A Python client for Cube: Time Series Data Collection & Analysis
Project description
A Python client for Cube: Time Series Data Collection & Analysis.
Features
You can post (Collector) and request (Evaluator) data to/from Cube.
Post events
Request events
Request metrics
Request known event types
Overview
>>> from cube import Cube, ONE_HOUR
>>> c = Cube()
>>>
>>> c.put('sample_data', {'myval': 10})
[{'data': {'myval': 10}, 'type': 'sample_data', 'time': '2012-10-01T13:04:04.453929'}]
>>> c.event('sample_data')
[{u'time': u'2012-10-01T13:04:04.453Z'}]
>>> c.put('sample_data', {'myval': 20})
[{'data': {'myval': 20}, 'type': 'sample_data', 'time': '2012-10-01T13:04:39.725676'}]
>>> c.event('sample_data')
[{u'time': u'2012-10-01T13:04:04.453Z'}, {u'time': u'2012-10-01T13:04:39.725Z'}]
>>> c.event('sample_data(myval)')
[{u'data': {u'myval': 10}, u'time': u'2012-10-01T13:04:04.453Z'}, {u'data': {u'myval': 20}, u'time': u'2012-10-01T13:04:39.725Z'}]
>>> c.metric('sum(sample_data)', step=ONE_HOUR, start='2012-10-01')
[{u'value': 0, u'time': u'2012-10-01T00:00:00.000Z'}, {u'value': 0, u'time': u'2012-10-01T01:00:00.000Z'}, {u'value': 0, u'time': u'2012-10-01T02:00:00.000Z'}, {u'value': 0, u'time': u'2012-10-01T03:00:00.000Z'}, {u'value': 0, u'time': u'2012-10-01T04:00:00.000Z'}, {u'value': 0, u'time': u'2012-10-01T05:00:00.000Z'}, {u'value': 0, u'time': u'2012-10-01T06:00:00.000Z'}, {u'value': 0, u'time': u'2012-10-01T07:00:00.000Z'}, {u'value': 0, u'time': u'2012-10-01T08:00:00.000Z'}, {u'value': 0, u'time': u'2012-10-01T09:00:00.000Z'}, {u'value': 0, u'time': u'2012-10-01T10:00:00.000Z'}, {u'value': 0, u'time': u'2012-10-01T11:00:00.000Z'}, {u'value': 0, u'time': u'2012-10-01T12:00:00.000Z'}, {u'value': 2, u'time': u'2012-10-01T13:00:00.000Z'}]
Requirements
Installation
$ pip install cube-client
Usage
from cube import Cube, ONE_HOUR
from datetime import datetime
cube = Cube()
# or
cube = Cube('localhost')
# Create an event
cube.put("myevent", {'temp': 30})
# or
cube.put("myevent", {'temp': 30}, time=datetime.now().isoformat())
# Low level queries
# =================
# Request events data
# See Cube queries:
# https://github.com/square/cube/wiki/Queries#wiki-metric
cube.event('myevent(temp)')
# Request metrics
cube.metric('sum(myevent(temp))', step='36e5', start='2013-9-01'))
# or
cube.metric('sum(myevent(temp))', step=ONE_HOUR, start=datetime(2013, 9, 1))
# Request known event types
cube.types()
# High level queries
# ==================
from cube.expressions import EventExpression, Sum
temp = EventExpression('myevent', 'temp')
cube.metric(Sum(temp), step=ONE_HOUR, start='2013-10-1')
Event helper
from cube import Cube, Event, Sum
cube = Cube()
my_event = cube.get_event('myevent')
# or
my_event = Event(cube, 'myevent')
my_event.put({'temp': 10})
my_event.put({'temp': 20})
my_event.event()
# [{u'time': u'2012-10-01T13:04:04.453Z'}, {u'time': u'2012-10-01T13:04:39.725Z'}]
my_event.event('myevent(temp)')
temp = my_event.expression('temp').gt('temp', 15)
# => myevent(temp).gt(temp, 15)
my_event.metric(Sum(temp))
# => my_event.metric('sum(myevent(temp).gt(temp, 15))')
Metric resolutions shortcut
TEN_SECOND for 1e4 - 10-second
ONE_MINUTE for 6e4 - 1-minute
FIVE_MINUTE for 3e5 - 5-minute
ONE_HOUR for 36e5 - 1-hour
ONE_DAY for 864e5 - 1-day
from cube import ONE_HOUR, FIVE_MINUTE
Time utils
from cube import ONE_HOUR
from cube.time_utils import timeago
c.metric('sum(myevent(key))', step=ONE_HOUR, start=timeago('6h'))
Changelog
0.2.0
Not released yet
Cleaned code (PEP8)
Compatible with requests 2.0
Added metric resolution shortcut
Added a Event helper
Merged some parts of pypercube, time_utils, EventExpression and Filter.
License (MIT)
Copyright (c) 2013 Thomas Sileo and Steven Buss
Permission is hereby granted, free of charge, to any person obtaining a copy of this software and associated documentation files (the “Software”), to deal in the Software without restriction, including without limitation the rights to use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of the Software, and to permit persons to whom the Software is furnished to do so, subject to the following conditions:
The above copyright notice and this permission notice shall be included in all copies or substantial portions of the Software.
THE SOFTWARE IS PROVIDED “AS IS”, WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE.
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