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nf-meta is a cli tool for building, validating and running meta-pipelines based on the Nextflow workflow language

Project description

nf-meta: metapipeline representation, editor, and runner

This project features a reproducible representation for meta-pipelines, featuring an interactive editor running locally in a browser, as well as a cli based validator and runner.

This is a development/alpha version: Things can be unstable and change

Representation

This project proposes a representation for how metapipeline can be generalized in a in .yml file format. The most important keys for a metapipeline in this format are:

  • config_version - which allows the representation to change over time without breaking
  • workflows - lists the nextflow / nf-core pipeline runs
  • transitions - describe the flow through the metapipelines
  • globals - defines settings that apply to all workflows

More sections could follow, potentially starting with a sort of adapter key, where transitions or Groovy glue code is described.

config_version: 0.0.1
globals:
  nf_profile: docker
workflows:
- id: n02
  name: nf-core/rnaseq
  version: dev
  params:
    outdir: rnaseq-out
    input: fetchngs_out/samplesheet/samplesheet.csv
- id: n01
  name: nf-core/fetchngs
  version: dev
  url: https://api.github.com/repos/nf-core/fetchngs
  params:
    outdir: fetchngs_out
    input: /path/to/ids/acc_ids.csv
    nf_core_rnaseq_strandedness: true
transitions:
- id: c49f
  target: n02
  source: n01

This project features at it core validation logic for these sort of .yml representations.

To enable referencing fields form other workflows, constructs like could be made possible:

    # write this:
    input: ${n01:params:outdir}/samplesheet/samplesheet.csv
    # instead of this:
    input: fetchngs_out/samplesheet/samplesheet.csv

Editor

This project features a small editor which intends to ease the creation and updating of these config files, by visualizing the config as a graph and offering user-firendly form for entering and validating values.

editor

Metapipeline Runners

Currently:

  • Python Runner: Wraps nextflow commands, exectutes in dag order

Planned:

  1. nf-cascade runner: Convert config into one nextflow daisy-chaining nextflow script
  2. Seqera Platform runner: Start and monitor locally, call and poll a Platform instance with run parameters via API to handle running Nextflow
  3. Meta-Pipeline runner: compile config into new monolithic nextflow project, that imports required workflows to achieve most efficient orchestration + graceful errors handling

Install from PyPI

The released version of this package can be installed from the Python Package Index

# with pip
pip install nf-meta

# with uv 
uv add nf-meta

Install and run the Development Setup

Install and run the frontend

$ cd /src/nf_meta/editor/frontend
$ npm install
$ npm run dev

Run the cli in dev mode

NF_META_DEVMODE=1 uv run nf-meta editor [</path/to/metapipeline.yml>]

Project Structure

  • Engine: Config Validation, Editor Session with History and exposing API
  • Runners
  • Editor frontend for creating or editing a config

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