A Prometheus exporter for Python concurrent.futures executors
Project description
executor-exporter
A Prometheus metrics exporter for Python concurrent.futures executors. Provides instrumented drop-in replacements for ThreadedPoolExecutor and ProcessPoolExecutor.
Public domain photo by Patsy Lynch. More info
Install it from PyPI
pip install executor-exporter
Usage
from executor_exporter import ThreadPoolExecutor
# or
from executor_exporter import ProcessPoolExecutor
If you stick to the public APIs of concurrent.future executors (consisting of __init__, submit, map and shutdown methods), you just need to replace the builtin executor with its instrumented version provided by this package.
The provided executors act as proxies for the builtin executor while collecting the following metrics:
The __init__ methods of the instrumented executors take an additional exporter_id : Optional[str] parameter, used as the value for exporter metric label. If your use multiple executor instances of the same type you can measure them separately by defining a unique id for each instance. Conversely, by using the same id across multiple instances their metrics will be combined and exported as if they came from a single instance.
Custom executors
The instrumented executors are just wrappers around the builtin executors provided for convenience, while InstrumentedExecutorProxy does the heavy-lifting. If you're using a custom executor, you can wrap it like this:
from executor_exporter import InstrumentedExecutorProxy, ExecutorExporter
max_workers = 42
executor = YourCustomExecutor(max_workers)
exporter = ExecutorExporter(executor)
instrumented_executor = InstrumentedExecutorProxy(executor, exporter, max_workers)
TODO
- Testing
- Housekeeping
- Makefile
- metrics table gen
- CI/CD
- codecov
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