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Upgrade ES Client to 8.x #1669

Merged
merged 73 commits into from
Mar 4, 2023
Merged

Upgrade ES Client to 8.x #1669

merged 73 commits into from
Mar 4, 2023

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b-deam
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@b-deam b-deam commented Feb 10, 2023

Note for reviewers:

  • I have tested this locally against 6.8.23, 7.13 - 7.17, and 8.6.0
  • I have tested with both local and remote metrics stores (including Elastic Cloud)
  • The use of the body parameter in client methods is pervasive across the code base, luckily for us the 8.6 release has an internal decorator that rewrites these params and logs a deprecation warning
  • The previously global request_timeout param is now a transport option that must be set via the client's respective options() method (e.g. es.options(request_timeout=..).search(..)). Again, luckily for us the client rewrites this parameter and sets the corresponding transport option and logs a deprecation warning

A high level overview of my plan:

Closes #1350

Mike Baamonde and others added 30 commits June 3, 2022 12:56
Also add the elastic-transport library as a dependency.
…lity.

As of 8.0.0, transport logic has been moved out of `elasticsearch-py` and into a
standalone library, `elastic-transport-python`. This includes substantial changes
to the lower-level APIs for configuring client objects. This commit adjusts
accordingly, but preserves Rally's previous behavior.

This commit also reproduces the product verification behavior of `v7.14.0` of the
client:
https://github.com/elastic/elasticsearch-py/blob/v7.14.0/elasticsearch/transport.py#L606

As of `v8.0.0`, the client determines whether the server is Elasticsearch by checking
whether HTTP responses contain the `X-elastic-product` header. If they do not, it raises
an `UnsupportedProductException`. This header was only introduced in Elasticsearch `7.14.0`,
however, so the client will consider any version of ES prior to `7.14.0` unsupported due to
responses not including it.

Because Rally needs to support versions of ES >= 6.8.0, we resurrect this earlier
logic for determining the authenticity of the server, which does not rely exclusively
on this header.
The client's `transport` object will no longer have a `hosts` attribute,
but will had a `node_pool` attribute.

Exceptions are also different-- a TransportError will not have a `status_code`
attribute, but should contain a status code as its `message`.
The ES client now requires kwargs, so we ensure that we do not use any
positional arguments.

The client also now distinguishes between a `TransportError` and an `ApiError`,
and `ElasticsearchException` has been removed. We adjust accordingly, albeit
with a TODO to revisit this.
This migrates to the new `TransportError`/`ApiError` approach, but it's a work
in progress and needs another pass before it's considered robust.
This is the new, preferred way of doing this, and these requests fail otherwise.
We should genericize this behavior across runners.
Using ssl= is the preferred way since 3.0 (aio-libs/aiohttp#2626) and
ssl_context= goes away in the next version, 4.0 (aio-libs/aiohttp#3548).
…ass,

and perform verification after the target request
@b-deam
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b-deam commented Feb 28, 2023

I re-ran the elastic/logs comparison, and I think I'm comfortable with the difference being run-to-run variation. This time the different in median throughput is < 1%:

-Median Throughput |                             bulk-index | 22988.9         | 22772.2         |    -216.708   | docs/s |   -0.94% |

To further confirm I compared the bulk-index throughput to the nightly benchmarks over the last 7 weeks:
image

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This is really great work @b-deam.

One question/suggestion: Do you think it's worth running a CCS benchmark with this PR? A priori, I don't think there would be any issues there, but instantiating clients for multiple clusters is a code path that isn't otherwise exercised by the testing you've done, so it may be worth a sanity check.

docs/migrate.rst Outdated Show resolved Hide resolved
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b-deam commented Mar 2, 2023

This is really great work @b-deam.

One question/suggestion: Do you think it's worth running a CCS benchmark with this PR? A priori, I don't think there would be any issues there, but instantiating clients for multiple clusters is a code path that isn't otherwise exercised by the testing you've done, so it may be worth a sanity check.

Good suggestion. I tested the CCS challenge locally, but for completeness' sake I ran a comparison using the nightly configuration. The results look OK to me.

ccs
baseline: 218b1a1e-e73e-4aba-a895-bdfe6ac5d47c
contender: 51ed0fb6-5e2a-476f-9e86-00bcbdd0ec19
$ esrally compare --baseline 218b1a1e-e73e-4aba-a895-bdfe6ac5d47c --contender 51ed0fb6-5e2a-476f-9e86-00bcbdd0ec19

    ____        ____
   / __ \____ _/ / /_  __
  / /_/ / __ `/ / / / / /
 / _, _/ /_/ / / / /_/ /
/_/ |_|\__,_/_/_/\__, /
                /____/


Comparing baseline
  Race ID: 218b1a1e-e73e-4aba-a895-bdfe6ac5d47c
  Race timestamp: 2022-12-25 20:00:00
  Challenge: cross-clusters-search-and-snapshot
  Car: external
  User tags: benchmark-name=ccs, benchmark-type=rally-es-client-upgrade, created-by=esbench, division=engineering, env-id=27e4c9c7-e516-4572-8d56-9cba273853a7, git-username=Brad Deam, host-username=bradleydeam, org=elasticsearch, project=esbench-nightly, setup=esbench, team=performance

with contender
  Race ID: 51ed0fb6-5e2a-476f-9e86-00bcbdd0ec19
  Race timestamp: 2022-12-25 20:00:00
  Challenge: cross-clusters-search-and-snapshot
  Car: external
  User tags: benchmark-name=ccs, benchmark-type=rally-es-client-upgrade, created-by=esbench, division=engineering, env-id=e7ec9d18-e84f-46a3-9ea4-5d113ec9e579, git-username=Brad Deam, host-username=bradleydeam, org=elasticsearch, project=esbench-nightly, setup=esbench, team=performance

------------------------------------------------------
    _______             __   _____
   / ____(_)___  ____ _/ /  / ___/_________  ________
  / /_  / / __ \/ __ `/ /   \__ \/ ___/ __ \/ ___/ _ \
 / __/ / / / / / /_/ / /   ___/ / /__/ /_/ / /  /  __/
/_/   /_/_/ /_/\__,_/_/   /____/\___/\____/_/   \___/
------------------------------------------------------
            
|                                                        Metric |                                                                  Task |         Baseline |        Contender |          Diff |   Unit |   Diff % |
|--------------------------------------------------------------:|----------------------------------------------------------------------:|-----------------:|-----------------:|--------------:|-------:|---------:|
|                    Cumulative indexing time of primary shards |                                                                       |    121.781       |    120.467       |      -1.3146  |    min |   -1.08% |
|             Min cumulative indexing time across primary shard |                                                                       |      0.00378333  |      0.00381667  |       3e-05   |    min |   +0.88% |
|          Median cumulative indexing time across primary shard |                                                                       |      0.0186333   |      0.0182333   |      -0.0004  |    min |   -2.15% |
|             Max cumulative indexing time across primary shard |                                                                       |      0.25585     |      0.259267    |       0.00342 |    min |   +1.34% |
|           Cumulative indexing throttle time of primary shards |                                                                       |      0           |      0           |       0       |    min |    0.00% |
|    Min cumulative indexing throttle time across primary shard |                                                                       |      0           |      0           |       0       |    min |    0.00% |
| Median cumulative indexing throttle time across primary shard |                                                                       |      0           |      0           |       0       |    min |    0.00% |
|    Max cumulative indexing throttle time across primary shard |                                                                       |      0           |      0           |       0       |    min |    0.00% |
|                       Cumulative merge time of primary shards |                                                                       |    121.869       |    125.728       |       3.85937 |    min |   +3.17% |
|                      Cumulative merge count of primary shards |                                                                       |  25085           |  25279           |     194       |        |   +0.77% |
|                Min cumulative merge time across primary shard |                                                                       |      0.000183333 |      0.0002      |       2e-05   |    min |   +9.09% |
|             Median cumulative merge time across primary shard |                                                                       |      0.0025      |      0.0027      |       0.0002  |    min |   +8.00% |
|                Max cumulative merge time across primary shard |                                                                       |      0.48085     |      0.528917    |       0.04807 |    min |  +10.00% |
|              Cumulative merge throttle time of primary shards |                                                                       |      0           |      0           |       0       |    min |    0.00% |
|       Min cumulative merge throttle time across primary shard |                                                                       |      0           |      0           |       0       |    min |    0.00% |
|    Median cumulative merge throttle time across primary shard |                                                                       |      0           |      0           |       0       |    min |    0.00% |
|       Max cumulative merge throttle time across primary shard |                                                                       |      0           |      0           |       0       |    min |    0.00% |
|                     Cumulative refresh time of primary shards |                                                                       |    109.815       |    110.781       |       0.96625 |    min |   +0.88% |
|                    Cumulative refresh count of primary shards |                                                                       | 201570           | 202507           |     937       |        |   +0.46% |
|              Min cumulative refresh time across primary shard |                                                                       |      0.00025     |      0.000283333 |       3e-05   |    min |  +13.33% |
|           Median cumulative refresh time across primary shard |                                                                       |      0.00705833  |      0.00736667  |       0.00031 |    min |   +4.37% |
|              Max cumulative refresh time across primary shard |                                                                       |      0.301733    |      0.308333    |       0.0066  |    min |   +2.19% |
|                       Cumulative flush time of primary shards |                                                                       |      2.23607     |      2.39573     |       0.15967 |    min |   +7.14% |
|                      Cumulative flush count of primary shards |                                                                       |   4756           |   4750           |      -6       |        |   -0.13% |
|                Min cumulative flush time across primary shard |                                                                       |      0           |      0           |       0       |    min |    0.00% |
|             Median cumulative flush time across primary shard |                                                                       |      0.000333333 |      0.0003      |      -3e-05   |    min |  -10.00% |
|                Max cumulative flush time across primary shard |                                                                       |      0.0120167   |      0.0116      |      -0.00042 |    min |   -3.47% |
|                                       Total Young Gen GC time |                                                                       |    151.959       |    151.062       |      -0.897   |      s |   -0.59% |
|                                      Total Young Gen GC count |                                                                       |   1555           |   1534           |     -21       |        |   -1.35% |
|                                         Total Old Gen GC time |                                                                       |      0           |      0           |       0       |      s |    0.00% |
|                                        Total Old Gen GC count |                                                                       |      0           |      0           |       0       |        |    0.00% |
|                                                    Store size |                                                                       |     10.6716      |     10.6759      |       0.00434 |     GB |   +0.04% |
|                                                 Translog size |                                                                       |      0.000166474 |      0.000166474 |       0       |     GB |    0.00% |
|                                        Heap used for segments |                                                                       |      0           |      0           |       0       |     MB |    0.00% |
|                                      Heap used for doc values |                                                                       |      0           |      0           |       0       |     MB |    0.00% |
|                                           Heap used for terms |                                                                       |      0           |      0           |       0       |     MB |    0.00% |
|                                           Heap used for norms |                                                                       |      0           |      0           |       0       |     MB |    0.00% |
|                                          Heap used for points |                                                                       |      0           |      0           |       0       |     MB |    0.00% |
|                                   Heap used for stored fields |                                                                       |      0           |      0           |       0       |     MB |    0.00% |
|                                                 Segment count |                                                                       |   3250           |   3250           |       0       |        |    0.00% |
|                                   Total Ingest Pipeline count |                                                                       |      9.83069e+07 |      9.83069e+07 |       0       |        |    0.00% |
|                                    Total Ingest Pipeline time |                                                                       |      1.19726e+07 |      1.14634e+07 | -509234       |     ms |   -4.25% |
|                                  Total Ingest Pipeline failed |                                                                       |      0           |      0           |       0       |        |    0.00% |
|                                                Min Throughput |                           delete-existing-datastreams-on-all-clusters |      6.79743     |      6.64217     |      -0.15526 |  ops/s |   -2.28% |
|                                               Mean Throughput |                           delete-existing-datastreams-on-all-clusters |      6.79743     |      6.64217     |      -0.15526 |  ops/s |   -2.28% |
|                                             Median Throughput |                           delete-existing-datastreams-on-all-clusters |      6.79743     |      6.64217     |      -0.15526 |  ops/s |   -2.28% |
|                                                Max Throughput |                           delete-existing-datastreams-on-all-clusters |      6.79743     |      6.64217     |      -0.15526 |  ops/s |   -2.28% |
|                                      100th percentile latency |                           delete-existing-datastreams-on-all-clusters |    292.499       |    299.258       |       6.75897 |     ms |   +2.31% |
|                                 100th percentile service time |                           delete-existing-datastreams-on-all-clusters |    292.499       |    299.258       |       6.75897 |     ms |   +2.31% |
|                                                    error rate |                           delete-existing-datastreams-on-all-clusters |      0           |      0           |       0       |      % |    0.00% |
|                                                Min Throughput |                                tune-recovery-settings-on-all-clusters |      3.33942     |      3.37792     |       0.03849 |  ops/s |   +1.15% |
|                                               Mean Throughput |                                tune-recovery-settings-on-all-clusters |      3.33942     |      3.37792     |       0.03849 |  ops/s |   +1.15% |
|                                             Median Throughput |                                tune-recovery-settings-on-all-clusters |      3.33942     |      3.37792     |       0.03849 |  ops/s |   +1.15% |
|                                                Max Throughput |                                tune-recovery-settings-on-all-clusters |      3.33942     |      3.37792     |       0.03849 |  ops/s |   +1.15% |
|                                      100th percentile latency |                                tune-recovery-settings-on-all-clusters |    298.628       |    294.712       |      -3.91669 |     ms |   -1.31% |
|                                 100th percentile service time |                                tune-recovery-settings-on-all-clusters |    298.628       |    294.712       |      -3.91669 |     ms |   -1.31% |
|                                                    error rate |                                tune-recovery-settings-on-all-clusters |      0           |      0           |       0       |      % |    0.00% |
|                                                Min Throughput |                                                      insert-pipelines |     12.7278      |     11.5084      |      -1.2194  |  ops/s |   -9.58% |
|                                               Mean Throughput |                                                      insert-pipelines |     12.7278      |     11.5084      |      -1.2194  |  ops/s |   -9.58% |
|                                             Median Throughput |                                                      insert-pipelines |     12.7278      |     11.5084      |      -1.2194  |  ops/s |   -9.58% |
|                                                Max Throughput |                                                      insert-pipelines |     12.7278      |     11.5084      |      -1.2194  |  ops/s |   -9.58% |
|                                      100th percentile latency |                                                      insert-pipelines |   1177.02        |   1294           |     116.98    |     ms |   +9.94% |
|                                 100th percentile service time |                                                      insert-pipelines |   1177.02        |   1294           |     116.98    |     ms |   +9.94% |
|                                                    error rate |                                                      insert-pipelines |      0           |      0           |       0       |      % |    0.00% |
|                                                Min Throughput |                                                            insert-ilm |     27.9609      |     27.291       |      -0.66988 |  ops/s |   -2.40% |
|                                               Mean Throughput |                                                            insert-ilm |     27.9609      |     27.291       |      -0.66988 |  ops/s |   -2.40% |
|                                             Median Throughput |                                                            insert-ilm |     27.9609      |     27.291       |      -0.66988 |  ops/s |   -2.40% |
|                                                Max Throughput |                                                            insert-ilm |     27.9609      |     27.291       |      -0.66988 |  ops/s |   -2.40% |
|                                      100th percentile latency |                                                            insert-ilm |     34.6168      |     34.5742      |      -0.04253 |     ms |   -0.12% |
|                                 100th percentile service time |                                                            insert-ilm |     34.6168      |     34.5742      |      -0.04253 |     ms |   -0.12% |
|                                                    error rate |                                                            insert-ilm |      0           |      0           |       0       |      % |    0.00% |
|                                                Min Throughput |                                validate-package-template-installation |     45.8875      |     50.0293      |       4.14174 |  ops/s |   +9.03% |
|                                               Mean Throughput |                                validate-package-template-installation |     45.8875      |     50.0293      |       4.14174 |  ops/s |   +9.03% |
|                                             Median Throughput |                                validate-package-template-installation |     45.8875      |     50.0293      |       4.14174 |  ops/s |   +9.03% |
|                                                Max Throughput |                                validate-package-template-installation |     45.8875      |     50.0293      |       4.14174 |  ops/s |   +9.03% |
|                                      100th percentile latency |                                validate-package-template-installation |     21.3813      |     19.5102      |      -1.87109 |     ms |   -8.75% |
|                                 100th percentile service time |                                validate-package-template-installation |     21.3813      |     19.5102      |      -1.87109 |     ms |   -8.75% |
|                                                    error rate |                                validate-package-template-installation |      0           |      0           |       0       |      % |    0.00% |
|                                                Min Throughput |                                       update-custom-package-templates |     25.8823      |     24.4688      |      -1.41351 |  ops/s |   -5.46% |
|                                               Mean Throughput |                                       update-custom-package-templates |     25.8823      |     24.4688      |      -1.41351 |  ops/s |   -5.46% |
|                                             Median Throughput |                                       update-custom-package-templates |     25.8823      |     24.4688      |      -1.41351 |  ops/s |   -5.46% |
|                                                Max Throughput |                                       update-custom-package-templates |     25.8823      |     24.4688      |      -1.41351 |  ops/s |   -5.46% |
|                                      100th percentile latency |                                       update-custom-package-templates |    463.235       |    489.939       |      26.7045  |     ms |   +5.76% |
|                                 100th percentile service time |                                       update-custom-package-templates |    463.235       |    489.939       |      26.7045  |     ms |   +5.76% |
|                                                    error rate |                                       update-custom-package-templates |      0           |      0           |       0       |      % |    0.00% |
|                                                Min Throughput |                                                            bulk-index |   5974.36        |   1619.33        |   -4355.03    | docs/s |  -72.90% |
|                                               Mean Throughput |                                                            bulk-index |   9446.91        |   9512.2         |      65.2976  | docs/s |   +0.69% |
|                                             Median Throughput |                                                            bulk-index |   9326.87        |   9388.87        |      61.9944  | docs/s |   +0.66% |
|                                                Max Throughput |                                                            bulk-index |  10526.6         |  16442.7         |    5916.02    | docs/s |  +56.20% |
|                                       50th percentile latency |                                                            bulk-index |   3070.81        |   3040.4         |     -30.4023  |     ms |   -0.99% |
|                                       90th percentile latency |                                                            bulk-index |   4271.13        |   4281.41        |      10.2838  |     ms |   +0.24% |
|                                       99th percentile latency |                                                            bulk-index |   6073.46        |   6110.36        |      36.9023  |     ms |   +0.61% |
|                                     99.9th percentile latency |                                                            bulk-index |   7507.86        |   7603.37        |      95.5115  |     ms |   +1.27% |
|                                    99.99th percentile latency |                                                            bulk-index |   9021.62        |   8695.52        |    -326.096   |     ms |   -3.61% |
|                                      100th percentile latency |                                                            bulk-index |   9807.61        |   8939.99        |    -867.621   |     ms |   -8.85% |
|                                  50th percentile service time |                                                            bulk-index |   3070.75        |   3040.16        |     -30.5882  |     ms |   -1.00% |
|                                  90th percentile service time |                                                            bulk-index |   4270.78        |   4282.5         |      11.715   |     ms |   +0.27% |
|                                  99th percentile service time |                                                            bulk-index |   6076.07        |   6112.52        |      36.4469  |     ms |   +0.60% |
|                                99.9th percentile service time |                                                            bulk-index |   7507.86        |   7603.37        |      95.5115  |     ms |   +1.27% |
|                               99.99th percentile service time |                                                            bulk-index |   9021.62        |   8695.52        |    -326.096   |     ms |   -3.61% |
|                                 100th percentile service time |                                                            bulk-index |   9807.61        |   8939.99        |    -867.621   |     ms |   -8.85% |
|                                                    error rate |                                                            bulk-index |      0           |      0           |       0       |      % |    0.00% |
|                                                Min Throughput |                       register-snapshot-repository-on-remote-clusters |      0.627022    |      0.616449    |      -0.01057 |  ops/s |   -1.69% |
|                                               Mean Throughput |                       register-snapshot-repository-on-remote-clusters |      0.627022    |      0.616449    |      -0.01057 |  ops/s |   -1.69% |
|                                             Median Throughput |                       register-snapshot-repository-on-remote-clusters |      0.627022    |      0.616449    |      -0.01057 |  ops/s |   -1.69% |
|                                                Max Throughput |                       register-snapshot-repository-on-remote-clusters |      0.627022    |      0.616449    |      -0.01057 |  ops/s |   -1.69% |
|                                      100th percentile latency |                       register-snapshot-repository-on-remote-clusters |   1594.15        |   1619.12        |      24.9664  |     ms |   +1.57% |
|                                 100th percentile service time |                       register-snapshot-repository-on-remote-clusters |   1594.15        |   1619.12        |      24.9664  |     ms |   +1.57% |
|                                                    error rate |                       register-snapshot-repository-on-remote-clusters |      0           |      0           |       0       |      % |    0.00% |
|                                                Min Throughput |                            create-snapshot-many-clusters-ccs-snapshot |     15.395       |     12.2879      |      -3.10718 |  ops/s |  -20.18% |
|                                               Mean Throughput |                            create-snapshot-many-clusters-ccs-snapshot |     15.395       |     12.2879      |      -3.10718 |  ops/s |  -20.18% |
|                                             Median Throughput |                            create-snapshot-many-clusters-ccs-snapshot |     15.395       |     12.2879      |      -3.10718 |  ops/s |  -20.18% |
|                                                Max Throughput |                            create-snapshot-many-clusters-ccs-snapshot |     15.395       |     12.2879      |      -3.10718 |  ops/s |  -20.18% |
|                                      100th percentile latency |                            create-snapshot-many-clusters-ccs-snapshot |     64.5192      |     79.2015      |      14.6823  |     ms |  +22.76% |
|                                 100th percentile service time |                            create-snapshot-many-clusters-ccs-snapshot |     64.5192      |     79.2015      |      14.6823  |     ms |  +22.76% |
|                                                    error rate |                            create-snapshot-many-clusters-ccs-snapshot |      0           |      0           |       0       |      % |    0.00% |
|                                                Min Throughput |                          wait-for-snapshot-many-clusters-ccs-snapshot |      3.13262e+07 |      3.16819e+07 |  355640       | byte/s |   +1.14% |
|                                               Mean Throughput |                          wait-for-snapshot-many-clusters-ccs-snapshot |      3.13262e+07 |      3.16819e+07 |  355640       | byte/s |   +1.14% |
|                                             Median Throughput |                          wait-for-snapshot-many-clusters-ccs-snapshot |      3.13262e+07 |      3.16819e+07 |  355640       | byte/s |   +1.14% |
|                                                Max Throughput |                          wait-for-snapshot-many-clusters-ccs-snapshot |      3.13262e+07 |      3.16819e+07 |  355640       | byte/s |   +1.14% |
|                                      100th percentile latency |                          wait-for-snapshot-many-clusters-ccs-snapshot | 518136           | 509989           |   -8146.97    |     ms |   -1.57% |
|                                 100th percentile service time |                          wait-for-snapshot-many-clusters-ccs-snapshot | 518136           | 509989           |   -8146.97    |     ms |   -1.57% |
|                                                    error rate |                          wait-for-snapshot-many-clusters-ccs-snapshot |      0           |      0           |       0       |      % |    0.00% |
|                                                Min Throughput |        recover-snapshot-many-clusters-ccs-snapshot-on-remote-clusters |      0.170329    |      0.171223    |       0.00089 |  ops/s |   +0.52% |
|                                               Mean Throughput |        recover-snapshot-many-clusters-ccs-snapshot-on-remote-clusters |      0.170329    |      0.171223    |       0.00089 |  ops/s |   +0.52% |
|                                             Median Throughput |        recover-snapshot-many-clusters-ccs-snapshot-on-remote-clusters |      0.170329    |      0.171223    |       0.00089 |  ops/s |   +0.52% |
|                                                Max Throughput |        recover-snapshot-many-clusters-ccs-snapshot-on-remote-clusters |      0.170329    |      0.171223    |       0.00089 |  ops/s |   +0.52% |
|                                      100th percentile latency |        recover-snapshot-many-clusters-ccs-snapshot-on-remote-clusters |   5869.71        |   5837.79        |     -31.9185  |     ms |   -0.54% |
|                                 100th percentile service time |        recover-snapshot-many-clusters-ccs-snapshot-on-remote-clusters |   5869.71        |   5837.79        |     -31.9185  |     ms |   -0.54% |
|                                                    error rate |        recover-snapshot-many-clusters-ccs-snapshot-on-remote-clusters |      0           |      0           |       0       |      % |    0.00% |
|                                                Min Throughput | wait-for-snapshot-recovery-many-clusters-ccs-snapshot-on-all-clusters |      0.000949647 |      0.000988958 |       4e-05   |  ops/s |   +4.14% |
|                                               Mean Throughput | wait-for-snapshot-recovery-many-clusters-ccs-snapshot-on-all-clusters |      0.000949647 |      0.000988958 |       4e-05   |  ops/s |   +4.14% |
|                                             Median Throughput | wait-for-snapshot-recovery-many-clusters-ccs-snapshot-on-all-clusters |      0.000949647 |      0.000988958 |       4e-05   |  ops/s |   +4.14% |
|                                                Max Throughput | wait-for-snapshot-recovery-many-clusters-ccs-snapshot-on-all-clusters |      0.000949647 |      0.000988958 |       4e-05   |  ops/s |   +4.14% |
|                                      100th percentile latency | wait-for-snapshot-recovery-many-clusters-ccs-snapshot-on-all-clusters |      1.05302e+06 |      1.01116e+06 |  -41858.2     |     ms |   -3.98% |
|                                 100th percentile service time | wait-for-snapshot-recovery-many-clusters-ccs-snapshot-on-all-clusters |      1.05302e+06 |      1.01116e+06 |  -41858.2     |     ms |   -3.98% |
|                                                    error rate | wait-for-snapshot-recovery-many-clusters-ccs-snapshot-on-all-clusters |      0           |      0           |       0       |      % |    0.00% |
|                                                Min Throughput |                                     check-cluster-health-all-clusters |      3.8425      |      3.75721     |      -0.08529 |  ops/s |   -2.22% |
|                                               Mean Throughput |                                     check-cluster-health-all-clusters |      3.8425      |      3.75721     |      -0.08529 |  ops/s |   -2.22% |
|                                             Median Throughput |                                     check-cluster-health-all-clusters |      3.8425      |      3.75721     |      -0.08529 |  ops/s |   -2.22% |
|                                                Max Throughput |                                     check-cluster-health-all-clusters |      3.8425      |      3.75721     |      -0.08529 |  ops/s |   -2.22% |
|                                      100th percentile latency |                                     check-cluster-health-all-clusters |    259.281       |    263.498       |       4.21741 |     ms |   +1.63% |
|                                 100th percentile service time |                                     check-cluster-health-all-clusters |    259.281       |    263.498       |       4.21741 |     ms |   +1.63% |
|                                                    error rate |                                     check-cluster-health-all-clusters |      0           |      0           |       0       |      % |    0.00% |
|                                                Min Throughput |                                  setup-bi-directional-remote-clusters |      0.435378    |      0.432788    |      -0.00259 |  ops/s |   -0.59% |
|                                               Mean Throughput |                                  setup-bi-directional-remote-clusters |      0.435378    |      0.432788    |      -0.00259 |  ops/s |   -0.59% |
|                                             Median Throughput |                                  setup-bi-directional-remote-clusters |      0.435378    |      0.432788    |      -0.00259 |  ops/s |   -0.59% |
|                                                Max Throughput |                                  setup-bi-directional-remote-clusters |      0.435378    |      0.432788    |      -0.00259 |  ops/s |   -0.59% |
|                                      100th percentile latency |                                  setup-bi-directional-remote-clusters |   2296.34        |   2310.01        |      13.6631  |     ms |   +0.59% |
|                                 100th percentile service time |                                  setup-bi-directional-remote-clusters |   2296.34        |   2310.01        |      13.6631  |     ms |   +0.59% |
|                                                    error rate |                                  setup-bi-directional-remote-clusters |      0           |      0           |       0       |      % |    0.00% |
|                                                Min Throughput |                               reset-recovery-settings-on-all-clusters |      3.37303     |      3.31428     |      -0.05876 |  ops/s |   -1.74% |
|                                               Mean Throughput |                               reset-recovery-settings-on-all-clusters |      3.37303     |      3.31428     |      -0.05876 |  ops/s |   -1.74% |
|                                             Median Throughput |                               reset-recovery-settings-on-all-clusters |      3.37303     |      3.31428     |      -0.05876 |  ops/s |   -1.74% |
|                                                Max Throughput |                               reset-recovery-settings-on-all-clusters |      3.37303     |      3.31428     |      -0.05876 |  ops/s |   -1.74% |
|                                      100th percentile latency |                               reset-recovery-settings-on-all-clusters |    295.802       |    300.963       |       5.16156 |     ms |   +1.74% |
|                                 100th percentile service time |                               reset-recovery-settings-on-all-clusters |    295.802       |    300.963       |       5.16156 |     ms |   +1.74% |
|                                                    error rate |                               reset-recovery-settings-on-all-clusters |      0           |      0           |       0       |      % |    0.00% |
|                                                Min Throughput |                                                       discover/search |      0.00228331  |      0.00228458  |       0       |  ops/s |   +0.06% |
|                                               Mean Throughput |                                                       discover/search |      0.00347744  |      0.00347908  |       0       |  ops/s |   +0.05% |
|                                             Median Throughput |                                                       discover/search |      0.00353725  |      0.00353854  |       0       |  ops/s |   +0.04% |
|                                                Max Throughput |                                                       discover/search |      0.00455195  |      0.00455467  |       0       |  ops/s |   +0.06% |
|                                       50th percentile latency |                                                       discover/search |   3118.47        |   2992.23        |    -126.241   |     ms |   -4.05% |
|                                      100th percentile latency |                                                       discover/search |   3787.64        |   3878.36        |      90.7241  |     ms |   +2.40% |
|                                  50th percentile service time |                                                       discover/search |   1099.33        |   1390.95        |     291.622   |     ms |  +26.53% |
|                                 100th percentile service time |                                                       discover/search |   1774.22        |   1696.47        |     -77.7512  |     ms |   -4.38% |
|                                                    error rate |                                                       discover/search |      0           |      0           |       0       |      % |    0.00% |
|                                                Min Throughput |                               discover/search/no_minimized_roundtrips |      0.00205669  |      0.00205608  |      -0       |  ops/s |   -0.03% |
|                                               Mean Throughput |                               discover/search/no_minimized_roundtrips |      0.00249479  |      0.00249377  |      -0       |  ops/s |   -0.04% |
|                                             Median Throughput |                               discover/search/no_minimized_roundtrips |      0.00249479  |      0.00249377  |      -0       |  ops/s |   -0.04% |
|                                                Max Throughput |                               discover/search/no_minimized_roundtrips |      0.00293289  |      0.00293145  |      -0       |  ops/s |   -0.05% |
|                                       50th percentile latency |                               discover/search/no_minimized_roundtrips | 124688           | 125130           |     442.34    |     ms |   +0.35% |
|                                      100th percentile latency |                               discover/search/no_minimized_roundtrips | 149497           | 150018           |     521.141   |     ms |   +0.35% |
|                                  50th percentile service time |                               discover/search/no_minimized_roundtrips |  49845.1         |  50033.6         |     188.475   |     ms |   +0.38% |
|                                 100th percentile service time |                               discover/search/no_minimized_roundtrips |  50236.7         |  50453.5         |     216.754   |     ms |   +0.43% |
|                                                    error rate |                               discover/search/no_minimized_roundtrips |      0           |      0           |       0       |      % |    0.00% |
|                                                Min Throughput |                                                    discover/visualize |      0.00231261  |      0.00231337  |       0       |  ops/s |   +0.03% |
|                                               Mean Throughput |                                                    discover/visualize |      0.00485273  |      0.00485428  |       0       |  ops/s |   +0.03% |
|                                             Median Throughput |                                                    discover/visualize |      0.00517466  |      0.00517652  |       0       |  ops/s |   +0.04% |
|                                                Max Throughput |                                                    discover/visualize |      0.00683491  |      0.00683712  |       0       |  ops/s |   +0.03% |
|                                       50th percentile latency |                                                    discover/visualize |   1265.31        |   1221.07        |     -44.24    |     ms |   -3.50% |
|                                      100th percentile latency |                                                    discover/visualize |   2226.01        |   2160.46        |     -65.5498  |     ms |   -2.94% |
|                                  50th percentile service time |                                                    discover/visualize |   1104           |   1090.64        |     -13.3573  |     ms |   -1.21% |
|                                 100th percentile service time |                                                    discover/visualize |   2225.53        |   2141.38        |     -84.145   |     ms |   -3.78% |
|                                                    error rate |                                                    discover/visualize |      0           |      0           |       0       |      % |    0.00% |
|                                                Min Throughput |                            discover/visualize/no_minimized_roundtrips |      0.00218627  |      0.00218443  |      -0       |  ops/s |   -0.08% |
|                                               Mean Throughput |                            discover/visualize/no_minimized_roundtrips |      0.00307764  |      0.00307429  |      -0       |  ops/s |   -0.11% |
|                                             Median Throughput |                            discover/visualize/no_minimized_roundtrips |      0.003108    |      0.00310475  |      -0       |  ops/s |   -0.10% |
|                                                Max Throughput |                            discover/visualize/no_minimized_roundtrips |      0.00393865  |      0.0039337   |      -0       |  ops/s |   -0.13% |
|                                       50th percentile latency |                            discover/visualize/no_minimized_roundtrips | 123427           | 124351           |     923.664   |     ms |   +0.75% |
|                                      100th percentile latency |                            discover/visualize/no_minimized_roundtrips | 171022           | 172008           |     986.719   |     ms |   +0.58% |
|                                  50th percentile service time |                            discover/visualize/no_minimized_roundtrips |  50138.8         |  50366.7         |     227.906   |     ms |   +0.45% |
|                                 100th percentile service time |                            discover/visualize/no_minimized_roundtrips |  50323.3         |  50592.4         |     269.02    |     ms |   +0.53% |
|                                                    error rate |                            discover/visualize/no_minimized_roundtrips |      0           |      0           |       0       |      % |    0.00% |
|                                                Min Throughput |                                                                 kafka |      0.00501314  |      0.00501331  |       0       |  ops/s |    0.00% |
|                                               Mean Throughput |                                                                 kafka |      0.011064    |      0.0110643   |       0       |  ops/s |    0.00% |
|                                             Median Throughput |                                                                 kafka |      0.0108078   |      0.010808    |       0       |  ops/s |    0.00% |
|                                                Max Throughput |                                                                 kafka |      0.0183774   |      0.018378    |       0       |  ops/s |    0.00% |
|                                       50th percentile latency |                                                                 kafka |    579.42        |    570.366       |      -9.0545  |     ms |   -1.56% |
|                                      100th percentile latency |                                                                 kafka |    862.63        |    905.347       |      42.7164  |     ms |   +4.95% |
|                                  50th percentile service time |                                                                 kafka |    576.671       |    567.924       |      -8.74707 |     ms |   -1.52% |
|                                 100th percentile service time |                                                                 kafka |    788.854       |    681.839       |    -107.015   |     ms |  -13.57% |
|                                                    error rate |                                                                 kafka |      0           |      0           |       0       |      % |    0.00% |
|                                                Min Throughput |                                         kafka/no_minimized_roundtrips |      0.00493846  |      0.00493647  |      -0       |  ops/s |   -0.04% |
|                                               Mean Throughput |                                         kafka/no_minimized_roundtrips |      0.0106933   |      0.0106898   |      -0       |  ops/s |   -0.03% |
|                                             Median Throughput |                                         kafka/no_minimized_roundtrips |      0.0105239   |      0.0105217   |      -0       |  ops/s |   -0.02% |
|                                                Max Throughput |                                         kafka/no_minimized_roundtrips |      0.0174484   |      0.017433    |      -2e-05   |  ops/s |   -0.09% |
|                                       50th percentile latency |                                         kafka/no_minimized_roundtrips |  15283.7         |  15296.3         |      12.6743  |     ms |   +0.08% |
|                                      100th percentile latency |                                         kafka/no_minimized_roundtrips |  27475.4         |  27779.1         |     303.639   |     ms |   +1.11% |
|                                  50th percentile service time |                                         kafka/no_minimized_roundtrips |   8917.96        |   8943.3         |      25.3374  |     ms |   +0.28% |
|                                 100th percentile service time |                                         kafka/no_minimized_roundtrips |   9144.62        |   9174.73        |      30.1025  |     ms |   +0.33% |
|                                                    error rate |                                         kafka/no_minimized_roundtrips |      0           |      0           |       0       |      % |    0.00% |
|                                                Min Throughput |                                                                 nginx |      0.00639487  |      0.00640231  |       1e-05   |  ops/s |   +0.12% |
|                                               Mean Throughput |                                                                 nginx |      0.0228754   |      0.0228882   |       1e-05   |  ops/s |   +0.06% |
|                                             Median Throughput |                                                                 nginx |      0.023571    |      0.0235786   |       1e-05   |  ops/s |   +0.03% |
|                                                Max Throughput |                                                                 nginx |      0.0338225   |      0.0338351   |       1e-05   |  ops/s |   +0.04% |
|                                       50th percentile latency |                                                                 nginx |   2734.4         |   2523.41        |    -210.982   |     ms |   -7.72% |
|                                       90th percentile latency |                                                                 nginx |   4648.48        |   4600.98        |     -47.4985  |     ms |   -1.02% |
|                                      100th percentile latency |                                                                 nginx |   5985.47        |   6053.42        |      67.9507  |     ms |   +1.14% |
|                                  50th percentile service time |                                                                 nginx |   2274.54        |   2298.54        |      24.0051  |     ms |   +1.06% |
|                                  90th percentile service time |                                                                 nginx |   3118.58        |   3059.32        |     -59.2573  |     ms |   -1.90% |
|                                 100th percentile service time |                                                                 nginx |   4316.53        |   3810.15        |    -506.381   |     ms |  -11.73% |
|                                                    error rate |                                                                 nginx |      0           |      0           |       0       |      % |    0.00% |
|                                                Min Throughput |                                         nginx/no_minimized_roundtrips |      0.00554318  |      0.00554135  |      -0       |  ops/s |   -0.03% |
|                                               Mean Throughput |                                         nginx/no_minimized_roundtrips |      0.0133854   |      0.0133757   |      -1e-05   |  ops/s |   -0.07% |
|                                             Median Throughput |                                         nginx/no_minimized_roundtrips |      0.0147864   |      0.0147863   |      -0       |  ops/s |   -0.00% |
|                                                Max Throughput |                                         nginx/no_minimized_roundtrips |      0.0173465   |      0.0173397   |      -1e-05   |  ops/s |   -0.04% |
|                                       50th percentile latency |                                         nginx/no_minimized_roundtrips | 154031           | 154352           |     321       |     ms |   +0.21% |
|                                       90th percentile latency |                                         nginx/no_minimized_roundtrips | 297485           | 298397           |     912.525   |     ms |   +0.31% |
|                                      100th percentile latency |                                         nginx/no_minimized_roundtrips | 330457           | 331573           |    1116.44    |     ms |   +0.34% |
|                                  50th percentile service time |                                         nginx/no_minimized_roundtrips |  35692.6         |  35742.4         |      49.875   |     ms |   +0.14% |
|                                  90th percentile service time |                                         nginx/no_minimized_roundtrips |  52641.6         |  52898.8         |     257.241   |     ms |   +0.49% |
|                                 100th percentile service time |                                         nginx/no_minimized_roundtrips |  53357.6         |  53220.5         |    -137.156   |     ms |   -0.26% |
|                                                    error rate |                                         nginx/no_minimized_roundtrips |      0           |      0           |       0       |      % |    0.00% |
|                                                Min Throughput |                                                                apache |      0.0430125   |      0.0430118   |      -0       |  ops/s |   -0.00% |
|                                               Mean Throughput |                                                                apache |      0.0854283   |      0.0854202   |      -1e-05   |  ops/s |   -0.01% |
|                                             Median Throughput |                                                                apache |      0.0881506   |      0.0881434   |      -1e-05   |  ops/s |   -0.01% |
|                                                Max Throughput |                                                                apache |      0.135594    |      0.135573    |      -2e-05   |  ops/s |   -0.02% |
|                                       50th percentile latency |                                                                apache |    679.21        |    683.014       |       3.80383 |     ms |   +0.56% |
|                                       90th percentile latency |                                                                apache |    975.597       |    997.167       |      21.5702  |     ms |   +2.21% |
|                                      100th percentile latency |                                                                apache |   1319.49        |   1471.65        |     152.159   |     ms |  +11.53% |
|                                  50th percentile service time |                                                                apache |    643.467       |    625.495       |     -17.9714  |     ms |   -2.79% |
|                                  90th percentile service time |                                                                apache |    917.67        |    993.921       |      76.251   |     ms |   +8.31% |
|                                 100th percentile service time |                                                                apache |   1297.47        |   1469.62        |     172.153   |     ms |  +13.27% |
|                                                    error rate |                                                                apache |      0           |      0           |       0       |      % |    0.00% |
|                                                Min Throughput |                                        apache/no_minimized_roundtrips |      0.0469826   |      0.0469767   |      -1e-05   |  ops/s |   -0.01% |
|                                               Mean Throughput |                                        apache/no_minimized_roundtrips |      0.0644584   |      0.0642278   |      -0.00023 |  ops/s |   -0.36% |
|                                             Median Throughput |                                        apache/no_minimized_roundtrips |      0.0676609   |      0.0673621   |      -0.0003  |  ops/s |   -0.44% |
|                                                Max Throughput |                                        apache/no_minimized_roundtrips |      0.0736745   |      0.0733709   |      -0.0003  |  ops/s |   -0.41% |
|                                       50th percentile latency |                                        apache/no_minimized_roundtrips | 105515           | 107784           |    2268.93    |     ms |   +2.15% |
|                                       90th percentile latency |                                        apache/no_minimized_roundtrips | 135162           | 136280           |    1118.7     |     ms |   +0.83% |
|                                      100th percentile latency |                                        apache/no_minimized_roundtrips | 150284           | 151696           |    1411.94    |     ms |   +0.94% |
|                                  50th percentile service time |                                        apache/no_minimized_roundtrips |   8864.11        |   8887.94        |      23.8359  |     ms |   +0.27% |
|                                  90th percentile service time |                                        apache/no_minimized_roundtrips |  13589.8         |  13802.8         |     213.025   |     ms |   +1.57% |
|                                 100th percentile service time |                                        apache/no_minimized_roundtrips |  53689.9         |  54078.8         |     388.863   |     ms |   +0.72% |
|                                                    error rate |                                        apache/no_minimized_roundtrips |      0           |      0           |       0       |      % |    0.00% |
|                                                Min Throughput |                                                           system/auth |      0.0618102   |      0.0618097   |      -0       |  ops/s |   -0.00% |
|                                               Mean Throughput |                                                           system/auth |      0.105605    |      0.105588    |      -2e-05   |  ops/s |   -0.02% |
|                                             Median Throughput |                                                           system/auth |      0.105841    |      0.105839    |      -0       |  ops/s |   -0.00% |
|                                                Max Throughput |                                                           system/auth |      0.135613    |      0.135519    |      -9e-05   |  ops/s |   -0.07% |
|                                       50th percentile latency |                                                           system/auth |    769.523       |    804.585       |      35.0623  |     ms |   +4.56% |
|                                       90th percentile latency |                                                           system/auth |   1451.1         |   1597.07        |     145.968   |     ms |  +10.06% |
|                                      100th percentile latency |                                                           system/auth |   2153.97        |   2854.41        |     700.449   |     ms |  +32.52% |
|                                  50th percentile service time |                                                           system/auth |    713.603       |    743.489       |      29.8864  |     ms |   +4.19% |
|                                  90th percentile service time |                                                           system/auth |   1418.39        |   1446.22        |      27.8297  |     ms |   +1.96% |
|                                 100th percentile service time |                                                           system/auth |   1714.06        |   1990.35        |     276.289   |     ms |  +16.12% |
|                                                    error rate |                                                           system/auth |      0           |      0           |       0       |      % |    0.00% |
|                                                Min Throughput |                                   system/auth/no_minimized_roundtrips |      0.0310842   |      0.0309496   |      -0.00013 |  ops/s |   -0.43% |
|                                               Mean Throughput |                                   system/auth/no_minimized_roundtrips |      0.0430451   |      0.0429004   |      -0.00014 |  ops/s |   -0.34% |
|                                             Median Throughput |                                   system/auth/no_minimized_roundtrips |      0.0434394   |      0.0432975   |      -0.00014 |  ops/s |   -0.33% |
|                                                Max Throughput |                                   system/auth/no_minimized_roundtrips |      0.0519486   |      0.051781    |      -0.00017 |  ops/s |   -0.32% |
|                                       50th percentile latency |                                   system/auth/no_minimized_roundtrips | 399015           | 400762           |    1747.42    |     ms |   +0.44% |
|                                       90th percentile latency |                                   system/auth/no_minimized_roundtrips | 577365           | 580284           |    2918.41    |     ms |   +0.51% |
|                                      100th percentile latency |                                   system/auth/no_minimized_roundtrips | 590603           | 593199           |    2596.31    |     ms |   +0.44% |
|                                  50th percentile service time |                                   system/auth/no_minimized_roundtrips |   4974.38        |   4998.37        |      23.9854  |     ms |   +0.48% |
|                                  90th percentile service time |                                   system/auth/no_minimized_roundtrips |  49413.7         |  49469.8         |      56.1875  |     ms |   +0.11% |
|                                 100th percentile service time |                                   system/auth/no_minimized_roundtrips |  50250.8         |  50244           |      -6.84375 |     ms |   -0.01% |
|                                                    error rate |                                   system/auth/no_minimized_roundtrips |      0           |      0           |       0       |      % |    0.00% |
|                                                Min Throughput |                                               system/syslog/dashboard |      0.0396284   |      0.0396286   |       0       |  ops/s |    0.00% |
|                                               Mean Throughput |                                               system/syslog/dashboard |      0.0542198   |      0.0545029   |       0.00028 |  ops/s |   +0.52% |
|                                             Median Throughput |                                               system/syslog/dashboard |      0.0544903   |      0.0545031   |       1e-05   |  ops/s |   +0.02% |
|                                                Max Throughput |                                               system/syslog/dashboard |      0.0667024   |      0.0667026   |       0       |  ops/s |    0.00% |
|                                       50th percentile latency |                                               system/syslog/dashboard |    576.769       |    588.487       |      11.7179  |     ms |   +2.03% |
|                                       90th percentile latency |                                               system/syslog/dashboard |    960.935       |    960.733       |      -0.20248 |     ms |   -0.02% |
|                                      100th percentile latency |                                               system/syslog/dashboard |   1280.93        |   1581.61        |     300.683   |     ms |  +23.47% |
|                                  50th percentile service time |                                               system/syslog/dashboard |    573.981       |    586.893       |      12.9116  |     ms |   +2.25% |
|                                  90th percentile service time |                                               system/syslog/dashboard |    642.932       |    652.93        |       9.99825 |     ms |   +1.56% |
|                                 100th percentile service time |                                               system/syslog/dashboard |    682.784       |    839.746       |     156.962   |     ms |  +22.99% |
|                                                    error rate |                                               system/syslog/dashboard |      0           |      0           |       0       |      % |    0.00% |
|                                                Min Throughput |                       system/syslog/dashboard/no_minimized_roundtrips |      0.0368127   |      0.0368037   |      -1e-05   |  ops/s |   -0.02% |
|                                               Mean Throughput |                       system/syslog/dashboard/no_minimized_roundtrips |      0.0527674   |      0.052687    |      -8e-05   |  ops/s |   -0.15% |
|                                             Median Throughput |                       system/syslog/dashboard/no_minimized_roundtrips |      0.0521717   |      0.0521559   |      -2e-05   |  ops/s |   -0.03% |
|                                                Max Throughput |                       system/syslog/dashboard/no_minimized_roundtrips |      0.0732733   |      0.0729109   |      -0.00036 |  ops/s |   -0.49% |
|                                       50th percentile latency |                       system/syslog/dashboard/no_minimized_roundtrips |  50852.7         |  51315.1         |     462.463   |     ms |   +0.91% |
|                                       90th percentile latency |                       system/syslog/dashboard/no_minimized_roundtrips |  83260.5         |  83913.6         |     653.087   |     ms |   +0.78% |
|                                      100th percentile latency |                       system/syslog/dashboard/no_minimized_roundtrips |  91742.3         |  91902.8         |     160.492   |     ms |   +0.17% |
|                                  50th percentile service time |                       system/syslog/dashboard/no_minimized_roundtrips |   8859.56        |   8885.84        |      26.272   |     ms |   +0.30% |
|                                  90th percentile service time |                       system/syslog/dashboard/no_minimized_roundtrips |   9029.46        |   9023.75        |      -5.70811 |     ms |   -0.06% |
|                                 100th percentile service time |                       system/syslog/dashboard/no_minimized_roundtrips |   9125.72        |   9285.02        |     159.297   |     ms |   +1.75% |
|                                                    error rate |                       system/syslog/dashboard/no_minimized_roundtrips |      0           |      0           |       0       |      % |    0.00% |
|                                                Min Throughput |                                                    system/syslog/lens |      0.0112183   |      0.0112195   |       0       |  ops/s |   +0.01% |
|                                               Mean Throughput |                                                    system/syslog/lens |      0.0186166   |      0.0186209   |       0       |  ops/s |   +0.02% |
|                                             Median Throughput |                                                    system/syslog/lens |      0.0157819   |      0.0157835   |       0       |  ops/s |   +0.01% |
|                                                Max Throughput |                                                    system/syslog/lens |      0.0478242   |      0.0478512   |       3e-05   |  ops/s |   +0.06% |
|                                       50th percentile latency |                                                    system/syslog/lens |    575.009       |    582.879       |       7.87042 |     ms |   +1.37% |
|                                       90th percentile latency |                                                    system/syslog/lens |    994.776       |   1026.55        |      31.7781  |     ms |   +3.19% |
|                                      100th percentile latency |                                                    system/syslog/lens |   1001.32        |   1079.7         |      78.3796  |     ms |   +7.83% |
|                                  50th percentile service time |                                                    system/syslog/lens |    573.311       |    581.091       |       7.78015 |     ms |   +1.36% |
|                                  90th percentile service time |                                                    system/syslog/lens |    992.783       |   1024.32        |      31.5378  |     ms |   +3.18% |
|                                 100th percentile service time |                                                    system/syslog/lens |    998.99        |   1077.58        |      78.5936  |     ms |   +7.87% |
|                                                    error rate |                                                    system/syslog/lens |      0           |      0           |       0       |      % |    0.00% |
|                                                Min Throughput |                            system/syslog/lens/no_minimized_roundtrips |      0.0111025   |      0.0111029   |       0       |  ops/s |    0.00% |
|                                               Mean Throughput |                            system/syslog/lens/no_minimized_roundtrips |      0.0208552   |      0.0208548   |      -0       |  ops/s |   -0.00% |
|                                             Median Throughput |                            system/syslog/lens/no_minimized_roundtrips |      0.0161463   |      0.0161468   |       0       |  ops/s |    0.00% |
|                                                Max Throughput |                            system/syslog/lens/no_minimized_roundtrips |      0.0488851   |      0.0488727   |      -1e-05   |  ops/s |   -0.03% |
|                                       50th percentile latency |                            system/syslog/lens/no_minimized_roundtrips |  13759.3         |  13795.5         |      36.1846  |     ms |   +0.26% |
|                                       90th percentile latency |                            system/syslog/lens/no_minimized_roundtrips |  17927.8         |  18090.7         |     162.849   |     ms |   +0.91% |
|                                      100th percentile latency |                            system/syslog/lens/no_minimized_roundtrips |  18775.8         |  19003           |     227.236   |     ms |   +1.21% |
|                                  50th percentile service time |                            system/syslog/lens/no_minimized_roundtrips |   8756.87        |   8766.46        |       9.5918  |     ms |   +0.11% |
|                                  90th percentile service time |                            system/syslog/lens/no_minimized_roundtrips |   9013.91        |   9038.98        |      25.0754  |     ms |   +0.28% |
|                                 100th percentile service time |                            system/syslog/lens/no_minimized_roundtrips |   9040.54        |   9078.23        |      37.6865  |     ms |   +0.42% |
|                                                    error rate |                            system/syslog/lens/no_minimized_roundtrips |      0           |      0           |       0       |      % |    0.00% |
|                                                Min Throughput |                                                       mysql/dashboard |      0.00224876  |      0.00224875  |      -0       |  ops/s |   -0.00% |
|                                               Mean Throughput |                                                       mysql/dashboard |      0.00864329  |      0.00864334  |       0       |  ops/s |    0.00% |
|                                             Median Throughput |                                                       mysql/dashboard |      0.00846034  |      0.00846033  |      -0       |  ops/s |   -0.00% |
|                                                Max Throughput |                                                       mysql/dashboard |      0.0148343   |      0.0148342   |      -0       |  ops/s |   -0.00% |
|                                       50th percentile latency |                                                       mysql/dashboard |    642.542       |    653.067       |      10.5246  |     ms |   +1.64% |
|                                       90th percentile latency |                                                       mysql/dashboard |   1170.79        |   1143.03        |     -27.7575  |     ms |   -2.37% |
|                                      100th percentile latency |                                                       mysql/dashboard |   1187.74        |   1159.72        |     -28.0231  |     ms |   -2.36% |
|                                  50th percentile service time |                                                       mysql/dashboard |    601.837       |    618.986       |      17.1494  |     ms |   +2.85% |
|                                  90th percentile service time |                                                       mysql/dashboard |    994.745       |   1081.43        |      86.6859  |     ms |   +8.71% |
|                                 100th percentile service time |                                                       mysql/dashboard |   1186.03        |   1138.47        |     -47.556   |     ms |   -4.01% |
|                                                    error rate |                                                       mysql/dashboard |      0           |      0           |       0       |      % |    0.00% |
|                                                Min Throughput |                               mysql/dashboard/no_minimized_roundtrips |      0.00220735  |      0.00220774  |       0       |  ops/s |   +0.02% |
|                                               Mean Throughput |                               mysql/dashboard/no_minimized_roundtrips |      0.00821147  |      0.00820956  |      -0       |  ops/s |   -0.02% |
|                                             Median Throughput |                               mysql/dashboard/no_minimized_roundtrips |      0.00824718  |      0.00824547  |      -0       |  ops/s |   -0.02% |
|                                                Max Throughput |                               mysql/dashboard/no_minimized_roundtrips |      0.0138337   |      0.0138294   |      -0       |  ops/s |   -0.03% |
|                                       50th percentile latency |                               mysql/dashboard/no_minimized_roundtrips |  41705.4         |  42098.7         |     393.279   |     ms |   +0.94% |
|                                       90th percentile latency |                               mysql/dashboard/no_minimized_roundtrips |  68860           |  69221.8         |     361.802   |     ms |   +0.53% |
|                                      100th percentile latency |                               mysql/dashboard/no_minimized_roundtrips |  71226.1         |  71594.7         |     368.523   |     ms |   +0.52% |
|                                  50th percentile service time |                               mysql/dashboard/no_minimized_roundtrips |   8784.74        |   8845.94        |      61.2022  |     ms |   +0.70% |
|                                  90th percentile service time |                               mysql/dashboard/no_minimized_roundtrips |   9188.74        |   9225.84        |      37.1081  |     ms |   +0.40% |
|                                 100th percentile service time |                               mysql/dashboard/no_minimized_roundtrips |   9928.44        |   9916.53        |     -11.9111  |     ms |   -0.12% |
|                                                    error rate |                               mysql/dashboard/no_minimized_roundtrips |      0           |      0           |       0       |      % |    0.00% |
|                                                Min Throughput |                                                                 redis |      0.00954254  |      0.0095418   |      -0       |  ops/s |   -0.01% |
|                                               Mean Throughput |                                                                 redis |      0.040223    |      0.039069    |      -0.00115 |  ops/s |   -2.87% |
|                                             Median Throughput |                                                                 redis |      0.0420558   |      0.040707    |      -0.00135 |  ops/s |   -3.21% |
|                                                Max Throughput |                                                                 redis |      0.0676705   |      0.0676668   |      -0       |  ops/s |   -0.01% |
|                                       50th percentile latency |                                                                 redis |    840.329       |    796.431       |     -43.898   |     ms |   -5.22% |
|                                       90th percentile latency |                                                                 redis |   1446.57        |   1546.12        |      99.5558  |     ms |   +6.88% |
|                                      100th percentile latency |                                                                 redis |   1618.49        |   1711.29        |      92.8014  |     ms |   +5.73% |
|                                  50th percentile service time |                                                                 redis |    816.534       |    784.275       |     -32.26    |     ms |   -3.95% |
|                                  90th percentile service time |                                                                 redis |   1411.01        |   1495.77        |      84.7587  |     ms |   +6.01% |
|                                 100th percentile service time |                                                                 redis |   1617.44        |   1710.43        |      92.9899  |     ms |   +5.75% |
|                                                    error rate |                                                                 redis |      0           |      0           |       0       |      % |    0.00% |
|                                                Min Throughput |                                         redis/no_minimized_roundtrips |      0.00932912  |      0.00932597  |      -0       |  ops/s |   -0.03% |
|                                               Mean Throughput |                                         redis/no_minimized_roundtrips |      0.0247162   |      0.0246727   |      -4e-05   |  ops/s |   -0.18% |
|                                             Median Throughput |                                         redis/no_minimized_roundtrips |      0.0265476   |      0.0264838   |      -6e-05   |  ops/s |   -0.24% |
|                                                Max Throughput |                                         redis/no_minimized_roundtrips |      0.0337785   |      0.0337583   |      -2e-05   |  ops/s |   -0.06% |
|                                       50th percentile latency |                                         redis/no_minimized_roundtrips | 140943           | 142227           |    1283.94    |     ms |   +0.91% |
|                                       90th percentile latency |                                         redis/no_minimized_roundtrips | 416567           | 418330           |    1762.55    |     ms |   +0.42% |
|                                      100th percentile latency |                                         redis/no_minimized_roundtrips | 462866           | 464780           |    1913.88    |     ms |   +0.41% |
|                                  50th percentile service time |                                         redis/no_minimized_roundtrips |   9260.73        |   9340.36        |      79.6367  |     ms |   +0.86% |
|                                  90th percentile service time |                                         redis/no_minimized_roundtrips |  49804.1         |  50125           |     320.907   |     ms |   +0.64% |
|                                 100th percentile service time |                                         redis/no_minimized_roundtrips |  50371.7         |  50384.7         |      13.0156  |     ms |   +0.03% |
|                                                    error rate |                                         redis/no_minimized_roundtrips |      0           |      0           |       0       |      % |    0.00% |
|                                                Min Throughput |                                                            mysql/lens |      0.00675143  |      0.00675148  |       0       |  ops/s |    0.00% |
|                                               Mean Throughput |                                                            mysql/lens |      0.0272501   |      0.0272527   |       0       |  ops/s |    0.01% |
|                                             Median Throughput |                                                            mysql/lens |      0.028152    |      0.0281533   |       0       |  ops/s |    0.00% |
|                                                Max Throughput |                                                            mysql/lens |      0.0446939   |      0.044699    |       1e-05   |  ops/s |   +0.01% |
|                                       50th percentile latency |                                                            mysql/lens |    834.051       |    924.114       |      90.0637  |     ms |  +10.80% |
|                                       90th percentile latency |                                                            mysql/lens |   1321.22        |   1699.11        |     377.894   |     ms |  +28.60% |
|                                      100th percentile latency |                                                            mysql/lens |   1636.91        |   1814.86        |     177.943   |     ms |  +10.87% |
|                                  50th percentile service time |                                                            mysql/lens |    831.162       |    880.972       |      49.8101  |     ms |   +5.99% |
|                                  90th percentile service time |                                                            mysql/lens |   1184.03        |   1513.22        |     329.192   |     ms |  +27.80% |
|                                 100th percentile service time |                                                            mysql/lens |   1320.03        |   1813.85        |     493.819   |     ms |  +37.41% |
|                                                    error rate |                                                            mysql/lens |      0           |      0           |       0       |      % |    0.00% |
|                                                Min Throughput |                                    mysql/lens/no_minimized_roundtrips |      0.00673111  |      0.00673078  |      -0       |  ops/s |   -0.00% |
|                                               Mean Throughput |                                    mysql/lens/no_minimized_roundtrips |      0.0208024   |      0.020778    |      -2e-05   |  ops/s |   -0.12% |
|                                             Median Throughput |                                    mysql/lens/no_minimized_roundtrips |      0.0216333   |      0.0216105   |      -2e-05   |  ops/s |   -0.11% |
|                                                Max Throughput |                                    mysql/lens/no_minimized_roundtrips |      0.025004    |      0.0250027   |      -0       |  ops/s |   -0.01% |
|                                       50th percentile latency |                                    mysql/lens/no_minimized_roundtrips | 103588           | 103805           |     216.727   |     ms |   +0.21% |
|                                       90th percentile latency |                                    mysql/lens/no_minimized_roundtrips | 227607           | 228834           |    1227.14    |     ms |   +0.54% |
|                                      100th percentile latency |                                    mysql/lens/no_minimized_roundtrips | 234501           | 235173           |     672.156   |     ms |   +0.29% |
|                                  50th percentile service time |                                    mysql/lens/no_minimized_roundtrips |  49329.4         |  49459.6         |     130.152   |     ms |   +0.26% |
|                                  90th percentile service time |                                    mysql/lens/no_minimized_roundtrips |  49831.8         |  50041.4         |     209.647   |     ms |   +0.42% |
|                                 100th percentile service time |                                    mysql/lens/no_minimized_roundtrips |  50063.9         |  50301.5         |     237.637   |     ms |   +0.47% |
|                                                    error rate |                                    mysql/lens/no_minimized_roundtrips |      0           |      0           |       0       |      % |    0.00% |
|                                                Min Throughput |                                                   postgresql/overview |      0.00512419  |      0.00512465  |       0       |  ops/s |    0.01% |
|                                               Mean Throughput |                                                   postgresql/overview |      0.0541027   |      0.0541052   |       0       |  ops/s |    0.00% |
|                                             Median Throughput |                                                   postgresql/overview |      0.0578911   |      0.0578943   |       0       |  ops/s |    0.01% |
|                                                Max Throughput |                                                   postgresql/overview |      0.0810353   |      0.0810387   |       0       |  ops/s |    0.00% |
|                                       50th percentile latency |                                                   postgresql/overview |   1209.5         |   1215.48        |       5.97931 |     ms |   +0.49% |
|                                       90th percentile latency |                                                   postgresql/overview |   1920.59        |   1866.42        |     -54.177   |     ms |   -2.82% |
|                                      100th percentile latency |                                                   postgresql/overview |   2555.11        |   2589.5         |      34.3867  |     ms |   +1.35% |
|                                  50th percentile service time |                                                   postgresql/overview |   1201.81        |   1206.74        |       4.92297 |     ms |   +0.41% |
|                                  90th percentile service time |                                                   postgresql/overview |   1528.56        |   1567.04        |      38.4787  |     ms |   +2.52% |
|                                 100th percentile service time |                                                   postgresql/overview |   2012.8         |   2106.23        |      93.4314  |     ms |   +4.64% |
|                                                    error rate |                                                   postgresql/overview |      0           |      0           |       0       |      % |    0.00% |
|                                                Min Throughput |                           postgresql/overview/no_minimized_roundtrips |      0.00504411  |      0.00504038  |      -0       |  ops/s |   -0.07% |
|                                               Mean Throughput |                           postgresql/overview/no_minimized_roundtrips |      0.0345048   |      0.0344581   |      -5e-05   |  ops/s |   -0.14% |
|                                             Median Throughput |                           postgresql/overview/no_minimized_roundtrips |      0.0365461   |      0.0364971   |      -5e-05   |  ops/s |   -0.13% |
|                                                Max Throughput |                           postgresql/overview/no_minimized_roundtrips |      0.0536954   |      0.0536251   |      -7e-05   |  ops/s |   -0.13% |
|                                       50th percentile latency |                           postgresql/overview/no_minimized_roundtrips | 164970           | 165752           |     782.703   |     ms |   +0.47% |
|                                       90th percentile latency |                           postgresql/overview/no_minimized_roundtrips | 226444           | 228138           |    1693.72    |     ms |   +0.75% |
|                                      100th percentile latency |                           postgresql/overview/no_minimized_roundtrips | 289993           | 291873           |    1880.34    |     ms |   +0.65% |
|                                  50th percentile service time |                           postgresql/overview/no_minimized_roundtrips |   6146.43        |   6172.06        |      25.6338  |     ms |   +0.42% |
|                                  90th percentile service time |                           postgresql/overview/no_minimized_roundtrips |  35582.7         |  35681.5         |      98.8133  |     ms |   +0.28% |
|                                 100th percentile service time |                           postgresql/overview/no_minimized_roundtrips |  36643.7         |  36545.1         |     -98.6133  |     ms |   -0.27% |
|                                                    error rate |                           postgresql/overview/no_minimized_roundtrips |      0           |      0           |       0       |      % |    0.00% |
|                                                Min Throughput |                                                   postgresql/duration |      0.0220715   |      0.0220712   |      -0       |  ops/s |   -0.00% |
|                                               Mean Throughput |                                                   postgresql/duration |      0.0680291   |      0.0678929   |      -0.00014 |  ops/s |   -0.20% |
|                                             Median Throughput |                                                   postgresql/duration |      0.065871    |      0.0658679   |      -0       |  ops/s |   -0.00% |
|                                                Max Throughput |                                                   postgresql/duration |      0.135703    |      0.135682    |      -2e-05   |  ops/s |   -0.02% |
|                                       50th percentile latency |                                                   postgresql/duration |    598.22        |    619.522       |      21.3022  |     ms |   +3.56% |
|                                       90th percentile latency |                                                   postgresql/duration |   1280.44        |   1360.09        |      79.6508  |     ms |   +6.22% |
|                                      100th percentile latency |                                                   postgresql/duration |   1600.27        |   1478.88        |    -121.392   |     ms |   -7.59% |
|                                  50th percentile service time |                                                   postgresql/duration |    526.065       |    543.846       |      17.7815  |     ms |   +3.38% |
|                                  90th percentile service time |                                                   postgresql/duration |    939.438       |   1202.5         |     263.061   |     ms |  +28.00% |
|                                 100th percentile service time |                                                   postgresql/duration |   1598.66        |   1380.72        |    -217.941   |     ms |  -13.63% |
|                                                    error rate |                                                   postgresql/duration |      0           |      0           |       0       |      % |    0.00% |
|                                                Min Throughput |                           postgresql/duration/no_minimized_roundtrips |      0.0220556   |      0.022057    |       0       |  ops/s |    0.01% |
|                                               Mean Throughput |                           postgresql/duration/no_minimized_roundtrips |      0.0519331   |      0.0517551   |      -0.00018 |  ops/s |   -0.34% |
|                                             Median Throughput |                           postgresql/duration/no_minimized_roundtrips |      0.0522277   |      0.0520396   |      -0.00019 |  ops/s |   -0.36% |
|                                                Max Throughput |                           postgresql/duration/no_minimized_roundtrips |      0.0750403   |      0.0749224   |      -0.00012 |  ops/s |   -0.16% |
|                                       50th percentile latency |                           postgresql/duration/no_minimized_roundtrips |  87629.3         |  88870           |    1240.75    |     ms |   +1.42% |
|                                       90th percentile latency |                           postgresql/duration/no_minimized_roundtrips | 287538           | 289331           |    1792.72    |     ms |   +0.62% |
|                                      100th percentile latency |                           postgresql/duration/no_minimized_roundtrips | 297789           | 300573           |    2783.66    |     ms |   +0.93% |
|                                  50th percentile service time |                           postgresql/duration/no_minimized_roundtrips |   4987.65        |   4934.97        |     -52.686   |     ms |   -1.06% |
|                                  90th percentile service time |                           postgresql/duration/no_minimized_roundtrips |  49897           |  50095.2         |     198.211   |     ms |   +0.40% |
|                                 100th percentile service time |                           postgresql/duration/no_minimized_roundtrips |  50407           |  50442.1         |      35.0273  |     ms |   +0.07% |
|                                                    error rate |                           postgresql/duration/no_minimized_roundtrips |      0           |      0           |       0       |      % |    0.00% |
|                                                Min Throughput |                                                            field-caps |      0.187197    |      0.187198    |       0       |  ops/s |    0.00% |
|                                               Mean Throughput |                                                            field-caps |      0.204705    |      0.204621    |      -8e-05   |  ops/s |   -0.04% |
|                                             Median Throughput |                                                            field-caps |      0.206076    |      0.205877    |      -0.0002  |  ops/s |   -0.10% |
|                                                Max Throughput |                                                            field-caps |      0.230659    |      0.230666    |       1e-05   |  ops/s |    0.00% |
|                                       50th percentile latency |                                                            field-caps |     95.9513      |     96.7132      |       0.76198 |     ms |   +0.79% |
|                                       90th percentile latency |                                                            field-caps |    118.829       |    102.555       |     -16.2741  |     ms |  -13.70% |
|                                       99th percentile latency |                                                            field-caps |    256.81        |    312.394       |      55.5838  |     ms |  +21.64% |
|                                      100th percentile latency |                                                            field-caps |    527.575       |    374.385       |    -153.19    |     ms |  -29.04% |
|                                  50th percentile service time |                                                            field-caps |     93.7208      |     94.4387      |       0.71795 |     ms |   +0.77% |
|                                  90th percentile service time |                                                            field-caps |    116.646       |     99.3151      |     -17.3314  |     ms |  -14.86% |
|                                  99th percentile service time |                                                            field-caps |    255.537       |    265.41        |       9.87331 |     ms |   +3.86% |
|                                 100th percentile service time |                                                            field-caps |    524.801       |    317.032       |    -207.768   |     ms |  -39.59% |
|                                                    error rate |                                                            field-caps |      0           |      0           |       0       |      % |    0.00% |


-------------------------------
[INFO] SUCCESS (took 0 seconds)
-------------------------------

I also tested the many-shards-snapshots challenge, and lucky I did because I found a bug and fixed a TODO :-)

many-shards-snapshots

baseline: 6447ae1f-f5d6-438e-835b-90b58bbd403a
contender: b5362259-cd63-4c0e-b1c4-ab3cb47557f3

esrally compare --baseline 6447ae1f-f5d6-438e-835b-90b58bbd403a --contender b5362259-cd63-4c0e-b1c4-ab3cb47557f3
 esrally compare --baseline 6447ae1f-f5d6-438e-835b-90b58bbd403a --contender b5362259-cd63-4c0e-b1c4-ab3cb47557f3

    ____        ____
   / __ \____ _/ / /_  __
  / /_/ / __ `/ / / / / /
 / _, _/ /_/ / / / /_/ /
/_/ |_|\__,_/_/_/\__, /
                /____/


Comparing baseline
  Race ID: 6447ae1f-f5d6-438e-835b-90b58bbd403a
  Race timestamp: 2023-02-27 13:18:48
  Challenge: many-shards-snapshots
  Car: external
  User tags: created-by=esbench, division=engineering, env-id=4172fa00-efae-47be-bcd4-87417b70194b, git-username=Dimitrios Liappis, host-username=dl, org=elasticsearch, project=desired-balance-allocator-investigation-with-armin, setup=esbench, team=es-distrib

with contender
  Race ID: b5362259-cd63-4c0e-b1c4-ab3cb47557f3
  Race timestamp: 2022-12-25 20:00:00
  Challenge: many-shards-snapshots
  Car: external
  User tags: benchmark-name=many-shards-snapshots, benchmark-type=rally-es-client-upgrade, created-by=esbench, division=engineering, env-id=2f318d10-00dc-4b33-add5-f27102549525, git-username=Brad Deam, host-username=bradleydeam, org=elasticsearch, project=esbench-nightly, setup=esbench, team=performance

------------------------------------------------------
    _______             __   _____
   / ____(_)___  ____ _/ /  / ___/_________  ________
  / /_  / / __ \/ __ `/ /   \__ \/ ___/ __ \/ ___/ _ \
 / __/ / / / / / /_/ / /   ___/ / /__/ /_/ / /  /  __/
/_/   /_/_/ /_/\__,_/_/   /____/\___/\____/_/   \___/
------------------------------------------------------
            
|                                                        Metric |                                   Task |         Baseline |        Contender |         Diff |   Unit |   Diff % |
|--------------------------------------------------------------:|---------------------------------------:|-----------------:|-----------------:|-------------:|-------:|---------:|
|                    Cumulative indexing time of primary shards |                                        |      0.394967    |      0.372167    |     -0.0228  |    min |   -5.77% |
|             Min cumulative indexing time across primary shard |                                        |      0           |      0           |      0       |    min |    0.00% |
|          Median cumulative indexing time across primary shard |                                        |      1.66667e-05 |      1.66667e-05 |      0       |    min |    0.00% |
|             Max cumulative indexing time across primary shard |                                        |      0.00295     |      0.00281667  |     -0.00013 |    min |   -4.52% |
|           Cumulative indexing throttle time of primary shards |                                        |      0           |      0           |      0       |    min |    0.00% |
|    Min cumulative indexing throttle time across primary shard |                                        |      0           |      0           |      0       |    min |    0.00% |
| Median cumulative indexing throttle time across primary shard |                                        |      0           |      0           |      0       |    min |    0.00% |
|    Max cumulative indexing throttle time across primary shard |                                        |      0           |      0           |      0       |    min |    0.00% |
|                       Cumulative merge time of primary shards |                                        |      0           |      0           |      0       |    min |    0.00% |
|                      Cumulative merge count of primary shards |                                        |      0           |      0           |      0       |        |    0.00% |
|                Min cumulative merge time across primary shard |                                        |      0           |      0           |      0       |    min |    0.00% |
|             Median cumulative merge time across primary shard |                                        |      0           |      0           |      0       |    min |    0.00% |
|                Max cumulative merge time across primary shard |                                        |      0           |      0           |      0       |    min |    0.00% |
|              Cumulative merge throttle time of primary shards |                                        |      0           |      0           |      0       |    min |    0.00% |
|       Min cumulative merge throttle time across primary shard |                                        |      0           |      0           |      0       |    min |    0.00% |
|    Median cumulative merge throttle time across primary shard |                                        |      0           |      0           |      0       |    min |    0.00% |
|       Max cumulative merge throttle time across primary shard |                                        |      0           |      0           |      0       |    min |    0.00% |
|                     Cumulative refresh time of primary shards |                                        |      1.62552     |      1.19318     |     -0.43233 |    min |  -26.60% |
|                    Cumulative refresh count of primary shards |                                        | 224703           | 224704           |      1       |        |    0.00% |
|              Min cumulative refresh time across primary shard |                                        |      0           |      0           |      0       |    min |    0.00% |
|           Median cumulative refresh time across primary shard |                                        |      6.66667e-05 |      5e-05       |     -2e-05   |    min |  -25.00% |
|              Max cumulative refresh time across primary shard |                                        |      0.00226667  |      0.00316667  |      0.0009  |    min |  +39.71% |
|                       Cumulative flush time of primary shards |                                        |      1.48375     |      1.23625     |     -0.2475  |    min |  -16.68% |
|                      Cumulative flush count of primary shards |                                        |  24997           |  24997           |      0       |        |    0.00% |
|                Min cumulative flush time across primary shard |                                        |      0           |      0           |      0       |    min |    0.00% |
|             Median cumulative flush time across primary shard |                                        |      5e-05       |      5e-05       |      0       |    min |    0.00% |
|                Max cumulative flush time across primary shard |                                        |      0.0521      |      0.000283333 |     -0.05182 |    min |  -99.46% |
|                                       Total Young Gen GC time |                                        |    106.361       |    108.322       |      1.961   |      s |   +1.84% |
|                                      Total Young Gen GC count |                                        |   2502           |   2541           |     39       |        |   +1.56% |
|                                         Total Old Gen GC time |                                        |      0           |      0           |      0       |      s |    0.00% |
|                                        Total Old Gen GC count |                                        |      0           |      0           |      0       |        |    0.00% |
|                                                    Store size |                                        |      0.372727    |      0.372473    |     -0.00025 |     GB |   -0.07% |
|                                                 Translog size |                                        |      0.00256083  |      0.00256083  |      0       |     GB |    0.00% |
|                                        Heap used for segments |                                        |      0           |      0           |      0       |     MB |    0.00% |
|                                      Heap used for doc values |                                        |      0           |      0           |      0       |     MB |    0.00% |
|                                           Heap used for terms |                                        |      0           |      0           |      0       |     MB |    0.00% |
|                                           Heap used for norms |                                        |      0           |      0           |      0       |     MB |    0.00% |
|                                          Heap used for points |                                        |      0           |      0           |      0       |     MB |    0.00% |
|                                   Heap used for stored fields |                                        |      0           |      0           |      0       |     MB |    0.00% |
|                                                 Segment count |                                        |  24994           |  24990           |     -4       |        |   -0.02% |
|                                   Total Ingest Pipeline count |                                        |      0           |      0           |      0       |        |    0.00% |
|                                    Total Ingest Pipeline time |                                        |      0           |      0           |      0       |     ms |    0.00% |
|                                  Total Ingest Pipeline failed |                                        |      0           |      0           |      0       |        |    0.00% |
|                                                Min Throughput |                       insert-pipelines |      8.17134     |      8.04274     |     -0.1286  |  ops/s |   -1.57% |
|                                               Mean Throughput |                       insert-pipelines |      8.17134     |      8.04274     |     -0.1286  |  ops/s |   -1.57% |
|                                             Median Throughput |                       insert-pipelines |      8.17134     |      8.04274     |     -0.1286  |  ops/s |   -1.57% |
|                                                Max Throughput |                       insert-pipelines |      8.17134     |      8.04274     |     -0.1286  |  ops/s |   -1.57% |
|                                      100th percentile latency |                       insert-pipelines |   1832.67        |   1860.99        |     28.3201  |     ms |   +1.55% |
|                                 100th percentile service time |                       insert-pipelines |   1832.67        |   1860.99        |     28.3201  |     ms |   +1.55% |
|                                                    error rate |                       insert-pipelines |      0           |      0           |      0       |      % |    0.00% |
|                                                Min Throughput |                             insert-ilm |     29.7411      |     30.7586      |      1.01746 |  ops/s |   +3.42% |
|                                               Mean Throughput |                             insert-ilm |     29.7411      |     30.7586      |      1.01746 |  ops/s |   +3.42% |
|                                             Median Throughput |                             insert-ilm |     29.7411      |     30.7586      |      1.01746 |  ops/s |   +3.42% |
|                                                Max Throughput |                             insert-ilm |     29.7411      |     30.7586      |      1.01746 |  ops/s |   +3.42% |
|                                      100th percentile latency |                             insert-ilm |     31.4578      |     30.4412      |     -1.01658 |     ms |   -3.23% |
|                                 100th percentile service time |                             insert-ilm |     31.4578      |     30.4412      |     -1.01658 |     ms |   -3.23% |
|                                                    error rate |                             insert-ilm |      0           |      0           |      0       |      % |    0.00% |
|                                                Min Throughput | validate-package-template-installation |     65.0643      |     44.0199      |    -21.0444  |  ops/s |  -32.34% |
|                                               Mean Throughput | validate-package-template-installation |     65.0643      |     44.0199      |    -21.0444  |  ops/s |  -32.34% |
|                                             Median Throughput | validate-package-template-installation |     65.0643      |     44.0199      |    -21.0444  |  ops/s |  -32.34% |
|                                                Max Throughput | validate-package-template-installation |     65.0643      |     44.0199      |    -21.0444  |  ops/s |  -32.34% |
|                                      100th percentile latency | validate-package-template-installation |     14.9167      |     22.3107      |      7.39401 |     ms |  +49.57% |
|                                 100th percentile service time | validate-package-template-installation |     14.9167      |     22.3107      |      7.39401 |     ms |  +49.57% |
|                                                    error rate | validate-package-template-installation |      0           |      0           |      0       |      % |    0.00% |
|                                                Min Throughput |        update-custom-package-templates |     33.9532      |     30.1389      |     -3.8143  |  ops/s |  -11.23% |
|                                               Mean Throughput |        update-custom-package-templates |     33.9532      |     30.1389      |     -3.8143  |  ops/s |  -11.23% |
|                                             Median Throughput |        update-custom-package-templates |     33.9532      |     30.1389      |     -3.8143  |  ops/s |  -11.23% |
|                                                Max Throughput |        update-custom-package-templates |     33.9532      |     30.1389      |     -3.8143  |  ops/s |  -11.23% |
|                                      100th percentile latency |        update-custom-package-templates |    352.981       |    397.779       |     44.7984  |     ms |  +12.69% |
|                                 100th percentile service time |        update-custom-package-templates |    352.981       |    397.779       |     44.7984  |     ms |  +12.69% |
|                                                    error rate |        update-custom-package-templates |      0           |      0           |      0       |      % |    0.00% |
|                                                Min Throughput |                    add-many-shards-ilm |     33.5821      |     32.0798      |     -1.50232 |  ops/s |   -4.47% |
|                                               Mean Throughput |                    add-many-shards-ilm |     33.5821      |     32.0798      |     -1.50232 |  ops/s |   -4.47% |
|                                             Median Throughput |                    add-many-shards-ilm |     33.5821      |     32.0798      |     -1.50232 |  ops/s |   -4.47% |
|                                                Max Throughput |                    add-many-shards-ilm |     33.5821      |     32.0798      |     -1.50232 |  ops/s |   -4.47% |
|                                      100th percentile latency |                    add-many-shards-ilm |     27.4444      |     29.5977      |      2.15326 |     ms |   +7.85% |
|                                 100th percentile service time |                    add-many-shards-ilm |     27.4444      |     29.5977      |      2.15326 |     ms |   +7.85% |
|                                                    error rate |                    add-many-shards-ilm |      0           |      0           |      0       |      % |    0.00% |
|                                                Min Throughput |                        initial-indices |   1716.99        |     13.8342      |  -1703.16    | docs/s |  -99.19% |
|                                               Mean Throughput |                        initial-indices |   3103.43        |   2892.38        |   -211.05    | docs/s |   -6.80% |
|                                             Median Throughput |                        initial-indices |   2865.26        |   2879.82        |     14.557   | docs/s |   +0.51% |
|                                                Max Throughput |                        initial-indices |   4528.18        |   3599.32        |   -928.853   | docs/s |  -20.51% |
|                                       50th percentile latency |                        initial-indices |   1068.97        |    998.409       |    -70.5584  |     ms |   -6.60% |
|                                       90th percentile latency |                        initial-indices |   1492.17        |   1489.48        |     -2.68702 |     ms |   -0.18% |
|                                       99th percentile latency |                        initial-indices |   2290.37        |   1845.9         |   -444.466   |     ms |  -19.41% |
|                                     99.9th percentile latency |                        initial-indices |   6774.02        |   7363.95        |    589.935   |     ms |   +8.71% |
|                                    99.99th percentile latency |                        initial-indices |   7569.32        |   7480.88        |    -88.4378  |     ms |   -1.17% |
|                                      100th percentile latency |                        initial-indices |   7569.55        |   7480.93        |    -88.6162  |     ms |   -1.17% |
|                                  50th percentile service time |                        initial-indices |   1069.01        |    998.327       |    -70.686   |     ms |   -6.61% |
|                                  90th percentile service time |                        initial-indices |   1492.44        |   1489.39        |     -3.0557  |     ms |   -0.20% |
|                                  99th percentile service time |                        initial-indices |   2290.43        |   1846.57        |   -443.86    |     ms |  -19.38% |
|                                99.9th percentile service time |                        initial-indices |   6774.02        |   7363.95        |    589.935   |     ms |   +8.71% |
|                               99.99th percentile service time |                        initial-indices |   7569.32        |   7480.88        |    -88.4378  |     ms |   -1.17% |
|                                 100th percentile service time |                        initial-indices |   7569.55        |   7480.93        |    -88.6162  |     ms |   -1.17% |
|                                                    error rate |                        initial-indices |      0           |      0           |      0       |      % |    0.00% |
|                                                Min Throughput |                      create-snapshot-0 |      2.14485     |      2.05579     |     -0.08906 |  ops/s |   -4.15% |
|                                               Mean Throughput |                      create-snapshot-0 |      2.14485     |      2.05579     |     -0.08906 |  ops/s |   -4.15% |
|                                             Median Throughput |                      create-snapshot-0 |      2.14485     |      2.05579     |     -0.08906 |  ops/s |   -4.15% |
|                                                Max Throughput |                      create-snapshot-0 |      2.14485     |      2.05579     |     -0.08906 |  ops/s |   -4.15% |
|                                      100th percentile latency |                      create-snapshot-0 |    465.74        |    484.476       |     18.7357  |     ms |   +4.02% |
|                                 100th percentile service time |                      create-snapshot-0 |    465.74        |    484.476       |     18.7357  |     ms |   +4.02% |
|                                                    error rate |                      create-snapshot-0 |      0           |      0           |      0       |      % |    0.00% |
|                                                Min Throughput |                      create-snapshot-1 |      2.59385     |      2.07927     |     -0.51458 |  ops/s |  -19.84% |
|                                               Mean Throughput |                      create-snapshot-1 |      2.59385     |      2.07927     |     -0.51458 |  ops/s |  -19.84% |
|                                             Median Throughput |                      create-snapshot-1 |      2.59385     |      2.07927     |     -0.51458 |  ops/s |  -19.84% |
|                                                Max Throughput |                      create-snapshot-1 |      2.59385     |      2.07927     |     -0.51458 |  ops/s |  -19.84% |
|                                      100th percentile latency |                      create-snapshot-1 |    385.006       |    479.298       |     94.2913  |     ms |  +24.49% |
|                                 100th percentile service time |                      create-snapshot-1 |    385.006       |    479.298       |     94.2913  |     ms |  +24.49% |
|                                                    error rate |                      create-snapshot-1 |      0           |      0           |      0       |      % |    0.00% |
|                                                Min Throughput |                      create-snapshot-2 |      2.90333     |      2.63942     |     -0.26392 |  ops/s |   -9.09% |
|                                               Mean Throughput |                      create-snapshot-2 |      2.90333     |      2.63942     |     -0.26392 |  ops/s |   -9.09% |
|                                             Median Throughput |                      create-snapshot-2 |      2.90333     |      2.63942     |     -0.26392 |  ops/s |   -9.09% |
|                                                Max Throughput |                      create-snapshot-2 |      2.90333     |      2.63942     |     -0.26392 |  ops/s |   -9.09% |
|                                      100th percentile latency |                      create-snapshot-2 |    343.909       |    377.567       |     33.6587  |     ms |   +9.79% |
|                                 100th percentile service time |                      create-snapshot-2 |    343.909       |    377.567       |     33.6587  |     ms |   +9.79% |
|                                                    error rate |                      create-snapshot-2 |      0           |      0           |      0       |      % |    0.00% |
|                                                Min Throughput |                      create-snapshot-3 |      2.91275     |      1.73907     |     -1.17368 |  ops/s |  -40.29% |
|                                               Mean Throughput |                      create-snapshot-3 |      2.91275     |      1.73907     |     -1.17368 |  ops/s |  -40.29% |
|                                             Median Throughput |                      create-snapshot-3 |      2.91275     |      1.73907     |     -1.17368 |  ops/s |  -40.29% |
|                                                Max Throughput |                      create-snapshot-3 |      2.91275     |      1.73907     |     -1.17368 |  ops/s |  -40.29% |
|                                      100th percentile latency |                      create-snapshot-3 |    342.817       |    573.406       |    230.589   |     ms |  +67.26% |
|                                 100th percentile service time |                      create-snapshot-3 |    342.817       |    573.406       |    230.589   |     ms |  +67.26% |
|                                                    error rate |                      create-snapshot-3 |      0           |      0           |      0       |      % |    0.00% |
|                                                Min Throughput |                      create-snapshot-4 |      2.93145     |      2.38627     |     -0.54518 |  ops/s |  -18.60% |
|                                               Mean Throughput |                      create-snapshot-4 |      2.93145     |      2.38627     |     -0.54518 |  ops/s |  -18.60% |
|                                             Median Throughput |                      create-snapshot-4 |      2.93145     |      2.38627     |     -0.54518 |  ops/s |  -18.60% |
|                                                Max Throughput |                      create-snapshot-4 |      2.93145     |      2.38627     |     -0.54518 |  ops/s |  -18.60% |
|                                      100th percentile latency |                      create-snapshot-4 |    340.62        |    417.568       |     76.9482  |     ms |  +22.59% |
|                                 100th percentile service time |                      create-snapshot-4 |    340.62        |    417.568       |     76.9482  |     ms |  +22.59% |
|                                                    error rate |                      create-snapshot-4 |      0           |      0           |      0       |      % |    0.00% |
|                                                Min Throughput |                      create-snapshot-5 |      1.83098     |      2.28343     |      0.45245 |  ops/s |  +24.71% |
|                                               Mean Throughput |                      create-snapshot-5 |      1.83098     |      2.28343     |      0.45245 |  ops/s |  +24.71% |
|                                             Median Throughput |                      create-snapshot-5 |      1.83098     |      2.28343     |      0.45245 |  ops/s |  +24.71% |
|                                                Max Throughput |                      create-snapshot-5 |      1.83098     |      2.28343     |      0.45245 |  ops/s |  +24.71% |
|                                      100th percentile latency |                      create-snapshot-5 |    545.65        |    436.173       |   -109.476   |     ms |  -20.06% |
|                                 100th percentile service time |                      create-snapshot-5 |    545.65        |    436.173       |   -109.476   |     ms |  -20.06% |
|                                                    error rate |                      create-snapshot-5 |      0           |      0           |      0       |      % |    0.00% |
|                                                Min Throughput |                      create-snapshot-6 |      2.0616      |      1.95322     |     -0.10838 |  ops/s |   -5.26% |
|                                               Mean Throughput |                      create-snapshot-6 |      2.0616      |      1.95322     |     -0.10838 |  ops/s |   -5.26% |
|                                             Median Throughput |                      create-snapshot-6 |      2.0616      |      1.95322     |     -0.10838 |  ops/s |   -5.26% |
|                                                Max Throughput |                      create-snapshot-6 |      2.0616      |      1.95322     |     -0.10838 |  ops/s |   -5.26% |
|                                      100th percentile latency |                      create-snapshot-6 |    484.579       |    510.685       |     26.1054  |     ms |   +5.39% |
|                                 100th percentile service time |                      create-snapshot-6 |    484.579       |    510.685       |     26.1054  |     ms |   +5.39% |
|                                                    error rate |                      create-snapshot-6 |      0           |      0           |      0       |      % |    0.00% |
|                                                Min Throughput |                      create-snapshot-7 |      1.92021     |      1.77469     |     -0.14552 |  ops/s |   -7.58% |
|                                               Mean Throughput |                      create-snapshot-7 |      1.92021     |      1.77469     |     -0.14552 |  ops/s |   -7.58% |
|                                             Median Throughput |                      create-snapshot-7 |      1.92021     |      1.77469     |     -0.14552 |  ops/s |   -7.58% |
|                                                Max Throughput |                      create-snapshot-7 |      1.92021     |      1.77469     |     -0.14552 |  ops/s |   -7.58% |
|                                      100th percentile latency |                      create-snapshot-7 |    520.281       |    561.883       |     41.6023  |     ms |   +8.00% |
|                                 100th percentile service time |                      create-snapshot-7 |    520.281       |    561.883       |     41.6023  |     ms |   +8.00% |
|                                                    error rate |                      create-snapshot-7 |      0           |      0           |      0       |      % |    0.00% |
|                                                Min Throughput |                      create-snapshot-8 |      1.86465     |      1.37874     |     -0.48591 |  ops/s |  -26.06% |
|                                               Mean Throughput |                      create-snapshot-8 |      1.86465     |      1.37874     |     -0.48591 |  ops/s |  -26.06% |
|                                             Median Throughput |                      create-snapshot-8 |      1.86465     |      1.37874     |     -0.48591 |  ops/s |  -26.06% |
|                                                Max Throughput |                      create-snapshot-8 |      1.86465     |      1.37874     |     -0.48591 |  ops/s |  -26.06% |
|                                      100th percentile latency |                      create-snapshot-8 |    535.806       |    723.752       |    187.947   |     ms |  +35.08% |
|                                 100th percentile service time |                      create-snapshot-8 |    535.806       |    723.752       |    187.947   |     ms |  +35.08% |
|                                                    error rate |                      create-snapshot-8 |      0           |      0           |      0       |      % |    0.00% |
|                                                Min Throughput |                      create-snapshot-9 |      1.73867     |      1.88353     |      0.14487 |  ops/s |   +8.33% |
|                                               Mean Throughput |                      create-snapshot-9 |      1.73867     |      1.88353     |      0.14487 |  ops/s |   +8.33% |
|                                             Median Throughput |                      create-snapshot-9 |      1.73867     |      1.88353     |      0.14487 |  ops/s |   +8.33% |
|                                                Max Throughput |                      create-snapshot-9 |      1.73867     |      1.88353     |      0.14487 |  ops/s |   +8.33% |
|                                      100th percentile latency |                      create-snapshot-9 |    574.651       |    529.264       |    -45.3866  |     ms |   -7.90% |
|                                 100th percentile service time |                      create-snapshot-9 |    574.651       |    529.264       |    -45.3866  |     ms |   -7.90% |
|                                                    error rate |                      create-snapshot-9 |      0           |      0           |      0       |      % |    0.00% |
|                                                Min Throughput |                     create-snapshot-10 |      1.5179      |      1.84649     |      0.32859 |  ops/s |  +21.65% |
|                                               Mean Throughput |                     create-snapshot-10 |      1.5179      |      1.84649     |      0.32859 |  ops/s |  +21.65% |
|                                             Median Throughput |                     create-snapshot-10 |      1.5179      |      1.84649     |      0.32859 |  ops/s |  +21.65% |
|                                                Max Throughput |                     create-snapshot-10 |      1.5179      |      1.84649     |      0.32859 |  ops/s |  +21.65% |
|                                      100th percentile latency |                     create-snapshot-10 |    658.323       |    540.211       |   -118.112   |     ms |  -17.94% |
|                                 100th percentile service time |                     create-snapshot-10 |    658.323       |    540.211       |   -118.112   |     ms |  -17.94% |
|                                                    error rate |                     create-snapshot-10 |      0           |      0           |      0       |      % |    0.00% |
|                                                Min Throughput |                     create-snapshot-11 |      1.82089     |      2.08757     |      0.26667 |  ops/s |  +14.65% |
|                                               Mean Throughput |                     create-snapshot-11 |      1.82089     |      2.08757     |      0.26667 |  ops/s |  +14.65% |
|                                             Median Throughput |                     create-snapshot-11 |      1.82089     |      2.08757     |      0.26667 |  ops/s |  +14.65% |
|                                                Max Throughput |                     create-snapshot-11 |      1.82089     |      2.08757     |      0.26667 |  ops/s |  +14.65% |
|                                      100th percentile latency |                     create-snapshot-11 |    548.687       |    477.183       |    -71.5038  |     ms |  -13.03% |
|                                 100th percentile service time |                     create-snapshot-11 |    548.687       |    477.183       |    -71.5038  |     ms |  -13.03% |
|                                                    error rate |                     create-snapshot-11 |      0           |      0           |      0       |      % |    0.00% |
|                                                Min Throughput |                     create-snapshot-12 |      1.85938     |      1.83875     |     -0.02062 |  ops/s |   -1.11% |
|                                               Mean Throughput |                     create-snapshot-12 |      1.85938     |      1.83875     |     -0.02062 |  ops/s |   -1.11% |
|                                             Median Throughput |                     create-snapshot-12 |      1.85938     |      1.83875     |     -0.02062 |  ops/s |   -1.11% |
|                                                Max Throughput |                     create-snapshot-12 |      1.85938     |      1.83875     |     -0.02062 |  ops/s |   -1.11% |
|                                      100th percentile latency |                     create-snapshot-12 |    537.319       |    542.509       |      5.19037 |     ms |   +0.97% |
|                                 100th percentile service time |                     create-snapshot-12 |    537.319       |    542.509       |      5.19037 |     ms |   +0.97% |
|                                                    error rate |                     create-snapshot-12 |      0           |      0           |      0       |      % |    0.00% |
|                                                Min Throughput |                     create-snapshot-13 |      2.15017     |      0.397275    |     -1.75289 |  ops/s |  -81.52% |
|                                               Mean Throughput |                     create-snapshot-13 |      2.15017     |      0.397275    |     -1.75289 |  ops/s |  -81.52% |
|                                             Median Throughput |                     create-snapshot-13 |      2.15017     |      0.397275    |     -1.75289 |  ops/s |  -81.52% |
|                                                Max Throughput |                     create-snapshot-13 |      2.15017     |      0.397275    |     -1.75289 |  ops/s |  -81.52% |
|                                      100th percentile latency |                     create-snapshot-13 |    464.578       |   2515.44        |   2050.86    |     ms | +441.45% |
|                                 100th percentile service time |                     create-snapshot-13 |    464.578       |   2515.44        |   2050.86    |     ms | +441.45% |
|                                                    error rate |                     create-snapshot-13 |      0           |      0           |      0       |      % |    0.00% |
|                                                Min Throughput |                     create-snapshot-14 |      1.78724     |      1.38445     |     -0.40278 |  ops/s |  -22.54% |
|                                               Mean Throughput |                     create-snapshot-14 |      1.78724     |      1.38445     |     -0.40278 |  ops/s |  -22.54% |
|                                             Median Throughput |                     create-snapshot-14 |      1.78724     |      1.38445     |     -0.40278 |  ops/s |  -22.54% |
|                                                Max Throughput |                     create-snapshot-14 |      1.78724     |      1.38445     |     -0.40278 |  ops/s |  -22.54% |
|                                      100th percentile latency |                     create-snapshot-14 |    559.028       |    720.417       |    161.388   |     ms |  +28.87% |
|                                 100th percentile service time |                     create-snapshot-14 |    559.028       |    720.417       |    161.388   |     ms |  +28.87% |
|                                                    error rate |                     create-snapshot-14 |      0           |      0           |      0       |      % |    0.00% |
|                                                Min Throughput |                     create-snapshot-15 |      2.01118     |      1.74173     |     -0.26945 |  ops/s |  -13.40% |
|                                               Mean Throughput |                     create-snapshot-15 |      2.01118     |      1.74173     |     -0.26945 |  ops/s |  -13.40% |
|                                             Median Throughput |                     create-snapshot-15 |      2.01118     |      1.74173     |     -0.26945 |  ops/s |  -13.40% |
|                                                Max Throughput |                     create-snapshot-15 |      2.01118     |      1.74173     |     -0.26945 |  ops/s |  -13.40% |
|                                      100th percentile latency |                     create-snapshot-15 |    496.718       |    572.346       |     75.6279  |     ms |  +15.23% |
|                                 100th percentile service time |                     create-snapshot-15 |    496.718       |    572.346       |     75.6279  |     ms |  +15.23% |
|                                                    error rate |                     create-snapshot-15 |      0           |      0           |      0       |      % |    0.00% |
|                                                Min Throughput |                     create-snapshot-16 |      1.6431      |      1.9543      |      0.3112  |  ops/s |  +18.94% |
|                                               Mean Throughput |                     create-snapshot-16 |      1.6431      |      1.9543      |      0.3112  |  ops/s |  +18.94% |
|                                             Median Throughput |                     create-snapshot-16 |      1.6431      |      1.9543      |      0.3112  |  ops/s |  +18.94% |
|                                                Max Throughput |                     create-snapshot-16 |      1.6431      |      1.9543      |      0.3112  |  ops/s |  +18.94% |
|                                      100th percentile latency |                     create-snapshot-16 |    608.111       |    510.271       |    -97.8399  |     ms |  -16.09% |
|                                 100th percentile service time |                     create-snapshot-16 |    608.111       |    510.271       |    -97.8399  |     ms |  -16.09% |
|                                                    error rate |                     create-snapshot-16 |      0           |      0           |      0       |      % |    0.00% |
|                                                Min Throughput |                     create-snapshot-17 |      2.01216     |      1.90109     |     -0.11107 |  ops/s |   -5.52% |
|                                               Mean Throughput |                     create-snapshot-17 |      2.01216     |      1.90109     |     -0.11107 |  ops/s |   -5.52% |
|                                             Median Throughput |                     create-snapshot-17 |      2.01216     |      1.90109     |     -0.11107 |  ops/s |   -5.52% |
|                                                Max Throughput |                     create-snapshot-17 |      2.01216     |      1.90109     |     -0.11107 |  ops/s |   -5.52% |
|                                      100th percentile latency |                     create-snapshot-17 |    496.46        |    524.384       |     27.9236  |     ms |   +5.62% |
|                                 100th percentile service time |                     create-snapshot-17 |    496.46        |    524.384       |     27.9236  |     ms |   +5.62% |
|                                                    error rate |                     create-snapshot-17 |      0           |      0           |      0       |      % |    0.00% |
|                                                Min Throughput |                     create-snapshot-18 |      1.52306     |      1.93783     |      0.41477 |  ops/s |  +27.23% |
|                                               Mean Throughput |                     create-snapshot-18 |      1.52306     |      1.93783     |      0.41477 |  ops/s |  +27.23% |
|                                             Median Throughput |                     create-snapshot-18 |      1.52306     |      1.93783     |      0.41477 |  ops/s |  +27.23% |
|                                                Max Throughput |                     create-snapshot-18 |      1.52306     |      1.93783     |      0.41477 |  ops/s |  +27.23% |
|                                      100th percentile latency |                     create-snapshot-18 |    656.061       |    514.018       |   -142.043   |     ms |  -21.65% |
|                                 100th percentile service time |                     create-snapshot-18 |    656.061       |    514.018       |   -142.043   |     ms |  -21.65% |
|                                                    error rate |                     create-snapshot-18 |      0           |      0           |      0       |      % |    0.00% |
|                                                Min Throughput |                     create-snapshot-19 |      2.02138     |      1.92863     |     -0.09275 |  ops/s |   -4.59% |
|                                               Mean Throughput |                     create-snapshot-19 |      2.02138     |      1.92863     |     -0.09275 |  ops/s |   -4.59% |
|                                             Median Throughput |                     create-snapshot-19 |      2.02138     |      1.92863     |     -0.09275 |  ops/s |   -4.59% |
|                                                Max Throughput |                     create-snapshot-19 |      2.02138     |      1.92863     |     -0.09275 |  ops/s |   -4.59% |
|                                      100th percentile latency |                     create-snapshot-19 |    494.205       |    516.64        |     22.4353  |     ms |   +4.54% |
|                                 100th percentile service time |                     create-snapshot-19 |    494.205       |    516.64        |     22.4353  |     ms |   +4.54% |
|                                                    error rate |                     create-snapshot-19 |      0           |      0           |      0       |      % |    0.00% |
|                                                Min Throughput |                     create-snapshot-20 |      1.26244     |      1.58777     |      0.32533 |  ops/s |  +25.77% |
|                                               Mean Throughput |                     create-snapshot-20 |      1.26244     |      1.58777     |      0.32533 |  ops/s |  +25.77% |
|                                             Median Throughput |                     create-snapshot-20 |      1.26244     |      1.58777     |      0.32533 |  ops/s |  +25.77% |
|                                                Max Throughput |                     create-snapshot-20 |      1.26244     |      1.58777     |      0.32533 |  ops/s |  +25.77% |
|                                      100th percentile latency |                     create-snapshot-20 |    791.585       |    628.203       |   -163.382   |     ms |  -20.64% |
|                                 100th percentile service time |                     create-snapshot-20 |    791.585       |    628.203       |   -163.382   |     ms |  -20.64% |
|                                                    error rate |                     create-snapshot-20 |      0           |      0           |      0       |      % |    0.00% |
|                                                Min Throughput |                     create-snapshot-21 |      1.64483     |      1.13582     |     -0.509   |  ops/s |  -30.95% |
|                                               Mean Throughput |                     create-snapshot-21 |      1.64483     |      1.13582     |     -0.509   |  ops/s |  -30.95% |
|                                             Median Throughput |                     create-snapshot-21 |      1.64483     |      1.13582     |     -0.509   |  ops/s |  -30.95% |
|                                                Max Throughput |                     create-snapshot-21 |      1.64483     |      1.13582     |     -0.509   |  ops/s |  -30.95% |
|                                      100th percentile latency |                     create-snapshot-21 |    607.487       |    878.627       |    271.14    |     ms |  +44.63% |
|                                 100th percentile service time |                     create-snapshot-21 |    607.487       |    878.627       |    271.14    |     ms |  +44.63% |
|                                                    error rate |                     create-snapshot-21 |      0           |      0           |      0       |      % |    0.00% |
|                                                Min Throughput |                     create-snapshot-22 |      1.86439     |      1.43362     |     -0.43077 |  ops/s |  -23.11% |
|                                               Mean Throughput |                     create-snapshot-22 |      1.86439     |      1.43362     |     -0.43077 |  ops/s |  -23.11% |
|                                             Median Throughput |                     create-snapshot-22 |      1.86439     |      1.43362     |     -0.43077 |  ops/s |  -23.11% |
|                                                Max Throughput |                     create-snapshot-22 |      1.86439     |      1.43362     |     -0.43077 |  ops/s |  -23.11% |
|                                      100th percentile latency |                     create-snapshot-22 |    535.857       |    695.869       |    160.012   |     ms |  +29.86% |
|                                 100th percentile service time |                     create-snapshot-22 |    535.857       |    695.869       |    160.012   |     ms |  +29.86% |
|                                                    error rate |                     create-snapshot-22 |      0           |      0           |      0       |      % |    0.00% |
|                                                Min Throughput |                     create-snapshot-23 |      1.64472     |      1.22658     |     -0.41814 |  ops/s |  -25.42% |
|                                               Mean Throughput |                     create-snapshot-23 |      1.64472     |      1.22658     |     -0.41814 |  ops/s |  -25.42% |
|                                             Median Throughput |                     create-snapshot-23 |      1.64472     |      1.22658     |     -0.41814 |  ops/s |  -25.42% |
|                                                Max Throughput |                     create-snapshot-23 |      1.64472     |      1.22658     |     -0.41814 |  ops/s |  -25.42% |
|                                      100th percentile latency |                     create-snapshot-23 |    607.503       |    813.685       |    206.182   |     ms |  +33.94% |
|                                 100th percentile service time |                     create-snapshot-23 |    607.503       |    813.685       |    206.182   |     ms |  +33.94% |
|                                                    error rate |                     create-snapshot-23 |      0           |      0           |      0       |      % |    0.00% |
|                                                Min Throughput |                     create-snapshot-24 |      1.95713     |      1.64922     |     -0.30791 |  ops/s |  -15.73% |
|                                               Mean Throughput |                     create-snapshot-24 |      1.95713     |      1.64922     |     -0.30791 |  ops/s |  -15.73% |
|                                             Median Throughput |                     create-snapshot-24 |      1.95713     |      1.64922     |     -0.30791 |  ops/s |  -15.73% |
|                                                Max Throughput |                     create-snapshot-24 |      1.95713     |      1.64922     |     -0.30791 |  ops/s |  -15.73% |
|                                      100th percentile latency |                     create-snapshot-24 |    510.458       |    604.854       |     94.3964  |     ms |  +18.49% |
|                                 100th percentile service time |                     create-snapshot-24 |    510.458       |    604.854       |     94.3964  |     ms |  +18.49% |
|                                                    error rate |                     create-snapshot-24 |      0           |      0           |      0       |      % |    0.00% |
|                                                Min Throughput |                     create-snapshot-25 |      2.06446     |      1.74981     |     -0.31465 |  ops/s |  -15.24% |
|                                               Mean Throughput |                     create-snapshot-25 |      2.06446     |      1.74981     |     -0.31465 |  ops/s |  -15.24% |
|                                             Median Throughput |                     create-snapshot-25 |      2.06446     |      1.74981     |     -0.31465 |  ops/s |  -15.24% |
|                                                Max Throughput |                     create-snapshot-25 |      2.06446     |      1.74981     |     -0.31465 |  ops/s |  -15.24% |
|                                      100th percentile latency |                     create-snapshot-25 |    483.896       |    569.752       |     85.8552  |     ms |  +17.74% |
|                                 100th percentile service time |                     create-snapshot-25 |    483.896       |    569.752       |     85.8552  |     ms |  +17.74% |
|                                                    error rate |                     create-snapshot-25 |      0           |      0           |      0       |      % |    0.00% |
|                                                Min Throughput |                     create-snapshot-26 |      1.96918     |      1.57507     |     -0.39412 |  ops/s |  -20.01% |
|                                               Mean Throughput |                     create-snapshot-26 |      1.96918     |      1.57507     |     -0.39412 |  ops/s |  -20.01% |
|                                             Median Throughput |                     create-snapshot-26 |      1.96918     |      1.57507     |     -0.39412 |  ops/s |  -20.01% |
|                                                Max Throughput |                     create-snapshot-26 |      1.96918     |      1.57507     |     -0.39412 |  ops/s |  -20.01% |
|                                      100th percentile latency |                     create-snapshot-26 |    507.319       |    633.61        |    126.291   |     ms |  +24.89% |
|                                 100th percentile service time |                     create-snapshot-26 |    507.319       |    633.61        |    126.291   |     ms |  +24.89% |
|                                                    error rate |                     create-snapshot-26 |      0           |      0           |      0       |      % |    0.00% |
|                                                Min Throughput |                     create-snapshot-27 |      1.58359     |      1.3952      |     -0.18839 |  ops/s |  -11.90% |
|                                               Mean Throughput |                     create-snapshot-27 |      1.58359     |      1.3952      |     -0.18839 |  ops/s |  -11.90% |
|                                             Median Throughput |                     create-snapshot-27 |      1.58359     |      1.3952      |     -0.18839 |  ops/s |  -11.90% |
|                                                Max Throughput |                     create-snapshot-27 |      1.58359     |      1.3952      |     -0.18839 |  ops/s |  -11.90% |
|                                      100th percentile latency |                     create-snapshot-27 |    630.954       |    714.991       |     84.0369  |     ms |  +13.32% |
|                                 100th percentile service time |                     create-snapshot-27 |    630.954       |    714.991       |     84.0369  |     ms |  +13.32% |
|                                                    error rate |                     create-snapshot-27 |      0           |      0           |      0       |      % |    0.00% |
|                                                Min Throughput |                     create-snapshot-28 |      1.85624     |      1.48712     |     -0.36912 |  ops/s |  -19.89% |
|                                               Mean Throughput |                     create-snapshot-28 |      1.85624     |      1.48712     |     -0.36912 |  ops/s |  -19.89% |
|                                             Median Throughput |                     create-snapshot-28 |      1.85624     |      1.48712     |     -0.36912 |  ops/s |  -19.89% |
|                                                Max Throughput |                     create-snapshot-28 |      1.85624     |      1.48712     |     -0.36912 |  ops/s |  -19.89% |
|                                      100th percentile latency |                     create-snapshot-28 |    538.209       |    670.562       |    132.353   |     ms |  +24.59% |
|                                 100th percentile service time |                     create-snapshot-28 |    538.209       |    670.562       |    132.353   |     ms |  +24.59% |
|                                                    error rate |                     create-snapshot-28 |      0           |      0           |      0       |      % |    0.00% |
|                                                Min Throughput |                     create-snapshot-29 |      1.87341     |      1.63459     |     -0.23883 |  ops/s |  -12.75% |
|                                               Mean Throughput |                     create-snapshot-29 |      1.87341     |      1.63459     |     -0.23883 |  ops/s |  -12.75% |
|                                             Median Throughput |                     create-snapshot-29 |      1.87341     |      1.63459     |     -0.23883 |  ops/s |  -12.75% |
|                                                Max Throughput |                     create-snapshot-29 |      1.87341     |      1.63459     |     -0.23883 |  ops/s |  -12.75% |
|                                      100th percentile latency |                     create-snapshot-29 |    533.277       |    610.133       |     76.8553  |     ms |  +14.41% |
|                                 100th percentile service time |                     create-snapshot-29 |    533.277       |    610.133       |     76.8553  |     ms |  +14.41% |
|                                                    error rate |                     create-snapshot-29 |      0           |      0           |      0       |      % |    0.00% |
|                                                Min Throughput |                     create-snapshot-30 |      1.40716     |      1.67979     |      0.27263 |  ops/s |  +19.37% |
|                                               Mean Throughput |                     create-snapshot-30 |      1.40716     |      1.67979     |      0.27263 |  ops/s |  +19.37% |
|                                             Median Throughput |                     create-snapshot-30 |      1.40716     |      1.67979     |      0.27263 |  ops/s |  +19.37% |
|                                                Max Throughput |                     create-snapshot-30 |      1.40716     |      1.67979     |      0.27263 |  ops/s |  +19.37% |
|                                      100th percentile latency |                     create-snapshot-30 |    710.156       |    594.035       |   -116.12    |     ms |  -16.35% |
|                                 100th percentile service time |                     create-snapshot-30 |    710.156       |    594.035       |   -116.12    |     ms |  -16.35% |
|                                                    error rate |                     create-snapshot-30 |      0           |      0           |      0       |      % |    0.00% |
|                                                Min Throughput |                     create-snapshot-31 |      1.87507     |      1.45223     |     -0.42283 |  ops/s |  -22.55% |
|                                               Mean Throughput |                     create-snapshot-31 |      1.87507     |      1.45223     |     -0.42283 |  ops/s |  -22.55% |
|                                             Median Throughput |                     create-snapshot-31 |      1.87507     |      1.45223     |     -0.42283 |  ops/s |  -22.55% |
|                                                Max Throughput |                     create-snapshot-31 |      1.87507     |      1.45223     |     -0.42283 |  ops/s |  -22.55% |
|                                      100th percentile latency |                     create-snapshot-31 |    532.81        |    686.633       |    153.823   |     ms |  +28.87% |
|                                 100th percentile service time |                     create-snapshot-31 |    532.81        |    686.633       |    153.823   |     ms |  +28.87% |
|                                                    error rate |                     create-snapshot-31 |      0           |      0           |      0       |      % |    0.00% |
|                                                Min Throughput |                     create-snapshot-32 |      1.83781     |      1.61242     |     -0.22539 |  ops/s |  -12.26% |
|                                               Mean Throughput |                     create-snapshot-32 |      1.83781     |      1.61242     |     -0.22539 |  ops/s |  -12.26% |
|                                             Median Throughput |                     create-snapshot-32 |      1.83781     |      1.61242     |     -0.22539 |  ops/s |  -12.26% |
|                                                Max Throughput |                     create-snapshot-32 |      1.83781     |      1.61242     |     -0.22539 |  ops/s |  -12.26% |
|                                      100th percentile latency |                     create-snapshot-32 |    543.612       |    618.596       |     74.9838  |     ms |  +13.79% |
|                                 100th percentile service time |                     create-snapshot-32 |    543.612       |    618.596       |     74.9838  |     ms |  +13.79% |
|                                                    error rate |                     create-snapshot-32 |      0           |      0           |      0       |      % |    0.00% |
|                                                Min Throughput |                     create-snapshot-33 |      1.77739     |      1.44671     |     -0.33068 |  ops/s |  -18.61% |
|                                               Mean Throughput |                     create-snapshot-33 |      1.77739     |      1.44671     |     -0.33068 |  ops/s |  -18.61% |
|                                             Median Throughput |                     create-snapshot-33 |      1.77739     |      1.44671     |     -0.33068 |  ops/s |  -18.61% |
|                                                Max Throughput |                     create-snapshot-33 |      1.77739     |      1.44671     |     -0.33068 |  ops/s |  -18.61% |
|                                      100th percentile latency |                     create-snapshot-33 |    562.137       |    689.646       |    127.509   |     ms |  +22.68% |
|                                 100th percentile service time |                     create-snapshot-33 |    562.137       |    689.646       |    127.509   |     ms |  +22.68% |
|                                                    error rate |                     create-snapshot-33 |      0           |      0           |      0       |      % |    0.00% |
|                                                Min Throughput |                     create-snapshot-34 |      1.34683     |      1.69244     |      0.34561 |  ops/s |  +25.66% |
|                                               Mean Throughput |                     create-snapshot-34 |      1.34683     |      1.69244     |      0.34561 |  ops/s |  +25.66% |
|                                             Median Throughput |                     create-snapshot-34 |      1.34683     |      1.69244     |      0.34561 |  ops/s |  +25.66% |
|                                                Max Throughput |                     create-snapshot-34 |      1.34683     |      1.69244     |      0.34561 |  ops/s |  +25.66% |
|                                      100th percentile latency |                     create-snapshot-34 |    741.957       |    589.553       |   -152.404   |     ms |  -20.54% |
|                                 100th percentile service time |                     create-snapshot-34 |    741.957       |    589.553       |   -152.404   |     ms |  -20.54% |
|                                                    error rate |                     create-snapshot-34 |      0           |      0           |      0       |      % |    0.00% |
|                                                Min Throughput |                     create-snapshot-35 |      1.88811     |      1.68602     |     -0.20209 |  ops/s |  -10.70% |
|                                               Mean Throughput |                     create-snapshot-35 |      1.88811     |      1.68602     |     -0.20209 |  ops/s |  -10.70% |
|                                             Median Throughput |                     create-snapshot-35 |      1.88811     |      1.68602     |     -0.20209 |  ops/s |  -10.70% |
|                                                Max Throughput |                     create-snapshot-35 |      1.88811     |      1.68602     |     -0.20209 |  ops/s |  -10.70% |
|                                      100th percentile latency |                     create-snapshot-35 |    529.133       |    591.373       |     62.2404  |     ms |  +11.76% |
|                                 100th percentile service time |                     create-snapshot-35 |    529.133       |    591.373       |     62.2404  |     ms |  +11.76% |
|                                                    error rate |                     create-snapshot-35 |      0           |      0           |      0       |      % |    0.00% |
|                                                Min Throughput |                     create-snapshot-36 |      1.62116     |      1.77465     |      0.1535  |  ops/s |   +9.47% |
|                                               Mean Throughput |                     create-snapshot-36 |      1.62116     |      1.77465     |      0.1535  |  ops/s |   +9.47% |
|                                             Median Throughput |                     create-snapshot-36 |      1.62116     |      1.77465     |      0.1535  |  ops/s |   +9.47% |
|                                                Max Throughput |                     create-snapshot-36 |      1.62116     |      1.77465     |      0.1535  |  ops/s |   +9.47% |
|                                      100th percentile latency |                     create-snapshot-36 |    616.349       |    562.069       |    -54.2797  |     ms |   -8.81% |
|                                 100th percentile service time |                     create-snapshot-36 |    616.349       |    562.069       |    -54.2797  |     ms |   -8.81% |
|                                                    error rate |                     create-snapshot-36 |      0           |      0           |      0       |      % |    0.00% |
|                                                Min Throughput |                     create-snapshot-37 |      1.77486     |      1.52127     |     -0.25359 |  ops/s |  -14.29% |
|                                               Mean Throughput |                     create-snapshot-37 |      1.77486     |      1.52127     |     -0.25359 |  ops/s |  -14.29% |
|                                             Median Throughput |                     create-snapshot-37 |      1.77486     |      1.52127     |     -0.25359 |  ops/s |  -14.29% |
|                                                Max Throughput |                     create-snapshot-37 |      1.77486     |      1.52127     |     -0.25359 |  ops/s |  -14.29% |
|                                      100th percentile latency |                     create-snapshot-37 |    562.927       |    655.583       |     92.6565  |     ms |  +16.46% |
|                                 100th percentile service time |                     create-snapshot-37 |    562.927       |    655.583       |     92.6565  |     ms |  +16.46% |
|                                                    error rate |                     create-snapshot-37 |      0           |      0           |      0       |      % |    0.00% |
|                                                Min Throughput |                     create-snapshot-38 |      1.83803     |      1.45718     |     -0.38084 |  ops/s |  -20.72% |
|                                               Mean Throughput |                     create-snapshot-38 |      1.83803     |      1.45718     |     -0.38084 |  ops/s |  -20.72% |
|                                             Median Throughput |                     create-snapshot-38 |      1.83803     |      1.45718     |     -0.38084 |  ops/s |  -20.72% |
|                                                Max Throughput |                     create-snapshot-38 |      1.83803     |      1.45718     |     -0.38084 |  ops/s |  -20.72% |
|                                      100th percentile latency |                     create-snapshot-38 |    543.565       |    684.524       |    140.959   |     ms |  +25.93% |
|                                 100th percentile service time |                     create-snapshot-38 |    543.565       |    684.524       |    140.959   |     ms |  +25.93% |
|                                                    error rate |                     create-snapshot-38 |      0           |      0           |      0       |      % |    0.00% |
|                                                Min Throughput |                     create-snapshot-39 |      1.70026     |      1.36212     |     -0.33813 |  ops/s |  -19.89% |
|                                               Mean Throughput |                     create-snapshot-39 |      1.70026     |      1.36212     |     -0.33813 |  ops/s |  -19.89% |
|                                             Median Throughput |                     create-snapshot-39 |      1.70026     |      1.36212     |     -0.33813 |  ops/s |  -19.89% |
|                                                Max Throughput |                     create-snapshot-39 |      1.70026     |      1.36212     |     -0.33813 |  ops/s |  -19.89% |
|                                      100th percentile latency |                     create-snapshot-39 |    587.652       |    732.175       |    144.523   |     ms |  +24.59% |
|                                 100th percentile service time |                     create-snapshot-39 |    587.652       |    732.175       |    144.523   |     ms |  +24.59% |
|                                                    error rate |                     create-snapshot-39 |      0           |      0           |      0       |      % |    0.00% |
|                                                Min Throughput |                     create-snapshot-40 |      1.52182     |      1.52904     |      0.00722 |  ops/s |   +0.47% |
|                                               Mean Throughput |                     create-snapshot-40 |      1.52182     |      1.52904     |      0.00722 |  ops/s |   +0.47% |
|                                             Median Throughput |                     create-snapshot-40 |      1.52182     |      1.52904     |      0.00722 |  ops/s |   +0.47% |
|                                                Max Throughput |                     create-snapshot-40 |      1.52182     |      1.52904     |      0.00722 |  ops/s |   +0.47% |
|                                      100th percentile latency |                     create-snapshot-40 |    656.572       |    652.375       |     -4.19702 |     ms |   -0.64% |
|                                 100th percentile service time |                     create-snapshot-40 |    656.572       |    652.375       |     -4.19702 |     ms |   -0.64% |
|                                                    error rate |                     create-snapshot-40 |      0           |      0           |      0       |      % |    0.00% |
|                                                Min Throughput |                     create-snapshot-41 |      1.84365     |      1.63648     |     -0.20716 |  ops/s |  -11.24% |
|                                               Mean Throughput |                     create-snapshot-41 |      1.84365     |      1.63648     |     -0.20716 |  ops/s |  -11.24% |
|                                             Median Throughput |                     create-snapshot-41 |      1.84365     |      1.63648     |     -0.20716 |  ops/s |  -11.24% |
|                                                Max Throughput |                     create-snapshot-41 |      1.84365     |      1.63648     |     -0.20716 |  ops/s |  -11.24% |
|                                      100th percentile latency |                     create-snapshot-41 |    541.921       |    609.307       |     67.3856  |     ms |  +12.43% |
|                                 100th percentile service time |                     create-snapshot-41 |    541.921       |    609.307       |     67.3856  |     ms |  +12.43% |
|                                                    error rate |                     create-snapshot-41 |      0           |      0           |      0       |      % |    0.00% |
|                                                Min Throughput |                     create-snapshot-42 |      1.82717     |      1.35862     |     -0.46855 |  ops/s |  -25.64% |
|                                               Mean Throughput |                     create-snapshot-42 |      1.82717     |      1.35862     |     -0.46855 |  ops/s |  -25.64% |
|                                             Median Throughput |                     create-snapshot-42 |      1.82717     |      1.35862     |     -0.46855 |  ops/s |  -25.64% |
|                                                Max Throughput |                     create-snapshot-42 |      1.82717     |      1.35862     |     -0.46855 |  ops/s |  -25.64% |
|                                      100th percentile latency |                     create-snapshot-42 |    546.781       |    734.229       |    187.448   |     ms |  +34.28% |
|                                 100th percentile service time |                     create-snapshot-42 |    546.781       |    734.229       |    187.448   |     ms |  +34.28% |
|                                                    error rate |                     create-snapshot-42 |      0           |      0           |      0       |      % |    0.00% |
|                                                Min Throughput |                     create-snapshot-43 |      1.51039     |      1.33556     |     -0.17483 |  ops/s |  -11.58% |
|                                               Mean Throughput |                     create-snapshot-43 |      1.51039     |      1.33556     |     -0.17483 |  ops/s |  -11.58% |
|                                             Median Throughput |                     create-snapshot-43 |      1.51039     |      1.33556     |     -0.17483 |  ops/s |  -11.58% |
|                                                Max Throughput |                     create-snapshot-43 |      1.51039     |      1.33556     |     -0.17483 |  ops/s |  -11.58% |
|                                      100th percentile latency |                     create-snapshot-43 |    661.581       |    747.005       |     85.4237  |     ms |  +12.91% |
|                                 100th percentile service time |                     create-snapshot-43 |    661.581       |    747.005       |     85.4237  |     ms |  +12.91% |
|                                                    error rate |                     create-snapshot-43 |      0           |      0           |      0       |      % |    0.00% |
|                                                Min Throughput |                     create-snapshot-44 |      1.93705     |      1.53208     |     -0.40496 |  ops/s |  -20.91% |
|                                               Mean Throughput |                     create-snapshot-44 |      1.93705     |      1.53208     |     -0.40496 |  ops/s |  -20.91% |
|                                             Median Throughput |                     create-snapshot-44 |      1.93705     |      1.53208     |     -0.40496 |  ops/s |  -20.91% |
|                                                Max Throughput |                     create-snapshot-44 |      1.93705     |      1.53208     |     -0.40496 |  ops/s |  -20.91% |
|                                      100th percentile latency |                     create-snapshot-44 |    515.761       |    650.896       |    135.135   |     ms |  +26.20% |
|                                 100th percentile service time |                     create-snapshot-44 |    515.761       |    650.896       |    135.135   |     ms |  +26.20% |
|                                                    error rate |                     create-snapshot-44 |      0           |      0           |      0       |      % |    0.00% |
|                                                Min Throughput |                     create-snapshot-45 |      1.59453     |      1.65712     |      0.0626  |  ops/s |   +3.93% |
|                                               Mean Throughput |                     create-snapshot-45 |      1.59453     |      1.65712     |      0.0626  |  ops/s |   +3.93% |
|                                             Median Throughput |                     create-snapshot-45 |      1.59453     |      1.65712     |      0.0626  |  ops/s |   +3.93% |
|                                                Max Throughput |                     create-snapshot-45 |      1.59453     |      1.65712     |      0.0626  |  ops/s |   +3.93% |
|                                      100th percentile latency |                     create-snapshot-45 |    626.661       |    601.598       |    -25.0624  |     ms |   -4.00% |
|                                 100th percentile service time |                     create-snapshot-45 |    626.661       |    601.598       |    -25.0624  |     ms |   -4.00% |
|                                                    error rate |                     create-snapshot-45 |      0           |      0           |      0       |      % |    0.00% |
|                                                Min Throughput |                     create-snapshot-46 |      1.77215     |      1.67166     |     -0.10048 |  ops/s |   -5.67% |
|                                               Mean Throughput |                     create-snapshot-46 |      1.77215     |      1.67166     |     -0.10048 |  ops/s |   -5.67% |
|                                             Median Throughput |                     create-snapshot-46 |      1.77215     |      1.67166     |     -0.10048 |  ops/s |   -5.67% |
|                                                Max Throughput |                     create-snapshot-46 |      1.77215     |      1.67166     |     -0.10048 |  ops/s |   -5.67% |
|                                      100th percentile latency |                     create-snapshot-46 |    563.796       |    596.844       |     33.0484  |     ms |   +5.86% |
|                                 100th percentile service time |                     create-snapshot-46 |    563.796       |    596.844       |     33.0484  |     ms |   +5.86% |
|                                                    error rate |                     create-snapshot-46 |      0           |      0           |      0       |      % |    0.00% |
|                                                Min Throughput |                     create-snapshot-47 |      1.67224     |      1.77375     |      0.10151 |  ops/s |   +6.07% |
|                                               Mean Throughput |                     create-snapshot-47 |      1.67224     |      1.77375     |      0.10151 |  ops/s |   +6.07% |
|                                             Median Throughput |                     create-snapshot-47 |      1.67224     |      1.77375     |      0.10151 |  ops/s |   +6.07% |
|                                                Max Throughput |                     create-snapshot-47 |      1.67224     |      1.77375     |      0.10151 |  ops/s |   +6.07% |
|                                      100th percentile latency |                     create-snapshot-47 |    597.513       |    562.13        |    -35.3836  |     ms |   -5.92% |
|                                 100th percentile service time |                     create-snapshot-47 |    597.513       |    562.13        |    -35.3836  |     ms |   -5.92% |
|                                                    error rate |                     create-snapshot-47 |      0           |      0           |      0       |      % |    0.00% |
|                                                Min Throughput |                     create-snapshot-48 |      1.26438     |      1.61725     |      0.35287 |  ops/s |  +27.91% |
|                                               Mean Throughput |                     create-snapshot-48 |      1.26438     |      1.61725     |      0.35287 |  ops/s |  +27.91% |
|                                             Median Throughput |                     create-snapshot-48 |      1.26438     |      1.61725     |      0.35287 |  ops/s |  +27.91% |
|                                                Max Throughput |                     create-snapshot-48 |      1.26438     |      1.61725     |      0.35287 |  ops/s |  +27.91% |
|                                      100th percentile latency |                     create-snapshot-48 |    790.377       |    616.922       |   -173.455   |     ms |  -21.95% |
|                                 100th percentile service time |                     create-snapshot-48 |    790.377       |    616.922       |   -173.455   |     ms |  -21.95% |
|                                                    error rate |                     create-snapshot-48 |      0           |      0           |      0       |      % |    0.00% |
|                                                Min Throughput |                     create-snapshot-49 |      1.63576     |      1.41303     |     -0.22273 |  ops/s |  -13.62% |
|                                               Mean Throughput |                     create-snapshot-49 |      1.63576     |      1.41303     |     -0.22273 |  ops/s |  -13.62% |
|                                             Median Throughput |                     create-snapshot-49 |      1.63576     |      1.41303     |     -0.22273 |  ops/s |  -13.62% |
|                                                Max Throughput |                     create-snapshot-49 |      1.63576     |      1.41303     |     -0.22273 |  ops/s |  -13.62% |
|                                      100th percentile latency |                     create-snapshot-49 |    610.843       |    705.97        |     95.1269  |     ms |  +15.57% |
|                                 100th percentile service time |                     create-snapshot-49 |    610.843       |    705.97        |     95.1269  |     ms |  +15.57% |
|                                                    error rate |                     create-snapshot-49 |      0           |      0           |      0       |      % |    0.00% |
|                                                Min Throughput |                     create-snapshot-50 |      1.46269     |      1.44408     |     -0.0186  |  ops/s |   -1.27% |
|                                               Mean Throughput |                     create-snapshot-50 |      1.46269     |      1.44408     |     -0.0186  |  ops/s |   -1.27% |
|                                             Median Throughput |                     create-snapshot-50 |      1.46269     |      1.44408     |     -0.0186  |  ops/s |   -1.27% |
|                                                Max Throughput |                     create-snapshot-50 |      1.46269     |      1.44408     |     -0.0186  |  ops/s |   -1.27% |
|                                      100th percentile latency |                     create-snapshot-50 |    683.176       |    691.151       |      7.97485 |     ms |   +1.17% |
|                                 100th percentile service time |                     create-snapshot-50 |    683.176       |    691.151       |      7.97485 |     ms |   +1.17% |
|                                                    error rate |                     create-snapshot-50 |      0           |      0           |      0       |      % |    0.00% |
|                                                Min Throughput |                     create-snapshot-51 |      1.39557     |      1.62629     |      0.23072 |  ops/s |  +16.53% |
|                                               Mean Throughput |                     create-snapshot-51 |      1.39557     |      1.62629     |      0.23072 |  ops/s |  +16.53% |
|                                             Median Throughput |                     create-snapshot-51 |      1.39557     |      1.62629     |      0.23072 |  ops/s |  +16.53% |
|                                                Max Throughput |                     create-snapshot-51 |      1.39557     |      1.62629     |      0.23072 |  ops/s |  +16.53% |
|                                      100th percentile latency |                     create-snapshot-51 |    716.05        |    612.996       |   -103.054   |     ms |  -14.39% |
|                                 100th percentile service time |                     create-snapshot-51 |    716.05        |    612.996       |   -103.054   |     ms |  -14.39% |
|                                                    error rate |                     create-snapshot-51 |      0           |      0           |      0       |      % |    0.00% |
|                                                Min Throughput |                     create-snapshot-52 |      1.37944     |      1.25501     |     -0.12442 |  ops/s |   -9.02% |
|                                               Mean Throughput |                     create-snapshot-52 |      1.37944     |      1.25501     |     -0.12442 |  ops/s |   -9.02% |
|                                             Median Throughput |                     create-snapshot-52 |      1.37944     |      1.25501     |     -0.12442 |  ops/s |   -9.02% |
|                                                Max Throughput |                     create-snapshot-52 |      1.37944     |      1.25501     |     -0.12442 |  ops/s |   -9.02% |
|                                      100th percentile latency |                     create-snapshot-52 |    724.432       |    795.417       |     70.9852  |     ms |   +9.80% |
|                                 100th percentile service time |                     create-snapshot-52 |    724.432       |    795.417       |     70.9852  |     ms |   +9.80% |
|                                                    error rate |                     create-snapshot-52 |      0           |      0           |      0       |      % |    0.00% |
|                                                Min Throughput |                     create-snapshot-53 |      1.36303     |      1.35058     |     -0.01245 |  ops/s |   -0.91% |
|                                               Mean Throughput |                     create-snapshot-53 |      1.36303     |      1.35058     |     -0.01245 |  ops/s |   -0.91% |
|                                             Median Throughput |                     create-snapshot-53 |      1.36303     |      1.35058     |     -0.01245 |  ops/s |   -0.91% |
|                                                Max Throughput |                     create-snapshot-53 |      1.36303     |      1.35058     |     -0.01245 |  ops/s |   -0.91% |
|                                      100th percentile latency |                     create-snapshot-53 |    733.157       |    738.612       |      5.45532 |     ms |   +0.74% |
|                                 100th percentile service time |                     create-snapshot-53 |    733.157       |    738.612       |      5.45532 |     ms |   +0.74% |
|                                                    error rate |                     create-snapshot-53 |      0           |      0           |      0       |      % |    0.00% |
|                                                Min Throughput |                     create-snapshot-54 |      1.16387     |      1.48722     |      0.32334 |  ops/s |  +27.78% |
|                                               Mean Throughput |                     create-snapshot-54 |      1.16387     |      1.48722     |      0.32334 |  ops/s |  +27.78% |
|                                             Median Throughput |                     create-snapshot-54 |      1.16387     |      1.48722     |      0.32334 |  ops/s |  +27.78% |
|                                                Max Throughput |                     create-snapshot-54 |      1.16387     |      1.48722     |      0.32334 |  ops/s |  +27.78% |
|                                      100th percentile latency |                     create-snapshot-54 |    858.703       |    671.058       |   -187.645   |     ms |  -21.85% |
|                                 100th percentile service time |                     create-snapshot-54 |    858.703       |    671.058       |   -187.645   |     ms |  -21.85% |
|                                                    error rate |                     create-snapshot-54 |      0           |      0           |      0       |      % |    0.00% |
|                                                Min Throughput |                     create-snapshot-55 |      1.4977      |      1.4308      |     -0.0669  |  ops/s |   -4.47% |
|                                               Mean Throughput |                     create-snapshot-55 |      1.4977      |      1.4308      |     -0.0669  |  ops/s |   -4.47% |
|                                             Median Throughput |                     create-snapshot-55 |      1.4977      |      1.4308      |     -0.0669  |  ops/s |   -4.47% |
|                                                Max Throughput |                     create-snapshot-55 |      1.4977      |      1.4308      |     -0.0669  |  ops/s |   -4.47% |
|                                      100th percentile latency |                     create-snapshot-55 |    667.191       |    697.207       |     30.016   |     ms |   +4.50% |
|                                 100th percentile service time |                     create-snapshot-55 |    667.191       |    697.207       |     30.016   |     ms |   +4.50% |
|                                                    error rate |                     create-snapshot-55 |      0           |      0           |      0       |      % |    0.00% |
|                                                Min Throughput |                     create-snapshot-56 |      1.10949     |      1.5784      |      0.46891 |  ops/s |  +42.26% |
|                                               Mean Throughput |                     create-snapshot-56 |      1.10949     |      1.5784      |      0.46891 |  ops/s |  +42.26% |
|                                             Median Throughput |                     create-snapshot-56 |      1.10949     |      1.5784      |      0.46891 |  ops/s |  +42.26% |
|                                                Max Throughput |                     create-snapshot-56 |      1.10949     |      1.5784      |      0.46891 |  ops/s |  +42.26% |
|                                      100th percentile latency |                     create-snapshot-56 |    900.81        |    632.094       |   -268.715   |     ms |  -29.83% |
|                                 100th percentile service time |                     create-snapshot-56 |    900.81        |    632.094       |   -268.715   |     ms |  -29.83% |
|                                                    error rate |                     create-snapshot-56 |      0           |      0           |      0       |      % |    0.00% |
|                                                Min Throughput |                     create-snapshot-57 |      1.56069     |      1.31808     |     -0.24261 |  ops/s |  -15.55% |
|                                               Mean Throughput |                     create-snapshot-57 |      1.56069     |      1.31808     |     -0.24261 |  ops/s |  -15.55% |
|                                             Median Throughput |                     create-snapshot-57 |      1.56069     |      1.31808     |     -0.24261 |  ops/s |  -15.55% |
|                                                Max Throughput |                     create-snapshot-57 |      1.56069     |      1.31808     |     -0.24261 |  ops/s |  -15.55% |
|                                      100th percentile latency |                     create-snapshot-57 |    640.229       |    757.006       |    116.777   |     ms |  +18.24% |
|                                 100th percentile service time |                     create-snapshot-57 |    640.229       |    757.006       |    116.777   |     ms |  +18.24% |
|                                                    error rate |                     create-snapshot-57 |      0           |      0           |      0       |      % |    0.00% |
|                                                Min Throughput |                     create-snapshot-58 |      1.5621      |      1.3639      |     -0.1982  |  ops/s |  -12.69% |
|                                               Mean Throughput |                     create-snapshot-58 |      1.5621      |      1.3639      |     -0.1982  |  ops/s |  -12.69% |
|                                             Median Throughput |                     create-snapshot-58 |      1.5621      |      1.3639      |     -0.1982  |  ops/s |  -12.69% |
|                                                Max Throughput |                     create-snapshot-58 |      1.5621      |      1.3639      |     -0.1982  |  ops/s |  -12.69% |
|                                      100th percentile latency |                     create-snapshot-58 |    639.637       |    731.928       |     92.2906  |     ms |  +14.43% |
|                                 100th percentile service time |                     create-snapshot-58 |    639.637       |    731.928       |     92.2906  |     ms |  +14.43% |
|                                                    error rate |                     create-snapshot-58 |      0           |      0           |      0       |      % |    0.00% |
|                                                Min Throughput |                     create-snapshot-59 |      1.41104     |      1.48118     |      0.07014 |  ops/s |   +4.97% |
|                                               Mean Throughput |                     create-snapshot-59 |      1.41104     |      1.48118     |      0.07014 |  ops/s |   +4.97% |
|                                             Median Throughput |                     create-snapshot-59 |      1.41104     |      1.48118     |      0.07014 |  ops/s |   +4.97% |
|                                                Max Throughput |                     create-snapshot-59 |      1.41104     |      1.48118     |      0.07014 |  ops/s |   +4.97% |
|                                      100th percentile latency |                     create-snapshot-59 |    708.142       |    673.196       |    -34.9462  |     ms |   -4.93% |
|                                 100th percentile service time |                     create-snapshot-59 |    708.142       |    673.196       |    -34.9462  |     ms |   -4.93% |
|                                                    error rate |                     create-snapshot-59 |      0           |      0           |      0       |      % |    0.00% |
|                                                Min Throughput |                     create-snapshot-60 |      1.39572     |      1.40086     |      0.00514 |  ops/s |   +0.37% |
|                                               Mean Throughput |                     create-snapshot-60 |      1.39572     |      1.40086     |      0.00514 |  ops/s |   +0.37% |
|                                             Median Throughput |                     create-snapshot-60 |      1.39572     |      1.40086     |      0.00514 |  ops/s |   +0.37% |
|                                                Max Throughput |                     create-snapshot-60 |      1.39572     |      1.40086     |      0.00514 |  ops/s |   +0.37% |
|                                      100th percentile latency |                     create-snapshot-60 |    715.966       |    712.065       |     -3.90015 |     ms |   -0.54% |
|                                 100th percentile service time |                     create-snapshot-60 |    715.966       |    712.065       |     -3.90015 |     ms |   -0.54% |
|                                                    error rate |                     create-snapshot-60 |      0           |      0           |      0       |      % |    0.00% |
|                                                Min Throughput |                     create-snapshot-61 |      1.35823     |      1.44488     |      0.08665 |  ops/s |   +6.38% |
|                                               Mean Throughput |                     create-snapshot-61 |      1.35823     |      1.44488     |      0.08665 |  ops/s |   +6.38% |
|                                             Median Throughput |                     create-snapshot-61 |      1.35823     |      1.44488     |      0.08665 |  ops/s |   +6.38% |
|                                                Max Throughput |                     create-snapshot-61 |      1.35823     |      1.44488     |      0.08665 |  ops/s |   +6.38% |
|                                      100th percentile latency |                     create-snapshot-61 |    735.75        |    690.328       |    -45.4217  |     ms |   -6.17% |
|                                 100th percentile service time |                     create-snapshot-61 |    735.75        |    690.328       |    -45.4217  |     ms |   -6.17% |
|                                                    error rate |                     create-snapshot-61 |      0           |      0           |      0       |      % |    0.00% |
|                                                Min Throughput |                     create-snapshot-62 |      1.50647     |      1.21739     |     -0.28908 |  ops/s |  -19.19% |
|                                               Mean Throughput |                     create-snapshot-62 |      1.50647     |      1.21739     |     -0.28908 |  ops/s |  -19.19% |
|                                             Median Throughput |                     create-snapshot-62 |      1.50647     |      1.21739     |     -0.28908 |  ops/s |  -19.19% |
|                                                Max Throughput |                     create-snapshot-62 |      1.50647     |      1.21739     |     -0.28908 |  ops/s |  -19.19% |
|                                      100th percentile latency |                     create-snapshot-62 |    663.307       |    820.112       |    156.805   |     ms |  +23.64% |
|                                 100th percentile service time |                     create-snapshot-62 |    663.307       |    820.112       |    156.805   |     ms |  +23.64% |
|                                                    error rate |                     create-snapshot-62 |      0           |      0           |      0       |      % |    0.00% |
|                                                Min Throughput |                     create-snapshot-63 |      1.21425     |      1.18242     |     -0.03182 |  ops/s |   -2.62% |
|                                               Mean Throughput |                     create-snapshot-63 |      1.21425     |      1.18242     |     -0.03182 |  ops/s |   -2.62% |
|                                             Median Throughput |                     create-snapshot-63 |      1.21425     |      1.18242     |     -0.03182 |  ops/s |   -2.62% |
|                                                Max Throughput |                     create-snapshot-63 |      1.21425     |      1.18242     |     -0.03182 |  ops/s |   -2.62% |
|                                      100th percentile latency |                     create-snapshot-63 |    823.062       |    843.992       |     20.9302  |     ms |   +2.54% |
|                                 100th percentile service time |                     create-snapshot-63 |    823.062       |    843.992       |     20.9302  |     ms |   +2.54% |
|                                                    error rate |                     create-snapshot-63 |      0           |      0           |      0       |      % |    0.00% |
|                                                Min Throughput |                     create-snapshot-64 |      1.45782     |      1.402       |     -0.05582 |  ops/s |   -3.83% |
|                                               Mean Throughput |                     create-snapshot-64 |      1.45782     |      1.402       |     -0.05582 |  ops/s |   -3.83% |
|                                             Median Throughput |                     create-snapshot-64 |      1.45782     |      1.402       |     -0.05582 |  ops/s |   -3.83% |
|                                                Max Throughput |                     create-snapshot-64 |      1.45782     |      1.402       |     -0.05582 |  ops/s |   -3.83% |
|                                      100th percentile latency |                     create-snapshot-64 |    685.46        |    711.982       |     26.5225  |     ms |   +3.87% |
|                                 100th percentile service time |                     create-snapshot-64 |    685.46        |    711.982       |     26.5225  |     ms |   +3.87% |
|                                                    error rate |                     create-snapshot-64 |      0           |      0           |      0       |      % |    0.00% |
|                                                Min Throughput |                     create-snapshot-65 |      1.2895      |      1.61157     |      0.32207 |  ops/s |  +24.98% |
|                                               Mean Throughput |                     create-snapshot-65 |      1.2895      |      1.61157     |      0.32207 |  ops/s |  +24.98% |
|                                             Median Throughput |                     create-snapshot-65 |      1.2895      |      1.61157     |      0.32207 |  ops/s |  +24.98% |
|                                                Max Throughput |                     create-snapshot-65 |      1.2895      |      1.61157     |      0.32207 |  ops/s |  +24.98% |
|                                      100th percentile latency |                     create-snapshot-65 |    774.98        |    618.89        |   -156.09    |     ms |  -20.14% |
|                                 100th percentile service time |                     create-snapshot-65 |    774.98        |    618.89        |   -156.09    |     ms |  -20.14% |
|                                                    error rate |                     create-snapshot-65 |      0           |      0           |      0       |      % |    0.00% |
|                                                Min Throughput |                     create-snapshot-66 |      1.59706     |      1.31469     |     -0.28237 |  ops/s |  -17.68% |
|                                               Mean Throughput |                     create-snapshot-66 |      1.59706     |      1.31469     |     -0.28237 |  ops/s |  -17.68% |
|                                             Median Throughput |                     create-snapshot-66 |      1.59706     |      1.31469     |     -0.28237 |  ops/s |  -17.68% |
|                                                Max Throughput |                     create-snapshot-66 |      1.59706     |      1.31469     |     -0.28237 |  ops/s |  -17.68% |
|                                      100th percentile latency |                     create-snapshot-66 |    625.657       |    759.367       |    133.71    |     ms |  +21.37% |
|                                 100th percentile service time |                     create-snapshot-66 |    625.657       |    759.367       |    133.71    |     ms |  +21.37% |
|                                                    error rate |                     create-snapshot-66 |      0           |      0           |      0       |      % |    0.00% |
|                                                Min Throughput |                     create-snapshot-67 |      1.17314     |      1.37009     |      0.19695 |  ops/s |  +16.79% |
|                                               Mean Throughput |                     create-snapshot-67 |      1.17314     |      1.37009     |      0.19695 |  ops/s |  +16.79% |
|                                             Median Throughput |                     create-snapshot-67 |      1.17314     |      1.37009     |      0.19695 |  ops/s |  +16.79% |
|                                                Max Throughput |                     create-snapshot-67 |      1.17314     |      1.37009     |      0.19695 |  ops/s |  +16.79% |
|                                      100th percentile latency |                     create-snapshot-67 |    851.914       |    728.035       |   -123.879   |     ms |  -14.54% |
|                                 100th percentile service time |                     create-snapshot-67 |    851.914       |    728.035       |   -123.879   |     ms |  -14.54% |
|                                                    error rate |                     create-snapshot-67 |      0           |      0           |      0       |      % |    0.00% |
|                                                Min Throughput |                     create-snapshot-68 |      1.00047     |      1.21639     |      0.21592 |  ops/s |  +21.58% |
|                                               Mean Throughput |                     create-snapshot-68 |      1.00047     |      1.21639     |      0.21592 |  ops/s |  +21.58% |
|                                             Median Throughput |                     create-snapshot-68 |      1.00047     |      1.21639     |      0.21592 |  ops/s |  +21.58% |
|                                                Max Throughput |                     create-snapshot-68 |      1.00047     |      1.21639     |      0.21592 |  ops/s |  +21.58% |
|                                      100th percentile latency |                     create-snapshot-68 |    999.04        |    820.739       |   -178.301   |     ms |  -17.85% |
|                                 100th percentile service time |                     create-snapshot-68 |    999.04        |    820.739       |   -178.301   |     ms |  -17.85% |
|                                                    error rate |                     create-snapshot-68 |      0           |      0           |      0       |      % |    0.00% |
|                                                Min Throughput |                     create-snapshot-69 |      1.16075     |      1.49862     |      0.33787 |  ops/s |  +29.11% |
|                                               Mean Throughput |                     create-snapshot-69 |      1.16075     |      1.49862     |      0.33787 |  ops/s |  +29.11% |
|                                             Median Throughput |                     create-snapshot-69 |      1.16075     |      1.49862     |      0.33787 |  ops/s |  +29.11% |
|                                                Max Throughput |                     create-snapshot-69 |      1.16075     |      1.49862     |      0.33787 |  ops/s |  +29.11% |
|                                      100th percentile latency |                     create-snapshot-69 |    861.027       |    665.556       |   -195.471   |     ms |  -22.70% |
|                                 100th percentile service time |                     create-snapshot-69 |    861.027       |    665.556       |   -195.471   |     ms |  -22.70% |
|                                                    error rate |                     create-snapshot-69 |      0           |      0           |      0       |      % |    0.00% |
|                                                Min Throughput |                     create-snapshot-70 |      1.29401     |      1.34768     |      0.05366 |  ops/s |   +4.15% |
|                                               Mean Throughput |                     create-snapshot-70 |      1.29401     |      1.34768     |      0.05366 |  ops/s |   +4.15% |
|                                             Median Throughput |                     create-snapshot-70 |      1.29401     |      1.34768     |      0.05366 |  ops/s |   +4.15% |
|                                                Max Throughput |                     create-snapshot-70 |      1.29401     |      1.34768     |      0.05366 |  ops/s |   +4.15% |
|                                      100th percentile latency |                     create-snapshot-70 |    772.285       |    740.402       |    -31.883   |     ms |   -4.13% |
|                                 100th percentile service time |                     create-snapshot-70 |    772.285       |    740.402       |    -31.883   |     ms |   -4.13% |
|                                                    error rate |                     create-snapshot-70 |      0           |      0           |      0       |      % |    0.00% |
|                                                Min Throughput |                     create-snapshot-71 |      1.36125     |      1.23227     |     -0.12898 |  ops/s |   -9.47% |
|                                               Mean Throughput |                     create-snapshot-71 |      1.36125     |      1.23227     |     -0.12898 |  ops/s |   -9.47% |
|                                             Median Throughput |                     create-snapshot-71 |      1.36125     |      1.23227     |     -0.12898 |  ops/s |   -9.47% |
|                                                Max Throughput |                     create-snapshot-71 |      1.36125     |      1.23227     |     -0.12898 |  ops/s |   -9.47% |
|                                      100th percentile latency |                     create-snapshot-71 |    734.123       |    809.853       |     75.7298  |     ms |  +10.32% |
|                                 100th percentile service time |                     create-snapshot-71 |    734.123       |    809.853       |     75.7298  |     ms |  +10.32% |
|                                                    error rate |                     create-snapshot-71 |      0           |      0           |      0       |      % |    0.00% |
|                                                Min Throughput |                     create-snapshot-72 |      1.30598     |      1.30252     |     -0.00346 |  ops/s |   -0.26% |
|                                               Mean Throughput |                     create-snapshot-72 |      1.30598     |      1.30252     |     -0.00346 |  ops/s |   -0.26% |
|                                             Median Throughput |                     create-snapshot-72 |      1.30598     |      1.30252     |     -0.00346 |  ops/s |   -0.26% |
|                                                Max Throughput |                     create-snapshot-72 |      1.30598     |      1.30252     |     -0.00346 |  ops/s |   -0.26% |
|                                      100th percentile latency |                     create-snapshot-72 |    765.195       |    765.885       |      0.68976 |     ms |   +0.09% |
|                                 100th percentile service time |                     create-snapshot-72 |    765.195       |    765.885       |      0.68976 |     ms |   +0.09% |
|                                                    error rate |                     create-snapshot-72 |      0           |      0           |      0       |      % |    0.00% |
|                                                Min Throughput |                     create-snapshot-73 |      1.34434     |      1.39869     |      0.05434 |  ops/s |   +4.04% |
|                                               Mean Throughput |                     create-snapshot-73 |      1.34434     |      1.39869     |      0.05434 |  ops/s |   +4.04% |
|                                             Median Throughput |                     create-snapshot-73 |      1.34434     |      1.39869     |      0.05434 |  ops/s |   +4.04% |
|                                                Max Throughput |                     create-snapshot-73 |      1.34434     |      1.39869     |      0.05434 |  ops/s |   +4.04% |
|                                      100th percentile latency |                     create-snapshot-73 |    743.365       |    713.254       |    -30.1112  |     ms |   -4.05% |
|                                 100th percentile service time |                     create-snapshot-73 |    743.365       |    713.254       |    -30.1112  |     ms |   -4.05% |
|                                                    error rate |                     create-snapshot-73 |      0           |      0           |      0       |      % |    0.00% |
|                                                Min Throughput |                     create-snapshot-74 |      1.1637      |      1.28438     |      0.12067 |  ops/s |  +10.37% |
|                                               Mean Throughput |                     create-snapshot-74 |      1.1637      |      1.28438     |      0.12067 |  ops/s |  +10.37% |
|                                             Median Throughput |                     create-snapshot-74 |      1.1637      |      1.28438     |      0.12067 |  ops/s |  +10.37% |
|                                                Max Throughput |                     create-snapshot-74 |      1.1637      |      1.28438     |      0.12067 |  ops/s |  +10.37% |
|                                      100th percentile latency |                     create-snapshot-74 |    858.824       |    776.716       |    -82.1077  |     ms |   -9.56% |
|                                 100th percentile service time |                     create-snapshot-74 |    858.824       |    776.716       |    -82.1077  |     ms |   -9.56% |
|                                                    error rate |                     create-snapshot-74 |      0           |      0           |      0       |      % |    0.00% |
|                                                Min Throughput |                     create-snapshot-75 |      1.26498     |      1.4055      |      0.14052 |  ops/s |  +11.11% |
|                                               Mean Throughput |                     create-snapshot-75 |      1.26498     |      1.4055      |      0.14052 |  ops/s |  +11.11% |
|                                             Median Throughput |                     create-snapshot-75 |      1.26498     |      1.4055      |      0.14052 |  ops/s |  +11.11% |
|                                                Max Throughput |                     create-snapshot-75 |      1.26498     |      1.4055      |      0.14052 |  ops/s |  +11.11% |
|                                      100th percentile latency |                     create-snapshot-75 |    790.04        |    709.457       |    -80.5836  |     ms |  -10.20% |
|                                 100th percentile service time |                     create-snapshot-75 |    790.04        |    709.457       |    -80.5836  |     ms |  -10.20% |
|                                                    error rate |                     create-snapshot-75 |      0           |      0           |      0       |      % |    0.00% |
|                                                Min Throughput |                     create-snapshot-76 |      1.31928     |      1.46622     |      0.14693 |  ops/s |  +11.14% |
|                                               Mean Throughput |                     create-snapshot-76 |      1.31928     |      1.46622     |      0.14693 |  ops/s |  +11.14% |
|                                             Median Throughput |                     create-snapshot-76 |      1.31928     |      1.46622     |      0.14693 |  ops/s |  +11.14% |
|                                                Max Throughput |                     create-snapshot-76 |      1.31928     |      1.46622     |      0.14693 |  ops/s |  +11.14% |
|                                      100th percentile latency |                     create-snapshot-76 |    757.493       |    680.649       |    -76.8435  |     ms |  -10.14% |
|                                 100th percentile service time |                     create-snapshot-76 |    757.493       |    680.649       |    -76.8435  |     ms |  -10.14% |
|                                                    error rate |                     create-snapshot-76 |      0           |      0           |      0       |      % |    0.00% |
|                                                Min Throughput |                     create-snapshot-77 |      1.29385     |      1.27236     |     -0.0215  |  ops/s |   -1.66% |
|                                               Mean Throughput |                     create-snapshot-77 |      1.29385     |      1.27236     |     -0.0215  |  ops/s |   -1.66% |
|                                             Median Throughput |                     create-snapshot-77 |      1.29385     |      1.27236     |     -0.0215  |  ops/s |   -1.66% |
|                                                Max Throughput |                     create-snapshot-77 |      1.29385     |      1.27236     |     -0.0215  |  ops/s |   -1.66% |
|                                      100th percentile latency |                     create-snapshot-77 |    772.385       |    784.283       |     11.8973  |     ms |   +1.54% |
|                                 100th percentile service time |                     create-snapshot-77 |    772.385       |    784.283       |     11.8973  |     ms |   +1.54% |
|                                                    error rate |                     create-snapshot-77 |      0           |      0           |      0       |      % |    0.00% |
|                                                Min Throughput |                     create-snapshot-78 |      1.39845     |      1.34667     |     -0.05178 |  ops/s |   -3.70% |
|                                               Mean Throughput |                     create-snapshot-78 |      1.39845     |      1.34667     |     -0.05178 |  ops/s |   -3.70% |
|                                             Median Throughput |                     create-snapshot-78 |      1.39845     |      1.34667     |     -0.05178 |  ops/s |   -3.70% |
|                                                Max Throughput |                     create-snapshot-78 |      1.39845     |      1.34667     |     -0.05178 |  ops/s |   -3.70% |
|                                      100th percentile latency |                     create-snapshot-78 |    714.598       |    741.282       |     26.6843  |     ms |   +3.73% |
|                                 100th percentile service time |                     create-snapshot-78 |    714.598       |    741.282       |     26.6843  |     ms |   +3.73% |
|                                                    error rate |                     create-snapshot-78 |      0           |      0           |      0       |      % |    0.00% |
|                                                Min Throughput |                     create-snapshot-79 |      1.18305     |      1.14304     |     -0.04001 |  ops/s |   -3.38% |
|                                               Mean Throughput |                     create-snapshot-79 |      1.18305     |      1.14304     |     -0.04001 |  ops/s |   -3.38% |
|                                             Median Throughput |                     create-snapshot-79 |      1.18305     |      1.14304     |     -0.04001 |  ops/s |   -3.38% |
|                                                Max Throughput |                     create-snapshot-79 |      1.18305     |      1.14304     |     -0.04001 |  ops/s |   -3.38% |
|                                      100th percentile latency |                     create-snapshot-79 |    844.784       |    873.272       |     28.4883  |     ms |   +3.37% |
|                                 100th percentile service time |                     create-snapshot-79 |    844.784       |    873.272       |     28.4883  |     ms |   +3.37% |
|                                                    error rate |                     create-snapshot-79 |      0           |      0           |      0       |      % |    0.00% |
|                                                Min Throughput |                     create-snapshot-80 |      1.24357     |      1.20435     |     -0.03921 |  ops/s |   -3.15% |
|                                               Mean Throughput |                     create-snapshot-80 |      1.24357     |      1.20435     |     -0.03921 |  ops/s |   -3.15% |
|                                             Median Throughput |                     create-snapshot-80 |      1.24357     |      1.20435     |     -0.03921 |  ops/s |   -3.15% |
|                                                Max Throughput |                     create-snapshot-80 |      1.24357     |      1.20435     |     -0.03921 |  ops/s |   -3.15% |
|                                      100th percentile latency |                     create-snapshot-80 |    803.648       |    828.887       |     25.2396  |     ms |   +3.14% |
|                                 100th percentile service time |                     create-snapshot-80 |    803.648       |    828.887       |     25.2396  |     ms |   +3.14% |
|                                                    error rate |                     create-snapshot-80 |      0           |      0           |      0       |      % |    0.00% |
|                                                Min Throughput |                     create-snapshot-81 |      1.05331     |      1.15363     |      0.10032 |  ops/s |   +9.52% |
|                                               Mean Throughput |                     create-snapshot-81 |      1.05331     |      1.15363     |      0.10032 |  ops/s |   +9.52% |
|                                             Median Throughput |                     create-snapshot-81 |      1.05331     |      1.15363     |      0.10032 |  ops/s |   +9.52% |
|                                                Max Throughput |                     create-snapshot-81 |      1.05331     |      1.15363     |      0.10032 |  ops/s |   +9.52% |
|                                      100th percentile latency |                     create-snapshot-81 |    948.887       |    864.966       |    -83.9206  |     ms |   -8.84% |
|                                 100th percentile service time |                     create-snapshot-81 |    948.887       |    864.966       |    -83.9206  |     ms |   -8.84% |
|                                                    error rate |                     create-snapshot-81 |      0           |      0           |      0       |      % |    0.00% |
|                                                Min Throughput |                     create-snapshot-82 |      1.49837     |      1.39356     |     -0.1048  |  ops/s |   -6.99% |
|                                               Mean Throughput |                     create-snapshot-82 |      1.49837     |      1.39356     |     -0.1048  |  ops/s |   -6.99% |
|                                             Median Throughput |                     create-snapshot-82 |      1.49837     |      1.39356     |     -0.1048  |  ops/s |   -6.99% |
|                                                Max Throughput |                     create-snapshot-82 |      1.49837     |      1.39356     |     -0.1048  |  ops/s |   -6.99% |
|                                      100th percentile latency |                     create-snapshot-82 |    666.907       |    716.253       |     49.3456  |     ms |   +7.40% |
|                                 100th percentile service time |                     create-snapshot-82 |    666.907       |    716.253       |     49.3456  |     ms |   +7.40% |
|                                                    error rate |                     create-snapshot-82 |      0           |      0           |      0       |      % |    0.00% |
|                                                Min Throughput |                     create-snapshot-83 |      1.45585     |      1.11972     |     -0.33613 |  ops/s |  -23.09% |
|                                               Mean Throughput |                     create-snapshot-83 |      1.45585     |      1.11972     |     -0.33613 |  ops/s |  -23.09% |
|                                             Median Throughput |                     create-snapshot-83 |      1.45585     |      1.11972     |     -0.33613 |  ops/s |  -23.09% |
|                                                Max Throughput |                     create-snapshot-83 |      1.45585     |      1.11972     |     -0.33613 |  ops/s |  -23.09% |
|                                      100th percentile latency |                     create-snapshot-83 |    686.381       |    891.415       |    205.034   |     ms |  +29.87% |
|                                 100th percentile service time |                     create-snapshot-83 |    686.381       |    891.415       |    205.034   |     ms |  +29.87% |
|                                                    error rate |                     create-snapshot-83 |      0           |      0           |      0       |      % |    0.00% |
|                                                Min Throughput |                     create-snapshot-84 |      1.3302      |      1.40836     |      0.07816 |  ops/s |   +5.88% |
|                                               Mean Throughput |                     create-snapshot-84 |      1.3302      |      1.40836     |      0.07816 |  ops/s |   +5.88% |
|                                             Median Throughput |                     create-snapshot-84 |      1.3302      |      1.40836     |      0.07816 |  ops/s |   +5.88% |
|                                                Max Throughput |                     create-snapshot-84 |      1.3302      |      1.40836     |      0.07816 |  ops/s |   +5.88% |
|                                      100th percentile latency |                     create-snapshot-84 |    751.266       |    708.738       |    -42.5286  |     ms |   -5.66% |
|                                 100th percentile service time |                     create-snapshot-84 |    751.266       |    708.738       |    -42.5286  |     ms |   -5.66% |
|                                                    error rate |                     create-snapshot-84 |      0           |      0           |      0       |      % |    0.00% |
|                                                Min Throughput |                     create-snapshot-85 |      1.21101     |      1.37032     |      0.15931 |  ops/s |  +13.15% |
|                                               Mean Throughput |                     create-snapshot-85 |      1.21101     |      1.37032     |      0.15931 |  ops/s |  +13.15% |
|                                             Median Throughput |                     create-snapshot-85 |      1.21101     |      1.37032     |      0.15931 |  ops/s |  +13.15% |
|                                                Max Throughput |                     create-snapshot-85 |      1.21101     |      1.37032     |      0.15931 |  ops/s |  +13.15% |
|                                      100th percentile latency |                     create-snapshot-85 |    825.265       |    727.947       |    -97.3174  |     ms |  -11.79% |
|                                 100th percentile service time |                     create-snapshot-85 |    825.265       |    727.947       |    -97.3174  |     ms |  -11.79% |
|                                                    error rate |                     create-snapshot-85 |      0           |      0           |      0       |      % |    0.00% |
|                                                Min Throughput |                     create-snapshot-86 |      1.39492     |      0.985583    |     -0.40933 |  ops/s |  -29.34% |
|                                               Mean Throughput |                     create-snapshot-86 |      1.39492     |      0.985583    |     -0.40933 |  ops/s |  -29.34% |
|                                             Median Throughput |                     create-snapshot-86 |      1.39492     |      0.985583    |     -0.40933 |  ops/s |  -29.34% |
|                                                Max Throughput |                     create-snapshot-86 |      1.39492     |      0.985583    |     -0.40933 |  ops/s |  -29.34% |
|                                      100th percentile latency |                     create-snapshot-86 |    716.379       |   1013.35        |    296.973   |     ms |  +41.45% |
|                                 100th percentile service time |                     create-snapshot-86 |    716.379       |   1013.35        |    296.973   |     ms |  +41.45% |
|                                                    error rate |                     create-snapshot-86 |      0           |      0           |      0       |      % |    0.00% |
|                                                Min Throughput |                     create-snapshot-87 |      1.06744     |      1.16164     |      0.0942  |  ops/s |   +8.82% |
|                                               Mean Throughput |                     create-snapshot-87 |      1.06744     |      1.16164     |      0.0942  |  ops/s |   +8.82% |
|                                             Median Throughput |                     create-snapshot-87 |      1.06744     |      1.16164     |      0.0942  |  ops/s |   +8.82% |
|                                                Max Throughput |                     create-snapshot-87 |      1.06744     |      1.16164     |      0.0942  |  ops/s |   +8.82% |
|                                      100th percentile latency |                     create-snapshot-87 |    936.318       |    859.189       |    -77.1288  |     ms |   -8.24% |
|                                 100th percentile service time |                     create-snapshot-87 |    936.318       |    859.189       |    -77.1288  |     ms |   -8.24% |
|                                                    error rate |                     create-snapshot-87 |      0           |      0           |      0       |      % |    0.00% |
|                                                Min Throughput |                     create-snapshot-88 |      1.48614     |      1.18693     |     -0.29921 |  ops/s |  -20.13% |
|                                               Mean Throughput |                     create-snapshot-88 |      1.48614     |      1.18693     |     -0.29921 |  ops/s |  -20.13% |
|                                             Median Throughput |                     create-snapshot-88 |      1.48614     |      1.18693     |     -0.29921 |  ops/s |  -20.13% |
|                                                Max Throughput |                     create-snapshot-88 |      1.48614     |      1.18693     |     -0.29921 |  ops/s |  -20.13% |
|                                      100th percentile latency |                     create-snapshot-88 |    672.391       |    841.227       |    168.836   |     ms |  +25.11% |
|                                 100th percentile service time |                     create-snapshot-88 |    672.391       |    841.227       |    168.836   |     ms |  +25.11% |
|                                                    error rate |                     create-snapshot-88 |      0           |      0           |      0       |      % |    0.00% |
|                                                Min Throughput |                     create-snapshot-89 |      1.33517     |      1.35864     |      0.02347 |  ops/s |   +1.76% |
|                                               Mean Throughput |                     create-snapshot-89 |      1.33517     |      1.35864     |      0.02347 |  ops/s |   +1.76% |
|                                             Median Throughput |                     create-snapshot-89 |      1.33517     |      1.35864     |      0.02347 |  ops/s |   +1.76% |
|                                                Max Throughput |                     create-snapshot-89 |      1.33517     |      1.35864     |      0.02347 |  ops/s |   +1.76% |
|                                      100th percentile latency |                     create-snapshot-89 |    748.481       |    734.164       |    -14.317   |     ms |   -1.91% |
|                                 100th percentile service time |                     create-snapshot-89 |    748.481       |    734.164       |    -14.317   |     ms |   -1.91% |
|                                                    error rate |                     create-snapshot-89 |      0           |      0           |      0       |      % |    0.00% |
|                                                Min Throughput |                     create-snapshot-90 |      1.19415     |      1.3403      |      0.14615 |  ops/s |  +12.24% |
|                                               Mean Throughput |                     create-snapshot-90 |      1.19415     |      1.3403      |      0.14615 |  ops/s |  +12.24% |
|                                             Median Throughput |                     create-snapshot-90 |      1.19415     |      1.3403      |      0.14615 |  ops/s |  +12.24% |
|                                                Max Throughput |                     create-snapshot-90 |      1.19415     |      1.3403      |      0.14615 |  ops/s |  +12.24% |
|                                      100th percentile latency |                     create-snapshot-90 |    836.932       |    744.444       |    -92.4883  |     ms |  -11.05% |
|                                 100th percentile service time |                     create-snapshot-90 |    836.932       |    744.444       |    -92.4883  |     ms |  -11.05% |
|                                                    error rate |                     create-snapshot-90 |      0           |      0           |      0       |      % |    0.00% |
|                                                Min Throughput |                     create-snapshot-91 |      1.33891     |      1.35294     |      0.01402 |  ops/s |   +1.05% |
|                                               Mean Throughput |                     create-snapshot-91 |      1.33891     |      1.35294     |      0.01402 |  ops/s |   +1.05% |
|                                             Median Throughput |                     create-snapshot-91 |      1.33891     |      1.35294     |      0.01402 |  ops/s |   +1.05% |
|                                                Max Throughput |                     create-snapshot-91 |      1.33891     |      1.35294     |      0.01402 |  ops/s |   +1.05% |
|                                      100th percentile latency |                     create-snapshot-91 |    746.308       |    737.448       |     -8.86017 |     ms |   -1.19% |
|                                 100th percentile service time |                     create-snapshot-91 |    746.308       |    737.448       |     -8.86017 |     ms |   -1.19% |
|                                                    error rate |                     create-snapshot-91 |      0           |      0           |      0       |      % |    0.00% |
|                                                Min Throughput |                     create-snapshot-92 |      1.22559     |      1.06639     |     -0.1592  |  ops/s |  -12.99% |
|                                               Mean Throughput |                     create-snapshot-92 |      1.22559     |      1.06639     |     -0.1592  |  ops/s |  -12.99% |
|                                             Median Throughput |                     create-snapshot-92 |      1.22559     |      1.06639     |     -0.1592  |  ops/s |  -12.99% |
|                                                Max Throughput |                     create-snapshot-92 |      1.22559     |      1.06639     |     -0.1592  |  ops/s |  -12.99% |
|                                      100th percentile latency |                     create-snapshot-92 |    815.432       |    936.13        |    120.698   |     ms |  +14.80% |
|                                 100th percentile service time |                     create-snapshot-92 |    815.432       |    936.13        |    120.698   |     ms |  +14.80% |
|                                                    error rate |                     create-snapshot-92 |      0           |      0           |      0       |      % |    0.00% |
|                                                Min Throughput |                     create-snapshot-93 |      1.25473     |      1.27359     |      0.01886 |  ops/s |   +1.50% |
|                                               Mean Throughput |                     create-snapshot-93 |      1.25473     |      1.27359     |      0.01886 |  ops/s |   +1.50% |
|                                             Median Throughput |                     create-snapshot-93 |      1.25473     |      1.27359     |      0.01886 |  ops/s |   +1.50% |
|                                                Max Throughput |                     create-snapshot-93 |      1.25473     |      1.27359     |      0.01886 |  ops/s |   +1.50% |
|                                      100th percentile latency |                     create-snapshot-93 |    796.5         |    783.553       |    -12.9467  |     ms |   -1.63% |
|                                 100th percentile service time |                     create-snapshot-93 |    796.5         |    783.553       |    -12.9467  |     ms |   -1.63% |
|                                                    error rate |                     create-snapshot-93 |      0           |      0           |      0       |      % |    0.00% |
|                                                Min Throughput |                     create-snapshot-94 |      1.25937     |      1.21495     |     -0.04442 |  ops/s |   -3.53% |
|                                               Mean Throughput |                     create-snapshot-94 |      1.25937     |      1.21495     |     -0.04442 |  ops/s |   -3.53% |
|                                             Median Throughput |                     create-snapshot-94 |      1.25937     |      1.21495     |     -0.04442 |  ops/s |   -3.53% |
|                                                Max Throughput |                     create-snapshot-94 |      1.25937     |      1.21495     |     -0.04442 |  ops/s |   -3.53% |
|                                      100th percentile latency |                     create-snapshot-94 |    793.549       |    821.609       |     28.0604  |     ms |   +3.54% |
|                                 100th percentile service time |                     create-snapshot-94 |    793.549       |    821.609       |     28.0604  |     ms |   +3.54% |
|                                                    error rate |                     create-snapshot-94 |      0           |      0           |      0       |      % |    0.00% |
|                                                Min Throughput |                     create-snapshot-95 |      1.44563     |      1.44121     |     -0.00442 |  ops/s |   -0.31% |
|                                               Mean Throughput |                     create-snapshot-95 |      1.44563     |      1.44121     |     -0.00442 |  ops/s |   -0.31% |
|                                             Median Throughput |                     create-snapshot-95 |      1.44563     |      1.44121     |     -0.00442 |  ops/s |   -0.31% |
|                                                Max Throughput |                     create-snapshot-95 |      1.44563     |      1.44121     |     -0.00442 |  ops/s |   -0.31% |
|                                      100th percentile latency |                     create-snapshot-95 |    691.231       |    692.202       |      0.97144 |     ms |   +0.14% |
|                                 100th percentile service time |                     create-snapshot-95 |    691.231       |    692.202       |      0.97144 |     ms |   +0.14% |
|                                                    error rate |                     create-snapshot-95 |      0           |      0           |      0       |      % |    0.00% |
|                                                Min Throughput |                     create-snapshot-96 |      1.19409     |      1.11492     |     -0.07917 |  ops/s |   -6.63% |
|                                               Mean Throughput |                     create-snapshot-96 |      1.19409     |      1.11492     |     -0.07917 |  ops/s |   -6.63% |
|                                             Median Throughput |                     create-snapshot-96 |      1.19409     |      1.11492     |     -0.07917 |  ops/s |   -6.63% |
|                                                Max Throughput |                     create-snapshot-96 |      1.19409     |      1.11492     |     -0.07917 |  ops/s |   -6.63% |
|                                      100th percentile latency |                     create-snapshot-96 |    836.951       |    895.624       |     58.6723  |     ms |   +7.01% |
|                                 100th percentile service time |                     create-snapshot-96 |    836.951       |    895.624       |     58.6723  |     ms |   +7.01% |
|                                                    error rate |                     create-snapshot-96 |      0           |      0           |      0       |      % |    0.00% |
|                                                Min Throughput |                     create-snapshot-97 |      1.19451     |      1.14028     |     -0.05423 |  ops/s |   -4.54% |
|                                               Mean Throughput |                     create-snapshot-97 |      1.19451     |      1.14028     |     -0.05423 |  ops/s |   -4.54% |
|                                             Median Throughput |                     create-snapshot-97 |      1.19451     |      1.14028     |     -0.05423 |  ops/s |   -4.54% |
|                                                Max Throughput |                     create-snapshot-97 |      1.19451     |      1.14028     |     -0.05423 |  ops/s |   -4.54% |
|                                      100th percentile latency |                     create-snapshot-97 |    836.657       |    875.192       |     38.5348  |     ms |   +4.61% |
|                                 100th percentile service time |                     create-snapshot-97 |    836.657       |    875.192       |     38.5348  |     ms |   +4.61% |
|                                                    error rate |                     create-snapshot-97 |      0           |      0           |      0       |      % |    0.00% |
|                                                Min Throughput |                     create-snapshot-98 |      1.26838     |      1.14447     |     -0.12391 |  ops/s |   -9.77% |
|                                               Mean Throughput |                     create-snapshot-98 |      1.26838     |      1.14447     |     -0.12391 |  ops/s |   -9.77% |
|                                             Median Throughput |                     create-snapshot-98 |      1.26838     |      1.14447     |     -0.12391 |  ops/s |   -9.77% |
|                                                Max Throughput |                     create-snapshot-98 |      1.26838     |      1.14447     |     -0.12391 |  ops/s |   -9.77% |
|                                      100th percentile latency |                     create-snapshot-98 |    787.917       |    871.579       |     83.6615  |     ms |  +10.62% |
|                                 100th percentile service time |                     create-snapshot-98 |    787.917       |    871.579       |     83.6615  |     ms |  +10.62% |
|                                                    error rate |                     create-snapshot-98 |      0           |      0           |      0       |      % |    0.00% |
|                                                Min Throughput |                     create-snapshot-99 |      0.981608    |      1.36115     |      0.37954 |  ops/s |  +38.67% |
|                                               Mean Throughput |                     create-snapshot-99 |      0.981608    |      1.36115     |      0.37954 |  ops/s |  +38.67% |
|                                             Median Throughput |                     create-snapshot-99 |      0.981608    |      1.36115     |      0.37954 |  ops/s |  +38.67% |
|                                                Max Throughput |                     create-snapshot-99 |      0.981608    |      1.36115     |      0.37954 |  ops/s |  +38.67% |
|                                      100th percentile latency |                     create-snapshot-99 |   1018.24        |    732.886       |   -285.35    |     ms |  -28.02% |
|                                 100th percentile service time |                     create-snapshot-99 |   1018.24        |    732.886       |   -285.35    |     ms |  -28.02% |
|                                                    error rate |                     create-snapshot-99 |      0           |      0           |      0       |      % |    0.00% |
|                                                Min Throughput |                     wait-for-snapshots |      0.000216738 |      0.00017935  |     -4e-05   |  ops/s |  -17.25% |
|                                               Mean Throughput |                     wait-for-snapshots |      0.000216738 |      0.00017935  |     -4e-05   |  ops/s |  -17.25% |
|                                             Median Throughput |                     wait-for-snapshots |      0.000216738 |      0.00017935  |     -4e-05   |  ops/s |  -17.25% |
|                                                Max Throughput |                     wait-for-snapshots |      0.000216738 |      0.00017935  |     -4e-05   |  ops/s |  -17.25% |
|                                      100th percentile latency |                     wait-for-snapshots |      4.61386e+06 |      5.5757e+06  | 961844       |     ms |  +20.85% |
|                                 100th percentile service time |                     wait-for-snapshots |      4.61386e+06 |      5.5757e+06  | 961844       |     ms |  +20.85% |
|                                                    error rate |                     wait-for-snapshots |      0           |      0           |      0       |      % |    0.00% |
|                                                Min Throughput |                             field-caps |      5.94139     |      5.22682     |     -0.71458 |  ops/s |  -12.03% |
|                                               Mean Throughput |                             field-caps |      7.47944     |      6.81063     |     -0.66881 |  ops/s |   -8.94% |
|                                             Median Throughput |                             field-caps |      7.62401     |      6.9975      |     -0.62651 |  ops/s |   -8.22% |
|                                                Max Throughput |                             field-caps |      7.74943     |      7.13461     |     -0.61483 |  ops/s |   -7.93% |
|                                       50th percentile latency |                             field-caps |    237.718       |    252.693       |     14.9748  |     ms |   +6.30% |
|                                       90th percentile latency |                             field-caps |    262.254       |    307.473       |     45.2193  |     ms |  +17.24% |
|                                       99th percentile latency |                             field-caps |    523.237       |    534.324       |     11.0873  |     ms |   +2.12% |
|                                      100th percentile latency |                             field-caps |    573.838       |    551.349       |    -22.4887  |     ms |   -3.92% |
|                                  50th percentile service time |                             field-caps |    237.773       |    252.684       |     14.9109  |     ms |   +6.27% |
|                                  90th percentile service time |                             field-caps |    262.254       |    307.473       |     45.2193  |     ms |  +17.24% |
|                                  99th percentile service time |                             field-caps |    523.237       |    534.324       |     11.0873  |     ms |   +2.12% |
|                                 100th percentile service time |                             field-caps |    573.838       |    551.349       |    -22.4887  |     ms |   -3.92% |
|                                                    error rate |                             field-caps |      0           |      0           |      0       |      % |    0.00% |


-------------------------------
[INFO] SUCCESS (took 0 seconds)
-------------------------------

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b-deam commented Mar 2, 2023

@elasticmachine run rally/it-python38

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dliappis commented Mar 2, 2023

I also tested the many-shards-snapshots challenge, and lucky I did because I found a bug and fixed a TODO :-)

Great to see this tech debt item fixed as well via this PR/upgrade.

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dliappis commented Mar 2, 2023

| Min Throughput | wait-for-snapshots | 0.000216738 | 0.00017935 | -4e-05 | ops/s | -17.25% |
| Mean Throughput | wait-for-snapshots | 0.000216738 | 0.00017935 | -4e-05 | ops/s | -17.25% |
| Median Throughput | wait-for-snapshots | 0.000216738 | 0.00017935 | -4e-05 | ops/s | -17.25% |
| Max Throughput | wait-for-snapshots | 0.000216738 | 0.00017935 | -4e-05 | ops/s | -17.25% |
| 100th percentile latency | wait-for-snapshots | 4.61386e+06 | 5.5757e+06 | 961844 | ms | +20.85% |
| 100th percentile service time | wait-for-snapshots | 4.61386e+06 | 5.5757e+06 | 961844 | ms | +20.85% |
| error rate | wait-for-snapshots | 0 | 0 | 0 | % | 0.00% |

I doubt that the 20% increase in the how long we wait for the snapshots to complete is due to b9808fc and switching to the native API call es.snapshot.get(index_names=false).

We need to keep an eye on the results in https://elasticsearch-benchmarks.elastic.co/#tracks/many-shards-snapshots/nightly/default/90d after merging. Unfortunately we've been hitting some random unexplainable variability lately.

@pquentin pquentin modified the milestones: 2.7.1, 2.8.0 Mar 2, 2023
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I gave this another pass and couldn't find anything objectionable. It's been tested thoroughly, so I'm +1 on merging it and keeping an eye on the nightlies after the weekend.

@pquentin pquentin merged commit bc4625c into master Mar 4, 2023
@pquentin pquentin deleted the es-client-upgrade branch March 4, 2023 10:12
pquentin added a commit that referenced this pull request Mar 4, 2023
pquentin added a commit that referenced this pull request Mar 4, 2023
b-deam added a commit that referenced this pull request Mar 5, 2023
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Upgrade Elasticsearch client to 8.0.0
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