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metaflow-pyinstrument

Profile Metaflow steps with pyinstrument and view results as interactive HTML cards.

Installation

pip install metaflow-pyinstrument

Usage

from metaflow import FlowSpec, step, pypi_base
from metaflow_pyinstrument import pyinstrument_card

@pypi_base(packages={'pyinstrument': ''})
class MyFlow(FlowSpec):

    @pyinstrument_card()
    @step
    def start(self):
        # Your code here - will be profiled
        result = sum(i**2 for i in range(100000))
        self.next(self.end)

    @step
    def end(self):
        pass

if __name__ == '__main__':
    MyFlow()

Run with:

python myflow.py --environment=pypi --with kubernetes run

View the card:

python myflow.py card view start

Parameters

Parameter Default Description
card_id "pyinstrument" Card identifier
interval 0.001 Sampling interval (seconds). Use 0.0001 for fast code
html_attribute "html" Artifact name for HTML output

Metadata

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