{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# **Amazon Lookout for Equipment** - Demonstration on an anonymized expander dataset\n",
"*Part 4: Model evaluation*"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Initialization\n",
"---\n",
"Following the data preparation notebook, this repository should now be structured as follow:\n",
"```\n",
"/lookout-equipment-demo/getting_started/\n",
"|\n",
"├── data/\n",
"| |\n",
"| ├── labelled-data/\n",
"| | └── labels.csv\n",
"| |\n",
"| └── training-data/\n",
"| └── expander/\n",
"| ├── subsystem-01\n",
"| | └── subsystem-01.csv\n",
"| |\n",
"| ├── subsystem-02\n",
"| | └── subsystem-02.csv\n",
"| |\n",
"| ├── ...\n",
"| |\n",
"| └── subsystem-24\n",
"| └── subsystem-24.csv\n",
"|\n",
"├── dataset/ <<< Original dataset <<<\n",
"| ├── labels.csv\n",
"| ├── tags_description.csv\n",
"| ├── timeranges.txt\n",
"| └── timeseries.zip\n",
"|\n",
"├── notebooks/\n",
"| ├── 1_data_preparation.ipynb\n",
"| ├── 2_dataset_creation.ipynb\n",
"| ├── 3_model_training.ipynb\n",
"| ├── 4_model_evaluation.ipynb <<< This notebook <<<\n",
"| ├── 5_inference_scheduling.ipynb\n",
"| └── config.py\n",
"|\n",
"└── utils/\n",
" ├── aws_matplotlib_light.py\n",
" └── lookout_equipment_utils.py\n",
"```"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Notebook configuration update"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\u001b[33mWARNING: You are using pip version 21.1.3; however, version 21.2.4 is available.\n",
"You should consider upgrading via the '/home/ec2-user/anaconda3/envs/python3/bin/python -m pip install --upgrade pip' command.\u001b[0m\n"
]
}
],
"source": [
"!pip install --quiet --upgrade tqdm"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Imports\n",
"**Note:** Update the content of the **config.py** file **before** running the following cell"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"import boto3\n",
"import config\n",
"import matplotlib.pyplot as plt\n",
"import os\n",
"import pandas as pd\n",
"import pyarrow as pa\n",
"import pyarrow.parquet as pq\n",
"import sys\n",
"\n",
"# Helper functions for managing Lookout for Equipment API calls:\n",
"sys.path.append('../utils')\n",
"import lookout_equipment_utils as lookout"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Parameters"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"DATA = os.path.join('..', 'data')\n",
"LABEL_DATA = os.path.join(DATA, 'labelled-data')\n",
"REGION_NAME = boto3.session.Session().region_name\n",
"DATASET_NAME = config.DATASET_NAME\n",
"BUCKET = config.BUCKET\n",
"PREFIX_TRAINING = config.PREFIX_TRAINING\n",
"PREFIX_LABEL = config.PREFIX_LABEL\n",
"MODEL_NAME = config.MODEL_NAME"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Training period: from 2015-01-01 00:00:00 to 2015-08-31 23:59:00\n",
"Evaluation period: from 2015-09-01 00:00:00 to 2015-11-30 23:59:00\n"
]
}
],
"source": [
"# Loading time ranges:\n",
"timeranges_fname = os.path.join(DATA, 'timeranges.txt')\n",
"with open(timeranges_fname, 'r') as f:\n",
" timeranges = f.readlines()\n",
" \n",
"training_start = pd.to_datetime(timeranges[0][:-1])\n",
"training_end = pd.to_datetime(timeranges[1][:-1])\n",
"evaluation_start = pd.to_datetime(timeranges[2][:-1])\n",
"evaluation_end = pd.to_datetime(timeranges[3][:-1])\n",
"\n",
"print(f'Training period: from {training_start} to {training_end}')\n",
"print(f'Evaluation period: from {evaluation_start} to {evaluation_end}')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### AWS Look & Feel definition for Matplotlib"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"%matplotlib inline\n",
"\n",
"# Load style sheet:\n",
"plt.style.use('../utils/aws_matplotlib_light.py')\n",
"\n",
"# Get colors from custom AWS palette:\n",
"prop_cycle = plt.rcParams['axes.prop_cycle']\n",
"colors = prop_cycle.by_key()['color']"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Loading original datasets for analysis purpose"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"# Let's load all our original signals (they will be useful later on):\n",
"all_tags_fname = os.path.join(DATA, 'training-data', 'expander.parquet')\n",
"table = pq.read_table(all_tags_fname)\n",
"all_tags_df = table.to_pandas()\n",
"del table"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Model evaluation\n",
"---"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The `DescribeModel` API can be used to extract, among other things, the metrics associated to the trained model:"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"['ModelName',\n",
" 'ModelArn',\n",
" 'DatasetName',\n",
" 'DatasetArn',\n",
" 'Schema',\n",
" 'LabelsInputConfiguration',\n",
" 'TrainingDataStartTime',\n",
" 'TrainingDataEndTime',\n",
" 'EvaluationDataStartTime',\n",
" 'EvaluationDataEndTime',\n",
" 'RoleArn',\n",
" 'DataPreProcessingConfiguration',\n",
" 'Status',\n",
" 'TrainingExecutionStartTime',\n",
" 'TrainingExecutionEndTime',\n",
" 'ModelMetrics',\n",
" 'LastUpdatedTime',\n",
" 'CreatedAt',\n",
" 'ResponseMetadata']"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"lookout_client = lookout.get_client(region_name=REGION_NAME)\n",
"describe_model_response = lookout_client.describe_model(ModelName=MODEL_NAME)\n",
"list(describe_model_response.keys())"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The describe model response is a dictionnary. The `labeled_ranges` contains the label provided as an input while the `predicted_ranges` contains all the predicted ranges where Lookout for Equipment detected an anomaly. Let's use the following utility function get these into two dataframes:"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"LookoutDiagnostics = lookout.LookoutEquipmentAnalysis(model_name=MODEL_NAME, tags_df=all_tags_df, region_name=REGION_NAME)\n",
"LookoutDiagnostics.set_time_periods(evaluation_start, evaluation_end, training_start, training_end)\n",
"predicted_ranges = LookoutDiagnostics.get_predictions()\n",
"labels_fname = os.path.join(LABEL_DATA, 'labels.csv')\n",
"labeled_range = LookoutDiagnostics.get_labels(labels_fname)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Note:** the labeled range from the model Describe API, only provides any labelled data falling within the evaluation range. We use the original label data to get all of them."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Let's now display one of the original signal and map both the labeled and the predicted ranges on the same plot:"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# We load the original signal we looked at in the data preparation step:\n",
"tag = 'signal-028'\n",
"tag_df = all_tags_df.loc[training_start:evaluation_end, [tag]]\n",
"tag_df.columns = ['Value']\n",
"\n",
"# Plot all of that:\n",
"fig, axes = lookout.plot_timeseries(\n",
" timeseries_df=tag_df, \n",
" tag_name=tag,\n",
" fig_width=20, \n",
" tag_split=evaluation_start, \n",
" labels_df=labeled_range,\n",
" predictions=predicted_ranges,\n",
" custom_grid=False\n",
")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Diagnostics\n",
"---"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Let's compare:\n",
"1. The signal values during the periods marked as **anomalies** in the **evaluation period**\n",
"2. The signal values deemed as normal during the **training period**\n",
"\n",
"**We will plot two histograms** for each signal: one in red for the points marked as anomalies and another one in green for all the other normal datapoints. We will also compute a distance between these two distributions and rank them by decreasing order. The reasoning behind this comparison is to show which signals differ the most from their normal behavior when they are marked as anomalies by the model. This overview can point the customer SME towards the right directions to inspect a cause of anomaly."
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Computing distributions: 100%|██████████| 122/122 [00:08<00:00, 14.10it/s]\n",
"Preparing histograms: 100%|██████████| 12/12 [00:01<00:00, 8.11it/s]\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"LookoutDiagnostics.compute_histograms()\n",
"fig, axes = LookoutDiagnostics.plot_histograms()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We can also plot the data points marked as anomalies directly on each time series signal:\n",
"* **In green**, the normal values during both the training and evaluation period\n",
"* **In red**, the values predicted as anomalies by the trained model\n",
"* **In grey**, the values marked as anomalies and excluded by the training to capture the asset behavior when it's operating under normal conditions"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, axes = LookoutDiagnostics.plot_signals()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Let's now extract a list of these signals:"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"
\n",
"\n",
"
\n",
" \n",
"
\n",
"
\n",
"
Tag
\n",
"
Rank
\n",
"
\n",
" \n",
" \n",
"
\n",
"
0
\n",
"
signal-079
\n",
"
0.827683
\n",
"
\n",
"
\n",
"
1
\n",
"
signal-022
\n",
"
0.813001
\n",
"
\n",
"
\n",
"
2
\n",
"
signal-097
\n",
"
0.772627
\n",
"
\n",
"
\n",
"
3
\n",
"
signal-016
\n",
"
0.765132
\n",
"
\n",
"
\n",
"
4
\n",
"
signal-023
\n",
"
0.761360
\n",
"
\n",
"
\n",
"
5
\n",
"
signal-049
\n",
"
0.711678
\n",
"
\n",
"
\n",
"
6
\n",
"
signal-029
\n",
"
0.695862
\n",
"
\n",
"
\n",
"
7
\n",
"
signal-028
\n",
"
0.682249
\n",
"
\n",
"
\n",
"
8
\n",
"
signal-111
\n",
"
0.670763
\n",
"
\n",
"
\n",
"
9
\n",
"
signal-025
\n",
"
0.667643
\n",
"
\n",
"
\n",
"
10
\n",
"
signal-099
\n",
"
0.640777
\n",
"
\n",
"
\n",
"
11
\n",
"
signal-032
\n",
"
0.627002
\n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" Tag Rank\n",
"0 signal-079 0.827683\n",
"1 signal-022 0.813001\n",
"2 signal-097 0.772627\n",
"3 signal-016 0.765132\n",
"4 signal-023 0.761360\n",
"5 signal-049 0.711678\n",
"6 signal-029 0.695862\n",
"7 signal-028 0.682249\n",
"8 signal-111 0.670763\n",
"9 signal-025 0.667643\n",
"10 signal-099 0.640777\n",
"11 signal-032 0.627002"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"LookoutDiagnostics.get_ranked_list()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Conclusion\n",
"---\n",
"In this notebook, we use the model created in part 3 of this notebook series and performed a few visualization and diagnostics on the results obtained. You can now move forward to the next step to the **inference scheduling notebook** where we will start the model, feed it some new data and catch the results."
]
}
],
"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": "3.6.13"
}
},
"nbformat": 4,
"nbformat_minor": 4
}