diff --git a/docs/source/tutorials/examples/oracle-iot.rst b/docs/source/tutorials/examples/oracle-iot.rst index a071fab6..1d460eae 100644 --- a/docs/source/tutorials/examples/oracle-iot.rst +++ b/docs/source/tutorials/examples/oracle-iot.rst @@ -1025,11 +1025,14 @@ We want to create a training and test dataset in this section. We will define one data point as (24,4) array which consists of 4 sensors for 24 hours (daily). We will split training and test data using machineID. -We will use the following three variables in the following sections. - -keys: keys will be used to group_by the whole dataset - features: -features are the columns that will be used to build models - class_map: -class_map will map the faulty component string (ex: ‘comp1’) to integer. -‘non-failure’ will be mapped to integer 0. +We will use the following three variables in the following sections: + +- keys: keys will be used to group_by the whole dataset + +- features: features are the columns that will be used to build models + +- class_map: class_map will map the faulty component string (ex: ‘comp1’) to integer. + ‘non-failure’ will be mapped to integer 0. .. code:: python @@ -1056,7 +1059,7 @@ Remove 2016-01-01 because machine has only one hour data on this date. Split the entire dataset into Training and Test datasets with -split_ratio 4:3 +split_ratio 3:2 .. code:: python @@ -1065,7 +1068,9 @@ split_ratio 4:3 test_ratio = 0.4 n_split = int(df_model3.machineID.nunique() * test_ratio) model3_ids = df_model3.machineID.unique() - np.random.shuffle(model3_ids) + rng = np.random.default_rng(42) + rng.shuffle(model3_ids) + model3_ids_for_train = model3_ids[n_split:] model3_ids_for_test = model3_ids[:n_split] @@ -1457,12 +1462,19 @@ machines (gives many false alarm). .. code:: python - from h1st.model.oracle import TimeSeriesOracle - - oracle = TimeSeriesOracle(teacher=RuleModel()) - oracle.build( - data={'X': df_model3_train[keys+features]}, - id_col='machineID', + from h1st.model.oracle.ts_oracle_modeler import TimeseriesOracleModeler + from h1st.model.oracle.student import RandomForestModeler, AdaBoostModeler + from h1st.model.rule_based_modeler import RuleBasedModeler + from h1st.model.rule_based_model import RuleBasedClassificationModel + + oracle_modeler = TimeseriesOracleModeler(teacher=RuleModel(), + student_modelers = [RandomForestModeler(), AdaBoostModeler()], + ensembler_modeler = RuleBasedModeler(model_class=RuleBasedClassificationModel) + ) + + oracle = oracle_modeler.build_model( + data={'unlabeled_data': df_model3_train[keys+features]}, + id_col='machineID', ts_col='date' ) @@ -1538,7 +1550,7 @@ machines (gives many false alarm). From the above test results, we can see that Oracle made improvement in both -f1_micro and f1_macro around 2.4% and 5.4% compared to the f1 score of rule-based model. +f1_micro and f1_macro around 2.3% and 3.4% compared to the f1 score of rule-based model. Test out if a persisted Oracle can be loaded and give the same @@ -1548,13 +1560,18 @@ predictions as the original Oracle object. import os import tempfile - + + from h1st.model.oracle import TimeSeriesOracle + from h1st.model.oracle.student import RandomForestModel, AdaBoostModel + with tempfile.TemporaryDirectory() as path: os.environ['H1ST_MODEL_REPO_PATH'] = path version = oracle.persist() - - oracle_2 = TimeSeriesOracle(knowledge_model=RuleModel()) - oracle_2.load_params(version) + + oracle_2 = TimeSeriesOracle(teacher=RuleModel(), + students= [RandomForestModel(), AdaBoostModel()], + ensembler=RuleBasedClassificationModel()) + oracle_2.load_params(version) .. code:: python diff --git a/user/tutorials/oracle/oracle_with_multivariate_timeseries_data.ipynb b/user/tutorials/oracle/oracle_with_multivariate_timeseries_data.ipynb index 3f9752a1..28ea2aa2 100644 --- a/user/tutorials/oracle/oracle_with_multivariate_timeseries_data.ipynb +++ b/user/tutorials/oracle/oracle_with_multivariate_timeseries_data.ipynb @@ -1,118031 +1,117674 @@ { - "cells": [ - { - "cell_type": "markdown", - "id": "abc2e8ed", - "metadata": {}, - "source": [ - " H1st Oracle: Combine Encoded Domain Knowledge with Machine Learning " - ] - }, - { - "cell_type": "markdown", - "id": "32e0e7e8", - "metadata": {}, - "source": [ - "In this tutorial, we will demonstrate the end-to-end process of building Oracle, from raw data to Oracle model, using Microsoft Azure Predictive Maintenance dataset. Through this tutorial, you will learn 1. how to build rule-based model through data analysis 2. how to build Oracle from this rule-based model." - ] - }, - { - "cell_type": "markdown", - "id": "5dd57baa", - "metadata": {}, - "source": [ - "This tutorial has the following contents.\n", - "\n", - "[1. H1st Oracle](#h1st-oracle)\n", - "- What is H1st Oracle?\n", - "- Architeture of Oracle\n", - "\n", - "[2. Setup an Experiment](#experiment)\n", - "- Define the problem we solve in this tutorial\n", - "- Experiment Process\n", - "\n", - "[3. Microsoft Azure Predictive Maintenance dataset](#dataset)\n", - "- Show basic Exploratory Data Analysis (EDA)\n", - "- Find some rules (patterns) that can be used to predict faulty components of a machine\n", - "\n", - "[4. Build a rule-based Model](#rule-based)\n", - "- Build a rule-based model that can predict the faulty component of a machine\n", - "- Evaluate the performance of a rule-based model\n", - "\n", - "[5. Build an Oracle using H1st.TimeSeriesOracle class](#oracle)\n", - "- From a rule-based Fault Predictor, build an Oracle\n", - "- Evaluate the performance of Oracle and compare it with that of rule-based model\n", - "\n", - "[6. Summary](#summary)" - ] - }, - { - "cell_type": "markdown", - "id": "d29b9dd7", - "metadata": {}, - "source": [ - "## H1st Oracle\n", - "" - ] - }, - { - "cell_type": "markdown", - "id": "c0e597f7", - "metadata": {}, - "source": [ - "### What is H1st Oracle ?\n", - "Oracle is a special form of Knowledge-First AI in [H1st](https://h1st.readthedocs.io/en/latest/README.html). It helps you combine your rule-based model with Machine Learning (ML) approach. More specifically, from the rule-based model (Teacher) that you provided, H1st Oracle autogenerates multiple ML Generalizers (Students) and combine those Teacher and Students using Ensemble technique. Through this Oracle approach, you can build ML models without using any labeled data. Furthermore, your AI performance will keep improving as you collect more data from a deployed AI system without updating your existing rules (of course you can update and add more rules, but you don't need to). Lastly, if you already have some labeled data, you can use them as well to build a more powerful Oracle. " - ] - }, - { - "cell_type": "markdown", - "id": "457120ef", - "metadata": {}, - "source": [ - "### Architeture of Oracle" - ] - }, - { - "cell_type": "markdown", - "id": "d2b50c74", - "metadata": {}, - "source": [ - "\"oracle\"" - ] - }, - { - "cell_type": "markdown", - "id": "d129bcb7", - "metadata": {}, - "source": [ - "Additionally:\n", - "* To learn more about H1st framework, please visit [h1st.ai](https://h1st.readthedocs.io/en/latest/README.html)\n", - "* You can also check out the [H1st API documentation](https://h1st.readthedocs.io/en/latest/api/README.html)" - ] - }, - { - "cell_type": "markdown", - "id": "b6458bfb", - "metadata": {}, - "source": [ - "## Setup an Experiment\n", - "" - ] - }, - { - "cell_type": "markdown", - "id": "98963478", - "metadata": {}, - "source": [ - "### Define the problem we solve in this tutorial" - ] - }, - { - "cell_type": "markdown", - "id": "824adc29", - "metadata": {}, - "source": [ - "In this tutorial, we want to solve Predictive Maintenance problem. Predictive Maintenacne is to help determine the codition of operating equipments and proactively suggest when and what parts of equipment require maintenance work. In this tutorial, we will narrow down the problem and focus on identifying what part of equipment is going to fail and, therefore, need to be replaced. We can go deeper into this problem and differentiate \"predicting the potential failure of component of not yet failed machine\" and \"(postmortem) predicting a root cause component of failed machine\". However, for simplicity, here we will consider them as the same problem." - ] - }, - { - "cell_type": "markdown", - "id": "bc3c0a2b", - "metadata": {}, - "source": [ - "One important aspect of Oracle that we have emphasized is that we can build Oracle without any labeled data. In this tutorial, we use labeled data (machine failure records) only to create rules (patterns) for detecting component failure. If we had domain knowledge on this Microsoft Azure equipments, we wouldn't have used any labeled data to create rules." - ] - }, - { - "cell_type": "markdown", - "id": "6d4dbd7d", - "metadata": {}, - "source": [ - "### Experiment Process" - ] - }, - { - "cell_type": "markdown", - "id": "03e6c741", - "metadata": {}, - "source": [ - "The experiment process will be like the following. \n", - "- Through data analysis, identify rules and build a rule-based model that can classify faulty component of machine\n", - "- Split the entire dataset into training set and test set. \n", - "- Evaluate the rule-based model using test set.\n", - "- Build Oracle using the rule-based model and training set (without label)\n", - "- Evaluate the Oracle using test set. \n", - "- Compare the evaluation results of rule-based model and Oracle" - ] - }, - { - "cell_type": "markdown", - "id": "783c1f3f", - "metadata": {}, - "source": [ - "## Microsoft Azure Predictive Maintenance dataset \n", - "" - ] - }, - { - "cell_type": "markdown", - "id": "3314409b", - "metadata": {}, - "source": [ - "In this section, we will do basic Exploratory Data Analysis (EDA) to find out some rules (patterns) that can be used to predict potentially faulty components of a machine. We load the Microsoft Azure sample data and create Pandas DataFrame objects for EDA.\n", - "\n", - "\n", - " Description of the dataset \n", - "\n", - "We got the the following details of the dataset from https://www.kaggle.com/arnabbiswas1/microsoft-azure-predictive-maintenance\n", - "\n", - "* Telemetry Time Series Data (PdM_telemetry.csv): It consists of hourly average of voltage, rotation, pressure, vibration collected from 100 machines for the year 2015.\n", - "\n", - "* Error (PdM_errors.csv): These are errors encountered by the machines while in operating condition. Since, these errors don't shut down the machines, these are not considered as failures. The error date and times are rounded to the closest hour since the telemetry data is collected at an hourly rate.\n", - "\n", - "* Maintenance (PdM_maint.csv): If a component of a machine is replaced, that is captured as a record in this table. Components are replaced under two situations: 1. During the regular scheduled visit, the technician replaced it (Proactive Maintenance) 2. A component breaks down and then the technician does an unscheduled maintenance to replace the component (Reactive Maintenance). This is considered as a failure and corresponding data is captured under Failures. Maintenance data has both 2014 and 2015 records. This data is rounded to the closest hour since the telemetry data is collected at an hourly rate.\n", - "\n", - "* Failures (PdM_failures.csv): Each record represents replacement of a component due to failure. This data is a subset of Maintenance data. This data is rounded to the closest hour since the telemetry data is collected at an hourly rate.\n", - "\n", - "* Metadata of Machines (PdM_Machines.csv): Model type & age of the Machines.\n", - "\n", - " Acknowledgements \n", - "\n", - "This dataset was available as a part of Azure AI Notebooks for Predictive Maintenance. But as of 15th Oct, 2020 the notebook is no longer available. However, the data can still be downloaded using the following URLs:\n", - "https://azuremlsampleexperiments.blob.core.windows.net/datasets/PdM_telemetry.csv\n", - "https://azuremlsampleexperiments.blob.core.windows.net/datasets/PdM_errors.csv\n", - "https://azuremlsampleexperiments.blob.core.windows.net/datasets/PdM_maint.csv\n", - "https://azuremlsampleexperiments.blob.core.windows.net/datasets/PdM_failures.csv\n", - "https://azuremlsampleexperiments.blob.core.windows.net/datasets/PdM_machines.csv" - ] - }, - { - "cell_type": "markdown", - "id": "5321911f", - "metadata": {}, - "source": [ - "### Exploratory Data Analysis (EDA)" - ] - }, - { - "cell_type": "code", - "execution_count": 91, - "id": "2a620b36", - "metadata": {}, - "outputs": [], - "source": [ - "import pandas as pd\n", - "import plotly.express as px" - ] - }, - { - "cell_type": "code", - "execution_count": 92, - "id": "93e7a4dd", - "metadata": {}, - "outputs": [], - "source": [ - "data_basepath = 'https://azuremlsampleexperiments.blob.core.windows.net/datasets/'" - ] - }, - { - "cell_type": "code", - "execution_count": 93, - "id": "e361606c", - "metadata": {}, - "outputs": [ + "cells": [ { - "data": { - "text/plain": [ - "(876100, 6)" - ] - }, - "execution_count": 93, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "df_telemetry = pd.read_csv(data_basepath + 'PdM_telemetry.csv')\n", - "df_telemetry.shape" - ] - }, - { - "cell_type": "code", - "execution_count": 94, - "id": "77ea7e7d", - "metadata": {}, - "outputs": [ + "cell_type": "markdown", + "source": [ + " H1st Oracle: Combine Encoded Domain Knowledge with Machine Learning " + ], + "metadata": {}, + "id": "abc2e8ed" + }, { - "data": { - "text/html": [ - "
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" + "cell_type": "markdown", + "source": [ + "In this tutorial, we will demonstrate the end-to-end process of building Oracle, from raw data to Oracle model, using Microsoft Azure Predictive Maintenance dataset. Through this tutorial, you will learn 1. how to build rule-based model through data analysis 2. how to build Oracle from this rule-based model." ], - "text/plain": [ - " datetime machineID volt rotate pressure \\\n", - "0 2015-01-01 06:00:00 1 176.217853 418.504078 113.077935 \n", - "1 2015-01-01 07:00:00 1 162.879223 402.747490 95.460525 \n", - "2 2015-01-01 08:00:00 1 170.989902 527.349825 75.237905 \n", - "3 2015-01-01 09:00:00 1 162.462833 346.149335 109.248561 \n", - "4 2015-01-01 10:00:00 1 157.610021 435.376873 111.886648 \n", - "\n", - " vibration \n", - "0 45.087686 \n", - "1 43.413973 \n", - "2 34.178847 \n", - "3 41.122144 \n", - "4 25.990511 " - ] - }, - "execution_count": 94, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "df_telemetry.head()" - ] - }, - { - "cell_type": "code", - "execution_count": 95, - "id": "590271fe", - "metadata": {}, - "outputs": [ + "metadata": {}, + "id": "32e0e7e8" + }, { - "data": { - "text/plain": [ - "(100, 3)" - ] - }, - "execution_count": 95, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "df_machines = pd.read_csv(data_basepath + 'PdM_machines.csv')\n", - "df_machines.shape " - ] - }, - { - "cell_type": "code", - "execution_count": 96, - "id": "b0a492b9", - "metadata": {}, - "outputs": [ + "cell_type": "markdown", + "source": [ + "This tutorial has the following contents.\n", + "\n", + "[1. H1st Oracle](#h1st-oracle)\n", + "- What is H1st Oracle?\n", + "- Architeture of Oracle\n", + "\n", + "[2. Setup an Experiment](#experiment)\n", + "- Define the problem we solve in this tutorial\n", + "- Experiment Process\n", + "\n", + "[3. Microsoft Azure Predictive Maintenance dataset](#dataset)\n", + "- Show basic Exploratory Data Analysis (EDA)\n", + "- Find some rules (patterns) that can be used to predict faulty components of a machine\n", + "\n", + "[4. Build a rule-based Model](#rule-based)\n", + "- Build a rule-based model that can predict the faulty component of a machine\n", + "- Evaluate the performance of a rule-based model\n", + "\n", + "[5. Build an Oracle using H1st.TimeSeriesOracle class](#oracle)\n", + "- From a rule-based Fault Predictor, build an Oracle\n", + "- Evaluate the performance of Oracle and compare it with that of rule-based model\n", + "\n", + "[6. Summary](#summary)" + ], + "metadata": {}, + "id": "5dd57baa" + }, { - "data": { - "text/html": [ - "
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" + "cell_type": "markdown", + "source": [ + "## H1st Oracle\n", + "" ], - "text/plain": [ - " machineID model age\n", - "0 1 model3 18\n", - "1 2 model4 7\n", - "2 3 model3 8\n", - "3 4 model3 7\n", - "4 5 model3 2" - ] - }, - "execution_count": 96, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "df_machines.head()" - ] - }, - { - "cell_type": "code", - "execution_count": 97, - "id": "7aa56a6a", - "metadata": {}, - "outputs": [ + "metadata": {}, + "id": "d29b9dd7" + }, { - "data": { - "text/plain": [ - "(761, 3)" - ] - }, - "execution_count": 97, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "df_failures = pd.read_csv(data_basepath + 'PdM_failures.csv')\n", - "df_failures.shape " - ] - }, - { - "cell_type": "code", - "execution_count": 98, - "id": "d5a07bf5", - "metadata": {}, - "outputs": [ + "cell_type": "markdown", + "source": [ + "### What is H1st Oracle ?\n", + "Oracle is a special form of Knowledge-First AI in [H1st](https://h1st.readthedocs.io/en/latest/README.html). It helps you combine your rule-based model with Machine Learning (ML) approach. More specifically, from the rule-based model (Teacher) that you provided, H1st Oracle autogenerates multiple ML Generalizers (Students) and combine those Teacher and Students using Ensemble technique. Through this Oracle approach, you can build ML models without using any labeled data. Furthermore, your AI performance will keep improving as you collect more data from a deployed AI system without updating your existing rules (of course you can update and add more rules, but you don't need to). Lastly, if you already have some labeled data, you can use them as well to build a more powerful Oracle. " + ], + "metadata": {}, + "id": "c0e597f7" + }, { - "data": { - "text/html": [ - "
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datetimemachineIDfailure
02015-01-05 06:00:001comp4
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22015-04-20 06:00:001comp2
32015-06-19 06:00:001comp4
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" + "cell_type": "markdown", + "source": [ + "### Architeture of Oracle" ], - "text/plain": [ - " datetime machineID failure\n", - "0 2015-01-05 06:00:00 1 comp4\n", - "1 2015-03-06 06:00:00 1 comp1\n", - "2 2015-04-20 06:00:00 1 comp2\n", - "3 2015-06-19 06:00:00 1 comp4\n", - "4 2015-09-02 06:00:00 1 comp4" - ] - }, - "execution_count": 98, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "df_failures.head()" - ] - }, - { - "cell_type": "code", - "execution_count": 99, - "id": "87fc1ecc", - "metadata": {}, - "outputs": [ + "metadata": {}, + "id": "457120ef" + }, { - "data": { - "text/plain": [ - "(876100, 8)" - ] - }, - "execution_count": 99, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Join df_telemetry and df_machines\n", - "df_combined = df_telemetry.join(df_machines.set_index('machineID'), on='machineID')\n", - "df_combined.shape" - ] - }, - { - "cell_type": "code", - "execution_count": 100, - "id": "fecfa3bc", - "metadata": {}, - "outputs": [], - "source": [ - "df_combined.sort_values(by=['machineID', 'datetime'], inplace=True)" - ] - }, - { - "cell_type": "code", - "execution_count": 101, - "id": "4656a606", - "metadata": { - "scrolled": true - }, - "outputs": [ + "cell_type": "markdown", + "source": [ + "\"oracle\"" + ], + "metadata": {}, + "id": "d2b50c74" + }, { - "data": { - "text/html": [ - "
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" + "cell_type": "markdown", + "source": [ + "Additionally:\n", + "* To learn more about H1st framework, please visit [h1st.ai](https://h1st.readthedocs.io/en/latest/README.html)\n", + "* You can also check out the [H1st API documentation](https://h1st.readthedocs.io/en/latest/api/README.html)" ], - "text/plain": [ - " datetime machineID volt rotate pressure \\\n", - "0 2015-01-01 06:00:00 1 176.217853 418.504078 113.077935 \n", - "1 2015-01-01 07:00:00 1 162.879223 402.747490 95.460525 \n", - "2 2015-01-01 08:00:00 1 170.989902 527.349825 75.237905 \n", - "3 2015-01-01 09:00:00 1 162.462833 346.149335 109.248561 \n", - "4 2015-01-01 10:00:00 1 157.610021 435.376873 111.886648 \n", - "\n", - " vibration model age \n", - "0 45.087686 model3 18 \n", - "1 43.413973 model3 18 \n", - "2 34.178847 model3 18 \n", - "3 41.122144 model3 18 \n", - "4 25.990511 model3 18 " - ] - }, - "execution_count": 101, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "df_combined.head()" - ] - }, - { - "cell_type": "markdown", - "id": "acbdb2c9", - "metadata": {}, - "source": [ - "We can confirm that there are 100 unqiue machineID" - ] - }, - { - "cell_type": "code", - "execution_count": 102, - "id": "3ea38b4a", - "metadata": {}, - "outputs": [ + "metadata": {}, + "id": "d129bcb7" + }, { - "data": { - "text/plain": [ - "100" - ] - }, - "execution_count": 102, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "df_combined.machineID.nunique()" - ] - }, - { - "cell_type": "markdown", - "id": "c9e05e40", - "metadata": {}, - "source": [ - "When IoT device collects data, the timestamp of collected data usually follows Coordinated Universal Time (UTC) and it should be adjusted to the local time. \n", - "If we look at the datetime column of this data, we can see that the start time of data is 2015-01-01 06:00:00. Let's adjust this time to local time so that it can start from 2015-01-01 00:00:00." - ] - }, - { - "cell_type": "code", - "execution_count": 103, - "id": "349cdcf1", - "metadata": {}, - "outputs": [], - "source": [ - "df_combined['datetime'] = pd.to_datetime(df_combined['datetime'])" - ] - }, - { - "cell_type": "code", - "execution_count": 104, - "id": "f05a6ccd", - "metadata": {}, - "outputs": [], - "source": [ - "df_combined['datetime'] = df_combined['datetime'] - pd.Timedelta(hours=6)" - ] - }, - { - "cell_type": "code", - "execution_count": 105, - "id": "b2276863", - "metadata": {}, - "outputs": [ + "cell_type": "markdown", + "source": [ + "## Setup an Experiment\n", + "" + ], + "metadata": {}, + "id": "b6458bfb" + }, { - "data": { - "text/plain": [ - "2015-01-01 00:00:00 100\n", - "2015-01-01 01:00:00 100\n", - "2015-01-01 02:00:00 100\n", - "2015-01-01 03:00:00 100\n", - "2015-01-01 04:00:00 100\n", - " ... \n", - "2015-12-31 20:00:00 100\n", - "2015-12-31 21:00:00 100\n", - "2015-12-31 22:00:00 100\n", - "2015-12-31 23:00:00 100\n", - "2016-01-01 00:00:00 100\n", - "Name: datetime, Length: 8761, dtype: int64" - ] - }, - "execution_count": 105, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "df_combined.datetime.value_counts().sort_index()" - ] - }, - { - "cell_type": "markdown", - "id": "3c55a5f4", - "metadata": {}, - "source": [ - "We can see that there are four different types of machines. In this experiment, let's use model3 machine which has the largest amount of data. " - ] - }, - { - "cell_type": "code", - "execution_count": 106, - "id": "45f9da4a", - "metadata": {}, - "outputs": [ + "cell_type": "markdown", + "source": [ + "### Define the problem we solve in this tutorial" + ], + "metadata": {}, + "id": "98963478" + }, { - "data": { - "text/plain": [ - "model3 306635\n", - "model4 280352\n", - "model2 148937\n", - "model1 140176\n", - "Name: model, dtype: int64" - ] - }, - "execution_count": 106, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "df_combined.model.value_counts()" - ] - }, - { - "cell_type": "code", - "execution_count": 107, - "id": "da7c0d30", - "metadata": {}, - "outputs": [ + "cell_type": "markdown", + "source": [ + "In this tutorial, we want to solve Predictive Maintenance problem. Predictive Maintenacne is to help determine the codition of operating equipments and proactively suggest when and what parts of equipment require maintenance work. In this tutorial, we will narrow down the problem and focus on identifying what part of equipment is going to fail and, therefore, need to be replaced. We can go deeper into this problem and differentiate \"predicting the potential failure of component of not yet failed machine\" and \"(postmortem) predicting a root cause component of failed machine\". However, for simplicity, here we will consider them as the same problem." + ], + "metadata": {}, + "id": "824adc29" + }, { - "data": { - "text/plain": [ - "(306635, 8)" - ] - }, - "execution_count": 107, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "df_model3 = df_combined[df_combined.model=='model3']\n", - "df_model3.shape" - ] - }, - { - "cell_type": "markdown", - "id": "b19f36c6", - "metadata": {}, - "source": [ - "We can see that there are three different types of failures (comp1, comp2, comp4) in model3 machines." - ] - }, - { - "cell_type": "code", - "execution_count": 108, - "id": "0881c17f", - "metadata": {}, - "outputs": [ + "cell_type": "markdown", + "source": [ + "One important aspect of Oracle that we have emphasized is that we can build Oracle without any labeled data. In this tutorial, we use labeled data (machine failure records) only to create rules (patterns) for detecting component failure. If we had domain knowledge on this Microsoft Azure equipments, we wouldn't have used any labeled data to create rules." + ], + "metadata": {}, + "id": "bc3c0a2b" + }, { - "data": { - "text/plain": [ - "(221, 3)" - ] - }, - "execution_count": 108, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "df_model3_failures = df_failures[df_failures.machineID.isin(df_model3.machineID.unique())]\n", - "df_model3_failures.shape" - ] - }, - { - "cell_type": "code", - "execution_count": 109, - "id": "3814cc5f", - "metadata": {}, - "outputs": [ + "cell_type": "markdown", + "source": [ + "### Experiment Process" + ], + "metadata": {}, + "id": "6d4dbd7d" + }, { - "data": { - "text/plain": [ - "comp2 89\n", - "comp1 68\n", - "comp4 64\n", - "Name: failure, dtype: int64" - ] - }, - "execution_count": 109, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "df_model3_failures.failure.value_counts()" - ] - }, - { - "cell_type": "markdown", - "id": "31234b50", - "metadata": {}, - "source": [ - "Now, let's draw a time series plot of one machine to understand the characteristics of dataset in details." - ] - }, - { - "cell_type": "code", - "execution_count": 110, - "id": "c6eb5641", - "metadata": {}, - "outputs": [ + "cell_type": "markdown", + "source": [ + "The experiment process will be like the following. \n", + "- Through data analysis, identify rules and build a rule-based model that can classify faulty component of machine\n", + "- Split the entire dataset into training set and test set. \n", + "- Evaluate the rule-based model using test set.\n", + "- Build Oracle using the rule-based model and training set (without label)\n", + "- Evaluate the Oracle using test set. \n", + "- Compare the evaluation results of rule-based model and Oracle" + ], + "metadata": {}, + "id": "03e6c741" + }, { - "data": { - "text/plain": [ - "(8761, 8)" - ] - }, - "execution_count": 110, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "machine_id = df_model3.machineID.unique()[0]\n", - "df_one = df_model3[df_model3.machineID == machine_id]\n", - "df_one.shape" - ] - }, - { - "cell_type": "code", - "execution_count": 111, - "id": "73c6ec63", - "metadata": { - "scrolled": false - }, - "outputs": [ + "cell_type": "markdown", + "source": [ + "## Microsoft Azure Predictive Maintenance dataset \n", + "" + ], + "metadata": {}, + "id": "783c1f3f" + }, { - "data": { - "application/vnd.plotly.v1+json": { - "config": { - "plotlyServerURL": "https://plot.ly" - }, - "data": [ - { - "hovertemplate": "variable=volt
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42.1116607857845, - 33.293571644438, - 46.6095154296193, - 37.9402195210172 - ], - "yaxis": "y" + "cell_type": "markdown", + "source": [ + "In this section, we will do basic Exploratory Data Analysis (EDA) to find out some rules (patterns) that can be used to predict potentially faulty components of a machine. We load the Microsoft Azure sample data and create Pandas DataFrame objects for EDA.\n", + "\n", + "\n", + " Description of the dataset \n", + "\n", + "We got the the following details of the dataset from https://www.kaggle.com/arnabbiswas1/microsoft-azure-predictive-maintenance\n", + "\n", + "* Telemetry Time Series Data (PdM_telemetry.csv): It consists of hourly average of voltage, rotation, pressure, vibration collected from 100 machines for the year 2015.\n", + "\n", + "* Error (PdM_errors.csv): These are errors encountered by the machines while in operating condition. Since, these errors don't shut down the machines, these are not considered as failures. The error date and times are rounded to the closest hour since the telemetry data is collected at an hourly rate.\n", + "\n", + "* Maintenance (PdM_maint.csv): If a component of a machine is replaced, that is captured as a record in this table. Components are replaced under two situations: 1. During the regular scheduled visit, the technician replaced it (Proactive Maintenance) 2. A component breaks down and then the technician does an unscheduled maintenance to replace the component (Reactive Maintenance). This is considered as a failure and corresponding data is captured under Failures. Maintenance data has both 2014 and 2015 records. This data is rounded to the closest hour since the telemetry data is collected at an hourly rate.\n", + "\n", + "* Failures (PdM_failures.csv): Each record represents replacement of a component due to failure. This data is a subset of Maintenance data. This data is rounded to the closest hour since the telemetry data is collected at an hourly rate.\n", + "\n", + "* Metadata of Machines (PdM_Machines.csv): Model type & age of the Machines.\n", + "\n", + " Acknowledgements \n", + "\n", + "This dataset was available as a part of Azure AI Notebooks for Predictive Maintenance. But as of 15th Oct, 2020 the notebook is no longer available. However, the data can still be downloaded using the following URLs:\n", + "https://azuremlsampleexperiments.blob.core.windows.net/datasets/PdM_telemetry.csv\n", + "https://azuremlsampleexperiments.blob.core.windows.net/datasets/PdM_errors.csv\n", + "https://azuremlsampleexperiments.blob.core.windows.net/datasets/PdM_maint.csv\n", + "https://azuremlsampleexperiments.blob.core.windows.net/datasets/PdM_failures.csv\n", + "https://azuremlsampleexperiments.blob.core.windows.net/datasets/PdM_machines.csv" + ], + "metadata": {}, + "id": "3314409b" + }, + { + "cell_type": "markdown", + "source": [ + "### Exploratory Data Analysis (EDA)" + ], + "metadata": {}, + "id": "5321911f" + }, + { + "cell_type": "code", + "source": [ + "import pandas as pd\n", + "import plotly.express as px" + ], + "outputs": [], + "execution_count": 65, + "metadata": { + "gather": { + "logged": 1651443699484 } - ], - "layout": { - "annotations": [ - { - "arrowhead": 1, - "showarrow": true, - "text": "comp4", - "x": "2015-01-05 06:00:00", - 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datetimemachineIDvoltrotatepressurevibration
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datetimemachineIDfailure
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" }, - "scene": { - "xaxis": { - "backgroundcolor": "#E5ECF6", - "gridcolor": "white", - "gridwidth": 2, - "linecolor": "white", - "showbackground": true, - "ticks": "", - "zerolinecolor": "white" - }, - "yaxis": { - "backgroundcolor": "#E5ECF6", - "gridcolor": "white", - "gridwidth": 2, - "linecolor": "white", - "showbackground": true, - "ticks": "", - "zerolinecolor": "white" - }, - "zaxis": { - "backgroundcolor": "#E5ECF6", - "gridcolor": "white", - "gridwidth": 2, - "linecolor": "white", - "showbackground": true, - "ticks": "", - "zerolinecolor": "white" - } + "metadata": {} + } + ], + "execution_count": 75, + "metadata": { + "scrolled": true, + "gather": { + "logged": 1651443704972 + } + }, + "id": "4656a606" + }, + { + "cell_type": "markdown", + "source": [ + "We can confirm that there are 100 unqiue machineID" + ], + "metadata": {}, + "id": "acbdb2c9" + }, + { + "cell_type": "code", + "source": [ + "df_combined.machineID.nunique()" + ], + "outputs": [ + { + "output_type": "execute_result", + "execution_count": 76, + "data": { + "text/plain": "100" }, - "shapedefaults": { - "line": { - "color": "#2a3f5f" - } + "metadata": {} + } + ], + "execution_count": 76, + "metadata": { + "gather": { + "logged": 1651443705261 + } + }, + "id": "3ea38b4a" + }, + { + "cell_type": "markdown", + "source": [ + "When IoT device collects data, the timestamp of collected data usually follows Coordinated Universal Time (UTC) and it should be adjusted to the local time. \n", + "If we look at the datetime column of this data, we can see that the start time of data is 2015-01-01 06:00:00. Let's adjust this time to local time so that it can start from 2015-01-01 00:00:00." + ], + "metadata": {}, + "id": "c9e05e40" + }, + { + "cell_type": "code", + "source": [ + "df_combined['datetime'] = pd.to_datetime(df_combined['datetime'])" + ], + "outputs": [], + "execution_count": 77, + "metadata": { + "gather": { + "logged": 1651443705514 + } + }, + "id": "349cdcf1" + }, + { + "cell_type": "code", + "source": [ + "df_combined['datetime'] = df_combined['datetime'] - pd.Timedelta(hours=6)" + ], + "outputs": [], + "execution_count": 78, + "metadata": { + "gather": { + "logged": 1651443705883 + } + }, + "id": "f05a6ccd" + }, + { + "cell_type": "code", + "source": [ + "df_combined.datetime.value_counts().sort_index()" + ], + "outputs": [ + { + "output_type": "execute_result", + "execution_count": 79, + "data": { + "text/plain": "2015-01-01 00:00:00 100\n2015-01-01 01:00:00 100\n2015-01-01 02:00:00 100\n2015-01-01 03:00:00 100\n2015-01-01 04:00:00 100\n ... \n2015-12-31 20:00:00 100\n2015-12-31 21:00:00 100\n2015-12-31 22:00:00 100\n2015-12-31 23:00:00 100\n2016-01-01 00:00:00 100\nName: datetime, Length: 8761, dtype: int64" }, - "ternary": { - "aaxis": { - "gridcolor": "white", - "linecolor": "white", - "ticks": "" - }, - "baxis": { - "gridcolor": "white", - "linecolor": "white", - "ticks": "" - }, - "bgcolor": "#E5ECF6", - "caxis": { - "gridcolor": "white", - "linecolor": "white", - "ticks": "" - } + "metadata": {} + } + ], + "execution_count": 79, + "metadata": { + "gather": { + "logged": 1651443706204 + } + }, + "id": "b2276863" + }, + { + "cell_type": "markdown", + "source": [ + "We can see that there are four different types of machines. In this experiment, let's use model3 machine which has the largest amount of data. " + ], + "metadata": {}, + "id": "3c55a5f4" + }, + { + "cell_type": "code", + "source": [ + "df_combined.model.value_counts()" + ], + "outputs": [ + { + "output_type": "execute_result", + "execution_count": 80, + "data": { + "text/plain": "model3 306635\nmodel4 280352\nmodel2 148937\nmodel1 140176\nName: model, dtype: int64" }, - "title": { - "x": 0.05 + "metadata": {} + } + ], + "execution_count": 80, + "metadata": { + "gather": { + "logged": 1651443706520 + } + }, + "id": "45f9da4a" + }, + { + "cell_type": "code", + "source": [ + "df_model3 = df_combined[df_combined.model=='model3']\n", + "df_model3.shape" + ], + "outputs": [ + { + "output_type": "execute_result", + "execution_count": 81, + "data": { + "text/plain": "(306635, 8)" }, - "xaxis": { - "automargin": true, - "gridcolor": "white", - "linecolor": "white", - "ticks": "", - "title": { - "standoff": 15 - }, - "zerolinecolor": "white", - "zerolinewidth": 2 + "metadata": {} + } + ], + "execution_count": 81, + "metadata": { + "gather": { + "logged": 1651443706814 + } + }, + "id": "da7c0d30" + }, + { + "cell_type": "markdown", + "source": [ + "We can see that there are three different types of failures (comp1, comp2, comp4) in model3 machines." + ], + "metadata": {}, + "id": "b19f36c6" + }, + { + "cell_type": "code", + "source": [ + "df_model3_failures = df_failures[df_failures.machineID.isin(df_model3.machineID.unique())]\n", + "df_model3_failures.shape" + ], + "outputs": [ + { + "output_type": "execute_result", + "execution_count": 82, + "data": { + "text/plain": "(221, 3)" }, - "yaxis": { - "automargin": true, - "gridcolor": "white", - "linecolor": "white", - "ticks": "", - "title": { - "standoff": 15 - }, - "zerolinecolor": "white", - "zerolinewidth": 2 - } - } - }, - "title": { - "text": "Timeseries Plot of machine-1 with Failure Records" - }, - "xaxis": { - "anchor": "y", - "domain": [ - 0, - 1 - ], - "title": { - "text": "datetime" - } - }, - "yaxis": { - "anchor": "x", - "domain": [ - 0, - 1 - ], - "title": { - "text": "value" - } + "metadata": {} } - } - } - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "sensors = ['volt', 'rotate', 'pressure', 'vibration']\n", - "fig = px.line(df_one, x=df_one.datetime, y=sensors,\n", - " title=f'Timeseries Plot of machine-{machine_id} with Failure Records')\n", - "df_fail_one = df_failures[df_failures.machineID == machine_id]\n", - "for row in df_fail_one.iterrows():\n", - " fig.add_vline(row[1]['datetime'])\n", - " fig.add_annotation(x=row[1]['datetime'],\n", - " y=df_one.max()['rotate'],\n", - " text=row[1]['failure'],\n", - " showarrow=True,\n", - " arrowhead=1)\n", - "fig.show()" - ] - }, - { - "cell_type": "markdown", - "id": "7e39f878", - "metadata": {}, - "source": [ - "From the following timeseries plot where we ploted daily mean value of each sensor, we observe very interesting patterns.\n", - "1. \"comp1\" failure can be detected when the daily average of \"volt\" goes above 180\n", - "2. \"comp2\" failure can be detected when the daily average of \"rotate\" goes below 420\n", - "3. \"comp4\" failure can be detected when the daily average of \"vibration\" goes above 45" - ] - }, - { - "cell_type": "code", - "execution_count": 112, - "id": "9b0eb1fe", - "metadata": {}, - "outputs": [ + ], + "execution_count": 82, + "metadata": { + "gather": { + "logged": 1651443707110 + } + }, + "id": "0881c17f" + }, { - "data": { - "application/vnd.plotly.v1+json": { - "config": { - "plotlyServerURL": "https://plot.ly" - }, - "data": [ + "cell_type": "code", + "source": [ + "df_model3_failures.failure.value_counts()" + ], + "outputs": [ { - "hovertemplate": "datetime=%{x}
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" + }, + "metadata": {} + } + ], + "execution_count": 85, + "metadata": { + "scrolled": false, + "gather": { + "logged": 1651443709188 + } + }, + "id": "73c6ec63" + }, + { + "cell_type": "markdown", + "source": [ + "From the following timeseries plot where we ploted daily mean value of each sensor, we observe very interesting patterns.\n", + "1. \"comp1\" failure can be detected when the daily average of \"volt\" goes above 180\n", + "2. \"comp2\" failure can be detected when the daily average of \"rotate\" goes below 420\n", + "3. \"comp4\" failure can be detected when the daily average of \"vibration\" goes above 45" + ], + "metadata": {}, + "id": "7e39f878" + }, + { + "cell_type": "code", + "source": [ + "df_one_daily = df_one.set_index('datetime').resample('1d').mean()\n", + "sensors = 'volt'\n", + "fig = px.line(df_one_daily, x=df_one_daily.index, y=sensors,\n", + " title=f'\"comp1\" failure can be detected when the daily average of \"volt\" goes above 180')\n", + "df_fail_one = df_failures[df_failures.machineID == machine_id]\n", + "for row in df_fail_one.iterrows():\n", + " fig.add_vline(\n", + " row[1]['datetime'], \n", + " )\n", + " fig.add_annotation(x=row[1]['datetime'],\n", + " y=df_one_daily.max()[sensors],\n", + " text=row[1]['failure'],\n", + " showarrow=True,\n", + " arrowhead=1)\n", + "fig.add_hline(180, line_color='#00ff00')\n", + "fig.show()" + ], + "outputs": [ + { + "output_type": "display_data", + "data": { + "application/vnd.plotly.v1+json": { + "data": [ + { + "hovertemplate": "datetime=%{x}
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"fig.append_trace(trace0, 1, 1)\n", + "fig.append_trace(trace1, 1, 2)\n", + "fig.append_trace(trace2, 1, 3)\n", + "\n", + "fig.add_shape(type='line',\n", + " x0=180,x1=180,y0=0,y1=3500,\n", + " line=dict(color='Black',),\n", + " row=1,\n", + " col=1)\n", + "\n", + "fig.add_shape(type='line',\n", + " x0=420,x1=420,y0=0,y1=4500,\n", + " line=dict(color='Black',),\n", + " row=1,\n", + " col=2)\n", + "\n", + "fig.add_shape(type='line',\n", + " x0=45,x1=45,y0=0,y1=5000,\n", + " line=dict(color='Black',),\n", + " row=1,\n", + " col=3)\n", + "fig.show()" + ], + "outputs": [ + { + "output_type": "display_data", + "data": { + "application/vnd.plotly.v1+json": { + "data": [ + { + "nbinsx": 50, + "x": [ + 169.73380889577277, + 170.06682459175195, + 170.11687132414716, + 175.67463077683098, + 166.44430541678284, + 173.00455744495846, + 170.04592574867613, + 169.20017164240565, + 171.27098831997807, + 173.1892751315137, + 166.4175799305454, + 171.76575171707898, + 168.20515052330975, + 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"font": { - "color": "#2a3f5f" - }, - "geo": { - "bgcolor": "white", - "lakecolor": "white", - "landcolor": "#E5ECF6", - "showlakes": true, - "showland": true, - "subunitcolor": "white" - }, - "hoverlabel": { - "align": "left" - }, - "hovermode": "closest", - "mapbox": { - "style": "light" - }, - "paper_bgcolor": "white", - "plot_bgcolor": "#E5ECF6", - "polar": { - "angularaxis": { - "gridcolor": "white", - "linecolor": "white", - "ticks": "" - }, - "bgcolor": "#E5ECF6", - "radialaxis": { - "gridcolor": "white", - "linecolor": "white", - "ticks": "" - } - }, - "scene": { - "xaxis": { - "backgroundcolor": "#E5ECF6", - "gridcolor": "white", - "gridwidth": 2, - "linecolor": "white", - "showbackground": true, - "ticks": "", - "zerolinecolor": "white" - }, - "yaxis": { - "backgroundcolor": "#E5ECF6", - "gridcolor": "white", - "gridwidth": 2, - "linecolor": "white", - "showbackground": true, - "ticks": "", - "zerolinecolor": "white" - }, - "zaxis": { - "backgroundcolor": "#E5ECF6", - "gridcolor": "white", - "gridwidth": 2, - "linecolor": "white", - "showbackground": true, - "ticks": "", - "zerolinecolor": "white" - } - }, - "shapedefaults": { - "line": { - "color": "#2a3f5f" - } - }, - "ternary": { - "aaxis": { - "gridcolor": "white", - "linecolor": "white", - "ticks": "" - }, - "baxis": { - "gridcolor": "white", - "linecolor": "white", - "ticks": "" - }, - "bgcolor": "#E5ECF6", - "caxis": { - "gridcolor": "white", - "linecolor": "white", - "ticks": "" - } - }, - "title": { - "x": 0.05 + ], + "execution_count": 93, + "metadata": { + "gather": { + "logged": 1651443711698 + } + }, + "id": "eabdac61" + }, + { + "cell_type": "markdown", + "source": [ + "From the above histograms, we could confirm that the thresholds we used detect reasonably small portion of dataset as failures." + ], + "metadata": {}, + "id": "0d122946" + }, + { + "cell_type": "markdown", + "source": [ + "### Create training / test dataset" + ], + "metadata": {}, + "id": "4dba2d4a" + }, + { + "cell_type": "markdown", + "source": [ + "We want to create a training and test dataset in this section. We will define one datapoint as (24,4) array which consists of 4 sensors for 24 hours (daily). We will split training and test data using machineID." + ], + "metadata": {}, + "id": "6b6d983d" + }, + { + "cell_type": "markdown", + "source": [ + "We will use the following three variables in the following sections. \n", + "- keys: keys will be used to groupb_by the whole dataset\n", + "- features: features are the columns that will be used to build models\n", + "- class_map: class_map will map the faulty component string (ex: 'comp1') to integer. 'non-failure' will be mapped to integer 0." + ], + "metadata": {}, + "id": "74ea933f" + }, + { + "cell_type": "code", + "source": [ + "keys = ['machineID', 'date']\n", + "features = ['volt', 'rotate', 'pressure', 'vibration']\n", + "class_map = {'comp1': 1, 'comp2': 2, 'comp4':3}" + ], + "outputs": [], + "execution_count": 94, + "metadata": { + "gather": { + "logged": 1651443712701 + } + }, + "id": "fd621ff6" + }, + { + "cell_type": "markdown", + "source": [ + "Remove 2016-01-01 because machine has only one hour data on this date." + ], + "metadata": {}, + "id": "79e4fab8" + }, + { + "cell_type": "code", + "source": [ + "import datetime\n", + "\n", + "df_model3 = df_model3[df_model3.date != datetime.datetime(2016, 1, 1).date()]\n", + "df_model3.shape" + ], + "outputs": [ + { + "output_type": "execute_result", + "execution_count": 95, + "data": { + "text/plain": "(306600, 9)" }, - "xaxis": { - "automargin": true, - "gridcolor": "white", - "linecolor": "white", - "ticks": "", - "title": { - "standoff": 15 - }, - "zerolinecolor": "white", - "zerolinewidth": 2 + "metadata": {} + } + ], + "execution_count": 95, + "metadata": { + "gather": { + "logged": 1651443713763 + } + }, + "id": "316d849d" + }, + { + "cell_type": "markdown", + "source": [ + "Split the entire dataset into Training and Test datasets with split_ratio 3:2" + ], + "metadata": {}, + "id": "d5a7124a" + }, + { + "cell_type": "code", + "source": [ + "import numpy as np\n", + "\n", + "test_ratio = 0.4\n", + "n_split = int(df_model3.machineID.nunique() * test_ratio)\n", + "model3_ids = df_model3.machineID.unique()\n", + "rng = np.random.default_rng(42)\n", + "rng.shuffle(model3_ids)\n", + "\n", + "model3_ids_for_train = model3_ids[n_split:]\n", + "model3_ids_for_test = model3_ids[:n_split]" + ], + "outputs": [], + "execution_count": 98, + "metadata": { + "gather": { + "logged": 1651443810202 + } + }, + "id": "dc5038bf" + }, + { + "cell_type": "code", + "source": [ + "df_model3_train = df_model3[df_model3.machineID.isin(model3_ids_for_train)]\n", + "df_model3_test = df_model3[df_model3.machineID.isin(model3_ids_for_test)]\n", + "print(df_model3_train.shape, df_model3_test.shape)" + ], + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": "(183960, 9) (122640, 9)\n" + } + ], + "execution_count": 99, + "metadata": { + "scrolled": true, + "gather": { + "logged": 1651443810499 + } + }, + "id": "4a8b3465" + }, + { + "cell_type": "markdown", + "source": [ + "Let's check out how many datapoints we will have in train and test dataset. Again, each datapoint will have (24, 4) shape which is (24 hours and 4 features)." + ], + "metadata": {}, + "id": "44f94935" + }, + { + "cell_type": "code", + "source": [ + "temp_gb = df_model3_train.groupby(keys)\n", + "list_of_train_daily = [item for item in temp_gb]\n", + "\n", + "temp_gb = df_model3_test.groupby(keys)\n", + "list_of_test_daily = [item for item in temp_gb]\n", + "\n", + "print(f'number of datapoints in train dataset: {len(list_of_train_daily)}')\n", + "print(f'number of datapoints in test dataset: {len(list_of_test_daily)}')" + ], + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": "number of datapoints in train dataset: 7665\nnumber of datapoints in test dataset: 5110\n" + } + ], + "execution_count": 100, + "metadata": { + "gather": { + "logged": 1651443811030 + } + }, + "id": "5caf8db9" + }, + { + "cell_type": "markdown", + "source": [ + "From the above EDA, we found that failures can be detected one~two days earlier than the recorded date of failure and it is also reasonable to say that there is a one day gap between machine failed date and repair date. So, we will use (recorded repair date - 1 day) as a ground truth date of machine failure. " + ], + "metadata": {}, + "id": "b3512c2a" + }, + { + "cell_type": "code", + "source": [ + "from datetime import timedelta\n", + "df_failures['datetime'] = pd.to_datetime(df_failures['datetime'])\n", + "df_failures['date'] = df_failures['datetime'].apply(lambda x: x.date())\n", + "df_failures['date_1'] = df_failures['date'] - timedelta(days=1)" + ], + "outputs": [], + "execution_count": 101, + "metadata": { + "gather": { + "logged": 1651443811463 + } + }, + "id": "af41568f" + }, + { + "cell_type": "markdown", + "source": [ + "Generate ground truth label for train and test datasets. In some failure cases, one machine can have n number of faulty components and, in that case, we generated n datapoints with n different kinds of labels. " + ], + "metadata": {}, + "id": "b9475ee5" + }, + { + "cell_type": "code", + "source": [ + "df_failures[(df_failures.machineID==1)]" + ], + "outputs": [ + { + "output_type": "execute_result", + "execution_count": 102, + "data": { + "text/plain": " datetime machineID failure date date_1\n0 2015-01-05 06:00:00 1 comp4 2015-01-05 2015-01-04\n1 2015-03-06 06:00:00 1 comp1 2015-03-06 2015-03-05\n2 2015-04-20 06:00:00 1 comp2 2015-04-20 2015-04-19\n3 2015-06-19 06:00:00 1 comp4 2015-06-19 2015-06-18\n4 2015-09-02 06:00:00 1 comp4 2015-09-02 2015-09-01\n5 2015-10-17 06:00:00 1 comp2 2015-10-17 2015-10-16\n6 2015-12-16 06:00:00 1 comp4 2015-12-16 2015-12-15", + "text/html": "
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datetimemachineIDfailuredatedate_1
02015-01-05 06:00:001comp42015-01-052015-01-04
12015-03-06 06:00:001comp12015-03-062015-03-05
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" }, - "yaxis": { - "automargin": true, - "gridcolor": "white", - "linecolor": "white", - "ticks": "", - "title": { - "standoff": 15 - }, - "zerolinecolor": "white", - "zerolinewidth": 2 - } - } - }, - "title": { - "text": "\"comp4\" failure can be detected when the daily average of \"vibration\" goes above 45" - }, - "xaxis": { - "anchor": "y", - "domain": [ - 0, - 1 - ], - "title": { - "text": "datetime" - } - }, - "yaxis": { - "anchor": "x", - "domain": [ - 0, - 1 - ], - "title": { - "text": "vibration" - } + "metadata": {} } - } - } - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "df_one_daily = df_one.set_index('datetime').resample('1d').mean()\n", - "sensors = 'vibration'\n", - "fig = px.line(df_one_daily, x=df_one_daily.index, y=sensors,\n", - " title=f'\"comp4\" failure can be detected when the daily average of \"vibration\" goes above 45')\n", - "df_fail_one = df_failures[df_failures.machineID == machine_id]\n", - "for row in df_fail_one.iterrows():\n", - " fig.add_vline(\n", - " row[1]['datetime'], \n", - " )\n", - " fig.add_annotation(x=row[1]['datetime'],\n", - " y=df_one_daily.max()[sensors],\n", - " text=row[1]['failure'],\n", - " showarrow=True,\n", - " arrowhead=1)\n", - "fig.add_hline(45, line_color='#00ff00')\n", - "fig.show()" - ] - }, - { - "cell_type": "markdown", - "id": "5cee99e9", - "metadata": {}, - "source": [ - "To confirm that these rules are applicable to entire dataset, let's draw historam of each sensor using entire model3 machine dataset and see if those thresholds filter out reasonable amount of data." - ] - }, - { - "cell_type": "code", - "execution_count": 115, - "id": "8ba89439", - "metadata": {}, - "outputs": [ + ], + "execution_count": 102, + "metadata": { + "gather": { + "logged": 1651443811741 + } + }, + "id": "c2bd7a61" + }, { - "name": "stderr", - "output_type": "stream", - "text": [ - "\n", - "A value is trying to be set on a copy of a slice from a DataFrame.\n", - "Try using .loc[row_indexer,col_indexer] = value instead\n", - "\n", - "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n" - ] - } - ], - "source": [ - "df_model3['date'] = df_model3['datetime'].apply(lambda x: x.date())" - ] - }, - { - "cell_type": "code", - "execution_count": 116, - "id": "9638f2d6", - "metadata": {}, - "outputs": [], - "source": [ - "df_model3_daily = df_model3.groupby(['date', 'machineID']).agg('mean')" - ] - }, - { - "cell_type": "code", - "execution_count": 117, - "id": "849ed750", - "metadata": {}, - "outputs": [ + "cell_type": "code", + "source": [ + "x_train_list = []\n", + "y_train_list = []\n", + "for idx, df_daily_one in list_of_train_daily:\n", + " mid = idx[0]\n", + " date = idx[1]\n", + " \n", + " if df_daily_one.shape[0] != 24:\n", + " continue\n", + " \n", + " df_filtered_f = df_failures[(df_failures.date_1==date)&(df_failures.machineID==mid)]\n", + " if df_filtered_f.shape[0] >= 1:\n", + " for i in range(df_filtered_f.shape[0]):\n", + " x_train_list.append(df_daily_one[keys+features]) \n", + " y_train_list.append(class_map[df_filtered_f['failure'].iloc[i]]) \n", + " else:\n", + " x_train_list.append(df_daily_one[keys+features])\n", + " y_train_list.append(0)" + ], + "outputs": [], + "execution_count": 103, + "metadata": { + "scrolled": true, + "gather": { + "logged": 1651443825015 + } + }, + "id": "fb2b4eea" + }, { - "data": { - "text/html": [ - "
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" + "cell_type": "code", + "source": [ + "print('len(x_train_list):', len(x_train_list), x_train_list[0].shape)\n", + "print('len(y_train_list):', len(y_train_list))" ], - "text/plain": [ - " volt rotate pressure vibration age\n", - "date machineID \n", - "2015-01-01 1 169.733809 445.179865 96.797113 40.385160 18.0\n", - " 3 170.066825 460.956803 101.395264 37.989643 8.0\n", - " 4 170.116871 440.333823 98.378607 42.106068 7.0\n", - " 5 175.674631 460.621226 97.928488 38.591031 2.0\n", - " 6 166.444305 463.516403 121.719376 38.635407 7.0" - ] - }, - "execution_count": 117, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "df_model3_daily.head()" - ] - }, - { - "cell_type": "code", - "execution_count": 118, - "id": "dd7c1574", - "metadata": {}, - "outputs": [ + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": "len(x_train_list): 7667 (24, 6)\nlen(y_train_list): 7667\n" + } + ], + "execution_count": 104, + "metadata": { + "gather": { + "logged": 1651443825253 + } + }, + "id": "fbde9dd9" + }, + { + "cell_type": "code", + "source": [ + "x_test_list = []\n", + "y_test_list = []\n", + "for idx, df_daily_one in list_of_test_daily:\n", + " mid = idx[0]\n", + " date = idx[1]\n", + " \n", + " if df_daily_one.shape[0] != 24:\n", + " continue\n", + " \n", + " df_filtered_f = df_failures[(df_failures.date_1==date)&(df_failures.machineID==mid)]\n", + " if df_filtered_f.shape[0] >= 1:\n", + " for i in range(df_filtered_f.shape[0]):\n", + " x_test_list.append(df_daily_one[keys+features]) \n", + " y_test_list.append(class_map[df_filtered_f['failure'].iloc[i]]) \n", + " else:\n", + " x_test_list.append(df_daily_one[keys+features])\n", + " y_test_list.append(0)" + ], + "outputs": [], + "execution_count": 105, + "metadata": { + "gather": { + "logged": 1651443834755 + } + }, + "id": "41a8f963" + }, { - "data": { - "application/vnd.plotly.v1+json": { - "config": { - "plotlyServerURL": "https://plot.ly" - }, - "data": [ + "cell_type": "code", + "source": [ + "print('len(x_test_list):', len(x_test_list), x_test_list[0].shape)\n", + "print('len(y_test_list):', len(y_test_list))" + ], + "outputs": [ { - "nbinsx": 50, - "type": "histogram", - "x": [ - 169.73380889577274, - 170.06682459175195, - 170.11687132414713, - 175.674630776831, - 166.44430541678284, - 173.00455744495846, - 170.04592574867613, - 169.20017164240565, - 171.27098831997807, - 173.1892751315137, - 166.41757993054543, - 171.76575171707898, - 168.2051505233097, - 169.32814960465566, - 167.85159090372153, - 168.7121139274108, - 170.15452081846013, - 167.75691740137617, - 188.93442031662596, - 172.36483043540827, - 173.23859812893457, - 173.0206260794337, - 184.68693344124597, - 170.35817767202232, - 174.63711855113388, - 170.81018357702445, - 166.01945718516166, - 171.14375156903427, - 193.42032157591788, - 167.25368451604209, - 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In ideal case, dataset should have a balanced classes." + ], + "metadata": {}, + "id": "a6f80f65" + }, + { + "cell_type": "code", + "source": [ + "unique, counts = np.unique(y_train_list, return_counts=True)\n", + "print(np.asarray((unique, counts)).T)" + ], + "outputs": [ { - "nbinsx": 50, - "type": "histogram", - "x": [ - 445.17986460181123, - 460.9568028964616, - 440.3338228738838, - 460.62122635721903, - 463.51640279227337, - 463.1907498524625, - 457.90933223453976, - 446.24033831533393, - 466.3445393782293, - 460.5466008025883, - 466.2000618978748, - 446.3475367216863, - 440.2446013824411, - 446.4191717392827, - 458.19988275667396, - 453.47194702013866, - 448.2025655270847, - 455.9127147278934, - 376.45094363013726, - 448.5464877794327, - 450.25515851570736, - 452.13219073914723, - 448.9287687845415, - 429.62747471774173, - 456.2444378357057, - 463.0166340359755, - 439.7358352189879, - 435.14753200781166, - 446.3645796031156, - 373.03787146664484, - 449.122498242074, - 465.01880610638415, - 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"zerolinecolor": "white" - }, - "zaxis": { - "backgroundcolor": "#E5ECF6", - "gridcolor": "white", - "gridwidth": 2, - "linecolor": "white", - "showbackground": true, - "ticks": "", - "zerolinecolor": "white" - } - }, - "shapedefaults": { - "line": { - "color": "#2a3f5f" - } - }, - "ternary": { - "aaxis": { - "gridcolor": "white", - "linecolor": "white", - "ticks": "" - }, - "baxis": { - "gridcolor": "white", - "linecolor": "white", - "ticks": "" - }, - "bgcolor": "#E5ECF6", - "caxis": { - "gridcolor": "white", - "linecolor": "white", - "ticks": "" - } - }, - "title": { - "x": 0.05 - }, - "xaxis": { - "automargin": true, - "gridcolor": "white", - "linecolor": "white", - "ticks": "", - "title": { - "standoff": 15 - }, - "zerolinecolor": "white", - "zerolinewidth": 2 + ], + "execution_count": 108, + "metadata": { + "gather": { + "logged": 1651443835586 + } + }, + "id": "5b7ee4d8" + }, + { + "cell_type": "markdown", + "source": [ + "## Build a rule-based model\n", + "" + ], + "metadata": {}, + "id": "0b67ad6b" + }, + { + "cell_type": "markdown", + "source": [ + "### Build a rule-based model that can predict the faulty component of a machine" + ], + "metadata": {}, + "id": "28f3d34b" + }, + { + "cell_type": "markdown", + "source": [ + "In the previous section, we have found following rules that can detect the faulty component of a machine. \n", + "\n", + "1. \"comp1\" failure can be detected when the daily average of \"volt\" goes above 180\n", + "2. \"comp2\" failure can be detected when the daily average of \"rotate\" goes below 420\n", + "3. \"comp4\" failure can be detected when the daily average of \"vibration\" goes above 45\n", + "\n", + "Now, using these three rules, let's build a simple rule-based model that can classify three different kinds of component failures of model3 machines." + ], + "metadata": {}, + "id": "06948c30" + }, + { + "cell_type": "code", + "source": [ + "from dataclasses import dataclass \n", + "\n", + "@dataclass\n", + "class RuleModel:\n", + " daily_thresholds = {\n", + " 'volt': 180, # >\n", + " 'rotate': 420, # <\n", + " 'vibration': 45, # > \n", + " }\n", + "\n", + " def predict(self, input_data):\n", + " df = input_data['X']\n", + " df_resampled = df.mean(axis=0)\n", + " \n", + " results = {'predictions': 0}\n", + " if df_resampled['volt'] > self.daily_thresholds['volt']:\n", + " results['predictions'] = 1 \n", + " if df_resampled['rotate'] < self.daily_thresholds['rotate']:\n", + " results['predictions'] = 2\n", + " if df_resampled['vibration'] > self.daily_thresholds['vibration']:\n", + " results['predictions'] = 3 \n", + " return results" + ], + "outputs": [], + "execution_count": 109, + "metadata": { + "gather": { + "logged": 1651443835820 + } + }, + "id": "bcf2af00" + }, + { + "cell_type": "markdown", + "source": [ + "### Evaluate the performance of the rule-based model" + ], + "metadata": {}, + "id": "2df8b0b1" + }, + { + "cell_type": "markdown", + "source": [ + "Using the test dataset we generated in #3.2, let's evaluate the performance of rule-based Fault Predictor" + ], + "metadata": {}, + "id": "6882b50e" + }, + { + "cell_type": "code", + "source": [ + "rule_model = RuleModel()" + ], + "outputs": [], + "execution_count": 110, + "metadata": { + "gather": { + "logged": 1651443836064 + } + }, + "id": "832a2e27" + }, + { + "cell_type": "code", + "source": [ + "y_rule_model_list = []\n", + "for x_test in x_test_list:\n", + " rule_model_pred = rule_model.predict({\n", + " 'X': x_test[features]\n", + " })['predictions']\n", + " y_rule_model_list.append(rule_model_pred)" + ], + "outputs": [], + "execution_count": 111, + "metadata": { + "gather": { + "logged": 1651443839571 + } + }, + "id": "abf195c5" + }, + { + "cell_type": "code", + "source": [ + "from sklearn import metrics\n", + "cm_rule_based = metrics.confusion_matrix(y_test_list, y_rule_model_list)" + ], + "outputs": [], + "execution_count": 112, + "metadata": { + "gather": { + "logged": 1651443839867 + } + }, + "id": "e095c712" + }, + { + "cell_type": "code", + "source": [ + "cm_rule_based" + ], + "outputs": [ + { + "output_type": "execute_result", + "execution_count": 113, + "data": { + "text/plain": "array([[4518, 154, 192, 162],\n [ 0, 23, 1, 3],\n [ 0, 0, 32, 6],\n [ 0, 0, 0, 26]])" }, - "yaxis": { - "automargin": true, - "gridcolor": "white", - "linecolor": "white", - "ticks": "", - "title": { - "standoff": 15 - }, - "zerolinecolor": "white", - "zerolinewidth": 2 - } - } - }, - "xaxis": { - "anchor": "y", - "domain": [ - 0, - 0.2888888888888889 - ] - }, - "xaxis2": { - "anchor": "y2", - "domain": [ - 0.35555555555555557, - 0.6444444444444445 - ] - }, - "xaxis3": { - "anchor": "y3", - "domain": [ - 0.7111111111111111, - 1 - ] - }, - "yaxis": { - "anchor": "x", - "domain": [ - 0, - 1 - ] - }, - "yaxis2": { - "anchor": "x2", - "domain": [ - 0, - 1 - ] - }, - "yaxis3": { - "anchor": "x3", - "domain": [ - 0, - 1 - ] + "metadata": {} } - } - } - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "import plotly.graph_objects as go\n", - "from plotly.subplots import make_subplots\n", - "\n", - "fig = make_subplots(rows=1, cols=3, subplot_titles=(\n", - " \"Daily mean of volt\", \n", - " \"Daily mean of rotate\", \n", - " \"Daily mean of vibration\"))\n", - "\n", - "trace0 = go.Histogram(x=df_model3_daily['volt'], nbinsx=50)\n", - "trace1 = go.Histogram(x=df_model3_daily['rotate'], nbinsx=50)\n", - "trace2 = go.Histogram(x=df_model3_daily['vibration'], nbinsx=50)\n", - "\n", - "fig.add_vline(\n", - " row[1]['datetime'], \n", - ")\n", - "\n", - "fig.append_trace(trace0, 1, 1)\n", - "fig.append_trace(trace1, 1, 2)\n", - "fig.append_trace(trace2, 1, 3)\n", - "\n", - "fig.add_shape(type='line',\n", - " x0=180,x1=180,y0=0,y1=3500,\n", - " line=dict(color='Black',),\n", - " row=1,\n", - " col=1)\n", - "\n", - "fig.add_shape(type='line',\n", - " x0=420,x1=420,y0=0,y1=4500,\n", - " line=dict(color='Black',),\n", - " row=1,\n", - " col=2)\n", - "\n", - "fig.add_shape(type='line',\n", - " x0=45,x1=45,y0=0,y1=5000,\n", - " line=dict(color='Black',),\n", - " row=1,\n", - " col=3)\n", - "fig.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 119, - "id": "eabdac61", - "metadata": {}, - "outputs": [ + ], + "execution_count": 113, + "metadata": { + "scrolled": true, + "gather": { + "logged": 1651443840212 + } + }, + "id": "403d71d1" + }, { - "name": "stdout", - "output_type": "stream", - "text": [ - "percentile of threshold 180 in volt: 96.081\n", - "percentile of threshold 420 in rotate: 4.699\n", - "percentile of threshold 45 in vibration: 96.183\n" - ] - } - ], - "source": [ - "from scipy import stats\n", - "percentile1 = stats.percentileofscore(df_model3_daily['volt'], 180)\n", - "percentile2 = stats.percentileofscore(df_model3_daily['rotate'], 420)\n", - "percentile3 = stats.percentileofscore(df_model3_daily['vibration'], 45)\n", - "print(f'percentile of threshold 180 in volt: {percentile1:.3f}')\n", - "print(f'percentile of threshold 420 in rotate: {percentile2:.3f}')\n", - "print(f'percentile of threshold 45 in vibration: {percentile3:.3f}')" - ] - }, - { - "cell_type": "markdown", - "id": "0d122946", - "metadata": {}, - "source": [ - "From the above histograms, we could confirm that the thresholds we used detect reasonably small portion of dataset as failures." - ] - }, - { - "cell_type": "markdown", - "id": "4dba2d4a", - "metadata": {}, - "source": [ - "### Create training / test dataset" - ] - }, - { - "cell_type": "markdown", - "id": "6b6d983d", - "metadata": {}, - "source": [ - "We want to create a training and test dataset in this section. We will define one datapoint as (24,4) array which consists of 4 sensors for 24 hours (daily). We will split training and test data using machineID." - ] - }, - { - "cell_type": "markdown", - "id": "74ea933f", - "metadata": {}, - "source": [ - "We will use the following three variables in the following sections. \n", - "- keys: keys will be used to groupb_by the whole dataset\n", - "- features: features are the columns that will be used to build models\n", - "- class_map: class_map will map the faulty component string (ex: 'comp1') to integer. 'non-failure' will be mapped to integer 0." - ] - }, - { - "cell_type": "code", - "execution_count": 120, - "id": "fd621ff6", - "metadata": {}, - "outputs": [], - "source": [ - "keys = ['machineID', 'date']\n", - "features = ['volt', 'rotate', 'pressure', 'vibration']\n", - "class_map = {'comp1': 1, 'comp2': 2, 'comp4':3}" - ] - }, - { - "cell_type": "markdown", - "id": "79e4fab8", - "metadata": {}, - "source": [ - "Remove 2016-01-01 because machine has only one hour data on this date." - ] - }, - { - "cell_type": "code", - "execution_count": 121, - "id": "316d849d", - "metadata": {}, - "outputs": [ + "cell_type": "code", + "source": [ + "f1_micro_rule_model = metrics.f1_score(y_test_list, y_rule_model_list, average='micro')\n", + "f1_macro_rule_model = metrics.f1_score(y_test_list, y_rule_model_list, average='macro')\n", + "\n", + "print(f'f1_micro_rule_model: {f1_micro_rule_model:.3f}', f'f1_macro_rule_model: {f1_macro_rule_model:.3f}')" + ], + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": "f1_micro_rule_model: 0.899 f1_macro_rule_model: 0.412\n" + } + ], + "execution_count": 114, + "metadata": { + "gather": { + "logged": 1651443840532 + } + }, + "id": "ca44873a" + }, { - "data": { - "text/plain": [ - "(306600, 9)" - ] - }, - "execution_count": 121, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "import datetime\n", - "\n", - "df_model3 = df_model3[df_model3.date != datetime.datetime(2016, 1, 1).date()]\n", - "df_model3.shape" - ] - }, - { - "cell_type": "markdown", - "id": "d5a7124a", - "metadata": {}, - "source": [ - "Split the entire dataset into Training and Test datasets with split_ratio 4:3" - ] - }, - { - "cell_type": "code", - "execution_count": 122, - "id": "dc5038bf", - "metadata": {}, - "outputs": [], - "source": [ - "import numpy as np\n", - "\n", - "test_ratio = 0.4\n", - "n_split = int(df_model3.machineID.nunique() * test_ratio)\n", - "model3_ids = df_model3.machineID.unique()\n", - "np.random.shuffle(model3_ids)\n", - "\n", - "model3_ids_for_train = model3_ids[n_split:]\n", - "model3_ids_for_test = model3_ids[:n_split]" - ] - }, - { - "cell_type": "code", - "execution_count": 123, - "id": "4a8b3465", - "metadata": { - "scrolled": true - }, - "outputs": [ + "cell_type": "code", + "source": [ + "def get_precision_n_recall_per_class(cm, n_class):\n", + " list_f1 = []\n", + " for cls in range(n_class):\n", + " precision = cm[cls, cls]/sum(cm[:, cls])\n", + " recall = cm[cls, cls]/sum(cm[cls, :])\n", + " f1 = 2 * (precision*recall) / (precision+recall)\n", + " list_f1.append(f1)\n", + " print(f\"class: {cls}, precision: {precision:.3f}, recall: {recall:.3f}, f1_score: {f1:.3f}\")\n", + " print(f\"Average F1 Score: {sum(list_f1)/len(list_f1):.3f}\")" + ], + "outputs": [], + "execution_count": 115, + "metadata": { + "gather": { + "logged": 1651443840858 + } + }, + "id": "8d5a6c26" + }, { - "name": "stdout", - "output_type": "stream", - "text": [ - "(183960, 9) (122640, 9)\n" - ] - } - ], - "source": [ - "df_model3_train = df_model3[df_model3.machineID.isin(model3_ids_for_train)]\n", - "df_model3_test = df_model3[df_model3.machineID.isin(model3_ids_for_test)]\n", - "print(df_model3_train.shape, df_model3_test.shape)" - ] - }, - { - "cell_type": "markdown", - "id": "44f94935", - "metadata": {}, - "source": [ - "Let's check out how many datapoints we will have in train and test dataset. Again, each datapoint will have (24, 4) shape which is (24 hours and 4 features)." - ] - }, - { - "cell_type": "code", - "execution_count": 124, - "id": "5caf8db9", - "metadata": {}, - "outputs": [ + "cell_type": "code", + "source": [ + "get_precision_n_recall_per_class(cm_rule_based, n_class=4)" + ], + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": "class: 0, precision: 1.000, recall: 0.899, f1_score: 0.947\nclass: 1, precision: 0.130, recall: 0.852, f1_score: 0.225\nclass: 2, precision: 0.142, recall: 0.842, f1_score: 0.243\nclass: 3, precision: 0.132, recall: 1.000, f1_score: 0.233\nAverage F1 Score: 0.412\n" + } + ], + "execution_count": 116, + "metadata": { + "gather": { + "logged": 1651443841103 + } + }, + "id": "b983375d" + }, { - "name": "stdout", - "output_type": "stream", - "text": [ - "number of datapoints in train dataset: 7665\n", - "number of datapoints in test dataset: 5110\n" - ] - } - ], - "source": [ - "temp_gb = df_model3_train.groupby(keys)\n", - "list_of_train_daily = [item for item in temp_gb]\n", - "\n", - "temp_gb = df_model3_test.groupby(keys)\n", - "list_of_test_daily = [item for item in temp_gb]\n", - "\n", - "print(f'number of datapoints in train dataset: {len(list_of_train_daily)}')\n", - "print(f'number of datapoints in test dataset: {len(list_of_test_daily)}')" - ] - }, - { - "cell_type": "markdown", - "id": "b3512c2a", - "metadata": {}, - "source": [ - "From the above EDA, we found that failures can be detected one~two days earlier than the recorded date of failure and it is also reasonable to say that there is a one day gap between machine failed date and repair date. So, we will use (recorded repair date - 1 day) as a ground truth date of machine failure. " - ] - }, - { - "cell_type": "code", - "execution_count": 125, - "id": "af41568f", - "metadata": {}, - "outputs": [], - "source": [ - "from datetime import timedelta\n", - "df_failures['datetime'] = pd.to_datetime(df_failures['datetime'])\n", - "df_failures['date'] = df_failures['datetime'].apply(lambda x: x.date())\n", - "df_failures['date_1'] = df_failures['date'] - timedelta(days=1)" - ] - }, - { - "cell_type": "markdown", - "id": "b9475ee5", - "metadata": {}, - "source": [ - "Generate ground truth label for train and test datasets. In some failure cases, one machine can have n number of faulty components and, in that case, we generated n datapoints with n different kinds of labels. " - ] - }, - { - "cell_type": "code", - "execution_count": 126, - "id": "c2bd7a61", - "metadata": {}, - "outputs": [ + "cell_type": "markdown", + "source": [ + "From the above evaluate results, we can find that this simple rule-based model can detect the faulty component of machine with pretty high recalls. We can also find that the precision of this model is very low and we can say this model detects many of normal machine as failed machines (gives many false alarm)." + ], + "metadata": {}, + "id": "c9600806" + }, { - "data": { - "text/html": [ - "
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datetimemachineIDfailuredatedate_1
02015-01-05 06:00:001comp42015-01-052015-01-04
12015-03-06 06:00:001comp12015-03-062015-03-05
22015-04-20 06:00:001comp22015-04-202015-04-19
32015-06-19 06:00:001comp42015-06-192015-06-18
42015-09-02 06:00:001comp42015-09-022015-09-01
52015-10-17 06:00:001comp22015-10-172015-10-16
62015-12-16 06:00:001comp42015-12-162015-12-15
\n", - "
" + "cell_type": "markdown", + "source": [ + "## Build an Oracle using H1st.TimeSeriesOracle\n", + "" ], - "text/plain": [ - " datetime machineID failure date date_1\n", - "0 2015-01-05 06:00:00 1 comp4 2015-01-05 2015-01-04\n", - "1 2015-03-06 06:00:00 1 comp1 2015-03-06 2015-03-05\n", - "2 2015-04-20 06:00:00 1 comp2 2015-04-20 2015-04-19\n", - "3 2015-06-19 06:00:00 1 comp4 2015-06-19 2015-06-18\n", - "4 2015-09-02 06:00:00 1 comp4 2015-09-02 2015-09-01\n", - "5 2015-10-17 06:00:00 1 comp2 2015-10-17 2015-10-16\n", - "6 2015-12-16 06:00:00 1 comp4 2015-12-16 2015-12-15" - ] - }, - "execution_count": 126, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "df_failures[(df_failures.machineID==1)]" - ] - }, - { - "cell_type": "code", - "execution_count": 127, - "id": "fb2b4eea", - "metadata": { - "scrolled": true - }, - "outputs": [], - "source": [ - "x_train_list = []\n", - "y_train_list = []\n", - "for idx, df_daily_one in list_of_train_daily:\n", - " mid = idx[0]\n", - " date = idx[1]\n", - " \n", - " if df_daily_one.shape[0] != 24:\n", - " continue\n", - " \n", - " df_filtered_f = df_failures[(df_failures.date_1==date)&(df_failures.machineID==mid)]\n", - " if df_filtered_f.shape[0] >= 1:\n", - " for i in range(df_filtered_f.shape[0]):\n", - " x_train_list.append(df_daily_one[keys+features]) \n", - " y_train_list.append(class_map[df_filtered_f['failure'].iloc[i]]) \n", - " else:\n", - " x_train_list.append(df_daily_one[keys+features])\n", - " y_train_list.append(0)" - ] - }, - { - "cell_type": "code", - "execution_count": 128, - "id": "fbde9dd9", - "metadata": {}, - "outputs": [ + "metadata": {}, + "id": "374bffe9" + }, { - "name": "stdout", - "output_type": "stream", - "text": [ - "len(x_train_list): 7671 (24, 6)\n", - "len(y_train_list): 7671\n" - ] - } - ], - "source": [ - "print('len(x_train_list):', len(x_train_list), x_train_list[0].shape)\n", - "print('len(y_train_list):', len(y_train_list))" - ] - }, - { - "cell_type": "code", - "execution_count": 129, - "id": "41a8f963", - "metadata": {}, - "outputs": [], - "source": [ - "x_test_list = []\n", - "y_test_list = []\n", - "for idx, df_daily_one in list_of_test_daily:\n", - " mid = idx[0]\n", - " date = idx[1]\n", - " \n", - " if df_daily_one.shape[0] != 24:\n", - " continue\n", - " \n", - " df_filtered_f = df_failures[(df_failures.date_1==date)&(df_failures.machineID==mid)]\n", - " if df_filtered_f.shape[0] >= 1:\n", - " for i in range(df_filtered_f.shape[0]):\n", - " x_test_list.append(df_daily_one[keys+features]) \n", - " y_test_list.append(class_map[df_filtered_f['failure'].iloc[i]]) \n", - " else:\n", - " x_test_list.append(df_daily_one[keys+features])\n", - " y_test_list.append(0)" - ] - }, - { - "cell_type": "code", - "execution_count": 130, - "id": "6a510b1b", - "metadata": {}, - "outputs": [ + "cell_type": "markdown", + "source": [ + "### Build an Oracle from a rule-based Fault Predictor" + ], + "metadata": {}, + "id": "aff10ad3" + }, { - "name": "stdout", - "output_type": "stream", - "text": [ - "len(x_test_list): 5113 (24, 6)\n", - "len(y_test_list): 5113\n" - ] - } - ], - "source": [ - "print('len(x_test_list):', len(x_test_list), x_test_list[0].shape)\n", - "print('len(y_test_list):', len(y_test_list))" - ] - }, - { - "cell_type": "markdown", - "id": "a6f80f65", - "metadata": {}, - "source": [ - "Check out the distribution of ground truth labels in test dataset. In ideal case, dataset should have a balanced classes." - ] - }, - { - "cell_type": "code", - "execution_count": 131, - "id": "ee345700", - "metadata": {}, - "outputs": [ + "cell_type": "markdown", + "source": [ + "Let's build Oracle using RuleModel and df_model3_train which is unlabeled training set." + ], + "metadata": {}, + "id": "df8a277c" + }, { - "name": "stdout", - "output_type": "stream", - "text": [ - "[[ 0 7535]\n", - " [ 1 41]\n", - " [ 2 52]\n", - " [ 3 43]]\n" - ] - } - ], - "source": [ - "unique, counts = np.unique(y_train_list, return_counts=True)\n", - "print(np.asarray((unique, counts)).T)" - ] - }, - { - "cell_type": "code", - "execution_count": 132, - "id": "5b7ee4d8", - "metadata": {}, - "outputs": [ + "cell_type": "code", + "source": [ + "from h1st.model.oracle.ts_oracle_modeler import TimeseriesOracleModeler\n", + "from h1st.model.oracle.student import RandomForestModeler, AdaBoostModeler\n", + "from h1st.model.rule_based_modeler import RuleBasedModeler\n", + "from h1st.model.rule_based_model import RuleBasedClassificationModel\n", + "\n", + "oracle_modeler = TimeseriesOracleModeler(teacher=RuleModel(),\n", + " student_modelers = [RandomForestModeler(), AdaBoostModeler()],\n", + " ensembler_modeler = RuleBasedModeler(model_class=RuleBasedClassificationModel)\n", + " )\n", + "\n", + "oracle = oracle_modeler.build_model(\n", + " data={'unlabeled_data': df_model3_train[keys+features]},\n", + " id_col='machineID',\n", + " ts_col='date'\n", + ")" + ], + "outputs": [], + "execution_count": 117, + "metadata": { + "scrolled": false, + "gather": { + "logged": 1651443870606 + } + }, + "id": "fa1857fb" + }, { - "name": "stdout", - "output_type": "stream", - "text": [ - "[[ 0 5028]\n", - " [ 1 27]\n", - " [ 2 37]\n", - " [ 3 21]]\n" - ] - } - ], - "source": [ - "unique, counts = np.unique(y_test_list, return_counts=True)\n", - "print(np.asarray((unique, counts)).T)" - ] - }, - { - "cell_type": "markdown", - "id": "0b67ad6b", - "metadata": {}, - "source": [ - "## Build a rule-based model\n", - "" - ] - }, - { - "cell_type": "markdown", - "id": "28f3d34b", - "metadata": {}, - "source": [ - "### Build a rule-based model that can predict the faulty component of a machine" - ] - }, - { - "cell_type": "markdown", - "id": "06948c30", - "metadata": {}, - "source": [ - "In the previous section, we have found following rules that can detect the faulty component of a machine. \n", - "\n", - "1. \"comp1\" failure can be detected when the daily average of \"volt\" goes above 180\n", - "2. \"comp2\" failure can be detected when the daily average of \"rotate\" goes below 420\n", - "3. \"comp4\" failure can be detected when the daily average of \"vibration\" goes above 45\n", - "\n", - "Now, using these three rules, let's build a simple rule-based model that can classify three different kinds of component failures of model3 machines." - ] - }, - { - "cell_type": "code", - "execution_count": 133, - "id": "bcf2af00", - "metadata": {}, - "outputs": [], - "source": [ - "from dataclasses import dataclass \n", - "\n", - "@dataclass\n", - "class RuleModel:\n", - " daily_thresholds = {\n", - " 'volt': 180, # >\n", - " 'rotate': 420, # <\n", - " 'vibration': 45, # > \n", - " }\n", - "\n", - " def predict(self, input_data):\n", - " df = input_data['X']\n", - " df_resampled = df.mean(axis=0)\n", - " \n", - " results = {'predictions': 0}\n", - " if df_resampled['volt'] > self.daily_thresholds['volt']:\n", - " results['predictions'] = 1 \n", - " if df_resampled['rotate'] < self.daily_thresholds['rotate']:\n", - " results['predictions'] = 2\n", - " if df_resampled['vibration'] > self.daily_thresholds['vibration']:\n", - " results['predictions'] = 3 \n", - " return results" - ] - }, - { - "cell_type": "markdown", - "id": "2df8b0b1", - "metadata": {}, - "source": [ - "### Evaluate the performance of the rule-based model" - ] - }, - { - "cell_type": "markdown", - "id": "6882b50e", - "metadata": {}, - "source": [ - "Using the test dataset we generated in #3.2, let's evaluate the performance of rule-based Fault Predictor" - ] - }, - { - "cell_type": "code", - "execution_count": 134, - "id": "832a2e27", - "metadata": {}, - "outputs": [], - "source": [ - "rule_model = RuleModel()" - ] - }, - { - "cell_type": "code", - "execution_count": 135, - "id": "abf195c5", - "metadata": {}, - "outputs": [], - "source": [ - "y_rule_model_list = []\n", - "for x_test in x_test_list:\n", - " rule_model_pred = rule_model.predict({\n", - " 'X': x_test[features]\n", - " })['predictions']\n", - " y_rule_model_list.append(rule_model_pred)" - ] - }, - { - "cell_type": "code", - "execution_count": 136, - "id": "e095c712", - "metadata": {}, - "outputs": [], - "source": [ - "from sklearn import metrics\n", - "cm_rule_based = metrics.confusion_matrix(y_test_list, y_rule_model_list)" - ] - }, - { - "cell_type": "code", - "execution_count": 137, - "id": "403d71d1", - "metadata": { - "scrolled": true - }, - "outputs": [ + "cell_type": "markdown", + "source": [ + "### Evaluate the performance of Oracle and compare it with that of rule-based model" + ], + "metadata": {}, + "id": "24744452" + }, { - "data": { - "text/plain": [ - "array([[4524, 150, 194, 160],\n", - " [ 0, 27, 0, 0],\n", - " [ 0, 0, 32, 5],\n", - " [ 0, 0, 0, 21]])" - ] - }, - "execution_count": 137, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "cm_rule_based" - ] - }, - { - "cell_type": "code", - "execution_count": 138, - "id": "ca44873a", - "metadata": {}, - "outputs": [ + "cell_type": "code", + "source": [ + "y_oracle_list = []\n", + "for x_test in x_test_list:\n", + " oracle_pred = oracle.predict({\n", + " 'X': x_test[keys+features]\n", + " })['predictions'][0]\n", + " y_oracle_list.append(oracle_pred)" + ], + "outputs": [], + "execution_count": 118, + "metadata": { + "gather": { + "logged": 1651444026381 + } + }, + "id": "ba8e568d" + }, { - "name": "stdout", - "output_type": "stream", - "text": [ - "f1_micro_rule_model: 0.900 f1_macro_rule_model: 0.415\n" - ] - } - ], - "source": [ - "f1_micro_rule_model = metrics.f1_score(y_test_list, y_rule_model_list, average='micro')\n", - "f1_macro_rule_model = metrics.f1_score(y_test_list, y_rule_model_list, average='macro')\n", - "\n", - "print(f'f1_micro_rule_model: {f1_micro_rule_model:.3f}', f'f1_macro_rule_model: {f1_macro_rule_model:.3f}')" - ] - }, - { - "cell_type": "code", - "execution_count": 139, - "id": "8d5a6c26", - "metadata": {}, - "outputs": [], - "source": [ - "def get_precision_n_recall_per_class(cm, n_class):\n", - " list_f1 = []\n", - " for cls in range(n_class):\n", - " precision = cm[cls, cls]/sum(cm[:, cls])\n", - " recall = cm[cls, cls]/sum(cm[cls, :])\n", - " f1 = 2 * (precision*recall) / (precision+recall)\n", - " list_f1.append(f1)\n", - " print(f\"class: {cls}, precision: {precision:.3f}, recall: {recall:.3f}, f1_score: {f1:.3f}\")\n", - " print(f\"Average F1 Score: {sum(list_f1)/len(list_f1):.3f}\")" - ] - }, - { - "cell_type": "code", - "execution_count": 140, - "id": "b983375d", - "metadata": {}, - "outputs": [ + "cell_type": "code", + "source": [ + "from sklearn import metrics\n", + "cm_oracle = metrics.confusion_matrix(y_test_list, y_oracle_list)" + ], + "outputs": [], + "execution_count": 119, + "metadata": { + "gather": { + "logged": 1651444026743 + } + }, + "id": "aaafc02a" + }, { - "name": "stdout", - "output_type": "stream", - "text": [ - "class: 0, precision: 1.000, recall: 0.900, f1_score: 0.947\n", - "class: 1, precision: 0.153, recall: 1.000, f1_score: 0.265\n", - "class: 2, precision: 0.142, recall: 0.865, f1_score: 0.243\n", - "class: 3, precision: 0.113, recall: 1.000, f1_score: 0.203\n", - "Average F1 Score: 0.415\n" - ] - } - ], - "source": [ - "get_precision_n_recall_per_class(cm_rule_based, n_class=4)" - ] - }, - { - "cell_type": "markdown", - "id": "c9600806", - "metadata": {}, - "source": [ - "From the above evaluate results, we can find that this simple rule-based model can detect the faulty component of machine with pretty high recalls. We can also find that the precision of this model is very low and we can say this model detects many of normal machine as failed machines (gives many false alarm)." - ] - }, - { - "cell_type": "markdown", - "id": "374bffe9", - "metadata": {}, - "source": [ - "## Build an Oracle using H1st.TimeSeriesOracle\n", - "" - ] - }, - { - "cell_type": "markdown", - "id": "aff10ad3", - "metadata": {}, - "source": [ - "### Build an Oracle from a rule-based Fault Predictor" - ] - }, - { - "cell_type": "markdown", - "id": "df8a277c", - "metadata": {}, - "source": [ - "Let's build Oracle using RuleModel and df_model3_train which is unlabeled training set." - ] - }, - { - "cell_type": "code", - "execution_count": 141, - "id": "fa1857fb", - "metadata": { - "scrolled": false - }, - "outputs": [], - "source": [ - "from h1st.model.oracle import TimeSeriesOracle\n", - "\n", - "oracle = TimeSeriesOracle(teacher=RuleModel())\n", - "oracle.build(\n", - " {'X': df_model3_train[keys+features]}, \n", - " id_col='machineID', \n", - " ts_col='date'\n", - ")" - ] - }, - { - "cell_type": "markdown", - "id": "24744452", - "metadata": {}, - "source": [ - "### Evaluate the performance of Oracle and compare it with that of rule-based model" - ] - }, - { - "cell_type": "code", - "execution_count": 142, - "id": "ba8e568d", - "metadata": {}, - "outputs": [], - "source": [ - "y_oracle_list = []\n", - "for x_test in x_test_list:\n", - " oracle_pred = oracle.predict({\n", - " 'X': x_test[keys+features]\n", - " })['predictions'][0]\n", - " y_oracle_list.append(oracle_pred)" - ] - }, - { - "cell_type": "code", - "execution_count": 143, - "id": "aaafc02a", - "metadata": {}, - "outputs": [], - "source": [ - "from sklearn import metrics\n", - "cm_oracle = metrics.confusion_matrix(y_test_list, y_oracle_list)" - ] - }, - { - "cell_type": "code", - "execution_count": 144, - "id": "5b4ec4ce", - "metadata": { - "scrolled": true - }, - "outputs": [ + "cell_type": "code", + "source": [ + "cm_oracle" + ], + "outputs": [ + { + "output_type": "execute_result", + "execution_count": 120, + "data": { + "text/plain": "array([[4636, 90, 149, 151],\n [ 8, 16, 0, 3],\n [ 4, 0, 28, 6],\n [ 0, 0, 0, 26]])" + }, + "metadata": {} + } + ], + "execution_count": 120, + "metadata": { + "scrolled": true, + "gather": { + "logged": 1651444027049 + } + }, + "id": "5b4ec4ce" + }, { - "data": { - "text/plain": [ - "array([[4628, 103, 143, 154],\n", - " [ 4, 23, 0, 0],\n", - " [ 2, 0, 30, 5],\n", - " [ 0, 0, 0, 21]])" - ] - }, - "execution_count": 144, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "cm_oracle" - ] - }, - { - "cell_type": "code", - "execution_count": 145, - "id": "7515ca9b", - "metadata": {}, - "outputs": [ + "cell_type": "code", + "source": [ + "get_precision_n_recall_per_class(cm_oracle, n_class=4)" + ], + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": "class: 0, precision: 0.997, recall: 0.922, f1_score: 0.958\nclass: 1, precision: 0.151, recall: 0.593, f1_score: 0.241\nclass: 2, precision: 0.158, recall: 0.737, f1_score: 0.260\nclass: 3, precision: 0.140, recall: 1.000, f1_score: 0.245\nAverage F1 Score: 0.426\n" + } + ], + "execution_count": 121, + "metadata": { + "gather": { + "logged": 1651444027342 + } + }, + "id": "7515ca9b" + }, { - "name": "stdout", - "output_type": "stream", - "text": [ - "class: 0, precision: 0.999, recall: 0.920, f1_score: 0.958\n", - "class: 1, precision: 0.183, recall: 0.852, f1_score: 0.301\n", - "class: 2, precision: 0.173, recall: 0.811, f1_score: 0.286\n", - "class: 3, precision: 0.117, recall: 1.000, f1_score: 0.209\n", - "Average F1 Score: 0.438\n" - ] - } - ], - "source": [ - "get_precision_n_recall_per_class(cm_oracle, n_class=4)" - ] - }, - { - "cell_type": "code", - "execution_count": 146, - "id": "5fdcc0e2", - "metadata": {}, - "outputs": [ + "cell_type": "code", + "source": [ + "f1_micro_oracle = metrics.f1_score(y_test_list, y_oracle_list, average='micro')\n", + "f1_macro_oracle = metrics.f1_score(y_test_list, y_oracle_list, average='macro')\n", + "\n", + "print(f'f1_micro_oracle: {f1_micro_oracle:.3f}', f'f1_macro_oracle: {f1_macro_oracle:.3f}')" + ], + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": "f1_micro_oracle: 0.920 f1_macro_oracle: 0.426\n" + } + ], + "execution_count": 122, + "metadata": { + "gather": { + "logged": 1651444027713 + } + }, + "id": "5fdcc0e2" + }, { - "name": "stdout", - "output_type": "stream", - "text": [ - "f1_micro_oracle: 0.920 f1_macro_oracle: 0.438\n" - ] - } - ], - "source": [ - "f1_micro_oracle = metrics.f1_score(y_test_list, y_oracle_list, average='micro')\n", - "f1_macro_oracle = metrics.f1_score(y_test_list, y_oracle_list, average='macro')\n", - "\n", - "print(f'f1_micro_oracle: {f1_micro_oracle:.3f}', f'f1_macro_oracle: {f1_macro_oracle:.3f}')" - ] - }, - { - "cell_type": "code", - "execution_count": 147, - "id": "cf6a52c9", - "metadata": {}, - "outputs": [ + "cell_type": "code", + "source": [ + "print(f'f1_micro_rule_model: {f1_micro_rule_model:.3f}', f'f1_macro_rule_model: {f1_macro_rule_model:.3f}')" + ], + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": "f1_micro_rule_model: 0.899 f1_macro_rule_model: 0.412\n" + } + ], + "execution_count": 123, + "metadata": { + "gather": { + "logged": 1651444027957 + } + }, + "id": "cf6a52c9" + }, { - "name": "stdout", - "output_type": "stream", - "text": [ - "f1_micro_rule_model: 0.900 f1_macro_rule_model: 0.415\n" - ] - } - ], - "source": [ - "print(f'f1_micro_rule_model: {f1_micro_rule_model:.3f}', f'f1_macro_rule_model: {f1_macro_rule_model:.3f}')" - ] - }, - { - "cell_type": "markdown", - "id": "97ff5263", - "metadata": {}, - "source": [ - "From the above test results, we can see that Oracle made improvement in both f1_micro and f1_macro around 2.2% and 5.5% compared to the f1 score of rule-based model. " - ] - }, - { - "cell_type": "markdown", - "id": "df1aca2d", - "metadata": {}, - "source": [ - "Test out if a persisted Oracle can be loaded and give the same predictions as the original Oracle object." - ] - }, - { - "cell_type": "code", - "execution_count": 148, - "id": "97a0c333", - "metadata": {}, - "outputs": [], - "source": [ - "import os\n", - "import tempfile\n", - "\n", - "with tempfile.TemporaryDirectory() as path:\n", - " os.environ['H1ST_MODEL_REPO_PATH'] = path\n", - " version = oracle.persist()\n", - "\n", - " oracle_2 = TimeSeriesOracle(knowledge_model=RuleModel())\n", - " oracle_2.load_params(version)" - ] - }, - { - "cell_type": "code", - "execution_count": 149, - "id": "45e2ee24", - "metadata": {}, - "outputs": [], - "source": [ - "y_oracle_loaded_list = []\n", - "for x_test in x_test_list:\n", - " oracle_pred = oracle_2.predict({\n", - " 'X': x_test[keys+features]\n", - " })['predictions'][0]\n", - " y_oracle_loaded_list.append(oracle_pred)" - ] - }, - { - "cell_type": "code", - "execution_count": 150, - "id": "99476199", - "metadata": {}, - "outputs": [ + "cell_type": "markdown", + "source": [ + "From the above test results, we can see that Oracle made improvement in both f1_micro and f1_macro around 2.3% and 3.4% compared to the f1 score of rule-based model. " + ], + "metadata": {}, + "id": "97ff5263" + }, + { + "cell_type": "markdown", + "source": [ + "Test out if a persisted Oracle can be loaded and give the same predictions as the original Oracle object." + ], + "metadata": {}, + "id": "df1aca2d" + }, + { + "cell_type": "code", + "source": [ + "import os\n", + "import tempfile\n", + "\n", + "from h1st.model.oracle import TimeSeriesOracle\n", + "from h1st.model.oracle.student import RandomForestModel, AdaBoostModel\n", + "\n", + "with tempfile.TemporaryDirectory() as path:\n", + " os.environ['H1ST_MODEL_REPO_PATH'] = path\n", + " version = oracle.persist()\n", + "\n", + " oracle_2 = TimeSeriesOracle(teacher=RuleModel(),\n", + " students= [RandomForestModel(), AdaBoostModel()],\n", + " ensembler=RuleBasedClassificationModel())\n", + " oracle_2.load_params(version)" + ], + "outputs": [], + "execution_count": 124, + "metadata": { + "gather": { + "logged": 1651444029048 + } + }, + "id": "97a0c333" + }, + { + "cell_type": "code", + "source": [ + "y_oracle_loaded_list = []\n", + "for x_test in x_test_list:\n", + " oracle_pred = oracle_2.predict({\n", + " 'X': x_test[keys+features]\n", + " })['predictions'][0]\n", + " y_oracle_loaded_list.append(oracle_pred)" + ], + "outputs": [], + "execution_count": 125, + "metadata": { + "gather": { + "logged": 1651444190429 + } + }, + "id": "45e2ee24" + }, { - "name": "stdout", - "output_type": "stream", - "text": [ - "f1_micro_oracle_loaded: 0.920 f1_macro_oracle_loaded: 0.438\n" - ] + "cell_type": "code", + "source": [ + "f1_micro_oracle_loaded = metrics.f1_score(y_test_list, y_oracle_loaded_list, average='micro')\n", + "f1_macro_oracle_loaded = metrics.f1_score(y_test_list, y_oracle_loaded_list, average='macro')\n", + "\n", + "print(f'f1_micro_oracle_loaded: {f1_micro_oracle_loaded:.3f}', f'f1_macro_oracle_loaded: {f1_macro_oracle_loaded:.3f}')" + ], + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": "f1_micro_oracle_loaded: 0.920 f1_macro_oracle_loaded: 0.426\n" + } + ], + "execution_count": 126, + "metadata": { + "gather": { + "logged": 1651444190703 + } + }, + "id": "99476199" + }, + { + "cell_type": "markdown", + "source": [ + "From the above evaluation results, we could confirm that the loaded Oracle provides the same results. Using this .persist() and .load() mechanism, you can easily reuse the built Oracle in real-world applications." + ], + "metadata": {}, + "id": "2fb842b1" + }, + { + "cell_type": "markdown", + "source": [ + "## Summary\n", + "" + ], + "metadata": {}, + "id": "6dc11f04" + }, + { + "cell_type": "markdown", + "source": [ + "In this tutorial, we have achieved the following:\n", + "1. We could understand what is H1st Oracle and how to build it from Rule-based Model (encoding expert knowledge) and unlabeled data. We also learned how to persist (save) the built Oracle and load (reuse) it. \n", + "2. We could evalute the performance of H1st Oracle and rule-based Model and found that Oracle outperforms the rule-based model even though we haven't used any labeled data to build Oracle. This is because Oracle includes discriminative models that can generalize the encoded rules of rule-based model and, furthermore, combine their intelligence through ensemble. " + ], + "metadata": {}, + "id": "f0aebd95" + }, + { + "cell_type": "markdown", + "source": [ + "We hope you enjoyed this tutorial. To find more information about H1st, please visit our [h1st website](https://h1st.readthedocs.io/en/latest/README.html) or check out our [h1st github repository](https://github.com/h1st-ai/h1st). See you again-!" + ], + "metadata": {}, + "id": "2f362c7a" + } + ], + "metadata": { + "interpreter": { + "hash": "b2c1fa55d31791ea0da3d186288b937fff2b30bf0414283ae1e0a6e5d390dd87" + }, + "kernelspec": { + "name": "python3", + "language": "python", + "display_name": "Python 3" + }, + "language_info": { + "name": "python", + "version": "3.8.5", + "mimetype": "text/x-python", + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "pygments_lexer": "ipython3", + "nbconvert_exporter": "python", + "file_extension": ".py" + }, + "toc": { + "toc_position": {}, + "skip_h1_title": false, + "number_sections": true, + "title_cell": "Table of Contents", + "toc_window_display": false, + "base_numbering": 1, + "toc_section_display": true, + "title_sidebar": "Contents", + "toc_cell": false, + "nav_menu": {}, + "sideBar": true + }, + "kernel_info": { + "name": "python3" + }, + "nteract": { + "version": "nteract-front-end@1.0.0" } - ], - "source": [ - "f1_micro_oracle_loaded = metrics.f1_score(y_test_list, y_oracle_loaded_list, average='micro')\n", - "f1_macro_oracle_loaded = metrics.f1_score(y_test_list, y_oracle_loaded_list, average='macro')\n", - "\n", - "print(f'f1_micro_oracle_loaded: {f1_micro_oracle_loaded:.3f}', f'f1_macro_oracle_loaded: {f1_macro_oracle_loaded:.3f}')" - ] - }, - { - "cell_type": "markdown", - "id": "2fb842b1", - "metadata": {}, - "source": [ - "From the above evaluation results, we could confirm that the loaded Oracle provides the same results. Using this .persist() and .load() mechanism, you can easily reuse the built Oracle in real-world applications." - ] - }, - { - "cell_type": "markdown", - "id": "6dc11f04", - "metadata": {}, - "source": [ - "## Summary\n", - "" - ] - }, - { - "cell_type": "markdown", - "id": "f0aebd95", - "metadata": {}, - "source": [ - "In this tutorial, we have achieved the following:\n", - "1. We could understand what is H1st Oracle and how to build it from Rule-based Model (encoding expert knowledge) and unlabeled data. We also learned how to persist (save) the built Oracle and load (reuse) it. \n", - "2. We could evalute the performance of H1st Oracle and rule-based Model and found that Oracle outperforms the rule-based model even though we haven't used any labeled data to build Oracle. This is because Oracle includes discriminative models that can generalize the encoded rules of rule-based model and, furthermore, combine their intelligence through ensemble. " - ] - }, - { - "cell_type": "markdown", - "id": "2f362c7a", - "metadata": {}, - "source": [ - "We hope you enjoyed this tutorial. To find more information about H1st, please visit our [h1st website](https://h1st.readthedocs.io/en/latest/README.html) or check out our [h1st github repository](https://github.com/h1st-ai/h1st). See you again-!" - ] - } - ], - "metadata": { - "interpreter": { - "hash": "b2c1fa55d31791ea0da3d186288b937fff2b30bf0414283ae1e0a6e5d390dd87" - }, - "kernelspec": { - "display_name": "py39", - "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": "3.9.7" }, - "toc": { - "base_numbering": 1, - "nav_menu": {}, - "number_sections": true, - "sideBar": true, - "skip_h1_title": false, - "title_cell": "Table of Contents", - "title_sidebar": "Contents", - "toc_cell": false, - "toc_position": {}, - "toc_section_display": true, - "toc_window_display": false - } - }, - "nbformat": 4, - "nbformat_minor": 5 -} + "nbformat": 4, + "nbformat_minor": 5 +} \ No newline at end of file