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-2.1.9.tar.gz (158.3 kB view details)

Uploaded Source

Built Distribution

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

powl-2.1.9-py3-none-any.whl (201.7 kB view details)

Uploaded Python 3

File details

Details for the file powl-2.1.9.tar.gz.

File metadata

  • Download URL: powl-2.1.9.tar.gz
  • Upload date:
  • Size: 158.3 kB
  • Tags: Source
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.13.7

File hashes

Hashes for powl-2.1.9.tar.gz
Algorithm Hash digest
SHA256 4c0f801aaab71b18ba15944d478920962e52e1716265811fafc5f178626a489d
MD5 e4ff291f2d0b6920d81dbbe2d2fd6087
BLAKE2b-256 f4a6e7d46c575b42735cfcfeedc2a1a75440ed2f8053f92565b3aa833a2efeb4

See more details on using hashes here.

Provenance

The following attestation bundles were made for powl-2.1.9.tar.gz:

Publisher: publish.yml on humam-kourani/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-2.1.9-py3-none-any.whl.

File metadata

  • Download URL: powl-2.1.9-py3-none-any.whl
  • Upload date:
  • Size: 201.7 kB
  • Tags: Python 3
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.13.7

File hashes

Hashes for powl-2.1.9-py3-none-any.whl
Algorithm Hash digest
SHA256 2c0248b85a16a7fb26da5b4ac3dc6dc2d79bc9fe00dd19a8a69bca1aea36afe0
MD5 240414d7d0af76b7bb42bdeedb7bcef1
BLAKE2b-256 14d141da57729bcb2bca5f54b83146e30cf7201e678ab4f91367431d992b855a

See more details on using hashes here.

Provenance

The following attestation bundles were made for powl-2.1.9-py3-none-any.whl:

Publisher: publish.yml on humam-kourani/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