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prometheuspandas 0.3.3
Prometheus Pandas
Python library for querying Prometheus and accessing the results as
Pandas data structures.
This is mostly intended for use in Jupyter notebooks. See Prometheus.ipynb for an example.
Example
Evaluate an instant query at a single point in time:
>>> from prometheus_pandas import query
>>>
>>> p = query.Prometheus('http://localhost:9090')
>>> p.query('node_cpu_seconds_total{mode="system"}', '2020-05-10T00:00:00Z')
node_cpu_seconds_total{cpu="0",instance="localhost:9100",job="node",mode="system"} 15706.47
node_cpu_seconds_total{cpu="1",instance="localhost:9100",job="node",mode="system"} 15133.25
node_cpu_seconds_total{cpu="2",instance="localhost:9100",job="node",mode="system"} 15095.59
node_cpu_seconds_total{cpu="3",instance="localhost:9100",job="node",mode="system"} 14649.20
dtype: float64
Evaluates an expression query over a time range:
>>> from prometheus_pandas import query
>>>
>>> p = query.Prometheus('http://localhost:9090')
>>> print(p.query_range(
'sum(rate(node_cpu_seconds_total{mode=~"system|user"}[1m])) by (mode)',
'2020-10-05T00:00:00Z', '2020-10-05T06:00:00Z', '1h'))
dtype: float64
---
{mode="system"} {mode="user"}
2020-10-05 00:00:00 0.022667 0.038222
2020-10-05 01:00:00 0.015333 0.036667
2020-10-05 02:00:00 0.028000 0.040667
2020-10-05 03:00:00 0.015111 0.034889
2020-10-05 04:00:00 0.015556 0.038000
2020-10-05 05:00:00 0.018444 0.040222
2020-10-05 06:00:00 0.018222 0.035111
Customizing the HTTP request:
>>> import requests
>>> from prometheus_pandas import query
>>>
>>> http = requests.Session()
>>> http.cert = '/path/client.cert'
>>> http.verify = '/path/to/certfile'
>>>
>>> p = query.Prometheus('http://localhost:9090', http)
>>> print(p.query('node_cpu_seconds_total{mode="system"}', '2020-10-05T00:00:00Z'))
node_cpu_seconds_total{cpu="0",instance="localhost:9100",job="node",mode="system"} 3954.92
dtype: float64
Installation
Latest release via pip:
pip install prometheus-pandas [--user]
via Git:
git clone https://github.com/dcoles/prometheus-pandas.git; cd prometheus-pandas
python3 setup.py install [--user]
Licence
Licenced under the MIT License. See LICENSE for details.
For personal and professional use. You cannot resell or redistribute these repositories in their original state.
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