{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Lab3. Amazon SageMaker DeepAR\n", "\n", "This notebook shows how to apply the SageMaker [DeepAR built-in algorithm](https://docs.aws.amazon.com/sagemaker/latest/dg/deepar.html). DeepAR forecasting algorithm is a supervised learning algorithm for forecasting scalar (one-dimensional) time series using recurrent neural networks (RNN) to produce both point and probabilistic forecasts.The DeepAR forecasting algorithm can provide better forecast accuracies compared to classical forecasting techniques such as Autoregressive Integrated Moving Average (ARIMA) or Exponential Smoothing (ES), both of which are implemented in many open-source and commercial software packages for forecasting. \n", "\n", "## Table Of Contents\n", "The overall process for this is:\n", "\n", "1. Data Preparation\n", "1. Training the DeepAR Model\n", "1. Deploy and Prediction\n", "1. Plotting the Prediction\n", "1. Stop and Delete the Endpoint\n", "\n", "To get started, simply execute the cells below:" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 1. Data Preparation\n", "\n", "Let's look at the dataset first. We will use fake dataset that fascimile real clickstream data in data folder. \n" ] }, { "cell_type": "code", "execution_count": 123, "metadata": {}, "outputs": [], "source": [ "# This notebook code was tested with SageMaker SDK 2.20\n", "# !pip install -U sagemaker==2.20" ] }, { "cell_type": "code", "execution_count": 124, "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "\n", "from util import *" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Unzip the compressed file and look at the dataset." ] }, { "cell_type": "code", "execution_count": 125, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "gzip: data/*.gz: No such file or directory\n" ] } ], "source": [ "data_dir='data'\n", "!tar -zxvf $data_dir/data.tar.gz --directory=data" ] }, { "cell_type": "code", "execution_count": 126, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "clicks_10T = pd.read_csv(data_dir + '/clicks_10T.csv', parse_dates=['timestamp']).set_index('timestamp')\n", "clicks_10T['fault'] = pd.read_csv(data_dir + '/fault_label_10T.csv', header=None).values[0]\n", "\n", "plot_click_w_fault(clicks_10T)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Changing training data format for DeepAR\n", "\n", "We only use click events to detect abnormal drops. (We will predict the number of clicks in 10 minutes and use the number of clicks as the target feature. We use data up to Jul 14th as our training dataset. Remaining 144 data points of Jul 15th will be used for testing the results.)\n", "\n", "Change the data to the format that DeepAR algorithm use. The records in your input files should contain the following fields:\n", "\n", "* **start** : The start timestamp. A string with the format YYYY-MM-DD HH:MM:SS.\n", "* **target** : An array of floating-point values or integers that represent the time series. Here, we will use clickstream counts in 10 minutes for forecasting value. \n", "* **dynamic_feat (optional)** : An array of arrays of floating-point values or integers that represents the vector of custom feature time series. Here, we do not use dynamic_feat in this example but you may add hours (0,1,2,...23) or the number of users (assumming that we know the number of users at the timing of forecasting the number of clicks)\n", "* **cat (optional)** : An array of categorical features that can be used to encode the groups that the record belongs to. We do not use categorical values in this example.\n", "\n", "```python\n", "# example:\n", "{\"start\": \"2020-07-01 00:00:00\", \"target\": [24.0, 22.0, 20.0, 17.0, ...], \"dynamic_feat\": [[13, 14, 8, ...]]}\n", "```\n", "\n", "For more information, refer to input/outpot format of DeepAR : https://docs.aws.amazon.com/sagemaker/latest/dg/deepar.html#deepar-inputoutput\n" ] }, { "cell_type": "code", "execution_count": 127, "metadata": {}, "outputs": [], "source": [ "test = {'start': str(clicks_10T.index[0]),\n", " 'target': list(clicks_10T['click']),\n", " }\n", "train = {'start': str(clicks_10T.index[0]),\n", " 'target': list(clicks_10T['click'])[:-144],\n", " }" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Convert the dict type above into a json file. \n", "Then, write the training file in JSON Lines and upload it to S3." ] }, { "cell_type": "code", "execution_count": 128, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "{\"start\": \"2020-07-07 00:00:00\", \"target\": [116, 112, 93, 117, 108, 107, 137, 127, 145, 133, 120, 13...\n" ] } ], "source": [ "import json\n", "def write_dicts_to_file(path, training_data):\n", " with open(path, 'wb') as fp:\n", " for row in training_data:\n", " fp.write(json.dumps(row).encode(\"utf-8\"))\n", " fp.write(\"\\n\".encode('utf-8'))\n", " \n", "write_dicts_to_file(\"train.json\", [train])\n", "\n", "import sagemaker\n", "import s3fs\n", "import datetime\n", "\n", "sagemaker_session = sagemaker.Session()\n", "s3_bucket = sagemaker.Session().default_bucket() # replace with an existing bucket if needed\n", "s3_prefix = 'deepar-clickstream' # prefix used for all data stored within the bucket\n", "\n", "role = sagemaker.get_execution_role() # IAM role to use by SageMaker\n", "train_s3 = sagemaker_session.upload_data(path='train.json', key_prefix=s3_prefix)\n", "\n", "s3filesystem = s3fs.S3FileSystem()\n", "with s3filesystem.open(train_s3, 'rb') as fp:\n", " print(fp.readline().decode(\"utf-8\")[:100] + \"...\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 2. Training the DeepAR Model\n", "\n", "Just like other built-in algorithms, we need to define Estimator with algorhtim and hyperparameters and fit the model with the training data that we prepared above.\n", "\n", "We are using the [Python SageMaker SDK](https://sagemaker.readthedocs.io/en/stable/index.html) to:\n", "\n", "1. Create our [Estimator](https://sagemaker.readthedocs.io/en/stable/estimators.html) defining the algorithm and fitting/hyper-parameters\n", "2. Define our [data channels](https://docs.aws.amazon.com/sagemaker/latest/dg/your-algorithms-training-algo-running-container.html#your-algorithms-training-algo-running-container-inputdataconfig) to fit and validate on\n", "3. [Fit](https://sagemaker.readthedocs.io/en/stable/estimators.html#sagemaker.estimator.Estimator.fit) a model to the data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Then, we need to set some hyperparameters. Some of them are related to the algorithm and some others are related to the training job. \n", "- `time_freq` : The granularity of the time series in the dataset. (M, W, D, H, min, ...)\n", "- `context_length` : The number of time-points that the model gets to see before making the prediction. \n", "- `prediction_length` : The number of time-steps that the model is trained to predict (forecast horizon)\n", "- `num_dynamic_feat` : The number of dynamic_feat provided in the data (default:`auto`) \n", "- `epochs` : The maximum number of passes over the training data\n", "- `early_stopping_patience` : Training stops when no progress is made within the specified number of `epochs`.\n", "- `mini_batch_size` : The size of mini-batches used during training\n", "- `learning_rate` : The learning rate used in training\n", "\n", "For more information, refer to the [DeepAR document](https://docs.aws.amazon.com/sagemaker/latest/dg/deepar_hyperparameters.html)" ] }, { "cell_type": "code", "execution_count": 129, "metadata": {}, "outputs": [], "source": [ "region = sagemaker_session.boto_region_name\n", "image_name = sagemaker.image_uris.retrieve(\"forecasting-deepar\",region)\n", "\n", "# we use 10 minutes frequency for the time series\n", "freq = datetime.timedelta(minutes=10)\n", "\n", "# we predict for 24 hours (144 points) and use same context length with prediction length.\n", "prediction_length = 24 * 6\n", "context_length = 24 * 6 \n", "\n", "estimator = sagemaker.estimator.Estimator(\n", " sagemaker_session=sagemaker_session,\n", " image_uri=image_name,\n", " role=role,\n", " instance_count=1,\n", " instance_type='ml.c4.2xlarge',\n", " base_job_name='deepar-clickstream'\n", ")\n", "hyperparameters = {\n", " \"time_freq\": '10min',\n", " \"context_length\": str(context_length),\n", " \"prediction_length\": str(prediction_length),\n", " \"num_dynamic_feat\" : \"auto\",\n", " \"num_layers\" : \"1\",\n", " \"epochs\": \"400\",\n", " \"early_stopping_patience\": \"40\",\n", " \"mini_batch_size\": \"32\",\n", " \"learning_rate\": \"5E-4\"\n", "}\n", "estimator.set_hyperparameters(**hyperparameters)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We are ready to launch the training job. SageMaker will start an EC2 instance, download the data from S3, start training the model and save the trained model. Training will take about 10~20 minutes in c4.2xlarge instance." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "%%time\n", "data_channels = {\n", " \"train\": train_s3\n", "}\n", "\n", "estimator.fit(data_channels, wait=True)\n", "# sagemaker_session.logs_for_job(estimator.latest_training_job.name, wait=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 3. Deploy and Prediction\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Deploy the model with below code. " ] }, { "cell_type": "code", "execution_count": 131, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "---------------!" ] } ], "source": [ "from sagemaker.serializers import IdentitySerializer\n", "\n", "predictor = estimator.deploy(\n", " initial_instance_count=1,\n", " instance_type='ml.m4.xlarge', \n", " serializer=IdentitySerializer(content_type=\"application/json\"),\n", " wait=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Inference of DeepAR reuqires data in a format similar to training. \n", "For more information, refer to inference format of DeepAR : https://docs.aws.amazon.com/sagemaker/latest/dg/deepar-in-formats.html \n", "example format:\n", "```\n", "{ \"instances\": [{ \"start\": \"2020-07-01 00:00:00\",\n", " \"target\": [4.0, 10.0, \"NaN\", 100.0, 113.0],\n", " \"cat\": [0, 1],\n", " \"dynamic_feat\": [[1.0, 1.1, 2.1, 0.5, 3.1, 4.1, 1.2, 5.0, ...]]\n", " },... ],\n", " \"configuration\": { \"num_samples\": 50,\n", " \"output_types\": [\"mean\", \"quantiles\", \"samples\"],\n", " \"quantiles\": [\"0.5\", \"0.9\"]\n", " }}\n", "```\n", "\n", "Prepare test data with below code. \n", "We will predict last 144 timepoints to see the expected pattern of our clickstream. We do not use `dynamic_feat` but please note that you need to pass full length of timeseries (including 144 timepoints) if you use this feature." ] }, { "cell_type": "code", "execution_count": 132, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 12 ms, sys: 0 ns, total: 12 ms\n", "Wall time: 505 ms\n" ] } ], "source": [ "%%time\n", "inf_data = {\"instances\":[test],\n", " \"configuration\": {\"num_samples\": 100, \n", " \"output_types\": [\"quantiles\", \"samples\"], \n", " \"quantiles\": [\"0.01\", \"0.5\", \"0.99\"]}\n", " }\n", "prediction = predictor.predict(json.dumps(inf_data).encode('utf-8'))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 4. Plotting the Prediction\n", "\n", "Now we can visualize the prediction result and find anomalous points. To check the result, we will look at the data after JUL 15, 2020 00:00, and compare the results with the original clickstrem. \n", "\n", "DeepAR returns quantile predictions by given quantile values. We can use this scope as our anomaly boundary. For points above or below the upper or lower prediction boundaries, we can consider them to be anomaly.\n", "\n", "2nd chart below is the result of resampling the prediction results by 30 minutes. You can aggregate values to smooth out the noisy result. Depending on the business case, the forecasting unit may be different from the one used in the training. If you resample them with larger units of time, the prediction results will be smoother. This kind of manipulation can be used to prevent too much frequent noise alarms when setting the upper/lower monitoring limit with the prediction range of time series.\n" ] }, { "cell_type": "code", "execution_count": 141, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "def plot_forecast(pred_ts1, real_ts, col=['0.1','0.5','0.9']):\n", " plt.figure(figsize=(20,3))\n", " plt.plot(pred_ts1)\n", " plt.plot(real_ts)\n", " \n", " u_idx = real_ts.values-pred_ts1['0.99'].values > 0\n", " b_idx = real_ts.values-pred_ts1['0.01'].values < 0\n", " anomalies_u = real_ts[u_idx]\n", " anomalies_b = real_ts[b_idx]\n", " \n", " plt.fill_between(pred_ts1.index, pred_ts1[col[-1]],pred_ts1[col[0]], alpha=0.3)\n", " plt.scatter(anomalies_u.index, anomalies_u.values, color='red')\n", " plt.scatter(anomalies_b.index, anomalies_b.values, color='blue')\n", " \n", " plt.legend(['0.01','0.5','0.99','real'])\n", " plt.show()\n", "\n", "freq_r ='30T'\n", "plot_forecast(pred_ts, clicks_10T['click'][-144:], col=['0.01','0.5','0.99'])\n", "plot_forecast(pred_ts.resample(freq_r).sum(), clicks_10T['click'][-144:].resample(freq_r).sum(), col=['0.01','0.5','0.99'])\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 5. Stop and Delete the Endpoint\n", "\n", "Finally, we should delete the endpoint before we close the notebook.\n", "\n", "To do so execute the cell below. Alternately, you can navigate to the \"Endpoints\" tab in the SageMaker console, select the endpoint with the name stored in the variable endpoint_name, and select \"Delete\" from the \"Actions\" dropdown menu." ] }, { "cell_type": "code", "execution_count": 142, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "The endpoint attribute has been renamed in sagemaker>=2.\n", "See: https://sagemaker.readthedocs.io/en/stable/v2.html for details.\n" ] } ], "source": [ "sagemaker.Session().delete_endpoint(predictor.endpoint)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "conda_python3", "language": "python", "name": "conda_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": "3.6.10" } }, "nbformat": 4, "nbformat_minor": 4 }