https://app.neptune.ai/yuuk1/tsifter/e/TSIF-268/all
- [[HDBSCAN]]を試す
- accuracy 1.0
- 次元削減率平均 90%
- クラスタに入っていないts-admin-user-service系のメトリクスが目立つ
- request_durationとrequest_countsの形状が異なるため、別のクラスタになる これでいいのか？
- フェーズ１の異常範囲が似ていれば同じクラスタでもよい？
| | | data_validity | tp | fn | accuracy | num_series/total | num_series/containers | num_series/services | num_series/nodes | num_series/middlewares | reduction_rate_mean | reduction_rate_max | reduction_rate_min | elapsed_time | elapsed_time_max | elapsed_time_min |
|---------------:|------:|--------------:|---:|---:|---------:|------------------:|----------------------:|--------------------:|-----------------:|-----------------------:|--------------------:|-------------------:|-------------------:|-------------:|-----------------:|-----------------:|
| chaos_type | step | | | | | | | | | | | | | | | |
| pod-cpu-hog | step1 | 0.555556 | 18 | 0 | 1.0 | 10229/10229/61422 | 850/850/2157 | 42/42/72 | 641/641/1995 | 8694/8694/57198 | 0.000000 | 0.000000 | 0.000000 | 2.453100 | 2.6585 | 2.3451 |
| | step2 | 0.555556 | 18 | 0 | 1.0 | 6285/10229/61422 | 513/850/2157 | 26/42/72 | 430/641/1995 | 5315/8694/57198 | 0.385699 | 0.416626 | 0.330920 | 6.905739 | 7.2967 | 6.6064 |
| | step3 | 0.555556 | 18 | 0 | 1.0 | 5564/10229/61422 | 416/850/2157 | 20/42/72 | 359/641/1995 | 4768/8694/57198 | 0.456234 | 0.570007 | 0.355934 | 0.017172 | 0.0184 | 0.0159 |
| | step4 | 0.555556 | 18 | 0 | 1.0 | 1001/10229/61422 | 92/850/2157 | 19/42/72 | 63/641/1995 | 826/8694/57198 | 0.902174 | 0.920187 | 0.879864 | 12.606856 | 16.8526 | 9.1313 |
| pod-memory-hog | step1 | 0.588235 | 17 | 0 | 1.0 | 9901/9901/61472 | 824/824/2207 | 40/40/72 | 634/634/1995 | 8401/8401/57198 | 0.000000 | 0.000000 | 0.000000 | 2.425671 | 2.5501 | 2.2661 |
| | step2 | 0.588235 | 17 | 0 | 1.0 | 5947/9901/61472 | 535/824/2207 | 28/40/72 | 437/634/1995 | 4944/8401/57198 | 0.404333 | 0.552568 | 0.284275 | 6.795212 | 7.5206 | 5.1476 |
| | step3 | 0.588235 | 17 | 0 | 1.0 | 5487/9901/61472 | 474/824/2207 | 26/40/72 | 395/634/1995 | 4591/8401/57198 | 0.450513 | 0.625967 | 0.284275 | 0.016765 | 0.0218 | 0.0118 |
| | step4 | 0.588235 | 17 | 0 | 1.0 | 986/9901/61472 | 107/824/2207 | 23/40/72 | 65/634/1995 | 789/8401/57198 | 0.901294 | 0.935834 | 0.865930 | 12.416494 | 17.1841 | 5.5025 |