| The following are some data from the pipeline's check-points. |
| |
| Area_map: |
| • Record number: 2,025,819,694 |
| • Number of Bucket_id: 10 |
| • Total number of days: 91 days (2021-06-28 is missing) |
| • First day: 2021-05-01 |
| • Last day: 2021-07-31 |
| |
| Note: only 82 days are used for the trainer, see Trainready. |
| |
| Ts: |
| • Number of Uckeys: 1,289,460 |
| • Length of ts is 82 days, from May 1st to July 21st |
| • No buckets |
| |
| Pre_cluster: |
| • Number of Uckeys: 559,442 |
| • Sparse uckey : 406,957 |
| • Dense uckey: 152,485 |
| • Length of ts is 82 days, from May 1st to July 21st |
| |
| Cluster: |
| • Number of Uckey: 154,780 |
| |
| Trainready: |
| • Number of Uckey: 154,780 |
| • Length of ts is 82 days, from May 1st to July 21st |
| • No bucket |
| • Total traffic: 15,864,359,742 |
| |
| Trainer |
| The SMAPE error rate of the model is 11%. |
| |
| Predictor |
| The evaluation script (in dlpredictor process) shows aggregated error rate of 5% for prediction. |
| This error rate is traffic-weighted average for all valid slots. |
| |
| traffic(si=A)xprediction-error(si=A) + traffic(si=C)xprediction-error(si=B) + traffic(si=C)xprediction-error(si=C) |
| -------------------------------------------------------------------------------------------------------------------- |
| traffic(si=A) + traffic(si=B) + traffic(si=C) |
