{ "cells": [ { "cell_type": "markdown", "source": [ "# 환경 구성\r\n", "1. keras 의 back end 로 open cl을 활용\r\n", "2. 데이터 전처리에 pandas와 sklearn을 활용\r\n", "3. 시각화를 위해 Matplotlib 사용" ], "metadata": {} }, { "cell_type": "code", "execution_count": 2, "source": [ "import numpy as np\n", "import os\n", "import time\n", "\n", "os.environ[\"KERAS_BACKEND\"] = \"plaidml.keras.backend\"\n", "\n", "'''\n", "-----------------------------------------------------------------------------------------\n", "Network Name Inference Latency Time / FPS\n", "-----------------------------------------------------------------------------------------\n", "mobilenet-opencl 24.60 ms 2.89 ms / 345.84 fps\n", "Correctness: PASS, max_error: 1.0642305824148934e-05, max_abs_error: 7.450580596923828e-07, fail_ratio: 0.0\n", "\n", "mobilenet-cpu 411.35 ms 408.90 ms / 2.45 fps\n", "Correctness: PASS, max_error: 2.0418785425135866e-05, max_abs_error: 1.5869736671447754e-06, fail_ratio: 0.0\n", "'''\n", "\n", "import matplotlib.pyplot as plt\n", "import pandas as pd\n", "import tensorflow as tf\n", "# import keras\n", "\n", "from sklearn.metrics import accuracy_score, precision_score, recall_score\n", "from sklearn.model_selection import train_test_split\n", "from tensorflow.keras import layers, losses\n", "from tensorflow.keras.models import Model\n", "\n", "df = pd.read_csv('./anoicos_prep.csv')\n", "df['time'] = pd.to_datetime(df['time'], format=\"%Y-%m-%d %H:%M\")\n", "df = pd.pivot_table(df, index=['time']) + 0.000000001\n", "df = df.fillna(df.mean())" ], "outputs": [], "metadata": {} }, { "cell_type": "markdown", "source": [ "# 데이터 전처리\n", "## 훈련 데이터 선별 \n", "1. 측정값에 대한 컬럼명 생성 및 확인\n", "2. 설비의 동작여부를 나타내는 컬럼명 생성 및 선별 확인\n", "\n", "## 라벨 생성\n", "1. 데이터의 이상 유무를 판단할 수 있는 라벨은 따로 없음\n", "1. 설비의 동작여부를 조합하여 설비의 동작시간에는 정상치 라벨을 / 동작하지 않는시간에는 비정상 라벨을 부여\n", "1. 데이터 프레임을 Numpy array 로 변경" ], "metadata": {} }, { "cell_type": "code", "execution_count": 3, "source": [ "# 컬럼명 생성을 위한 코드테이블 - hard coding\n", "operation_suffix = ['_ST', '_SF_ST', '_RF_ST']\n", "#열원설비\n", "hsource_suffix = ['_RTD','_STD']\n", "hsource = ['M2.CH1', 'M2.CH1_1', 'M2.CH1_2', 'M3.CH2', 'PH_3.CT1', 'PH_2.CT2', 'PH_1.CT3', 'M4.HE']\n", "#공조기\n", "AHU_suffix = ['_SAT', '_RAT', '_RAH', '_EAD', '_OAT', '_OAD', '_MAT', '_MAD', '_CSV', '_CV', '_HV']\n", "AHU = ['S2F.AHU4', 'S3F_1.AHU3F', 'S4F_1.AHU4F', 'S5F_1.AHU5F', 'S6F_1.AHU6F', 'S7F_1.AHU7F', 'S8F_1.AHU8F', 'S9F_1.AHU9F']\n", "\n", "# 규칙에 따라 컬럼명을 조합하고, 컬럼명이 데이터프레임에 있는지 확인후 저장\n", "cols = []\n", "operation = []\n", "for prefix in hsource+AHU:\n", " for suffix in hsource_suffix+AHU_suffix:\n", " target = prefix+suffix \n", " if target in df.columns: \n", " cols.append(target)\n", " for suffix in operation_suffix:\n", " opl = prefix+suffix\n", " if opl in df.columns: operation.append(opl)\n", "\n", "# 라벨 생성 : 원하는 데이터들이 동작 여부가 모두 참 일경우 참으로 기록\n", "df['label'] = (df[operation].sum(axis=1) >= len(operation)-17)\n", "\n", "# 필요한 데이터만 필터링\n", "cols.append('label')\n", "df_prem = df[cols]\n", "\n", "raw_data = df_prem.values\n", "\n", "# display(df.head(10))\n", "print('테이블 사이즈', df_prem.shape)" ], "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "테이블 사이즈 (70158, 102)\n" ] } ], "metadata": {} }, { "cell_type": "markdown", "source": [ "# 라벨 지정 및 훈련데이터 분리 : train, test, label 등등\r\n", "- sklearn 의 train_test_split 메소드를 사용하여 한번에 처리" ], "metadata": {} }, { "cell_type": "code", "execution_count": 4, "source": [ "# The last element contains the labels\n", "labels = raw_data[:, -1]\n", "\n", "# The other data points are the electrocadriogram data\n", "data = raw_data[:, :-1]\n", "\n", "train_data, test_data, train_labels, test_labels = train_test_split(data, labels, test_size=0.2, random_state=21)\n", "\n", "whole = len(labels)\n", "tr = len(train_labels)\n", "te = len(test_labels)\n", "print('총합 {}, 총합-훈련데이터={}, 훈련데이터 {}, 테스트 데이터 {}'.format(whole, whole-tr, tr, te))\n", "print('훈련라벨 True = {}, 테스트 라벨 True = {}'.format(train_labels.sum(), test_labels.sum()))\n", "\n", "# keras 업데이트후 텐서와 어레이간에 타입불일치생김. float 으로 명시적으로 변환해줌으로써 해결\n", "train_data = train_data.astype(float)\n", "test_data = test_data.astype(float)\n", "train_labels = train_labels.astype(float)\n", "test_labels = test_labels.astype(float)\n" ], "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "총합 70158, 총합-훈련데이터=14032, 훈련데이터 56126, 테스트 데이터 14032\n", "훈련라벨 True = 27022, 테스트 라벨 True = 6658\n" ] } ], "metadata": {} }, { "cell_type": "markdown", "source": [ "# 데이터 Nomalization : min max norm\r\n", "- 컬럼 변수 간의 Scale 을 맞춰주기 위한 Nomalization \r\n", "- 간단하게 Min Max norm 을 사용" ], "metadata": {} }, { "cell_type": "code", "execution_count": 5, "source": [ "train_data = tf.cast(train_data, tf.float32)\n", "test_data = tf.cast(test_data, tf.float32)\n", "\n", "min_val = tf.reduce_min(train_data)\n", "max_val = tf.reduce_max(train_data)\n", "\n", "train_data = (train_data - min_val) / (max_val - min_val)\n", "test_data = (test_data - min_val) / (max_val - min_val)\n", "\n", "train_labels = train_labels.astype(bool)\n", "test_labels = test_labels.astype(bool)\n", "print (len(train_labels), len(test_labels))\n", "\n", "normal_train_data = train_data[train_labels]\n", "normal_test_data = test_data[test_labels]\n", "print (normal_train_data.shape, normal_test_data.shape)\n", "\n", "anomalous_train_data = train_data[~train_labels]\n", "anomalous_test_data = test_data[~test_labels]\n", "print (anomalous_train_data.shape, anomalous_test_data.shape)\n" ], "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "56126 14032\n", "(27022, 101) (6658, 101)\n", "(29104, 101) (7374, 101)\n" ] } ], "metadata": {} }, { "cell_type": "markdown", "source": [ "# Normal / Anomal 데이터간의 비교\r\n", "- 모델링 편의상 나눠놓은 상태이므로 정상/비정상 여부에 대한 신뢰도는 떨어짐\r\n", "- 정상 데이터로만 모델링 예정이므로, 다음 단계에서 자가 재구성 신뢰도를 판단하기 위한 척도로만 의미를 부여" ], "metadata": {} }, { "cell_type": "code", "execution_count": 6, "source": [ "plt.figure(figsize=(14,8))\n", "plt.grid()\n", "# plt.plot(np.arange(101), normal_train_data[0])\n", "# plt.plot(np.arange(101), anomalous_train_data[0])\n", "plt.plot(np.arange(101), normal_train_data.numpy().mean(axis=0))\n", "plt.plot(np.arange(101), anomalous_train_data.numpy().mean(axis=0))\n", "plt.title(\"Normal/anomal Data compare\")\n", "plt.show()" ], "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
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" }, "metadata": { "needs_background": "light" } } ], "metadata": {} }, { "cell_type": "markdown", "source": [ "# 모델 빌드" ], "metadata": {} }, { "cell_type": "code", "execution_count": 7, "source": [ "class AnomalyDetector(Model):\n", " def __init__(self):\n", " super(AnomalyDetector, self).__init__()\n", " self.encoder = tf.keras.Sequential([\n", " layers.Dense(32, activation=\"relu\"),\n", " layers.Dense(16, activation=\"relu\"),\n", " layers.Dense(8, activation=\"relu\")])\n", "\n", " self.decoder = tf.keras.Sequential([\n", " layers.Dense(16, activation=\"relu\"),\n", " layers.Dense(32, activation=\"relu\"),\n", " layers.Dense(101, activation=\"sigmoid\")])\n", "\n", " def call(self, x):\n", " encoded = self.encoder(x)\n", " decoded = self.decoder(encoded)\n", " return decoded\n", "\n", "autoencoder = AnomalyDetector()\n", "autoencoder.compile(optimizer='adam', loss='mae')\n" ], "outputs": [], "metadata": {} }, { "cell_type": "markdown", "source": [ "# 훈련 진행\r\n", "## Custom Callback 을 정의하고 모델훈련을 진행\r\n", "## Callback 은 사용하지 않아도 무방하며, 훈련이나 추론시간이 오래걸릴경우 중간 확인용으로 사용" ], "metadata": {} }, { "cell_type": "code", "execution_count": null, "source": [ "class CustomCallback(tf.keras.callbacks.Callback):\n", " def on_test_begin(self, logs=None):\n", " keys = list(logs.keys())\n", " print(\"Start testing; got log keys: {}\".format(keys))\n", "\n", " def on_test_end(self, logs=None):\n", " keys = list(logs.keys())\n", " print(\"Stop testing; got log keys: {}\".format(keys))\n", "\n", " def on_predict_begin(self, logs=None):\n", " keys = list(logs.keys())\n", " print(\"Start predicting; got log keys: {}\".format(keys))\n", "\n", " def on_predict_end(self, logs=None):\n", " keys = list(logs.keys())\n", " print(\"Stop predicting; got log keys: {}\".format(keys))\n", "\n", " def on_test_batch_begin(self, batch, logs=None):\n", " keys = list(logs.keys())\n", " print(\"...Evaluating: start of batch {}; got log keys: {}\".format(batch, keys))\n", "\n", " def on_test_batch_end(self, batch, logs=None):\n", " keys = list(logs.keys())\n", " print(\"...Evaluating: end of batch {}; got log keys: {}\".format(batch, keys))\n", "\n", " def on_predict_batch_begin(self, batch, logs=None):\n", " keys = list(logs.keys())\n", " print(\"...Predicting: start of batch {}; got log keys: {}\".format(batch, keys))\n", "\n", " def on_predict_batch_end(self, batch, logs=None):\n", " keys = list(logs.keys())\n", " print(\"...Predicting: end of batch {}; got log keys: {}\".format(batch, keys))\n", "\n", "\n", "history = autoencoder.fit (normal_train_data, normal_train_data, \n", " epochs=150, \n", " batch_size=128,\n", " validation_data=(normal_test_data, normal_test_data),\n", " shuffle=True)" ], "outputs": [], "metadata": {} }, { "cell_type": "markdown", "source": [ "# 학습 곡선\r\n", "- Training loss 와 Validation loss가 수렴하는 것이 관찰됨\r\n", " - 둘사이에 차이가 별로 없음\r\n", " - 주어진 정보 만으로 self reconstruction 이 잘될수 있을 것으로 판단됨" ], "metadata": {} }, { "cell_type": "code", "execution_count": 13, "source": [ "plt.figure(figsize=(14,8))\n", "plt.plot(history.history[\"loss\"], label=\"Training Loss\")\n", "plt.plot(history.history[\"val_loss\"], label=\"Validation Loss\")\n", "plt.legend()" ], "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "" ] }, "metadata": {}, "execution_count": 13 }, { "output_type": "display_data", "data": { "text/plain": [ "
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" }, "metadata": { "needs_background": "light" } } ], "metadata": {} }, { "cell_type": "markdown", "source": [ "# 입력 / 출력 값 비교 (정상 데이터)\r\n", "- 입출력 값의 오차가 별로 없음\r\n", "- 자가 재구성이 잘 되는 것으로 보임\r\n", " - 정상 데이터를 정제해서 모델링을 할 경우 이상치 탐지에 활용할 수 있을 가능성 높음\r\n", " - 단, 현재는 훈련 편의상 정상/비정상 데이터를 나누었으나, 나눈 기준이 애매하여 크게 의미를 두기 어려움\r\n" ], "metadata": {} }, { "cell_type": "code", "execution_count": 14, "source": [ "encoded_imgs = autoencoder.encoder(normal_test_data).numpy()\n", "decoded_imgs = autoencoder.decoder(encoded_imgs).numpy()\n", "\n", "plt.figure(figsize=(14,8))\n", "plt.plot(normal_test_data.numpy().mean(axis=0), 'b')\n", "plt.plot(decoded_imgs.mean(axis=0), 'r')\n", "plt.fill_between(np.arange(101), decoded_imgs.mean(axis=0), normal_test_data.numpy().mean(axis=0), color='lightcoral')\n", "plt.legend(labels=[\"Input\", \"Reconstruction\", \"Error\"])\n", "plt.show()" ], "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
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" }, "metadata": { "needs_background": "light" } } ], "metadata": {} }, { "cell_type": "code", "execution_count": 15, "source": [ "encoded_imgs = autoencoder.encoder(anomalous_test_data).numpy()\n", "decoded_imgs = autoencoder.decoder(encoded_imgs).numpy()\n", "\n", "plt.figure(figsize=(14,8))\n", "plt.plot(anomalous_test_data.numpy().mean(axis=0), 'b')\n", "plt.plot(decoded_imgs.mean(axis=0), 'r')\n", "plt.fill_between(np.arange(101), decoded_imgs.mean(axis=0), anomalous_test_data.numpy().mean(axis=0), color='lightcoral')\n", "plt.legend(labels=[\"Input\", \"Reconstruction\", \"Error\"])\n", "plt.show()" ], "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
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" }, "metadata": { "needs_background": "light" } } ], "metadata": {} }, { "cell_type": "markdown", "source": [ "# 평가\r\n", "1. I-Cos 데이터는 시계열 정보를 이용하지 않아도 순간 데이터를 추론하는데 충분한 정보를 가지고 있는 것으로 **보임**\r\n", " 1. 보다 정확한 평가를 위하여 자가 재구성효율을 **정략적 수치로 표현할 필요가 있음** \r\n", "2. 타겟 설비의 이상여부 판단을 어떻게 할지 고민하고 구현할 필요가 있음3. " ], "metadata": {} } ], "metadata": { "orig_nbformat": 4, "language_info": { "name": "python", "version": "3.8.8", "mimetype": "text/x-python", "codemirror_mode": { "name": "ipython", "version": 3 }, "pygments_lexer": "ipython3", "nbconvert_exporter": "python", "file_extension": ".py" }, "kernelspec": { "name": "python3", "display_name": "Python 3.8.8 64-bit ('base': conda)" }, "interpreter": { "hash": "3c3aa1b366ccae299204e3547d31847e4b18c979b406ea981e527030fbed9853" } }, "nbformat": 4, "nbformat_minor": 2 }