\n", + " # Time series: split latest data into test set\n", + " train = df.values[:int(TRAINING_SPLIT * len(df)), :]\n", + " train = scaler.fit_transform(train)\n", + " test = df.values[int(TRAINING_SPLIT * len(df)):, :]\n", + " test = scaler.transform(test)\n", + "\n", + " # Create test and training sets\n", + " train_X, train_y = create_dataset(train, window_size)\n", + " test_X, test_y = create_dataset(test, window_size)\n", + "\n", + " # Reshape input data\n", + " train_X = np.reshape(train_X, (train_X.shape[0], 1, train_X.shape[1]))\n", + " test_X = np.reshape(test_X, (test_X.shape[0], 1, test_X.shape[1]))\n", + "\n", + " return train_X, train_y, test_X, test_y, scaler\n", + "\n", + "train_X, train_y, test_X, test_y, scaler = preprocess_data(df, WINDOW_SIZE)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Train model" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "def input_fn(features, labels, shuffle, num_epochs, batch_size):\n", + " \"\"\"Generates an input function to be used for model training.\n", + "\n", + " Args:\n", + " features: numpy array of features used for training or inference\n", + " labels: numpy array of labels for each example\n", + " shuffle: boolean for whether to shuffle the data or not (set True for\n", + " training, False for evaluation)\n", + " num_epochs: number of epochs to provide the data for\n", + " batch_size: batch size for training\n", + "\n", + " Returns:\n", + " A tf.data.Dataset that can provide data to the Keras model for training or\n", + " evaluation\n", + " \"\"\"\n", + "\n", + " if labels is None:\n", + " inputs = features\n", + " else:\n", + " inputs = (features, labels)\n", + "\n", + " dataset = tf.data.Dataset.from_tensor_slices(inputs)\n", + "\n", + " if shuffle:\n", + " dataset = dataset.shuffle(buffer_size=len(features))\n", + "\n", + " # We call repeat after shuffling, rather than before, to prevent separate\n", + " # epochs from blending together.\n", + " dataset = dataset.repeat(num_epochs)\n", + " dataset = dataset.batch(batch_size)\n", + " return dataset" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "def create_keras_model(input_dim, learning_rate, window_size):\n", + " \"\"\"Creates Keras model for regression.\n", + "\n", + " Args:\n", + " input_dim: How many features the input has\n", + " learning_rate: Learning rate for training\n", + "\n", + " Returns:\n", + " The compiled Keras model (still needs to be trained)\n", + " \"\"\"\n", + " \n", + " model = keras.Sequential([\n", + " LSTM(4, dropout = 0.2, input_shape = (input_dim, window_size)),\n", + " Dense(1)\n", + " ])\n", + "\n", + " model.compile(loss='mean_squared_error', optimizer=tf.train.AdamOptimizer(\n", + " learning_rate=learning_rate)) \n", + " \n", + " return(model)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "def train_and_evaluate(batch_size, learning_rate, num_epochs, window_size):\n", + " # Dimensions\n", + " num_train_examples, input_dim, _ = train_X.shape\n", + " num_eval_examples = test_X.shape[0]\n", + "\n", + " # Create the Keras Model\n", + " keras_model = create_keras_model(\n", + " input_dim=input_dim, learning_rate=learning_rate, window_size=window_size)\n", + "\n", + " # Pass a numpy array by passing DataFrame.values\n", + " training_dataset = input_fn(\n", + " features=train_X,\n", + " labels=train_y,\n", + " shuffle=False,\n", + " num_epochs=num_epochs,\n", + " batch_size=batch_size)\n", + "\n", + " # Pass a numpy array by passing DataFrame.values\n", + " validation_dataset = input_fn(\n", + " features=test_X,\n", + " labels=test_y,\n", + " shuffle=False,\n", + " num_epochs=num_epochs,\n", + " batch_size=num_eval_examples)\n", + "\n", + " # Train model\n", + " keras_model.fit(\n", + " training_dataset,\n", + " steps_per_epoch=int(num_train_examples / batch_size),\n", + " epochs=num_epochs,\n", + " validation_data=validation_dataset,\n", + " validation_steps=1,\n", + " verbose=1,\n", + " shuffle=False,\n", + " )\n", + " \n", + " return keras_model" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "BATCH_SIZE = 256\n", + "LEARNING_RATE = 0.01\n", + "NUM_EPOCHS = 25\n", + "\n", + "model = train_and_evaluate(BATCH_SIZE, LEARNING_RATE, NUM_EPOCHS, WINDOW_SIZE)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Evaluate model" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "def predict(model, X, y, scaler):\n", + " y_true = scaler.inverse_transform(y)\n", + " y_pred = scaler.inverse_transform(model.predict(X))\n", + " rmse = sqrt(mean_squared_error(y_true, y_pred))\n", + " return y_pred, rmse\n", + "\n", + "train_predict, _ = predict(model, train_X, train_y, scaler)\n", + "test_predict, rmse = predict(model, test_X, test_y, scaler)\n", + "\n", + "model.evaluate(train_X, train_y)\n", + "print(rmse)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Plot predictions" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "test_predict_plot = np.empty_like(df)\n", + "test_predict_plot[:, :] = 0\n", + "test_predict_plot[len(train_predict) + (WINDOW_SIZE * 2):len(df), :] = test_predict\n", + "\n", + "test_predict_plot = pd.DataFrame(test_predict_plot)\n", + "test_predict_plot.index = df.index\n", + "test_predict_plot = test_predict_plot[test_predict_plot[0] != 0]\n", + "\n", + "# Create the plot.\n", + "plt.figure(figsize = (15, 5))\n", + "plt.plot(df, label = \"True value\")\n", + "plt.plot(test_predict_plot, label = \"Test set prediction\")\n", + "plt.xlabel(\"Date reported\")\n", + "plt.ylabel(\"# of crime reports\")\n", + "plt.title(\"Comparison true vs. predicted test\")\n", + "plt.legend()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "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": "3.5.3" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/samples/ai-platform/README.md b/samples/ai-platform/README.md new file mode 100644 index 00000000000..a150c0aa0c0 --- /dev/null +++ b/samples/ai-platform/README.md @@ -0,0 +1,43 @@ +# AI Platform Components Sample + +This sample demonstrates how to create a simple Kubeflow pipeline using standard AI Platform components. + +The model predicts the number of crime reports expected today, given the daily totals from the previous week. It can illustrate how to do *automated model retraining* if it is configured as a recurring run in Kubeflow pipelines. + +## Pipeline + +The pipeline has three steps: + +1. **Query** historical crime reports from BigQuery and save as a CSV into a Google Cloud Storage bucket. +2. **Train** the model using the AI Platform Training service. +3. **Deploy** the model to the AI Platform Prediction service. + +![Pipeline](images/chicago_crime_pipeline.png) + +## Model + +The model is a Long Short-Term Memory (LSTM) network consisting of 4 units with a dropout rate of 0.2. It is implemented with Tensorflow using the [Keras LSTM](https://www.tensorflow.org/api_docs/python/tf/keras/layers/LSTM) class. + +![Predictions](images/chicago_crime_predictions.png) + +## Dataset + +The [Chicago Crime Data](https://console.cloud.google.com/marketplace/details/city-of-chicago-public-data/chicago-crime) includes crime reports in Chicago from 2001 to the present, and is publicly available in BigQuery. + +## Assets + +* Notebooks + * [Chicago Crime Research.ipynb](Chicago%20Crime%20Research.ipynb) Illustrates the process of building a **model** outside of production. + * [Chicago Crime Pipeline.ipynb](Chicago%20Crime%20Pipeline.ipynb) Illustrates how to build a **pipeline** and deploy it to a Kubeflow instance +* Model training code + * [/ai_platform_training](/ai_platform_training): includes the **training code** to build the model for use on AI Platform Training service. + +## Getting Started + +1. On a [Kubeflow cluster](https://www.kubeflow.org/docs/started/getting-started/), upload both notebooks to a running Notebook server. +2. Explore the research notebook to understand the model. No deployment step is required. +3. Create a [Google Cloud Platform project](https://console.cloud.google.com) if you don't already have one. +4. Create a [Google Cloud Storage bucket](https://console.cloud.google.com/storage/browser) if you don't already have one, to store the model assets. +5. From the pipeline notebook, update the required parameters in the `Constants` section to match your environment. +6. Run each step in the notebook. +7. Click the run link in the final step to view the pipeline in the Kubeflow Pipelines UI. diff --git a/samples/ai-platform/ai_platform_training/.gitignore b/samples/ai-platform/ai_platform_training/.gitignore new file mode 100644 index 00000000000..4ad0a4078ab --- /dev/null +++ b/samples/ai-platform/ai_platform_training/.gitignore @@ -0,0 +1,2 @@ +dist +env diff --git a/samples/ai-platform/ai_platform_training/.python-version b/samples/ai-platform/ai_platform_training/.python-version new file mode 100644 index 00000000000..c572a9df9d0 --- /dev/null +++ b/samples/ai-platform/ai_platform_training/.python-version @@ -0,0 +1,2 @@ +2.7.16 +3.7.2 diff --git a/samples/ai-platform/ai_platform_training/requirements.txt b/samples/ai-platform/ai_platform_training/requirements.txt new file mode 100644 index 00000000000..5c822a0642e --- /dev/null +++ b/samples/ai-platform/ai_platform_training/requirements.txt @@ -0,0 +1,5 @@ +numpy>=1.14 +pandas>=0.22 +six>=1.11 +scikit-learn>=0.21.1 +tensorflow>=1.13,<2 diff --git a/samples/ai-platform/ai_platform_training/setup.py b/samples/ai-platform/ai_platform_training/setup.py new file mode 100755 index 00000000000..74ea304e912 --- /dev/null +++ b/samples/ai-platform/ai_platform_training/setup.py @@ -0,0 +1,29 @@ +# Copyright 2016 Google Inc. 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. +'''Dependencies for Dataflow workers.''' + +from setuptools import setup, find_packages +import os + +NAME = 'chicago_crime_trainer' +VERSION = '0.0' +REQUIRED_PACKAGES = ['numpy>=1.14','pandas>=0.22','scikit-learn>=0.20.2','tensorflow>=1.13,<2'] + + +setup( + name=NAME, + version=VERSION, + packages=find_packages(), + install_requires=REQUIRED_PACKAGES, + ) diff --git a/samples/ai-platform/ai_platform_training/trainer/__init__.py b/samples/ai-platform/ai_platform_training/trainer/__init__.py new file mode 100755 index 00000000000..e69de29bb2d diff --git a/samples/ai-platform/ai_platform_training/trainer/model.py b/samples/ai-platform/ai_platform_training/trainer/model.py new file mode 100755 index 00000000000..dd6defb4988 --- /dev/null +++ b/samples/ai-platform/ai_platform_training/trainer/model.py @@ -0,0 +1,77 @@ +# Copyright 2019 Google LLC +# +# 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 +# +# https://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. +"""Defines a Keras model and input function for training. +""" +from __future__ import absolute_import +from __future__ import division +from __future__ import print_function + +import tensorflow as tf +from tensorflow import keras +from tensorflow.keras import layers + + +def input_fn(features, labels, shuffle, num_epochs, batch_size): + """Generates an input function to be used for model training. + + Args: + features: numpy array of features used for training or inference + labels: numpy array of labels for each example + shuffle: boolean for whether to shuffle the data or not (set True for + training, False for evaluation) + num_epochs: number of epochs to provide the data for + batch_size: batch size for training + + Returns: + A tf.data.Dataset that can provide data to the Keras model for training or + evaluation + """ + + if labels is None: + inputs = features + else: + inputs = (features, labels) + + dataset = tf.data.Dataset.from_tensor_slices(inputs) + + if shuffle: + dataset = dataset.shuffle(buffer_size=len(features)) + + # We call repeat after shuffling, rather than before, to prevent separate + # epochs from blending together. + dataset = dataset.repeat(num_epochs) + dataset = dataset.batch(batch_size) + return dataset + + +def create_keras_model(input_dim, learning_rate, window_size): + """Creates Keras model for regression. + + Args: + input_dim: How many features the input has + learning_rate: Learning rate for training + + Returns: + The compiled Keras model (still needs to be trained) + """ + + model = keras.Sequential([ + layers.LSTM(4, dropout = 0.2, input_shape = (input_dim, window_size)), + layers.Dense(1) + ]) + + model.compile(loss='mean_squared_error', optimizer=tf.train.AdamOptimizer( + learning_rate=learning_rate)) + + return model diff --git a/samples/ai-platform/ai_platform_training/trainer/task.py b/samples/ai-platform/ai_platform_training/trainer/task.py new file mode 100755 index 00000000000..6035571940c --- /dev/null +++ b/samples/ai-platform/ai_platform_training/trainer/task.py @@ -0,0 +1,137 @@ +# Copyright 2019 Google LLC +# +# 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 +# +# https://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. +"""Utility functions to parse command-line arguments and train model +""" +from __future__ import absolute_import +from __future__ import division +from __future__ import print_function + +import argparse +import os +import time +import tensorflow as tf +from tensorflow import keras +from tensorflow.contrib.training.python.training import hparam + +from . import model +from . import util + + +def get_args(): + """Argument parser. + + Returns: + Dictionary of arguments. + """ + parser = argparse.ArgumentParser() + parser.add_argument( + '--data-file-url', + type=str, + default='gs://chicago-crime/reports.csv', + help='url of data file to download') + parser.add_argument( + '--job-dir', + type=str, + required=True, + help='local or GCS location for writing checkpoints and exporting models') + parser.add_argument( + '--num-epochs', + type=int, + default=250, + help='number of times to go through the data, default=100') + parser.add_argument( + '--batch-size', + default=128, + type=int, + help='number of records to read during each training step, default=128') + parser.add_argument( + '--window-size', + type=int, + default=14, + help='number of observations, default=14') + parser.add_argument( + '--learning-rate', + default=.001, + type=float, + help='learning rate for gradient descent, default=.001') + parser.add_argument( + '--verbosity', + choices=['DEBUG', 'ERROR', 'FATAL', 'INFO', 'WARN'], + default='INFO') + return parser.parse_args() + + +def train_and_evaluate(hparams): + """Trains and evaluates the Keras model. + + Uses the Keras model defined in model.py and trains on data loaded and + preprocessed in util.py. Saves the trained model in TensorFlow SavedModel + format to the path defined in part by the --job-dir argument. + + Args: + hparams: dictionary of hyperparameters - see get_args() for details + """ + + train_X, train_y, eval_X, eval_y = util.load_data(hparams.data_file_url, hparams.window_size) + + # Dimensions + num_train_examples, input_dim, _ = train_X.shape + num_eval_examples = eval_X.shape[0] + + # Create the Keras Model + keras_model = model.create_keras_model( + input_dim=input_dim, learning_rate=hparams.learning_rate, window_size=hparams.window_size) + + # Pass a numpy array by passing DataFrame.values + training_dataset = model.input_fn( + features=train_X, + labels=train_y, + shuffle=False, + num_epochs=hparams.num_epochs, + batch_size=hparams.batch_size) + + # Pass a numpy array by passing DataFrame.values + validation_dataset = model.input_fn( + features=eval_X, + labels=eval_y, + shuffle=False, + num_epochs=hparams.num_epochs, + batch_size=num_eval_examples) + + # Callback to write events for TensorBoard analysis + tensorboard_callback = keras.callbacks.TensorBoard(log_dir=hparams.job_dir, batch_size=hparams.batch_size) + + # Train model + keras_model.fit( + training_dataset, + steps_per_epoch=int(num_train_examples / hparams.batch_size), + epochs=hparams.num_epochs, + validation_data=validation_dataset, + validation_steps=1, + verbose=1, + shuffle=False, + callbacks=[tensorboard_callback] + ) + + export_path = tf.contrib.saved_model.save_keras_model( + keras_model, hparams.job_dir) + export_path = export_path.decode('utf-8') + print('Model exported to: ', export_path) + + +if __name__ == '__main__': + args = get_args() + tf.logging.set_verbosity(args.verbosity) + hyperparams = hparam.HParams(**args.__dict__) + train_and_evaluate(hyperparams) diff --git a/samples/ai-platform/ai_platform_training/trainer/util.py b/samples/ai-platform/ai_platform_training/trainer/util.py new file mode 100755 index 00000000000..3748f35d467 --- /dev/null +++ b/samples/ai-platform/ai_platform_training/trainer/util.py @@ -0,0 +1,73 @@ +# Copyright 2019 Google LLC +# +# 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 +# +# https://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. +"""Utilities to download and pre-process the data. +""" +from __future__ import absolute_import +from __future__ import division +from __future__ import print_function + +import numpy as np + +import pandas as pd +from pandas.compat import StringIO + +from sklearn.preprocessing import StandardScaler + +import tensorflow as tf +from tensorflow.python.lib.io import file_io + + +def create_dataset(dataset, window_size = 1): + data_X, data_y = [], [] + df = pd.DataFrame(dataset) + columns = [df.shift(i) for i in reversed(range(1, window_size+1))] + data_X = pd.concat(columns, axis=1).dropna().values + data_y = df.shift(-window_size).dropna().values + return data_X, data_y + +def load_data(data_file_url, window_size): + """Loads data into preprocessed (train_X, train_y, eval_X, eval_y) dataframes. + + Returns: + A tuple (train_X, train_y, eval_X, eval_y), where train_X and eval_X are + Pandas dataframes with features for training and train_y and eval_y are + numpy arrays with the corresponding labels. + """ + # The % of data we should use for training + TRAINING_SPLIT = 0.8 + + # Download CSV and import into Pandas DataFrame + file_stream = file_io.FileIO(data_file_url, mode='r') + df = pd.read_csv(StringIO(file_stream.read())) + df.index = df[df.columns[0]] + df = df[['count']] + + scaler = StandardScaler() + + # Time series: split latest data into test set + train = df.values[:int(TRAINING_SPLIT * len(df)), :] + print(train) + train = scaler.fit_transform(train) + test = df.values[int(TRAINING_SPLIT * len(df)):, :] + test = scaler.transform(test) + + # Create test and training sets + train_X, train_y = create_dataset(train, window_size) + test_X, test_y = create_dataset(test, window_size) + + # Reshape input data + train_X = np.reshape(train_X, (train_X.shape[0], 1, train_X.shape[1])) + test_X = np.reshape(test_X, (test_X.shape[0], 1, test_X.shape[1])) + + return train_X, train_y, test_X, test_y diff --git a/samples/ai-platform/images/chicago_crime_pipeline.png b/samples/ai-platform/images/chicago_crime_pipeline.png new file mode 100644 index 0000000000000000000000000000000000000000..e547c76fd1a3825a56b9603171370adac74e64b9 GIT binary patch literal 265404 zcmeFYbx@nz)-VpmiDNu^GP+Ut3#oZ-XakoH# z1lQmm?8iCx{@(Y_-22^`GvB{oW-`x{XYaMw+RL6LJ7F5?O5}GL@8aO#kSo7d)WpFd 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