├── README.md ├── aiops ├── root_cause │ └── RCA.py └── util │ ├── common_util.py │ └── time_series_tool.py ├── data ├── aperiodic.csv ├── api_access_fix.csv ├── process_trace.csv └── stable.csv └── examples ├── check_flow_anomaly_detection.py ├── check_stable_anomaly_detection.py ├── data_classification_tree.py ├── is_periodicity.py ├── is_stable.py ├── kde_transformation.py └── root_cause_detection.py /README.md: -------------------------------------------------------------------------------- 1 | # aiops 2 | 原理和代码说明 3 | https://blog.csdn.net/qq_33873431/category_10028725.html 4 | 5 | ## examples/is_stable.py 6 | 通过小波变换检测波形是否平稳 7 | 8 | ## examples/is_periodicity.py 9 | 通过傅里叶变换检测波形是否为周期性 10 | 11 | ## examples/data_classification_tree.py 12 | 算法选择树,判断波形属于周期型、平稳型还是非周期性 13 | 14 | ## examples/kde_transformation.py 15 | 核密度估计(kde)实现异常程度转换 16 | 17 | ## examples/root_cause_detection.py 18 | 通过异常分数表实现根因节点查找 -------------------------------------------------------------------------------- /aiops/root_cause/RCA.py: -------------------------------------------------------------------------------- 1 | # encoding: utf-8 2 | """ 3 | @file: RCA.py 4 | @desc: 5 | """ 6 | 7 | import time 8 | import traceback 9 | 10 | import numpy as np 11 | import pandas as pd 12 | from scipy.stats import t 13 | from termcolor import colored 14 | 15 | 16 | class RCA(): 17 | """ 18 | 根因定位类 19 | """ 20 | 21 | def __init__(self, trace_data, alpha=0.99, ub=0.1, take_minute_averages_of_trace_data=True, 22 | division_milliseconds=60000): 23 | self.trace_data = trace_data 24 | self.alpha = alpha 25 | self.ub = ub 26 | self.anomaly_chart = None 27 | self.take_minute_averages_of_trace_data = take_minute_averages_of_trace_data 28 | self.division_milliseconds = division_milliseconds 29 | 30 | def run(self): 31 | """ 32 | :return: 异常/None列表 33 | """ 34 | overall_start_time = time.time() 35 | 36 | print('计算异常分数图表') 37 | self.hesd_trace_detection(alpha=self.alpha, ub=self.ub) 38 | print('异常分数图表完成') 39 | 40 | output = self.find_anomalous_hosts() 41 | 42 | print('输出结果: ' + colored(str(output), 'magenta')) 43 | 44 | print('处理RCA时间:' + colored('%f', 'cyan') % 45 | (time.time() - overall_start_time) + '秒.') 46 | return output 47 | 48 | def esd_test_statistics(self, x, hybrid=True): 49 | """ 计算用于执行ESD test的location and dispersion样本统计量。 50 | :param x: 51 | :param hybrid: 52 | :return: 用于ESD的两个统计数据 53 | """ 54 | if hybrid: 55 | location = np.ma.median(x) # Median 56 | dispersion = np.ma.median(np.abs(x - np.median(x))) # Median Absolute Deviation 57 | else: 58 | location = np.ma.mean(x) # Mean 59 | dispersion = np.ma.std(x) # Standard Deviation 60 | 61 | return location, dispersion 62 | 63 | def esd_test(self, x, alpha=0.95, ub=0.499, hybrid=True): 64 | """ ESD检测 65 | :param x: List, array, or series containing the time series 66 | :param alpha: 检测异常值的置信度 67 | :param ub: 取10%,可标记为异常值的数据点分数的上界(<=0.499) 68 | :param hybrid: 开启hybrid 69 | :return: 过去20分钟的分数 70 | """ 71 | x = [p for p in x if p == p] 72 | nobs = len(x) 73 | if ub > 0.4999: 74 | ub = 0.499 75 | # k为最大异常个数,ub0.1取数据总量10% 76 | k = max(int(np.floor(ub * nobs)), 1) 77 | # ma结构可排除计算过的 78 | res = np.ma.array(x, mask=False) 79 | anomalies = [] 80 | med = np.median(x) 81 | # 1<=i<=k 82 | for i in range(1, k + 1): 83 | location, dispersion = self.esd_test_statistics(res, hybrid) 84 | tmp = np.abs(res - location) / dispersion # location:median(X),dispersion:MAD 85 | idx = np.argmax(tmp) # Index of the test statistic 86 | # 残差test_statistic 87 | test_statistic = tmp[idx] 88 | n = nobs - res.mask.sum() # sums nonmasked values 89 | # 临界值critical_value, t.ppf t分布 ppf 百分点函数,概率密度函数的积分值 90 | critical_value = (n - i) * t.ppf(alpha, n - i - 1) / np.sqrt( 91 | (n - i - 1 + np.power(t.ppf(alpha, n - i - 1), 2)) * (n - i - 1)) 92 | if test_statistic > critical_value: 93 | anomalies.append((x[idx] - med) / med) # 找到异常点后,减中位数再除中位数,作为分数 94 | res.mask[idx] = True 95 | if len(anomalies) == 0: 96 | return 0 97 | return np.nanmean(np.abs(anomalies)) 98 | 99 | def hesd_trace_detection(self, alpha=0.95, ub=0.02, show_pic=False): 100 | """ 101 | 在trace数据上使用S-H-ESD来创建异常图。 102 | :param alpha:用于ESD的alpha值 103 | :param ub:ESD ub值 104 | :param show_pic: 105 | :return: 异常图(pd.DataFrame()) 106 | """ 107 | grouped_df = self.trace_data.groupby(['cmdb_id', 'serviceName'])[['startTime', 'success', 'elapsedTime']] 108 | 109 | self.anomaly_chart = pd.DataFrame() 110 | for (a, b), value in grouped_df: 111 | failure = 0 112 | # 个性化部分,考虑db异常 113 | # if 'db' in b: 114 | # failure = sum(value['success'] == False) * 5 115 | value['time_group'] = value.startTime // self.division_milliseconds # 转换为分钟,取近N分钟,N个点 116 | value = value.groupby(['time_group'])['elapsedTime'].mean().reset_index() # time_group、elapsedTime分组取均值 117 | value = value['elapsedTime'].to_numpy() 118 | result = 0 119 | try: 120 | result = self.esd_test(value, alpha=alpha, ub=ub, hybrid=False) 121 | except Exception as ex: 122 | print('esd_test error:') 123 | print(value) 124 | traceback.print_exc() 125 | result = 0 126 | self.anomaly_chart.loc[b, a] = result + failure 127 | 128 | self.anomaly_chart = self.anomaly_chart.sort_index() 129 | 130 | if show_pic is True: 131 | from pyecharts import options as opts 132 | from pyecharts.charts import Graph 133 | nodes, edges = [], [] 134 | nodes_set = set() 135 | for col in self.anomaly_chart: 136 | for index, row in self.anomaly_chart.iterrows(): 137 | nodes_set.add(index) 138 | nodes_set.add(col) 139 | if str(row[col]) != 'nan': 140 | edges.append({'source': str(col), 'target': str(index)}) 141 | for node in nodes_set: 142 | nodes.append({'name': str(node), 'symbolSize': 25}) 143 | # Graph(init_opts=opts.InitOpts(width="1024px", height="800px")) 144 | ( 145 | Graph() 146 | .add("", nodes, edges, repulsion=7000, layout="force", is_rotate_label=True, 147 | edge_symbol=['none', 'arrow']) 148 | .set_global_opts(title_opts=opts.TitleOpts(title="Graph")) 149 | ).render('./pic/graph.html') 150 | 151 | return self.anomaly_chart 152 | 153 | def find_anomalous_hosts(self, min_threshold=10): 154 | """异常图里找到根因主机 155 | :param min_threshold: 最小阈值 156 | :return: 异常主机字典和kpi字典 157 | """ 158 | table = self.anomaly_chart.copy() 159 | # 设置阈值,anomaly_chart最大值的20%,达不到则用min_threshold 160 | threshold = max(0.2 * table.stack().max(), min_threshold) 161 | print('异常图中最大的值: %f' % table.stack().max()) 162 | print('阈值: %f' % threshold) 163 | 164 | # rows/columns异常数量,行代表入边,列代表出边 165 | row_dict = {} 166 | column_dict = {} 167 | # rows存异常图表对应所有列的值 168 | row_confidence_dict = {} 169 | column_confidence_dict = {} 170 | 171 | for column in table: 172 | for index, row in table.iterrows(): 173 | increment = 0 174 | if row[column] >= threshold: 175 | # 大于阈值,单元格对应的行列,异常数+1 176 | increment = 1 177 | 178 | column_dict[column] = column_dict.get(column, 0) 179 | column_dict[column] += increment 180 | column_confidence_dict[column] = column_confidence_dict.get(column, []) 181 | column_confidence_dict[column].append(row[column]) 182 | 183 | row_dict[index] = row_dict.get(index, 0) 184 | row_dict[index] += increment 185 | row_confidence_dict[index] = row_confidence_dict.get(index, []) 186 | row_confidence_dict[index].append(row[column]) 187 | 188 | for key, value in column_confidence_dict.items(): 189 | # column_confidence_dict key每列对应所有行求和 190 | column_confidence_dict[key] = np.nansum(value) 191 | 192 | for key, value in row_confidence_dict.items(): 193 | # row_confidence_dict key每行对应所有行求和 194 | row_confidence_dict[key] = np.nansum(value) 195 | 196 | final_dict = {} 197 | # 按行取中值,不受拓扑变化的影响 198 | for key in list(row_dict.keys()): 199 | # 有出入边的节点 200 | if key in list(column_dict.keys()): 201 | row_dict[key] = (row_dict[key] * 2 + column_dict[key]) // 2 202 | row_confidence_dict[key] = (row_confidence_dict[key] + column_confidence_dict[key]) / 2 203 | # 入边的节点计算以及处理过的有出入边的节点 204 | final_dict[key] = row_dict[key] * row_confidence_dict[key] 205 | 206 | # 异常分数排序 207 | dodgy_hosts = dict(sorted(final_dict.items(), key=lambda item: item[1], reverse=True)) 208 | # 通过取异常分数Max的10%或1来过滤不太可能的异常 209 | m = 0.1 * max(list(dodgy_hosts.values()) + [10]) 210 | dodgy_hosts = {k: v for k, v in dodgy_hosts.items() if (v > m)} 211 | 212 | output = self.localize(dodgy_hosts) 213 | return output 214 | 215 | def localize(self, dodgy_host_dict): 216 | n = len(dodgy_host_dict) 217 | print('异常节点数 %d ,具体如下:' % n) 218 | print(dodgy_host_dict) 219 | return dodgy_host_dict 220 | -------------------------------------------------------------------------------- /aiops/util/common_util.py: -------------------------------------------------------------------------------- 1 | # encoding: utf-8 2 | """ 3 | @author: lee 4 | @time: 2021/4/7 10:18 5 | @file: common_util.py 6 | @desc: 7 | """ 8 | import numpy as np 9 | 10 | 11 | def find_nearest(array, value): 12 | """ 查找ndarray最接近value的值 13 | :param array: ndarray 14 | :param value: 要找的值 15 | :return: index索引,具体的值 16 | """ 17 | array = np.asarray(array) 18 | idx = (np.abs(array - value)).argmin() 19 | return idx, array[idx] 20 | 21 | 22 | def create_step_dataset(data, step=1, out_units=1): 23 | data_x, data_y = [], [] 24 | for i in range(len(data) - step): 25 | # 取step行数据 26 | data_x.append(data[i:(i + step)]) 27 | # 输出几列 28 | data_y.append(data[(i + step):(i + step + out_units)]) 29 | return np.array(data_x), np.array(data_y) 30 | -------------------------------------------------------------------------------- /aiops/util/time_series_tool.py: -------------------------------------------------------------------------------- 1 | # encoding: utf-8 2 | """ 3 | @author: lee 4 | @time: 2021/3/19 9:54 5 | @file: time_series_tool.py 6 | @desc: 7 | """ 8 | import matplotlib.pylab as plt 9 | import numpy as np 10 | import pandas as pd 11 | from pywt import wavedec 12 | from scipy import signal 13 | 14 | 15 | def data_classification_tree(data): 16 | """ 17 | :param data: 检测数据,ndarray类型 18 | :return: 0 平稳数据,1 周期数据, 2非周期数据 19 | """ 20 | boolen_is_stable = is_stable(data) 21 | boolen_is_periodicity = is_periodicity(data) 22 | if boolen_is_stable: 23 | # 平稳数据 24 | return 0 25 | else: 26 | if boolen_is_periodicity[0]: 27 | # 周期数据 28 | return 1 29 | else: 30 | # 非周期数据 31 | return 2 32 | 33 | 34 | def is_periodicity(data, show_pic=False): 35 | """ 36 | :param data: 检测数据,ndarray类型 37 | :param show_pic: 是否展示图片 38 | :return: is_cycle为是否周期性, cycles为可能的周期列表 39 | """ 40 | # 使用周期图法估计功率谱密度 41 | f, Pxx_den = signal.periodogram(data) 42 | 43 | if show_pic is True: 44 | plt.plot(1 / f, Pxx_den) 45 | plt.show() 46 | 47 | result = pd.DataFrame(columns=['freq', 'spec']) 48 | result['freq'] = f 49 | result['spec'] = Pxx_den 50 | # 按照频率强弱程度降序排列 51 | result = result.sort_values(by='spec', ascending=False) 52 | # 频率转换为周期 53 | cycle_list = 1 / result.head(2)['freq'].values 54 | is_cycle = False 55 | cycles = [] 56 | for cycle in cycle_list: 57 | # 判断是不是整数 58 | if cycle % 1 == 0: 59 | is_cycle = True 60 | cycles.append(cycle) 61 | return is_cycle, cycles 62 | 63 | 64 | def is_stable(data, n_threshold=1.1, show_pic=False): 65 | """ 66 | :param data: 检测数据,ndarray类型 67 | :param n_threshold: 阈值 68 | :param show_pic: 是否展示图片 69 | :return: True为平稳数据,False波动数据 70 | """ 71 | # 标准差 72 | raw_data_std = np.std(data, ddof=1) 73 | # 一维离散信号的小波变换 74 | coeffs = wavedec(data, 'db4', level=2) 75 | cA2, cD2, cD1 = coeffs 76 | # cD2标准差 77 | cD2_std = np.std(cD2, ddof=1) 78 | 79 | if show_pic is True: 80 | plt.subplot(311) 81 | plt.title('original') 82 | plt.plot(data) 83 | plt.subplot(312) 84 | plt.title('ca2') 85 | plt.plot(cA2) 86 | plt.subplot(313) 87 | plt.title('cd2') 88 | plt.plot(cD2) 89 | plt.show() 90 | 91 | # 全局波动指标与局部波动指标的比值来描述两者的差异 92 | n = raw_data_std / cD2_std 93 | # 比值小于阈值为平稳数据,大于为波动数据 94 | if n < n_threshold: 95 | return True 96 | else: 97 | return False 98 | -------------------------------------------------------------------------------- /data/stable.csv: 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3794 | 2019/5/17 9:00,99.24 3795 | 2019/5/17 9:05,99.34 3796 | 2019/5/17 9:10,99.27 3797 | 2019/5/17 9:15,99.29 3798 | 2019/5/17 9:20,99.3 3799 | 2019/5/17 9:25,99.33 3800 | 2019/5/17 9:30,99.4 3801 | 2019/5/17 9:35,99.24 3802 | 2019/5/17 9:40,99.24 3803 | 2019/5/17 9:45,99.3 3804 | 2019/5/17 9:50,99.32 3805 | 2019/5/17 9:55,99.44 3806 | 2019/5/17 10:00,99.27 3807 | 2019/5/17 10:05,99.32 3808 | 2019/5/17 10:10,99.46 3809 | 2019/5/17 10:15,99.21 3810 | 2019/5/17 10:20,99.16 3811 | 2019/5/17 10:25,99.32 3812 | 2019/5/17 10:30,99.44 3813 | 2019/5/17 10:35,99.21 3814 | 2019/5/17 10:40,99.4 3815 | 2019/5/17 10:45,99.24 3816 | 2019/5/17 10:50,99.33 3817 | 2019/5/17 10:55,99.37 3818 | 2019/5/17 11:00,99.35 3819 | 2019/5/17 11:05,99.35 3820 | 2019/5/17 11:10,99.21 3821 | 2019/5/17 11:15,99.26 3822 | 2019/5/17 11:20,99.3 3823 | 2019/5/17 11:25,99.29 3824 | 2019/5/17 11:30,99.27 3825 | 2019/5/17 11:35,99.37 3826 | 2019/5/17 11:40,99.32 3827 | 2019/5/17 11:45,99.4 3828 | 2019/5/17 11:50,99.26 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13:10,99.3 4705 | 2019/5/20 13:15,99.38 4706 | 2019/5/20 13:20,99.32 4707 | 2019/5/20 13:25,99.35 4708 | 2019/5/20 13:30,99.37 4709 | 2019/5/20 13:35,99.35 4710 | 2019/5/20 13:40,99.37 4711 | 2019/5/20 13:45,99.32 4712 | 2019/5/20 13:50,99.27 4713 | 2019/5/20 13:55,99.27 4714 | 2019/5/20 14:00,99.32 4715 | 2019/5/20 14:05,99.44 4716 | 2019/5/20 14:10,99.32 4717 | 2019/5/20 14:15,99.12 4718 | 2019/5/20 14:20,99.15 4719 | 2019/5/20 14:25,99.46 4720 | 2019/5/20 14:30,99.24 4721 | 2019/5/20 14:35,99.3 4722 | 2019/5/20 14:40,99.29 4723 | -------------------------------------------------------------------------------- /examples/check_flow_anomaly_detection.py: -------------------------------------------------------------------------------- 1 | # encoding: utf-8 2 | """ 3 | @author: lee 4 | @time: 2021/4/6 16:03 5 | @file: check_flow_anomaly_detection.py 6 | @desc: 7 | """ 8 | import math 9 | import time 10 | 11 | import numpy 12 | 13 | import matplotlib.pylab as plt 14 | import pandas as pd 15 | from sklearn import linear_model 16 | from statsmodels.distributions import ECDF 17 | 18 | from aiops.util.common_util import find_nearest 19 | 20 | 21 | def data_equalization(data_frame, windows, length): 22 | start = int(-windows) 23 | end = 0 24 | pre_y_list = numpy.array([]) 25 | while end < length: 26 | start = start + windows 27 | end = start + windows - 1 28 | data = data_frame.loc[start:end] 29 | pre_y = model_build(data) 30 | pre_y_list = numpy.append(pre_y_list, pre_y) 31 | return pre_y_list 32 | 33 | 34 | def model_build(data_frame): 35 | X = data_frame['date'].values.reshape(-1, 1) 36 | y = data_frame['count'].values 37 | 38 | # 使用RANSAC清除异常值高鲁棒对的线性回归模型 39 | model = linear_model.RANSACRegressor() 40 | # model = linear_model.LinearRegression() 41 | 42 | model.fit(X, y) 43 | pre_y = model.predict(X) 44 | plt.plot(X, pre_y, color='red') 45 | return pre_y 46 | 47 | 48 | if __name__ == '__main__': 49 | # sudden_drop.csv demo.csv 50 | # df = pd.read_csv('../data/sudden_drop.csv') 51 | df = pd.read_csv('../data/sudden_rise.csv') 52 | df['date'] = pd.to_datetime(df['date']) 53 | df['date'] = df['date'].astype('int64') // 1e9 54 | pre_y_list = data_equalization(df, 30, len(df)) 55 | X = df['date'].values 56 | y = df['count'].values 57 | plt.subplot(311) 58 | plt.plot(X, y) 59 | 60 | z = (y - pre_y_list) / (numpy.sqrt(pre_y_list)) 61 | z = -z 62 | ecdf = ECDF(z) 63 | # y_index = numpy.where(ecdf.y == 0.1) 64 | y_index, find_y_value = find_nearest(ecdf.y, 0.1) 65 | threshold = ecdf.x[y_index] * 3 # 乘以补偿系数 66 | 67 | choose_z_index = numpy.where(z <= threshold) # 找到小于阈值的index 68 | 69 | print(X[choose_z_index]) 70 | print(numpy.asarray(X[choose_z_index], dtype='datetime64[s]')) 71 | 72 | plt.subplot(312) 73 | plt.plot(X, z) 74 | plt.axhline(y=threshold, ls="-", c="red") 75 | 76 | plt.subplot(313) 77 | plt.plot(ecdf.x, ecdf.y) 78 | plt.axhline(y=0.1, ls="-", c="red") 79 | plt.show() 80 | -------------------------------------------------------------------------------- /examples/check_stable_anomaly_detection.py: -------------------------------------------------------------------------------- 1 | # encoding: utf-8 2 | """ 3 | @author: lee 4 | @time: 2021/4/6 16:03 5 | @desc: 6 | """ 7 | import math 8 | import time 9 | 10 | import numpy as np 11 | 12 | import matplotlib.pylab as plt 13 | import pandas as pd 14 | from sklearn import linear_model 15 | from statsmodels.distributions import ECDF 16 | 17 | from aiops.util.common_util import find_nearest 18 | 19 | 20 | def moving_average(x, w): 21 | return np.convolve(x, np.ones(w), 'valid') / w 22 | 23 | 24 | if __name__ == '__main__': 25 | # sudden_drop.csv demo.csv 26 | df = pd.read_csv('../data/stable_anomaly.csv') 27 | df['date'] = pd.to_datetime(df['date']) 28 | df['date'] = df['date'].astype('int64') // 1e9 29 | 30 | X = df['date'].values 31 | y = df['count'].values 32 | plt.subplot(311) 33 | plt.plot(X, y) 34 | 35 | # z = (y - pre_y_list) / (np.sqrt(pre_y_list)) 36 | z = y 37 | ecdf = ECDF(z) 38 | # y_index = np.where(ecdf.y == 0.1) 39 | find_y_index, find_y_value = find_nearest(ecdf.y, 0.1) 40 | print(find_y_index, find_y_value) 41 | threshold = ecdf.x[find_y_index] * 6 # 乘以补偿系数 42 | print(threshold) 43 | 44 | # 累积法:一段时间窗口内数据的均值超过阈值触发才算异常 45 | windows = 3 46 | z = np.append(z[:windows - 1], moving_average(z, windows)) 47 | 48 | choose_z_index = np.where(z >= threshold) # 找到小于阈值的index 49 | 50 | print(X[choose_z_index]) 51 | 52 | plt.subplot(312) 53 | plt.plot(X, z) 54 | plt.axhline(y=threshold, ls="-", c="red") 55 | 56 | plt.subplot(313) 57 | plt.plot(ecdf.x, ecdf.y) 58 | plt.axhline(y=0.1, ls="-", c="red") 59 | plt.show() 60 | -------------------------------------------------------------------------------- /examples/data_classification_tree.py: -------------------------------------------------------------------------------- 1 | # encoding: utf-8 2 | """ 3 | @author: lee 4 | @time: 2021/3/19 15:51 5 | @file: data_classification_tree.py 6 | @desc: 7 | """ 8 | import pandas as pd 9 | 10 | from aiops.util.time_series_tool import data_classification_tree 11 | 12 | if __name__ == '__main__': 13 | # 周期数据 14 | df = pd.read_csv('../data/api_access_fix.csv') 15 | data = df['count'].values 16 | print(data_classification_tree(data)) 17 | 18 | # 平稳数据 19 | df = pd.read_csv('../data/stable.csv') 20 | data = df['count'].values 21 | print(data_classification_tree(data)) 22 | 23 | # 非周期数据 24 | df = pd.read_csv('../data/aperiodic.csv') 25 | data = df['count'].values 26 | print(data_classification_tree(data)) 27 | -------------------------------------------------------------------------------- /examples/is_periodicity.py: -------------------------------------------------------------------------------- 1 | # encoding: utf-8 2 | """ 3 | @author: lee 4 | @time: 2021/3/19 13:55 5 | @file: is_periodicity.py 6 | @desc: 7 | """ 8 | import pandas as pd 9 | 10 | from aiops.util.time_series_tool import is_periodicity 11 | 12 | if __name__ == '__main__': 13 | # 周期数据 14 | df = pd.read_csv('../data/api_access_fix.csv') 15 | data = df['count'].values 16 | is_cycle, cycles = is_periodicity(data, True) 17 | print("是否周期:%s,可能周期:%s" % (is_cycle, cycles)) 18 | 19 | # 平稳数据 20 | df = pd.read_csv('../data/stable.csv') 21 | data = df['count'].values 22 | is_cycle, cycles = is_periodicity(data) 23 | print("是否周期:%s,可能周期:%s" % (is_cycle, cycles)) 24 | 25 | -------------------------------------------------------------------------------- /examples/is_stable.py: -------------------------------------------------------------------------------- 1 | # encoding: utf-8 2 | """ 3 | @author: lee 4 | @time: 2021/3/18 16:41 5 | @file: is_stable.py 6 | @desc: 7 | """ 8 | import pandas as pd 9 | 10 | from aiops.util.time_series_tool import is_stable 11 | 12 | if __name__ == '__main__': 13 | # 平稳数据 14 | df = pd.read_csv('../data/stable.csv') 15 | data = df['count'].values 16 | print(is_stable(data, 1.1, True)) 17 | 18 | # 周期性数据 19 | df = pd.read_csv('../data/api_access_fix.csv') 20 | data = df['count'].values 21 | print(is_stable(data, 1.1, True)) 22 | -------------------------------------------------------------------------------- /examples/kde_transformation.py: -------------------------------------------------------------------------------- 1 | # encoding: utf-8 2 | """ 3 | @author: lee 4 | @time: 2021/6/16 9:49 5 | @file: kde_transformation.py 6 | @desc: 7 | """ 8 | import math 9 | 10 | import numpy as np 11 | 12 | 13 | def get_kde(x, data_array, bandwidth=0.1): 14 | def gauss(x): 15 | import math 16 | return (1 / math.sqrt(2 * math.pi)) * math.exp(-0.5 * (x ** 2)) 17 | 18 | N = len(data_array) 19 | res = 0 20 | if len(data_array) == 0: 21 | return 0 22 | for i in range(len(data_array)): 23 | res += gauss((x - data_array[i]) / bandwidth) 24 | res /= (N * bandwidth) 25 | return res 26 | 27 | 28 | if __name__ == '__main__': 29 | train_data = np.array([22.22, 20.11, 40.23, 30.45, 13.53, 22.25, 11.91, 21.74, 17.54, 22.65]) 30 | N = len(train_data) 31 | h = 1.06 * np.std(train_data) * N ** (-1 / 5) 32 | check_data = np.array([80, 33.11]) 33 | y_array = [-math.log(get_kde(check_data[i], train_data, h)) for i in range(check_data.shape[0])] 34 | max_index = np.argmax(y_array) 35 | print("异常程度:%s,对应的值:%s" % (y_array[max_index], check_data[max_index])) 36 | -------------------------------------------------------------------------------- /examples/root_cause_detection.py: -------------------------------------------------------------------------------- 1 | # encoding: utf-8 2 | """ 3 | @author: lee 4 | @time: 2021/6/16 9:59 5 | @file: root_cause_detection.py 6 | @desc: 7 | """ 8 | from aiops.root_cause.RCA import RCA 9 | import pandas as pd 10 | 11 | if __name__ == '__main__': 12 | trace_data = pd.read_csv(".././data/process_trace.csv", index_col=False) 13 | rca_temp = RCA(trace_data=trace_data, alpha=0.99, ub=0.1) 14 | rca_temp.run() 15 | 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