biobb-pytorch

Biobb_pytorch is the Biobb module collection to create and train ML & DL models using the popular PyTorch Python library.

https://github.com/bioexcel/biobb_pytorch

Science Score: 67.0%

This score indicates how likely this project is to be science-related based on various indicators:

✓
CITATION.cff file
Found CITATION.cff file
✓
codemeta.json file
Found codemeta.json file
✓
.zenodo.json file
Found .zenodo.json file
✓
DOI references
Found 3 DOI reference(s) in README
✓
Academic publication links
Links to: nature.com, zenodo.org
○
Academic email domains
○
Institutional organization owner
○
JOSS paper metadata
○
Scientific vocabulary similarity
Low similarity (7.6%) to scientific vocabulary

Last synced: 6 months ago · JSON representation ·

Repository

Biobb_pytorch is the Biobb module collection to create and train ML & DL models using the popular PyTorch Python library.

Basic Info

Host: GitHub
Owner: bioexcel
License: apache-2.0
Language: Python
Default Branch: master
Homepage: https://mmb.irbbarcelona.org/biobb/
Size: 37.5 MB

Statistics

Stars: 1
Watchers: 7
Forks: 0
Open Issues: 0
Releases: 0

Created about 2 years ago · Last pushed 9 months ago

Metadata Files

Readme License Citation

biobb_pytorch

Introduction

biobb_pytorch is the Biobb module collection to create and train ML & DL models using the popular PyTorch Python library. Biobb (BioExcel building blocks) packages are Python building blocks that create new layer of compatibility and interoperability over popular bioinformatics tools. The latest documentation of this package can be found in our readthedocs site: latest API documentation.

Version

v5.1.0 2025.1

Installation

Using PIP:

Important: PIP only installs the package. All the dependencies must be installed separately. To perform a complete installation, please use ANACONDA, DOCKER or SINGULARITY.

Installation:
```
pip install "biobb_pytorch>=5.1.0"
```
Usage: Python API documentation

Using ANACONDA:

Installation:

conda install -c bioconda "biobb_pytorch>=5.1.0"

Usage: With conda installation BioBBs can be used with the Python API documentation and the Command Line documentation

Using DOCKER:

Installation:

docker pull quay.io/biocontainers/biobb_pytorch:5.1.0--pyhad2cae4_0

Usage:

docker run quay.io/biocontainers/biobb_pytorch:5.1.0--pyhad2cae4_0 <command>

Using SINGULARITY:

MacOS users: it's strongly recommended to avoid Singularity and use Docker as containerization system.

Installation:

singularity pull --name biobb_pytorch.sif https://depot.galaxyproject.org/singularity/biobb_pytorch:5.1.0--pyhad2cae4_0

Usage:

singularity exec biobb_pytorch.sif <command>

The command list and specification can be found at the Command Line documentation.

Copyright & Licensing

This software has been developed in the MMB group at the BSC & IRB for the European BioExcel, funded by the European Commission (EU Horizon Europe 101093290, EU H2020 823830, EU H2020 675728).

Licensed under the Apache License 2.0, see the file LICENSE for details.

Owner

Name: BioExcel
Login: bioexcel
Kind: organization

Website: https://bioexcel.eu/
Repositories: 50
Profile: https://github.com/bioexcel

Center of Excellence for Computational Biomolecular Research

Citation (CITATION.cff)

abstract: "BioExcel Building Blocks (BioBB) library. BioBB's are built as Python wrappers to provide an interoperable architecture. BioBB's have been integrated in a chain of usual software management tools to generate data ontologies, documentation, installation packages, software containers and ways of integration with workflow managers, that make them usable in most computational environments."
authors:
  - affiliation: "Barcelona Supercomputing Center (BSC)"
    family-names: "Andrio"
    given-names: "Pau"
    orcid: "https://orcid.org/0000-0003-2116-3880"
  - affiliation: "Institute for Research in Biomedicine (IRB Barcelona)"
    family-names: "Hospital"
    given-names: "Adam"
    orcid: "https://orcid.org/0000-0002-8291-8071"
  - affiliation: "Institute for Research in Biomedicine (IRB Barcelona)"
    family-names: "Bayarri"
    given-names: "Genís"
    orcid: "https://orcid.org/0000-0003-0513-0288"
  - affiliation: "Institute for Research in Biomedicine (IRB Barcelona)"
    family-names: "García"
    given-names: "Agustín"
    orcid: "https://orcid.org/0009-0002-2159-965X"
  - affiliation: "Institute for Research in Biomedicine (IRB Barcelona)"
    family-names: "Chaves"
    given-names: "Rubén"
  - affiliation: "Institute for Research in Biomedicine (IRB Barcelona), University of Barcelona (UB)"
    family-names: "Orozco"
    given-names: "Modesto"
    orcid: "https://orcid.org/0000-0002-8608-3278"
  - affiliation: "Barcelona Supercomputing Center (BSC), University of Barcelona (UB)"
    family-names: "Gelpí"
    given-names: "Josep Ll."
    orcid: "https://orcid.org/0000-0002-0566-7723"
    email: "gelpi@ub.edu"
cff-version: 1.2.0
date-released: "2019-09-10"
keywords:
  - "BioExcel"
  - "BioBB"
  - "Bioinformatics"
  - "Computational Biology"
  - "Biomolecular Workflows"
license: "Apache-2.0"
message: "If you use this dataset, please cite it using the metadata from this file."
repository-code: "https://github.com/bioexcel/biobb"
title: "BioExcel Building Blocks, a software library for interoperable biomolecular simulation workflows"
doi: "10.1038/s41597-019-0177-4"
url: "https://mmb.irbbarcelona.org/biobb/"
version: 5.0.0
preferred-citation:
  type: "article"
  authors:
    - affiliation: "Barcelona Supercomputing Center (BSC)"
      family-names: "Andrio"
      given-names: "Pau"
      orcid: "https://orcid.org/0000-0003-2116-3880"
    - affiliation: "Institute for Research in Biomedicine (IRB Barcelona)"
      family-names: "Hospital"
      given-names: "Adam"
      orcid: "https://orcid.org/0000-0002-8291-8071"
    - affiliation: "Barcelona Supercomputing Center (BSC)"
      family-names: "Conejero"
      given-names: "Javier"
      orcid: "https://orcid.org/0000-0001-6401-6229"
    - affiliation: "Barcelona Supercomputing Center (BSC)"
      family-names: "Jordà"
      given-names: "Luis"
      orcid: "https://orcid.org/0000-0002-9407-9703"
    - affiliation: "Barcelona Supercomputing Center (BSC)"
      family-names: "Del Pino"
      given-names: "Marc"
      orcid: "https://orcid.org/0000-0001-5565-7577"
    - affiliation: "Barcelona Supercomputing Center (BSC)"
      family-names: "Laia"
      given-names: "Codó"
      orcid: "https://orcid.org/0000-0002-6797-8746"
    - affiliation: "University of Manchester (UOM)"
      family-names: "Soiland-Reyes"
      given-names: "Stian"
      orcid: "https://orcid.org/0000-0001-9842-9718"
    - affiliation: "University of Manchester (UOM)"
      family-names: "Goble"
      given-names: "Carole"
      orcid: "https://orcid.org/0000-0003-1219-2137"
    - affiliation: "Barcelona Supercomputing Center (BSC)"
      family-names: "Lezzi"
      given-names: "Daniele"
      orcid: "https://orcid.org/0000-0001-5081-7244"
    - affiliation: "Barcelona Supercomputing Center (BSC)"
      family-names: "Badia"
      given-names: "Rosa M"
      orcid: "https://orcid.org/0000-0003-2941-5499"
    - affiliation: "Institute for Research in Biomedicine (IRB Barcelona), University  of Barcelona (UB)"
      family-names: "Orozco"
      given-names: "Modesto"
      orcid: "https://orcid.org/0000-0002-8608-3278"
    - affiliation: "Barcelona Supercomputing Center (BSC), University of Barcelona (UB)"
      family-names: "Gelpí"
      given-names: "Josep Ll."
      orcid: "https://orcid.org/0000-0002-0566-7723"
      email: "gelpi@ub.edu"
  doi: "10.1038/s41597-019-0177-4"
  journal: "Nature Scientific Data"
  month: 9
  start: 169
  title: "BioExcel Building Blocks, a software library for interoperable biomolecular simulation workflows"
  issue: 1
  volume: 6
  year: 2019

GitHub Events

Total

Push event: 34
Create event: 1

Last Year

Push event: 34
Create event: 1

Packages

Total packages: 1
Total downloads:
- pypi 382 last-month

Total dependent packages: 0
Total dependent repositories: 0
Total versions: 8
Total maintainers: 2

pypi.org: biobb-pytorch

biobb_pytorch is the Biobb module collection to create and train ML & DL models.

Homepage: https://github.com/bioexcel/biobb_pytorch
Documentation: http://biobb-pytorch.readthedocs.io/en/latest/
License: Apache Software License
Latest release: 5.1.0
published 9 months ago

Versions: 8
Dependent Packages: 0
Dependent Repositories: 0
Downloads: 382 Last month

Rankings

Dependent packages count: 9.5%

Average: 36.0%

Dependent repos count: 62.6%

Maintainers (2)

andriopau gbayarri

Last synced: 9 months ago

Dependencies

.github/workflows/inactive_issues.yml actions

actions/stale v5 composite

.github/workflows/linting_and_testing.yaml actions

JamesIves/github-pages-deploy-action v4 composite
actions/checkout v3 composite
mamba-org/setup-micromamba v1 composite

biobb_pytorch/docs/requirements.txt pypi

recommonmark *
sphinx_rtd_theme *

setup.py pypi

biobb_common ==4.1.0

ecosyste.ms

Data

Tools

Indexes

Applications

Experiments

Open Source Science

biobb-pytorch

Science Score: 67.0%

Repository

Basic Info

Statistics

Metadata Files

README.md

biobb_pytorch

Introduction

Version

Installation

Copyright & Licensing

Owner

Citation (CITATION.cff)

GitHub Events

Total

Last Year

Packages

pypi.org: biobb-pytorch

Rankings

Maintainers (2)

Dependencies