What is this?

Pipestat standardizes reporting of pipeline results. It provides 1) a standard specification for how pipeline outputs should be stored; and 2) an implementation to easily write results to that format from within Python or from the command line.

How does it work?

A pipeline author defines all the outputs produced by a pipeline by writing a JSON-schema. The pipeline then uses pipestat to report pipeline outputs as the pipeline runs, either via the Python API or command line interface. The user configures results to be stored either in a YAML-formatted file or a PostgreSQL database. The results are recorded according to the pipestat specification, in a standard, pipeline-agnostic way. This way, downstream software can use this specification to create universal tools for analyzing, monitoring, and visualizing pipeline results that will work with any pipeline or workflow.

Quick start

Install pipestat

pip install pipestat

Set environment variables (optional)

export PIPESTAT_RESULTS_SCHEMA=output_schema.yaml
export PIPESTAT_SAMPLE_NAME=my_record
export PIPESTAT_RESULTS_FILE=results_file.yaml
export PIPESTAT_PROJECT_NAME=my_namespace

Note: When setting environment variables as in the above example, you will need to provide an output_schema.yaml file in your current working directory with the following example data:

result_name:
  type: string
  description: "Result Name"

Pipeline results reporting and retrieval

Report a result

From command line:

pipestat report -i result_name -v 1.1

From Python:

import pipestat

psm = pipestat.PipestatManager()
psm.report(values={"result_name": 1.1})

Retrieve a result

From command line:

pipestat retrieve -i result_name

From Python:

import pipestat

psm = pipestat.PipestatManager()
psm.retrieve(result_identifier="result_name")

Pipeline status management

Set status

From command line:

pipestat status set running

From Python:

import pipestat

psm = pipestat.PipestatManager()
psm.set_status(status_identifier="running")

Get status

From command line:

pipestat status get

From Python:

import pipestat

psm = pipestat.PipestatManager()
psm.get_status()