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nf-core / crisprseq

A pipeline for the analysis of CRISPR edited data. It allows the evaluation of the quality of gene editing experiments using targeted next generation sequencing (NGS) data (`targeted`) as well as the discovery of important genes from knock-out or activation CRISPR-Cas9 screens using CRISPR pooled DNA (`screening`).
https://nf-co.re/crisprseq
MIT License
32 stars 26 forks source link

Implementation of nf-gpt into crisprseq pipeline. #193

Open LeonHornich opened 2 months ago

LeonHornich commented 2 months ago

This is a very early stage implementation of the nf-gpt plugin into the pipeline. It can currently handles a list of genes extracted from the drugZ, bagel2 or mle module output and parses it to the plugin.

You can run the changes using: export OPENAI_API_KEY=your-api-key nextflow run . -profile test_screening,docker --outdir test -dump-channels --gpt_interpretation drugz,mle,bagel2,rra -resume

DISCLAIMER! You will need a functioning Open AI api key. for this to work.

Since this is very early version and only comes with the bare minimum of functionality there are a lot of adjustment that have to me made:

Keep in mind this implementation does not aim to achieve 100% correct results from the gpt model, but instead is to build a foundational implementation for (future) LLMs into a nf-core pipeline.

If you have any suggestions or requested changes please let me know and i will try to adjust the code.

github-actions[bot] commented 2 months ago

This PR is against the master branch :x:

Hi @LeonHornich,

It looks like this pull-request is has been made against the LeonHornich/crisprseq master branch. The master branch on nf-core repositories should always contain code from the latest release. Because of this, PRs to master are only allowed if they come from the LeonHornich/crisprseq dev branch.

You do not need to close this PR, you can change the target branch to dev by clicking the "Edit" button at the top of this page. Note that even after this, the test will continue to show as failing until you push a new commit.

Thanks again for your contribution!

github-actions[bot] commented 2 months ago

nf-core lint overall result: Failed :x:

Posted for pipeline commit 05c4d56

+| ✅ 235 tests passed       |+
#| ❔   3 tests were ignored |#
!| ❗   5 tests had warnings |!
-| ❌   1 tests failed       |-
### :x: Test failures: * [actions_ci](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/actions_ci) - Minimum pipeline NF version '23.04.0' is not tested in '.github/workflows/ci.yml' ### :heavy_exclamation_mark: Test warnings: * [nextflow_config](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/nextflow_config) - Config ``manifest.version`` should end in ``dev``: ``2.3.0`` * [pipeline_todos](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/pipeline_todos) - TODO string in `methods_description_template.yml`: _#Update the HTML below to your preferred methods description, e.g. add publication citation for this pipeline_ * [pipeline_todos](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/pipeline_todos) - TODO string in `main.nf`: _Optionally add in-text citation tools to this list._ * [pipeline_todos](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/pipeline_todos) - TODO string in `main.nf`: _Optionally add bibliographic entries to this list._ * [pipeline_todos](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/pipeline_todos) - TODO string in `main.nf`: _Only uncomment below if logic in toolCitationText/toolBibliographyText has been filled!_ ### :grey_question: Tests ignored: * [files_exist](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/files_exist) - File is ignored: `conf/test.config` * [files_exist](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/files_exist) - File is ignored: `conf/test_full.config` * [files_unchanged](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/files_unchanged) - File ignored due to lint config: `.github/PULL_REQUEST_TEMPLATE.md` ### :white_check_mark: Tests passed: * [files_exist](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/files_exist) - File found: `.gitattributes` * [files_exist](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/files_exist) - File found: `.gitignore` * [files_exist](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/files_exist) - File found: `.nf-core.yml` * [files_exist](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/files_exist) - 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File not found check: `.travis.yml` * [nextflow_config](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/nextflow_config) - Config variable found: `manifest.name` * [nextflow_config](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/nextflow_config) - Config variable found: `manifest.nextflowVersion` * [nextflow_config](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/nextflow_config) - Config variable found: `manifest.description` * [nextflow_config](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/nextflow_config) - Config variable found: `manifest.version` * [nextflow_config](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/nextflow_config) - Config variable found: `manifest.homePage` * [nextflow_config](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/nextflow_config) - Config variable found: `timeline.enabled` * [nextflow_config](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/nextflow_config) - Config variable found: `trace.enabled` * [nextflow_config](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/nextflow_config) - Config variable found: `report.enabled` * [nextflow_config](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/nextflow_config) - Config variable found: `dag.enabled` * [nextflow_config](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/nextflow_config) - Config variable found: `process.cpus` * [nextflow_config](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/nextflow_config) - Config variable found: `process.memory` * [nextflow_config](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/nextflow_config) - Config variable found: `process.time` * [nextflow_config](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/nextflow_config) - Config variable found: `params.outdir` * [nextflow_config](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/nextflow_config) - Config variable found: `params.input` * [nextflow_config](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/nextflow_config) - Config variable found: `params.validationShowHiddenParams` * [nextflow_config](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/nextflow_config) - Config variable found: `params.validationSchemaIgnoreParams` * [nextflow_config](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/nextflow_config) - Config variable found: `manifest.mainScript` * [nextflow_config](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/nextflow_config) - Config variable found: `timeline.file` * [nextflow_config](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/nextflow_config) - Config variable found: `trace.file` * [nextflow_config](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/nextflow_config) - Config variable found: `report.file` * [nextflow_config](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/nextflow_config) - Config variable found: `dag.file` * [nextflow_config](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/nextflow_config) - Config variable (correctly) not found: `params.nf_required_version` * [nextflow_config](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/nextflow_config) - Config variable (correctly) not found: `params.container` * [nextflow_config](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/nextflow_config) - Config variable (correctly) not found: `params.singleEnd` * [nextflow_config](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/nextflow_config) - Config variable (correctly) not found: `params.igenomesIgnore` * [nextflow_config](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/nextflow_config) - Config variable (correctly) not found: `params.name` * [nextflow_config](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/nextflow_config) - Config variable (correctly) not found: `params.enable_conda` * [nextflow_config](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/nextflow_config) - Config ``timeline.enabled`` had correct value: ``true`` * [nextflow_config](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/nextflow_config) - Config ``report.enabled`` had correct value: ``true`` * [nextflow_config](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/nextflow_config) - Config ``trace.enabled`` had correct value: ``true`` * [nextflow_config](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/nextflow_config) - Config ``dag.enabled`` had correct value: ``true`` * [nextflow_config](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/nextflow_config) - Config ``manifest.name`` began with ``nf-core/`` * [nextflow_config](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/nextflow_config) - Config variable ``manifest.homePage`` began with https://github.com/nf-core/ * [nextflow_config](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/nextflow_config) - Config ``dag.file`` ended with ``.html`` * [nextflow_config](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/nextflow_config) - Config variable ``manifest.nextflowVersion`` started with >= or !>= * [nextflow_config](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/nextflow_config) - Config `params.custom_config_version` is set to `master` * [nextflow_config](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/nextflow_config) - Config `params.custom_config_base` is set to `https://raw.githubusercontent.com/nf-core/configs/master` * [nextflow_config](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/nextflow_config) - Lines for loading custom profiles found * [nextflow_config](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/nextflow_config) - nextflow.config contains configuration profile `test` * [nextflow_config](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/nextflow_config) - Config default value correct: params.umi_bin_size= 1 * [nextflow_config](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/nextflow_config) - Config default value correct: params.medaka_model= r941_min_high_g303 * [nextflow_config](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/nextflow_config) - Config default value correct: params.aligner= minimap2 * [nextflow_config](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/nextflow_config) - Config default value correct: params.vsearch_minseqlength= 55 * [nextflow_config](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/nextflow_config) - Config default value correct: params.vsearch_maxseqlength= 57 * [nextflow_config](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/nextflow_config) - Config default value correct: params.vsearch_id= 0.99 * [nextflow_config](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/nextflow_config) - Config default value correct: params.min_reads= 30.0 * [nextflow_config](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/nextflow_config) - Config default value correct: params.min_targeted_genes= 3.0 * [nextflow_config](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/nextflow_config) - Config default value correct: params.bagel_reference_essentials= https://raw.githubusercontent.com/hart-lab/bagel/master/CEGv2.txt * [nextflow_config](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/nextflow_config) - Config default value correct: params.bagel_reference_nonessentials= https://raw.githubusercontent.com/hart-lab/bagel/master/NEGv1.txt * [nextflow_config](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/nextflow_config) - Config default value correct: params.hit_selection_iteration_nb= 1000.0 * [nextflow_config](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/nextflow_config) - Config default value correct: params.custom_config_version= master * [nextflow_config](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/nextflow_config) - Config default value correct: params.custom_config_base= https://raw.githubusercontent.com/nf-core/configs/master * [nextflow_config](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/nextflow_config) - Config default value correct: params.max_cpus= 16 * [nextflow_config](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/nextflow_config) - Config default value correct: params.max_memory= 128.GB * [nextflow_config](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/nextflow_config) - Config default value correct: params.max_time= 240.h * [nextflow_config](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/nextflow_config) - Config default value correct: params.publish_dir_mode= copy * [nextflow_config](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/nextflow_config) - Config default value correct: params.max_multiqc_email_size= 25.MB * [nextflow_config](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/nextflow_config) - Config default value correct: params.validate_params= true * [nextflow_config](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/nextflow_config) - Config default value correct: params.validationSchemaIgnoreParams= genomes,igenomes_base * [nextflow_config](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/nextflow_config) - Config default value correct: params.pipelines_testdata_base_path= https://raw.githubusercontent.com/nf-core/test-datasets/ * [nextflow_config](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/nextflow_config) - Config default value correct: params.gpt_drugz_gene_amount= 100 * [nextflow_config](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/nextflow_config) - Config default value correct: params.gpt_drugz_question= Which of the following genes enhance or supress drug activity? * [nextflow_config](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/nextflow_config) - Config default value correct: params.gpt_mle_gene_amount= 100 * [nextflow_config](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/nextflow_config) - Config default value correct: params.gpt_mle_question= What genes are known to have pan-effects on cancer? * [nextflow_config](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/nextflow_config) - Config default value correct: params.gpt_bagel2_gene_amount= 100 * [nextflow_config](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/nextflow_config) - Config default value correct: params.gpt_bagel_question= What can you tell me about these genes in the context of functional genomics? * [nextflow_config](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/nextflow_config) - Config default value correct: params.gpt_rra_gene_amount= 100 * [nextflow_config](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/nextflow_config) - Config default value correct: params.gpt_rra_question= What genes are known to have pan-effects on cancer? * [files_unchanged](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/files_unchanged) - `.gitattributes` matches the template * [files_unchanged](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/files_unchanged) - `.prettierrc.yml` matches the template * [files_unchanged](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/files_unchanged) - `CODE_OF_CONDUCT.md` matches the template * [files_unchanged](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/files_unchanged) - `LICENSE` matches the template * [files_unchanged](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/files_unchanged) - `.github/.dockstore.yml` matches the template * [files_unchanged](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/files_unchanged) - `.github/CONTRIBUTING.md` matches the template * [files_unchanged](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/files_unchanged) - `.github/ISSUE_TEMPLATE/bug_report.yml` matches the template * [files_unchanged](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/files_unchanged) - `.github/ISSUE_TEMPLATE/config.yml` matches the template * [files_unchanged](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/files_unchanged) - `.github/ISSUE_TEMPLATE/feature_request.yml` matches the template * [files_unchanged](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/files_unchanged) - `.github/workflows/branch.yml` matches the template * [files_unchanged](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/files_unchanged) - `.github/workflows/linting_comment.yml` matches the template * [files_unchanged](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/files_unchanged) - `.github/workflows/linting.yml` matches the template * [files_unchanged](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/files_unchanged) - `assets/email_template.html` matches the template * [files_unchanged](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/files_unchanged) - `assets/email_template.txt` matches the template * [files_unchanged](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/files_unchanged) - `assets/sendmail_template.txt` matches the template * [files_unchanged](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/files_unchanged) - `assets/nf-core-crisprseq_logo_light.png` matches the template * [files_unchanged](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/files_unchanged) - `docs/images/nf-core-crisprseq_logo_light.png` matches the template * [files_unchanged](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/files_unchanged) - `docs/images/nf-core-crisprseq_logo_dark.png` matches the template * [files_unchanged](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/files_unchanged) - `docs/README.md` matches the template * [files_unchanged](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/files_unchanged) - `.gitignore` matches the template * [files_unchanged](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/files_unchanged) - `.prettierignore` matches the template * [actions_ci](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/actions_ci) - '.github/workflows/ci.yml' is triggered on expected events * [actions_awstest](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/actions_awstest) - '.github/workflows/awstest.yml' is triggered correctly * [actions_awsfulltest](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/actions_awsfulltest) - `.github/workflows/awsfulltest.yml` is triggered correctly * [actions_awsfulltest](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/actions_awsfulltest) - `.github/workflows/awsfulltest.yml` does not use `-profile test` * [readme](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/readme) - README Nextflow minimum version badge matched config. Badge: `23.04.0`, Config: `23.04.0` * [readme](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/readme) - README Zenodo placeholder was replaced with DOI. * [pipeline_name_conventions](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/pipeline_name_conventions) - Name adheres to nf-core convention * [template_strings](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/template_strings) - Did not find any Jinja template strings (289 files) * [schema_lint](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/schema_lint) - Schema lint passed * [schema_lint](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/schema_lint) - Schema title + description lint passed * [schema_lint](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/schema_lint) - Input mimetype lint passed: 'text/csv' * [schema_params](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/schema_params) - Schema matched params returned from nextflow config * [system_exit](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/system_exit) - No `System.exit` calls found * [actions_schema_validation](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/actions_schema_validation) - Workflow validation passed: ci.yml * [actions_schema_validation](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/actions_schema_validation) - Workflow validation passed: awsfulltest.yml * [actions_schema_validation](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/actions_schema_validation) - Workflow validation passed: linting_comment.yml * [actions_schema_validation](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/actions_schema_validation) - Workflow validation passed: release-announcements.yml * [actions_schema_validation](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/actions_schema_validation) - Workflow validation passed: awsfulltest_screening.yml * [actions_schema_validation](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/actions_schema_validation) - Workflow validation passed: linting.yml * [actions_schema_validation](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/actions_schema_validation) - Workflow validation passed: download_pipeline.yml * [actions_schema_validation](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/actions_schema_validation) - Workflow validation passed: awstest.yml * [actions_schema_validation](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/actions_schema_validation) - Workflow validation passed: clean-up.yml * [actions_schema_validation](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/actions_schema_validation) - Workflow validation passed: fix-linting.yml * [actions_schema_validation](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/actions_schema_validation) - Workflow validation passed: branch.yml * [merge_markers](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/merge_markers) - No merge markers found in pipeline files * [modules_json](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/modules_json) - Only installed modules found in `modules.json` * [multiqc_config](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/multiqc_config) - `assets/multiqc_config.yml` found and not ignored. * [multiqc_config](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/multiqc_config) - `assets/multiqc_config.yml` contains `report_section_order` * [multiqc_config](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/multiqc_config) - `assets/multiqc_config.yml` contains `export_plots` * [multiqc_config](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/multiqc_config) - `assets/multiqc_config.yml` contains `report_comment` * [multiqc_config](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/multiqc_config) - `assets/multiqc_config.yml` follows the ordering scheme of the minimally required plugins. * [multiqc_config](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/multiqc_config) - `assets/multiqc_config.yml` contains a matching 'report_comment'. * [multiqc_config](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/multiqc_config) - `assets/multiqc_config.yml` contains 'export_plots: true'. * [modules_structure](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/modules_structure) - modules directory structure is correct 'modules/nf-core/TOOL/SUBTOOL' * [base_config](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/base_config) - `conf/base.config` found and not ignored. * [modules_config](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/modules_config) - `conf/modules.config` found and not ignored. * [modules_config](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/modules_config) - `ORIENT_REFERENCE` found in `conf/modules.config` and Nextflow scripts. * [modules_config](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/modules_config) - `CAT_FASTQ` found in `conf/modules.config` and Nextflow scripts. * [modules_config](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/modules_config) - `PEAR` found in `conf/modules.config` and Nextflow scripts. * [modules_config](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/modules_config) - `BAGEL2_BF` found in `conf/modules.config` and Nextflow scripts. * [modules_config](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/modules_config) - `BAGEL2_PR` found in `conf/modules.config` and Nextflow scripts. * [modules_config](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/modules_config) - `BAGEL2_FC` found in `conf/modules.config` and Nextflow scripts. * [modules_config](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/modules_config) - `DRUGZ` found in `conf/modules.config` and Nextflow scripts. * [modules_config](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/modules_config) - `BAGEL2_GRAPH` found in `conf/modules.config` and Nextflow scripts. * [modules_config](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/modules_config) - `FASTQC` found in `conf/modules.config` and Nextflow scripts. * [modules_config](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/modules_config) - `FIND_ADAPTERS` found in `conf/modules.config` and Nextflow scripts. * [modules_config](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/modules_config) - `MAGECK_COUNT` found in `conf/modules.config` and Nextflow scripts. * [modules_config](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/modules_config) - `MAGECK_MLE` found in `conf/modules.config` and Nextflow scripts. * [modules_config](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/modules_config) - `MAGECK_TEST` found in `conf/modules.config` and Nextflow scripts. * [modules_config](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/modules_config) - `MAGECK_GRAPHRRA` found in `conf/modules.config` and Nextflow scripts. * [modules_config](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/modules_config) - `MAGECK_FLUTEMLE` found in `conf/modules.config` and Nextflow scripts. * [modules_config](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/modules_config) - `HITSELECTION` found in `conf/modules.config` and Nextflow scripts. * [modules_config](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/modules_config) - `HITSELECTION_MLE` found in `conf/modules.config` and Nextflow scripts. * [modules_config](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/modules_config) - `HITSELECTION_BAGEL2` found in `conf/modules.config` and Nextflow scripts. * [modules_config](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/modules_config) - `HITSELECTION_RRA` found in `conf/modules.config` and Nextflow scripts. * [modules_config](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/modules_config) - `VENNDIAGRAM` found in `conf/modules.config` and Nextflow scripts. * [modules_config](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/modules_config) - `MAGECK_MLE_DAY0` found in `conf/modules.config` and Nextflow scripts. * [modules_config](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/modules_config) - `CRISPRCLEANR_NORMALIZE` found in `conf/modules.config` and Nextflow scripts. * [modules_config](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/modules_config) - `CUTADAPT` found in `conf/modules.config` and Nextflow scripts. * [modules_config](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/modules_config) - `CUTADAPT_FIVE_PRIME` found in `conf/modules.config` and Nextflow scripts. * [modules_config](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/modules_config) - `CUTADAPT_THREE_PRIME` found in `conf/modules.config` and Nextflow scripts. * [modules_config](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/modules_config) - `SEQTK_SEQ_MASK` found in `conf/modules.config` and Nextflow scripts. * [modules_config](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/modules_config) - `EXTRACT_UMIS` found in `conf/modules.config` and Nextflow scripts. * [modules_config](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/modules_config) - `VSEARCH_CLUSTER` found in `conf/modules.config` and Nextflow scripts. * [modules_config](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/modules_config) - `VSEARCH_SORT` found in `conf/modules.config` and Nextflow scripts. * [modules_config](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/modules_config) - `PREPROCESSING_SUMMARY` found in `conf/modules.config` and Nextflow scripts. * [modules_config](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/modules_config) - `MATRICESCREATION` found in `conf/modules.config` and Nextflow scripts. * [modules_config](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/modules_config) - `MINIMAP2_ALIGN_UMI_1` found in `conf/modules.config` and Nextflow scripts. * [modules_config](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/modules_config) - `MINIMAP2_ALIGN_UMI_2` found in `conf/modules.config` and Nextflow scripts. * [modules_config](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/modules_config) - `RACON_1` found in `conf/modules.config` and Nextflow scripts. * [modules_config](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/modules_config) - `RACON_2` found in `conf/modules.config` and Nextflow scripts. * [modules_config](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/modules_config) - `MEDAKA` found in `conf/modules.config` and Nextflow scripts. * [modules_config](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/modules_config) - `SEQTK_SEQ_FATOFQ` found in `conf/modules.config` and Nextflow scripts. * [modules_config](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/modules_config) - `CLUSTERING_SUMMARY` found in `conf/modules.config` and Nextflow scripts. * [modules_config](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/modules_config) - `MINIMAP2_ALIGN_ORIGINAL` found in `conf/modules.config` and Nextflow scripts. * [modules_config](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/modules_config) - `ALIGNMENT_SUMMARY` found in `conf/modules.config` and Nextflow scripts. * [modules_config](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/modules_config) - `SAMTOOLS_INDEX` found in `conf/modules.config` and Nextflow scripts. * [modules_config](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/modules_config) - `TEMPLATE_REFERENCE` found in `conf/modules.config` and Nextflow scripts. * [modules_config](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/modules_config) - `MINIMAP2_ALIGN_TEMPLATE` found in `conf/modules.config` and Nextflow scripts. * [modules_config](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/modules_config) - `CIGAR_PARSER` found in `conf/modules.config` and Nextflow scripts. * [modules_config](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/modules_config) - `CRISPRSEQ_PLOTTER` found in `conf/modules.config` and Nextflow scripts. * [modules_config](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/modules_config) - `MULTIQC` found in `conf/modules.config` and Nextflow scripts. * [nfcore_yml](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/nfcore_yml) - Repository type in `.nf-core.yml` is valid: `pipeline` * [nfcore_yml](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/nfcore_yml) - nf-core version in `.nf-core.yml` is set to the latest version: `2.14.1` ### Run details * nf-core/tools version 2.14.1 * Run at `2024-09-19 11:53:17`