Skip to main content

POWL Miner: Process Mining with the Partially Ordered Workflow Language

Project description

🔍 POWL Miner

Process Mining with the Partially Ordered Workflow Language

The POWL Miner allows you to perform process discovery from event logs, leveraging the Partially Ordered Workflow Language (POWL) 2.0. The generated POWL 2.0 models can be viewed and exported as BPMNs or Petri nets (PNML). For more details on POWL 2.0, please refer to the paper: Unlocking Non-Block-Structured Decisions: Inductive Mining with Choice Graphs.

🚀 Launching as a Streamlit App

You have two options for running the POWL Miner as a Streamlit App:

☁️ On the Cloud

Access the hosted version directly: https://powl-miner.streamlit.app/

💻 Locally

To run the Streamlit application on your own machine:

  1. Clone this repository.
  2. Install the required dependencies ('requirements.txt') and packages ('packages.txt').
  3. Run:
    streamlit run app.py
    

Docker icon Docker:

Alternatively, you can install it using the provided Docker image:

  1. Pull the Docker image:
    docker pull ghcr.io/humam-kourani/powl:latest
    
  2. Run the app:
    docker run -p 8501:8501 powl
    

🐍 Installing as a Python Library

You can also install the POWL Miner as a Python library to integrate its functionalities into your own scripts.

  1. Install the required packages ('packages.txt').
  2. Install the library via pip:
    pip install powl
    

👉 Usage Example: Check the examples/ directory of this repository.

Third-Party Licenses

This project bundles bpmn-auto-layout, which is licensed under the MIT License. See THIRD_PARTY_LICENSES.txt for details.

Project details


Download files

Download the file for your platform. If you're not sure which to choose, learn more about installing packages.

Source Distribution

powl-2.3.5.tar.gz (178.2 kB view details)

Uploaded Source

Built Distribution

If you're not sure about the file name format, learn more about wheel file names.

powl-2.3.5-py3-none-any.whl (226.3 kB view details)

Uploaded Python 3

File details

Details for the file powl-2.3.5.tar.gz.

File metadata

  • Download URL: powl-2.3.5.tar.gz
  • Upload date:
  • Size: 178.2 kB
  • Tags: Source
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.13.12

File hashes

Hashes for powl-2.3.5.tar.gz
Algorithm Hash digest
SHA256 a5f3f7975e470dea2db3874258ee3ab0d41249820b72a20c1e1f606da79945bf
MD5 08ab0a322e720348a904229212c06cf2
BLAKE2b-256 add68de03f95fccae424e1fd7ffe7c2182fa82d80a8747602c2e8e9ca7d517cb

See more details on using hashes here.

Provenance

The following attestation bundles were made for powl-2.3.5.tar.gz:

Publisher: publish.yml on fit-process-mining/POWL

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file powl-2.3.5-py3-none-any.whl.

File metadata

  • Download URL: powl-2.3.5-py3-none-any.whl
  • Upload date:
  • Size: 226.3 kB
  • Tags: Python 3
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.13.12

File hashes

Hashes for powl-2.3.5-py3-none-any.whl
Algorithm Hash digest
SHA256 355f73c2e1fa4037671f7b6823572cac48c74f9bfca87f6b5b8cfdb1bc2d2b79
MD5 5ed39ca33e79ed680d726412860b2376
BLAKE2b-256 1e3482c3f422c43ed17f2303da1ebe9166d25cf6891b0dcc1c74ae10884620a4

See more details on using hashes here.

Provenance

The following attestation bundles were made for powl-2.3.5-py3-none-any.whl:

Publisher: publish.yml on fit-process-mining/POWL

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

Supported by

AWS Cloud computing and Security Sponsor Datadog Monitoring Depot Continuous Integration Fastly CDN Google Download Analytics Pingdom Monitoring Sentry Error logging StatusPage Status page