prometheus_intepolation.sh

bash-4.4$ export STEP=120
bash-4.4$ for i in $(seq 1 10 600); do START=$((1485176922 + i)); END=$((1485263322 + $i)); echo "$START - $END"; curl 2>/dev/null "http://prometheus.1.dblayer.com:9090/api/v1/query_range?query=cpu_usage_user%7Bhost%3D%22candidate.57%22%7D%20&start=$START&end=$END&step=$STEP" | jq '.data.result[0].values[] | .[1] | tonumber' | awk -v max=0 -v min=9999 '{ total += $1; count++; if($1>max){max=$1}; if($1<min){min=$1} } END { print "  " total/count, max, min}'; done
1485176923 - 1485263323
  45.4626 91.07730456963016 12.89468239168138
1485176933 - 1485263333
  30.1437 86.16109881174854 10.058442152821929
1485176943 - 1485263343
  30.1437 86.16109881174854 10.058442152821929
1485176953 - 1485263353
  23.3495 71.28118644816615 6.88269494352532
1485176963 - 1485263363
  28.6729 83.76259796203581 6.88269494352532
1485176973 - 1485263373
  28.6729 83.76259796203581 6.88269494352532
1485176983 - 1485263383
  46.0639 85.59462441394716 10.117365271745328
1485176993 - 1485263393
  30.3745 69.17185492535525 10.05651226098416
1485177003 - 1485263403
  30.3745 69.17185492535525 10.05651226098416
1485177013 - 1485263413
  23.6735 54.688338973125 8.531248671370633
1485177023 - 1485263423
  29.422 84.78849171238376 8.531248671370633
1485177033 - 1485263433
  29.422 84.78849171238376 8.531248671370633
1485177043 - 1485263443
  45.4735 91.07730456963016 12.89468239168138
1485177053 - 1485263453
  30.1509 86.16109881174854 10.058442152821929
1485177063 - 1485263463
  30.1509 86.16109881174854 10.058442152821929
1485177073 - 1485263473
  23.3508 71.28118644816615 6.88269494352532
1485177083 - 1485263483
  28.6764 83.76259796203581 6.88269494352532
1485177093 - 1485263493
  28.6764 83.76259796203581 6.88269494352532
1485177103 - 1485263503
  46.0457 85.59462441394716 10.117365271745328
1485177113 - 1485263513
  30.3882 69.17185492535525 10.05651226098416
1485177123 - 1485263523
  30.3882 69.17185492535525 10.05651226098416
1485177133 - 1485263533
  23.6797 54.688338973125 8.531248671370633
1485177143 - 1485263543
  29.4193 84.78849171238376 8.531248671370633
1485177153 - 1485263553
  29.4193 84.78849171238376 8.531248671370633
1485177163 - 1485263563
  45.4886 91.07730456963016 12.89468239168138
1485177173 - 1485263573
  30.1661 86.16109881174854 10.058442152821929
1485177183 - 1485263583
  30.1661 86.16109881174854 10.058442152821929
1485177193 - 1485263593
  23.3573 71.28118644816615 6.88269494352532
1485177203 - 1485263603
  28.6828 83.76259796203581 6.88269494352532
1485177213 - 1485263613
  28.6828 83.76259796203581 6.88269494352532
1485177223 - 1485263623
  46.0462 85.59462441394716 10.117365271745328
1485177233 - 1485263633
  30.3885 69.17185492535525 10.05651226098416
1485177243 - 1485263643
  30.3885 69.17185492535525 10.05651226098416
1485177253 - 1485263653
  23.6762 54.688338973125 8.531248671370633
1485177263 - 1485263663
  29.4152 84.78849171238376 8.531248671370633
1485177273 - 1485263673
  29.4152 84.78849171238376 8.531248671370633
1485177283 - 1485263683
  45.4845 91.07730456963016 12.89468239168138
1485177293 - 1485263693
  30.1519 86.16109881174854 10.058442152821929
1485177303 - 1485263703
  30.1519 86.16109881174854 10.058442152821929
1485177313 - 1485263713
  23.3429 71.28118644816615 6.88269494352532
1485177323 - 1485263723
  28.68 83.76259796203581 6.88269494352532
1485177333 - 1485263733
  28.68 83.76259796203581 6.88269494352532
1485177343 - 1485263743
  46.0562 85.59462441394716 10.117365271745328
1485177353 - 1485263753
  30.4032 69.17185492535525 10.05651226098416
1485177363 - 1485263763
  30.4032 69.17185492535525 10.05651226098416
1485177373 - 1485263773
  23.6863 54.688338973125 8.531248671370633
1485177383 - 1485263783
  29.4162 84.78849171238376 8.531248671370633
1485177393 - 1485263793
  29.4162 84.78849171238376 8.531248671370633
1485177403 - 1485263803
  45.4786 91.07730456963016 12.89468239168138
1485177413 - 1485263813
  30.1603 86.16109881174854 10.058442152821929
1485177423 - 1485263823
  30.1603 86.16109881174854 10.058442152821929
1485177433 - 1485263833
  23.3607 71.28118644816615 6.88269494352532
1485177443 - 1485263843
  28.6799 83.76259796203581 6.88269494352532
1485177453 - 1485263853
  28.6799 83.76259796203581 6.88269494352532
1485177463 - 1485263863
  46.0343 85.59462441394716 10.117365271745328
1485177473 - 1485263873
  30.4131 69.17185492535525 10.05651226098416
1485177483 - 1485263883
  30.4131 69.17185492535525 10.05651226098416
1485177493 - 1485263893
  23.6967 54.688338973125 8.531248671370633
1485177503 - 1485263903
  29.4212 84.78849171238376 8.531248671370633
1485177513 - 1485263913
  29.4212 84.78849171238376 8.531248671370633

response-start-1485177393.json

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I'm still not 100% sure if this demonstrate incorrect behaviour or not - it's linked to prometheus/prometheus#2364 which is certainly surprising and difficult to work with if it's not actually incorrect.

In this case the two example data sets given with 10 second sliding window difference should overlap by 23 hours 59 mins and 50 seconds. Given a sample rate of ~4 hz, there should be 5760 samples present to base the data on.

At most we expect a 10 second shift in window to have dropped one sample from the beginning and picked up one from the end (there are no null samples in these responses) which means that 5758 samples must be the same.

It is surprising to me that the mean across two sets of samples interpolated from the same raw data of that size would end up with means that vary as much as 100% (23 - 46 percent CPU usage in the script results above).