An unofficial Python library wrapping the official humiolib to provide extra helpers and utility functions
Project description
Humio API (unofficial lib)
💡 This project requires
Python>=3.8
💡 This is not the official Humio library. It can be found here: humiolib.
This is an unofficial library for interacting with Humio's API. This library mostly exists now because the official library was too basic back in 2019 when I first needed this. Currently this library is just a wrapper around humiolib to implement some convenient and opinionated helpers.
Installation
pip install humioapi
Main features/extensions
- CLI companion tool
hcavailable at humiocli. - Monkeypatched QueryJobs with a different approach.
- The
pollmethod is now a generator yielding the current result until the query completes, with optional progress information and warnings. - The
poll_until_donemethod now simply returns the final result of thepollmethod in an efficient manner, which solves the problem the original poll method has with getting stuck forever in some cases.
- The
- Relative time modifiers similar to Splunk (
-7d@dto start at midnight 7 days ago). Can also be chained (-1d@h-30m). Source. - List repository details (NOTE: normal Humio users cannot see repos without read permission).
- Easy env-variable based configuration.
- Create and update parsers.
Usage
For convenience your Humio URL and tokens should be set in the environment variables HUMIO_BASE_URL and HUMIO_TOKEN.
These can be set in ~/.config/humio/.env and loaded through humioapi.humio_loadenv(), which loads all HUMIO_-prefixed
variables found in the env-file.
Query available repositories
Create an instance of HumioAPI to get started
import humioapi
api = humioapi.HumioAPI(**humioapi.humio_loadenv())
repositories = api.repositories()
Iterate over syncronous streaming searches sequentially
import humioapi
api = humioapi.HumioAPI(**humioapi.humio_loadenv())
stream = api.streaming_search(
query="",
repo='sandbox',
start="-1week@day",
stop="now"
)
for event in stream:
print(event)
Create a pollable QueryJob with results, metadata and warnings (raised by default)
import humioapi
api = humioapi.HumioAPI(**humioapi.humio_loadenv())
qj = api.create_queryjob(query="", repo="sandbox", start="-7d@d")
# Poll the QueryJob and get its final results
result = qj.poll_until_done(warn=False)
if result.warnings:
print("Oh no, a problem has occured!", result.warnings)
print(result.metadata)
# Or manually iterate the current results until the QueryJob has completed
for current_result in qj.poll(warn=False):
pass
if current_result.warnings:
print("Oh no, a problem has occured!", current_result.warnings)
print(current_result.metadata)
Jupyter Notebook
pew new --python=python38 humioapi
# run the following commands inside the virtualenv
pip install git+https://github.com/gwtwod/humioapi.git
pip install ipykernel seaborn matplotlib
python -m ipykernel install --user --name 'python38-humioapi' --display-name 'Python 3.8 (venv humioapi)'
Start the notebook by running jupyter-notebook and choose the newly created kernel when creating a new notebook.
Run this code to get started:
import humioapi
api = humioapi.HumioAPI(**humioapi.humio_loadenv())
results = api.streaming_search(query="", repo="sandbox", start="@d", stop="now")
for i in results:
print(i)
To get a list of all readable repositories with names starting with 'frontend':
repos = sorted([k for k,v in api.repositories().items() if v['read_permission'] and k.startswith('frontend')])
Making a timechart (lineplot):
%matplotlib inline
import matplotlib.pyplot as plt
import seaborn as sns
import pandas as pd
sns.set(color_codes=True)
sns.set_style('darkgrid')
results = api.streaming_search(query=" | timechart()", repos=["sandbox"], start=start, stop=stop)
df = pd.DataFrame(results)
df['_count'] = df['_count'].astype(float)
df['_bucket'] = pd.to_datetime(df['_bucket'], unit='ms', origin='unix', utc=True)
df.set_index('_bucket', inplace=True)
df.index = df.index.tz_convert('Europe/Oslo')
df = df.pivot(columns='metric', values='_count')
sns.lineplot(data=df)
Logging
This library uses the excellent structlog library. If you're want pretty formatted logs but are too lazy to configure it yourself, you can use the included helper to configure it.
This helper also installs an exception hook to log all unhandled exceptions through structlog.
import logging
humioapi.initialize_logging(level=logging.INFO, fmt="human") # or fmt="json"
SSL and proxies
All HTTP traffic is done through humiolib which currently uses requests internally. You can probably use custom certificates with the env variable REQUESTS_CA_BUNDLE, or pass extra argument as kwargs to the various API functions.
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