gnocchi

sacks

[indexer]
url = postgresql://root:@localhost/gnocchi

## Uncomment when testing with Redis
## [incoming]
## driver = redis

[storage]
file_basepath = /root/gnocchi-venv/data

$ git clone https://github.com/gnocchixyz/gnocchi-docker.git

$ cd gnocchi-docker
$ docker-compose up

$ export GNOCCHI_ENDPOINT=http://`docker-machine ip`:8041
$ gnocchi resource list
+----------+----------+------------+---------+----------------------+------------+----------+----------------+--------------+---------+
| id       | type     | project_id | user_id | original_resource_id | started_at | ended_at | revision_start | revision_end | creator |
+----------+----------+------------+---------+----------------------+------------+----------+----------------+--------------+---------+
| c31e4adc | collectd | None       | None    | collectd:fake-phy-   | 2017-08-17 | None     | 2017-08-17T12: | None         | admin   |
| -2cff-5f |          |            |         | host-719acbad336c    | T12:20:27. |          | 20:27.643790+0 |              |         |
| 78-8206- |          |            |         |                      | 643778+00: |          | 0:00           |              |         |
| f5ca66e4 |          |            |         |                      | 00         |          |                |              |         |
| 6cce     |          |            |         |                      |            |          |                |              |         |
+----------+----------+------------+---------+----------------------+------------+----------+----------------+--------------+---------+

$ pip install gnocchi[s3,postgresql] gnocchiclient

[indexer]
url = postgresql://gnocchi:gn0cch1rul3z@gnocchi.cywagbaxpert.us-east-1.rds.amazonaws.com:5432/gnocchi

[storage]
driver = s3
s3_endpoint_url = https://s3-eu-west-1.amazonaws.com
s3_region_name = eu-west-1
s3_access_key_id = <you access key id>
s3_secret_access_key = <your secret access key>

$ gnocchi-upgrade --config-file gnocchi.conf
2017-02-07 15:35:52.491 3660 INFO gnocchi.cli [-] Upgrading indexer <gnocchi.indexer.sqlalchemy.SQLAlchemyIndexer object at 0x108221950>
2017-02-07 15:36:04.127 3660 INFO gnocchi.cli [-] Upgrading storage <gnocchi.storage.s3.S3Storage object at 0x10ca943d0>

$ gnocchi-api --port 8041 -- --config-file gnocchi.conf
2017-02-07 15:53:06.823 6290 INFO gnocchi.rest.app [-] WSGI config used: /Users/jd/Source/gnocchi/gnocchi/rest/api-paste.ini
********************************************************************************
STARTING test server gnocchi.rest.app.build_wsgi_app
Available at http://127.0.0.1:8041/
DANGER! For testing only, do not use in production
********************************************************************************

$ gnocchi-metricd --config-file gnocchi.conf
2017-02-07 15:52:41.416 6262 INFO gnocchi.cli [-] 0 measurements bundles across 0 metrics wait to be processed.

$ gnocchi status
+-----------------------------------------------------+-------+
| Field                                               | Value |
+-----------------------------------------------------+-------+
| storage/number of metric having measures to process | 0     |
| storage/total number of measures to process         | 0     |
+-----------------------------------------------------+-------+

$ # Create a generic resource "foobar" with a metric named "visitor"
$ gnocchi resource create foobar -n visitor
+-----------------------+-----------------------------------------------+
| Field                 | Value                                         |
+-----------------------+-----------------------------------------------+
| created_by_project_id |                                               |
| created_by_user_id    | admin                                         |
| creator               | admin                                         |
| ended_at              | None                                          |
| id                    | b4d568e4-7af1-5aec-ac3f-9c09fa3685a9          |
| metrics               | visitor: 05f45876-1a69-4a64-8575-03eea5b79407 |
| original_resource_id  | foobar                                        |
| project_id            | None                                          |
| revision_end          | None                                          |
| revision_start        | 2017-02-07T14:54:54.417447+00:00              |
| started_at            | 2017-02-07T14:54:54.417414+00:00              |
| type                  | generic                                       |
| user_id               | None                                          |
+-----------------------+-----------------------------------------------+

## Send the number of visitor at 2 different timestamps
$ gnocchi measures add --resource-id foobar -m 2017-02-07T15:56@23 visitor
$ gnocchi measures add --resource-id foobar -m 2017-02-07T15:57@42 visitor

## Check the average number of visitor
## (the --refresh option is given to be sure the measure are processed)
$ gnocchi measures show --resource-id foobar visitor --refresh
+---------------------------+-------------+-------+
| timestamp                 | granularity | value |
+---------------------------+-------------+-------+
| 2017-02-07T15:55:00+00:00 |       300.0 |  32.5 |
+---------------------------+-------------+-------+

## Now shows the minimum number of visitor
$ gnocchi measures show --aggregation min --resource-id foobar visitor
+---------------------------+-------------+-------+
| timestamp                 | granularity | value |
+---------------------------+-------------+-------+
| 2017-02-07T15:55:00+00:00 |       300.0 |  23.0 |
+---------------------------+-------------+-------+

## pip install gnocchi[file,postgresql]
[…]
Successfully installed gnocchi-3.1.0
## pip install collectd-gnocchi
Collecting collectd-gnocchi
  Using cached collectd-gnocchi-1.0.1.tar.gz
[…]
Installing collected packages: collectd-gnocchi
  Running setup.py install for collectd-gnocchi ... done
Successfully installed collectd-gnocchi-1.0.1

[indexer]
url = postgresql://root:p4assw0rd@localhost/gnocchi

[storage]
file_basepath = /var/lib/gnocchi

LoadPlugin python

<Plugin python>
  Import "collectd_gnocchi"
  <Module collectd_gnocchi>
      endpoint "http://localhost:8041"
  </Module>
</Plugin>

$ gnocchi-metricd
2017-01-26 15:22:49.018 15971 INFO gnocchi.cli [-] 0 measurements bundles
across 0 metrics wait to be processed.
[…]
## In another terminal
$ gnocchi-api --port 8041
[…]
STARTING test server gnocchi.rest.app.build_wsgi_app
Available at http://127.0.0.1:8041/
[…]

$ collectd
## Or to run in foreground with a different configuration file:
## $ collectd -C collectd.conf -f

127.0.0.1 - - [26/Jan/2017 15:27:03] "POST /v1/resource/collectd HTTP/1.1" 409 113
127.0.0.1 - - [26/Jan/2017 15:27:03] "POST /v1/batch/resources/metrics/measures?create_metrics=True HTTP/1.1" 400 91

$ gnocchi resource list --details
+---------------+----------+------------+---------+----------------------+---------------+----------+----------------+--------------+---------+-----------+
| id            | type     | project_id | user_id | original_resource_id | started_at    | ended_at | revision_start | revision_end | creator | host      |
+---------------+----------+------------+---------+----------------------+---------------+----------+----------------+--------------+---------+-----------+
| dd245138-00c7 | collectd | None       | None    | dd245138-00c7-5bdc-  | 2017-01-26T14 | None     | 2017-01-26T14: | None         | admin   | localhost |
| -5bdc-94f8-26 |          |            |         | 94f8-263e236812f7    | :21:02.297466 |          | 21:02.297483+0 |              |         |           |
| 3e236812f7    |          |            |         |                      | +00:00        |          | 0:00           |              |         |           |
+---------------+----------+------------+---------+----------------------+---------------+----------+----------------+--------------+---------+-----------+
$ gnocchi resource show collectd:localhost
+-----------------------+-----------------------------------------------------------------------+
| Field                 | Value                                                                 |
+-----------------------+-----------------------------------------------------------------------+
| created_by_project_id |                                                                       |
| created_by_user_id    | admin                                                                 |
| creator               | admin                                                                 |
| ended_at              | None                                                                  |
| host                  | localhost                                                             |
| id                    | dd245138-00c7-5bdc-94f8-263e236812f7                                  |
| metrics               | interface-en0@if_errors-0: 5d60f224-2e9e-4247-b415-64d567cf5866       |
|                       | interface-en0@if_errors-1: 1df8b08b-555a-4cab-9186-f9b79a814b03       |
|                       | interface-en0@if_octets-0: 491b7517-7219-4a04-bdb6-934d3bacb482       |
|                       | interface-en0@if_octets-1: 8b5264b8-03f3-4aba-a7f8-3cd4b559e162       |
|                       | interface-en0@if_packets-0: 12efc12b-2538-45e7-aa66-f8b9960b5fa3      |
|                       | interface-en0@if_packets-1: 39377ff7-06e8-454a-a22a-942c8f2bca56      |
|                       | interface-en1@if_errors-0: c3c7e9fc-f486-4d0c-9d36-55cea855596a       |
|                       | interface-en1@if_errors-1: a90f1bec-3a60-4f58-a1d1-b3c09dce4359       |
|                       | interface-en1@if_octets-0: c1ee8c75-95bf-4096-8055-8c0c4ec8cd47       |
|                       | interface-en1@if_octets-1: cbb90a94-e133-4deb-ac10-3f37770e32f0       |
|                       | interface-en1@if_packets-0: ac93b1b9-da71-4876-96aa-76067b35c6c9      |
|                       | interface-en1@if_packets-1: 2f8528b2-12ae-4c4d-bec7-8cc987e7487b      |
|                       | interface-en2@if_errors-0: ddcf7203-4c49-400b-9320-9d3e0a63c6d5       |
|                       | interface-en2@if_errors-1: b249ea42-01ad-4742-9452-2c834010df71       |
|                       | interface-en2@if_octets-0: 8c23013a-604e-40bf-a07a-e2dc4fc5cbd7       |
|                       | interface-en2@if_octets-1: 806c1452-0607-4b56-b184-c4ffd48f52c0       |
|                       | interface-en2@if_packets-0: c5bc6103-6313-4b8b-997d-01930d1d8af4      |
|                       | interface-en2@if_packets-1: 478ae87e-e56b-44e4-83b0-ed28d99ed280      |
|                       | load@load-0: 5db2248d-2dca-401e-b2e2-bbaee23b623e                     |
|                       | load@load-1: 6f74ac93-78fd-4a74-a47e-d2add487a30f                     |
|                       | load@load-2: 1897aca1-356e-4791-907f-512e516992b5                     |
|                       | memory@memory-active-0: 83944a85-9c84-4fe4-b471-1a6cf8dce858          |
|                       | memory@memory-free-0: 0ccc7cfa-26a5-4441-a15f-9ebb2aa82c6d            |
|                       | memory@memory-inactive-0: 63736026-94c4-47c5-8d6f-a9d89d65025b        |
|                       | memory@memory-wired-0: b7217fd6-2cdc-4efd-b1a8-a1edd52eaa2e           |
| original_resource_id  | dd245138-00c7-5bdc-94f8-263e236812f7                                  |
| project_id            | None                                                                  |
| revision_end          | None                                                                  |
| revision_start        | 2017-01-26T14:21:02.297483+00:00                                      |
| started_at            | 2017-01-26T14:21:02.297466+00:00                                      |
| type                  | collectd                                                              |
| user_id               | None                                                                  |
+-----------------------+-----------------------------------------------------------------------+
% gnocchi metric show -r collectd:localhost load@load-0
+------------------------------------+-----------------------------------------------------------------------+
| Field                              | Value                                                                 |
+------------------------------------+-----------------------------------------------------------------------+
| archive_policy/aggregation_methods | min, std, sum, median, mean, 95pct, count, max                        |
| archive_policy/back_window         | 0                                                                     |
| archive_policy/definition          | - timespan: 1:00:00, granularity: 0:05:00, points: 12                 |
|                                    | - timespan: 1 day, 0:00:00, granularity: 1:00:00, points: 24          |
|                                    | - timespan: 30 days, 0:00:00, granularity: 1 day, 0:00:00, points: 30 |
| archive_policy/name                | low                                                                   |
| created_by_project_id              |                                                                       |
| created_by_user_id                 | admin                                                                 |
| creator                            | admin                                                                 |
| id                                 | 5db2248d-2dca-401e-b2e2-bbaee23b623e                                  |
| name                               | load@load-0                                                           |
| resource/created_by_project_id     |                                                                       |
| resource/created_by_user_id        | admin                                                                 |
| resource/creator                   | admin                                                                 |
| resource/ended_at                  | None                                                                  |
| resource/id                        | dd245138-00c7-5bdc-94f8-263e236812f7                                  |
| resource/original_resource_id      | dd245138-00c7-5bdc-94f8-263e236812f7                                  |
| resource/project_id                | None                                                                  |
| resource/revision_end              | None                                                                  |
| resource/revision_start            | 2017-01-26T14:21:02.297483+00:00                                      |
| resource/started_at                | 2017-01-26T14:21:02.297466+00:00                                      |
| resource/type                      | collectd                                                              |
| resource/user_id                   | None                                                                  |
| unit                               | None                                                                  |
+------------------------------------+-----------------------------------------------------------------------+
$ gnocchi measures show -r collectd:localhost load@load-0
+---------------------------+-------------+--------------------+
| timestamp                 | granularity |              value |
+---------------------------+-------------+--------------------+
| 2017-01-26T00:00:00+00:00 |     86400.0 | 3.2705004391254193 |
| 2017-01-26T15:00:00+00:00 |      3600.0 | 3.2705004391254193 |
| 2017-01-26T15:00:00+00:00 |       300.0 | 2.6022800611413044 |
| 2017-01-26T15:05:00+00:00 |       300.0 |  3.561742940080275 |
| 2017-01-26T15:10:00+00:00 |       300.0 | 2.5605337960379466 |
| 2017-01-26T15:15:00+00:00 |       300.0 |  3.837517851142473 |
| 2017-01-26T15:20:00+00:00 |       300.0 | 3.9625948392427883 |
| 2017-01-26T15:25:00+00:00 |       300.0 | 3.2690042162698414 |
+---------------------------+-------------+--------------------+

>>> import cProfile
>>> cProfile.run('2 + 2')
         2 function calls in 0.000 seconds

   Ordered by: standard name

   ncalls  tottime  percall  cumtime  percall filename:lineno(function)
        1    0.000    0.000    0.000    0.000 <string>:1(<module>)
        1    0.000    0.000    0.000    0.000 {method 'disable' of '_lsprof.Profiler' objects}

$ python -m cProfile -s cumtime lwn2pocket.py
         72270 function calls (70640 primitive calls) in 4.481 seconds

   Ordered by: cumulative time

   ncalls  tottime  percall  cumtime  percall filename:lineno(function)
        1    0.004    0.004    4.481    4.481 lwn2pocket.py:2(<module>)
        1    0.001    0.001    4.296    4.296 lwn2pocket.py:51(main)
        3    0.000    0.000    4.286    1.429 api.py:17(request)
        3    0.000    0.000    4.268    1.423 sessions.py:386(request)
      4/3    0.000    0.000    3.816    1.272 sessions.py:539(send)
        4    0.000    0.000    2.965    0.741 adapters.py:323(send)
        4    0.000    0.000    2.962    0.740 connectionpool.py:421(urlopen)
        4    0.000    0.000    2.961    0.740 connectionpool.py:317(_make_request)
        2    0.000    0.000    2.675    1.338 api.py:98(post)
       30    0.000    0.000    1.621    0.054 ssl.py:727(recv)
       30    0.000    0.000    1.621    0.054 ssl.py:610(read)
       30    1.621    0.054    1.621    0.054 {method 'read' of '_ssl._SSLSocket' objects}
        1    0.000    0.000    1.611    1.611 api.py:58(get)
        4    0.000    0.000    1.572    0.393 httplib.py:1095(getresponse)
        4    0.000    0.000    1.572    0.393 httplib.py:446(begin)
       60    0.000    0.000    1.571    0.026 socket.py:410(readline)
        4    0.000    0.000    1.571    0.393 httplib.py:407(_read_status)
        1    0.000    0.000    1.462    1.462 pocket.py:44(wrapped)
        1    0.000    0.000    1.462    1.462 pocket.py:152(make_request)
        1    0.000    0.000    1.462    1.462 pocket.py:139(_make_request)
        1    0.000    0.000    1.459    1.459 pocket.py:134(_post_request)
[…]

$ python -m cProfile -o myscript.cprof myscript.py
$ pyprof2calltree -k -i myscript.cprof

     def _first_block_timestamp(self):
-        ts = self.ts[-1:].resample(self.block_size)
-        return (ts.index[-1] - (self.block_size * self.back_window))
+        rounded = self._round_timestamp(self.ts.index[-1], self.block_size)
+        return rounded - (self.block_size * self.back_window)

$ gnocchi benchmark metric create -w 48 -n 10000 -a low
+----------------------+------------------+
| Field                | Value            |
+----------------------+------------------+
| client workers       | 48               |
| create executed      | 10000            |
| create failures      | 0                |
| create failures rate | 0.00 %           |
| create runtime       | 8.80 seconds     |
| create speed         | 1136.96 create/s |
| delete executed      | 10000            |
| delete failures      | 0                |
| delete failures rate | 0.00 %           |
| delete runtime       | 39.56 seconds    |
| delete speed         | 252.75 delete/s  |
+----------------------+------------------+

POST /v1/metric HTTP/1.1
Content-Type: application/json

{
  "archive_policy_name": "low"
}

HTTP/1.1 201 Created
Location: http://localhost/v1/metric/387101dc-e4b1-4602-8f40-e7be9f0ed46a
Content-Type: application/json; charset=UTF-8

{
  "archive_policy": {
    "aggregation_methods": [
      "std",
      "sum",
      "mean",
      "count",
      "max",
      "median",
      "min",
      "95pct"
    ],
    "back_window": 0,
    "definition": [
      {
        "granularity": "0:00:01",
        "points": 3600,
        "timespan": "1:00:00"
      },
      {
        "granularity": "0:30:00",
        "points": 48,
        "timespan": "1 day, 0:00:00"
      }
    ],
    "name": "low"
  },
  "created_by_project_id": "e8afeeb3-4ae6-4888-96f8-2fae69d24c01",
  "created_by_user_id": "c10829c6-48e2-4d14-ac2b-bfba3b17216a",
  "id": "387101dc-e4b1-4602-8f40-e7be9f0ed46a",
  "name": null,
  "resource_id": null
}

POST /v1/metric/387101dc-e4b1-4602-8f40-e7be9f0ed46a/measures HTTP/1.1
Content-Type: application/json

[
  {
    "timestamp": "2014-10-06T14:33:57",
    "value": 43.1
  },
  {
    "timestamp": "2014-10-06T14:34:12",
    "value": 12
  },
  {
    "timestamp": "2014-10-06T14:34:20",
    "value": 2
  }
  ]

HTTP/1.1 204 No Content

GET /v1/metric/387101dc-e4b1-4602-8f40-e7be9f0ed46a/measures HTTP/1.1

HTTP/1.1 200 OK
Content-Type: application/json; charset=UTF-8

[
  [
    "2014-10-06T14:30:00.000000Z",
    1800.0,
    19.033333333333335
  ],
  [
    "2014-10-06T14:33:57.000000Z",
    1.0,
    43.1
  ],
  [
    "2014-10-06T14:34:12.000000Z",
    1.0,
    12.0
  ],
  [
    "2014-10-06T14:34:20.000000Z",
    1.0,
    2.0
  ]
]

GET /v1/aggregation/metric?metric=65071775-52a8-4d2e-abb3-1377c2fe5c55&metric=9ccdd0d6-f56a-4bba-93dc-154980b6e69a&start=2014-10-06T14:34&aggregation=mean HTTP/1.1

HTTP/1.1 200 OK
Content-Type: application/json; charset=UTF-8

[
  [
    "2014-10-06T14:34:12.000000Z",
    1.0,
    12.25
  ],
  [
    "2014-10-06T14:34:20.000000Z",
    1.0,
    11.6
  ]
]

POST /v1/resource/generic HTTP/1.1

Content-Type: application/json

{
  "id": "75C44741-CC60-4033-804E-2D3098C7D2E9",
  "project_id": "BD3A1E52-1C62-44CB-BF04-660BD88CD74D",
  "user_id": "BD3A1E52-1C62-44CB-BF04-660BD88CD74D"
}

HTTP/1.1 201 Created
Location: http://localhost/v1/resource/generic/75c44741-cc60-4033-804e-2d3098c7d2e9
ETag: "e3acd0681d73d85bfb8d180a7ecac75fce45a0dd"
Last-Modified: Fri, 17 Apr 2015 11:18:48 GMT
Content-Type: application/json; charset=UTF-8

{
  "created_by_project_id": "ec181da1-25dd-4a55-aa18-109b19e7df3a",
  "created_by_user_id": "4543aa2a-6ebf-4edd-9ee0-f81abe6bb742",
  "ended_at": null,
  "id": "75c44741-cc60-4033-804e-2d3098c7d2e9",
  "metrics": {},
  "project_id": "bd3a1e52-1c62-44cb-bf04-660bd88cd74d",
  "revision_end": null,
  "revision_start": "2015-04-17T11:18:48.696288Z",
  "started_at": "2015-04-17T11:18:48.696275Z",
  "type": "generic",
  "user_id": "bd3a1e52-1c62-44cb-bf04-660bd88cd74d"
}

GET /v1/resource/generic/75c44741-cc60-4033-804e-2d3098c7d2e9 HTTP/1.1
If-Not-Match: "e3acd0681d73d85bfb8d180a7ecac75fce45a0dd"

HTTP/1.1 304 Not Modified

POST /v1/resource/generic HTTP/1.1
Content-Type: application/json

{
  "id": "AB68DA77-FA82-4E67-ABA9-270C5A98CBCB",
  "metrics": {
    "temperature": {
      "archive_policy_name": "low"
    }
  },
  "project_id": "BD3A1E52-1C62-44CB-BF04-660BD88CD74D",
  "user_id": "BD3A1E52-1C62-44CB-BF04-660BD88CD74D"
}

HTTP/1.1 201 Created
Location: http://localhost/v1/resource/generic/ab68da77-fa82-4e67-aba9-270c5a98cbcb
ETag: "9f64c8890989565514eb50c5517ff01816d12ff6"
Last-Modified: Fri, 17 Apr 2015 14:39:22 GMT
Content-Type: application/json; charset=UTF-8

{
  "created_by_project_id": "cfa2ebb5-bbf9-448f-8b65-2087fbecf6ad",
  "created_by_user_id": "6aadfc0a-da22-4e69-b614-4e1699d9e8eb",
  "ended_at": null,
  "id": "ab68da77-fa82-4e67-aba9-270c5a98cbcb",
  "metrics": {
    "temperature": "ad53cf29-6d23-48c5-87c1-f3bf5e8bb4a0"
  },
  "project_id": "bd3a1e52-1c62-44cb-bf04-660bd88cd74d",
  "revision_end": null,
  "revision_start": "2015-04-17T14:39:22.181615Z",
  "started_at": "2015-04-17T14:39:22.181601Z",
  "type": "generic",
  "user_id": "bd3a1e52-1c62-44cb-bf04-660bd88cd74d"
}

POST /v1/search/resource/instance HTTP/1.1
Content-Type: application/json

{
  "=": {
    "user_id": "bd3a1e52-1c62-44cb-bf04-660bd88cd74d"
  }
}

POST /v1/search/resource/instance HTTP/1.1
Content-Type: application/json
Content-Length: 113

{
  "and": [
    {
      "=": {
        "user_id": "bd3a1e52-1c62-44cb-bf04-660bd88cd74d"
      }
    },
    {
      ">=": {
        "started_at": "2015-04-01"
      }
    }
  ]
}

POST /v1/search/resource/instance?history=true HTTP/1.1
Content-Type: application/json
Content-Length: 113

{
  "and": [
    {
      "=": {
        "host": "foobar"
      }
    },
    {
      ">=": {
        "lifespan": "1 hour"
      }
    },
    {
      "<=": {
        "revision_start": "2015-04-15"
      }
    }

  ]
}

Operation	Details	Rate
Create metric	Created 100k metrics in 77 seconds	1300 metric/s
Show metric	Show a metric 100k times in 149 seconds	670 metric/s
Delete metric	Deleted 100k metrics in 190 seconds	524 metric/s

Operation	Details	Rate
Push metric 5k	Push 5M measures with batch of 5k measures in 40 seconds	122k measures/s
Push metric 4k	Push 5M measures with batch of 4k measures in 40 seconds	125k measures/s
Push metric 3k	Push 5M measures with batch of 3k measures in 40 seconds	123k measures/s
Push metric 2k	Push 5M measures with batch of 2k measures in 41 seconds	121k measures/s
Push metric 1k	Push 5M measures with batch of 1k measures in 44 seconds	113k measures/s
Push metric 500	Push 5M measures with batch of 500 measures in 51 seconds	98k measures/s
Push metric 100	Push 5M measures with batch of 100 measures in 112 seconds	45k measures/s
Push metric 10	Push 5M measures with batch of 10 measures in 852 seconds	6k measures/s
Push metric 1	Push 500k measures with batch of 1 measure in 800 seconds	624 measures/s
Get measures	Push 43k measures of 1 metric	260k measures/s

Operation	Details	Rate
Read metric SQL	Read measures for 1 metric	2min 58s
Read metric MongoDB	Read measures for 1 metric	28s
Read metric Gnocchi	Read measures for 1 metric	2s

gnocchi — jd:/dev/blog

Podcast.__init__: Gnocchi, a Time Series Database for your Metrics

Gnocchi engine optimization

Gnocchi 4.2 release

Gnocchi 4.1 is out

My interview with Cool Python Codes

Gnocchi 4 performance

Test protocol

Benchmark tools

Metric CRUD operations

Sending and getting measures

Metricd speed

Conclusion

Gnocchi or Prometheus?

Conclusion

Using Gnocchi with Docker

Gnocchi 4 is out

OpenStack Summit Boston 2017 recap

Gnocchi independence

Scalable metrics storage: Gnocchi on Amazon Web Services

Installation

Configuring Amazon RDS

Configuring Gnocchi for S3 access

Creating gnocchi.conf

Sending your collectd metrics to Gnocchi

Installation

Configuration

collectd

Running the daemons

Enjoying the result

Bonus: charting with Grafana

FOSDEM 2017, recap

Gnocchi 3.1 unleashed

Attending OpenStack Summit Ocata

How To Work Upstream with OpenStack

Python 3 in telemetry projects

Ceilometer deprecation

Aodh alarm timeout

Gnocchi improvement, past and future

PTG and beyond

Gnocchi 3.0 release

New storage engine

Upcoming challenges

A retrospective of the OpenStack Telemetry project Newton cycle

Gnocchi talk at the Paris Monitoring Meetup #6

OpenStack Summit Newton from a Telemetry point of view

Reference architecture

Gnocchi, next steps

Enhancing Ceilometer polling

Aodh roadmap & improvements

Ceilometer splitting

Documentation

Events management

Vitrage

Talks

Gnocchi 2.1 release

Resource types REST API

Performances improvement

Ceph backend optimization

Gnocchi 2.0 release

Documentation

Data split & compression

Measures batching support

Group by support in aggregation

Ceph backend optimization

Timeseries storage and data compression

Data split

Data compression

Profiling Python using cProfile: a concrete case

What's profiling?

cProfile

Advanced visualization with KCacheGrind

Concrete case: Carbonara optimization

Gnocchi 1.3.0 release

New website

The speed bump

New features

OpenStack Summit Mitaka from a Telemetry point of view

Distributed lock manager

Podcast.init: Gnocchi, a Time Series Database for your Metrics

Creating `gnocchi.conf`