{"id":4,"date":"2026-08-04T15:19:32","date_gmt":"2026-08-04T18:19:32","guid":{"rendered":"https:\/\/wp.ufpel.edu.br\/getmol\/?page_id=4"},"modified":"2026-08-20T13:26:33","modified_gmt":"2026-08-20T16:26:33","slug":"ferramentas","status":"publish","type":"page","link":"https:\/\/wp.ufpel.edu.br\/getmol\/ferramentas\/","title":{"rendered":"Ferramentas"},"content":{"rendered":"<p>O grupo disp\u00f5e de um cluster computacional dedicado \u00e0 realiza\u00e7\u00e3o de c\u00e1lculos de alto desempenho (HPC), utilizando o conjunto de softwares para gerenciamento de clusters <a href=\"https:\/\/wp.ufpel.edu.br\/getmol\/files\/2026\/08\/Install_guide-Rocky8-Warewulf-OpenPBS-2.6-x86_64.pdf\">OpenHPC<\/a>, com o sistema operacional Rocky Linux.<\/p>\n<p>A infraestrutura \u00e9 gerenciada por meio da ferramenta <a href=\"https:\/\/warewulf.org\/\">Warewulf<\/a>, respons\u00e1vel pelo provisionamento e gerenciamento dos n\u00f3s computacionais, enquanto os trabalhos s\u00e3o submetidos e gerenciados pelo sistema de filas <a href=\"https:\/\/github.com\/openpbs\">OpenPBS<\/a>.<\/p>\n<p>Alguns dos programas e recursos dispon\u00edveis s\u00e3o:<\/p>\n<p>&nbsp;<\/p>\n<p><img class=\"wp-image-102 alignleft\" src=\"https:\/\/wp.ufpel.edu.br\/ligccqfa\/files\/2020\/05\/avogadro-e1589050155233.png\" alt=\"\" width=\"87\" height=\"83\" \/><\/p>\n<p><a href=\"https:\/\/avogadro.cc\/index.html\"><strong>Avogadro<\/strong><\/a>: Programa para desenhar estruturas e c\u00e1lculo simples de propriedades moleculares. <a href=\"https:\/\/avogadro.cc\/docs\/getting-started\/\">Tutorial<\/a><\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p><strong><img class=\"wp-image-101 alignleft\" src=\"https:\/\/wp.ufpel.edu.br\/ligccqfa\/files\/2020\/05\/index.jpeg\" alt=\"\" width=\"73\" height=\"86\" \/><\/strong><strong>Linux<\/strong>: Aprenda o b\u00e1sico sobre o uso do terminal do Linux.<\/p>\n<p><a href=\"https:\/\/www.youtube.com\/watch?v=F-gskSl4pwQ\">Tutorial 1<\/a> | <a href=\"https:\/\/www.youtube.com\/watch?v=EMaFdfIlK58\">Tutorial 2<\/a>\u00a0 | <a href=\"https:\/\/witestlab.poly.edu\/blog\/basic-home-gateway-services-dhcp-dns-nat\/\">Redes<\/a> e <a href=\"https:\/\/wvuhpc.github.io\/2019-Intro-HPC\/01-introduction\/index.html\">clusters<\/a><\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p><a href=\"https:\/\/www.faccts.de\/orca\/\"><strong><img class=\"wp-image-105 alignleft\" src=\"https:\/\/wp.ufpel.edu.br\/ligccqfa\/files\/2020\/05\/orca.png\" alt=\"\" width=\"120\" height=\"77\" \/>ORCA<\/strong><\/a>: Programa para c\u00e1lculos de estrutura eletr\u00f4nica.<\/p>\n<p><a href=\"https:\/\/www.orcasoftware.de\/tutorials\/\">Tutorial 1<\/a> | <a href=\"http:\/\/www.molphys.org\/orca_tutorial\/firststep.html\">Tutorial 2<\/a> | <a href=\"https:\/\/www.youtube.com\/watch?v=9D8MOGookDE\">Tutorial 3<\/a> | <a href=\"https:\/\/www.faccts.de\/docs\/orca\/6.0\/manual\/contents\/detailed\/model.html\">Funcionais<\/a> | <a href=\"https:\/\/sites.google.com\/site\/orcainputlibrary\/basis-sets\">Fun\u00e7\u00f5es de base<\/a> |<\/p>\n<p><a href=\"http:\/\/simplecompchem.blogspot.com\/2016\/06\/\" target=\"_blank\" rel=\"noopener\">DFT advices<\/a><\/p>\n<p>&nbsp;<\/p>\n<p><strong><img class=\"alignleft wp-image-109\" src=\"https:\/\/wp.ufpel.edu.br\/ligccqfa\/files\/2020\/05\/gromacs_logo1_centered-400x267.png\" alt=\"\" width=\"140\" height=\"93\" \/><\/strong><\/p>\n<p>&nbsp;<\/p>\n<p><a href=\"https:\/\/www.gromacs.org\/\"><strong>GROMACS<\/strong><\/a>: Programa para c\u00e1lculos de din\u00e2mica molecular.<\/p>\n<p><a href=\"https:\/\/www.gromacs.org\/tutorial_webinar.html\">Tutorial 1<\/a> | <a href=\"http:\/\/www.mdtutorials.com\/gmx\/\">Tutorial 2<\/a> | <a href=\"https:\/\/manual.gromacs.org\/current\/user-guide\/mdrun-performance.html\">Dicas<\/a> | <a href=\"https:\/\/manual.gromacs.org\/current\/user-guide\/mdp-options.html\">mdp<\/a> | <a href=\"https:\/\/manual.gromacs.org\/current\/onlinehelp\/gmx-grompp.html\">grompp<\/a> | <a href=\"https:\/\/manual.gromacs.org\/current\/onlinehelp\/gmx-mdrun.html\">mdrun<\/a><\/p>\n<p>&nbsp;<\/p>\n<p><img class=\"wp-image-139 alignleft\" src=\"https:\/\/wp.ufpel.edu.br\/ligccqfa\/files\/2020\/07\/cropped-geom-300x300-1.png\" alt=\"\" width=\"138\" height=\"138\" \/><\/p>\n<p><a href=\"https:\/\/github.com\/lgcrego\/Dynemol\"><strong>DinEMol<\/strong><\/a>: Din\u00e2mica de el\u00e9trons em mol\u00e9culas, c\u00f3digo desenvolvido no grupo de mesmo nome que realiza c\u00e1lculos de din\u00e2mica molecular e eletr\u00f4nica. <a href=\"http:\/\/luisrego.sites.ufsc.br\/\">Grupo<\/a> | <a href=\"https:\/\/github.com\/lgcrego\/Dynemol\">Programa<\/a> | <a href=\"http:\/\/luisrego.sites.ufsc.br\/wp-content\/uploads\/2015\/12\/dynemol.pdf\">Guia <\/a><\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p><img class=\"size-full wp-image-126 alignleft\" src=\"https:\/\/wp.ufpel.edu.br\/ligccqfa\/files\/2020\/07\/DNALogo1.png\" alt=\"\" width=\"136\" height=\"105\" \/><\/p>\n<p><strong><a href=\"https:\/\/www.cgl.ucsf.edu\/chimera\/\">UCSF Chimera<\/a>:<\/strong> Sistema de modelagem molecular e visualiza\u00e7\u00e3o.<\/p>\n<p><a href=\"https:\/\/www.youtube.com\/watch?v=hQxKYSUdiD8\">Tutorial 1<\/a> | <a href=\"https:\/\/www.youtube.com\/watch?v=HRPVmRD5e1U\">Tutorial 2<\/a> | <a href=\"https:\/\/www.youtube.com\/watch?v=7eLAggVQHpA&amp;list=PL9lTwqZujwXir5k1qoqROJFKu5BQtvXtY\">Tutorial 3<\/a> | <a href=\"https:\/\/www.youtube.com\/watch?v=kpYf_b4CWW4\">Docking<\/a> | <a href=\"https:\/\/www.cgl.ucsf.edu\/chimera\/docs\/UsersGuide\/tutorials\/dor.html\">Modeller<\/a><\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p><img class=\" wp-image-135 alignleft\" src=\"https:\/\/wp.ufpel.edu.br\/ligccqfa\/files\/2020\/07\/gabedit-e1596215815741-400x86.png\" alt=\"\" width=\"194\" height=\"42\" \/><\/p>\n<p><a href=\"http:\/\/gabedit.sourceforge.net\/home.html\"><strong>Gabedit<\/strong><\/a>: Software para visualiza\u00e7\u00e3o e prepara\u00e7\u00e3o de arquivos.<\/p>\n<p><a href=\"https:\/\/www.youtube.com\/watch?v=AWos2D63W7o\">Tutorial 1<\/a> | <a href=\"https:\/\/www.youtube.com\/watch?v=goAXiDzAoFw\">Tutorial 2<\/a> | <a href=\"https:\/\/www.youtube.com\/watch?v=NYjO3mgjI0s&amp;t=5s\">Tutorial 3<\/a><\/p>\n<p>&nbsp;<\/p>\n<p><strong><a href=\"https:\/\/pymol.org\/2\/\"><img class=\"size-full wp-image-145 alignleft\" src=\"https:\/\/wp.ufpel.edu.br\/ligccqfa\/files\/2020\/10\/Pymol_logo.png\" alt=\"\" width=\"172\" height=\"73\" \/><\/a><\/strong><\/p>\n<p><strong><a href=\"https:\/\/pymol.org\/2\/\">PyMOL<\/a><\/strong>: Software para visualiza\u00e7\u00e3o e edi\u00e7\u00e3o de estruturas moleculares. <a href=\"https:\/\/www.youtube.com\/watch?v=IhiQGLGfbG4\">Tutorial 1<\/a> | <a href=\"https:\/\/www.youtube.com\/watch?v=h5wKppcyzOw\" target=\"_blank\" rel=\"noopener noreferrer\">Tutorial 2<\/a><\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p><img class=\"wp-image-149 alignleft\" src=\"https:\/\/wp.ufpel.edu.br\/ligccqfa\/files\/2021\/03\/psi4square-400x400.png\" alt=\"\" width=\"89\" height=\"89\" \/><\/p>\n<p><strong><a href=\"https:\/\/psicode.org\/\" target=\"_blank\" rel=\"noopener noreferrer\">PSI4<\/a><\/strong>: Software para c\u00e1lculos de estrutura eletr\u00f4nica.<\/p>\n<p><a href=\"https:\/\/youtube.com\/playlist?list=PL0jgn5Q60aHuUc2vcErG31yDRLD0oGjls\" target=\"_blank\" rel=\"noopener noreferrer\">Tutorial<\/a> | <a href=\"https:\/\/psicode.org\/psi4manual\/master\/dft_byfunctional.html\" target=\"_blank\" rel=\"noopener noreferrer\">Funcionais<\/a>\u00a0 | \u00a0<a href=\"https:\/\/psicode.org\/psi4manual\/master\/basissets_tables.html\" target=\"_blank\" rel=\"noopener noreferrer\">Fun\u00e7\u00f5es de base<\/a>\u00a0 | \u00a0<a href=\"https:\/\/psicode.org\/psi4manual\/4.0b5\/scf.html#table-conv-scf\" target=\"_blank\" rel=\"noopener noreferrer\">Crit\u00e9rios de converg\u00eancia<\/a><\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p><img class=\"wp-image-156 alignleft\" src=\"https:\/\/wp.ufpel.edu.br\/ligccqfa\/files\/2021\/10\/rdkit.png\" alt=\"\" width=\"132\" height=\"142\" \/><\/p>\n<p><strong><a href=\"https:\/\/www.rdkit.org\" target=\"_blank\" rel=\"noopener\">RDKit<\/a>:<\/strong> Ferramentas para Quimioinform\u00e1tica e aprendizagem de m\u00e1quina.<\/p>\n<p><a href=\"https:\/\/www.rdkit.org\/docs\/GettingStartedInPython.html\" target=\"_blank\" rel=\"noopener\">Docs<\/a> | <a href=\"https:\/\/depth-first.com\/articles\/2020\/08\/17\/getting-started-rdkit-and-jupyter\/\" target=\"_blank\" rel=\"noopener\">Instala\u00e7\u00e3o<\/a> | <a href=\"https:\/\/www.youtube.com\/watch?v=ERvUf_lNopo&amp;t=2s\" target=\"_blank\" rel=\"noopener\">Tutorial<\/a> | <a href=\"https:\/\/sites.google.com\/view\/ml-basics\/home\" target=\"_blank\" rel=\"noopener\">ML b\u00e1sico<\/a> | <a href=\"https:\/\/molecularmodelingbasics.blogspot.com\/2016\/05\/a-brief-introduction-to-smiles-and-inchi.html\" target=\"_blank\" rel=\"noopener\">SMILES<\/a><\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p><img class=\"alignleft wp-image-110 \" src=\"https:\/\/wp.ufpel.edu.br\/getmol\/files\/2026\/08\/logo-200x200.png\" alt=\"\" width=\"132\" height=\"132\" srcset=\"https:\/\/wp.ufpel.edu.br\/getmol\/files\/2026\/08\/logo-200x200.png 200w, https:\/\/wp.ufpel.edu.br\/getmol\/files\/2026\/08\/logo-400x400.png 400w, https:\/\/wp.ufpel.edu.br\/getmol\/files\/2026\/08\/logo.png 560w\" sizes=\"(max-width: 132px) 100vw, 132px\" \/><\/p>\n<p>&nbsp;<\/p>\n<p><a href=\"https:\/\/scipy.org\/pt\/\"><strong>SciPy<\/strong><\/a>: B<span class=\"vA9HTb MDvRSc\">iblioteca de c\u00f3digo aberto para a linguagem Python voltada \u00e0 matem\u00e1tica, ci\u00eancia e engenharia<\/span><span class=\"MDvRSc\">. <a href=\"https:\/\/www.youtube.com\/watch?v=jmX4FOUEfgU\">Tutorial<\/a><\/span><\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p><img class=\"wp-image-111 alignleft\" src=\"https:\/\/wp.ufpel.edu.br\/getmol\/files\/2026\/08\/Scikit_learn_logo_small-400x216.webp\" alt=\"\" width=\"157\" height=\"85\" data-wp-editing=\"1\" srcset=\"https:\/\/wp.ufpel.edu.br\/getmol\/files\/2026\/08\/Scikit_learn_logo_small-400x216.webp 400w, https:\/\/wp.ufpel.edu.br\/getmol\/files\/2026\/08\/Scikit_learn_logo_small-1024x553.webp 1024w, https:\/\/wp.ufpel.edu.br\/getmol\/files\/2026\/08\/Scikit_learn_logo_small-768x415.webp 768w, https:\/\/wp.ufpel.edu.br\/getmol\/files\/2026\/08\/Scikit_learn_logo_small.webp 1280w\" sizes=\"(max-width: 157px) 100vw, 157px\" \/><\/p>\n<p><a href=\"http:\/\/scikit-learn.org\/stable\/\"><strong>Scikit-learn<\/strong><\/a>: Biblioteca de aprendizado de m\u00e1quina de c\u00f3digo aberto amplamente usada para o Python.<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p><img class=\" wp-image-113 alignleft\" src=\"https:\/\/wp.ufpel.edu.br\/getmol\/files\/2026\/08\/Keras-150x150-1.png\" alt=\"\" width=\"125\" height=\"125\" \/><\/p>\n<p><strong><a href=\"https:\/\/keras.io\/\">Keras<\/a><\/strong>: Deep learning API designed for human beings, not machines.<\/p>\n<p><a href=\"https:\/\/keras.io\/api\/layers\/recurrent_layers\/lstm\/\">LSTM<\/a> | <a href=\"https:\/\/keras.io\/api\/layers\/recurrent_layers\/gru\/\">GRU<\/a> | <a href=\"https:\/\/blog.keras.io\/index.html\">Blog<\/a><\/p>\n<h2><\/h2>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<h2><strong>Links \u00fateis:<\/strong><\/h2>\n<p><strong>Python<\/strong>: Linguagem de programa\u00e7\u00e3o orientada a objetos. <a href=\"https:\/\/www.py4e.com\/book\" target=\"_blank\" rel=\"noopener\">Material<\/a> | <a href=\"https:\/\/www.py4e.com\/lessons\">Lessons<\/a> | <a href=\"https:\/\/www.ime.usp.br\/~vwsetzer\/python-opers-funcoes.html\">Consulta<\/a> | <a href=\"https:\/\/www.youtube.com\/watch?v=FggJNXN68fs\">Tutorial<\/a><\/p>\n<p><a href=\"https:\/\/www.openpbs.org\/\"><strong>OpenPBS<\/strong><\/a>: Sistema de controle de trabalhos e filas em ambientes HPC. <a href=\"https:\/\/mavens-group.github.io\/blog\/2024-07-pbs\/\">Tutorial 1<\/a> | <a href=\"https:\/\/openecoacoustics.org\/resources\/hpc\/pbs\/\">Tutorial 2<\/a> | <a href=\"https:\/\/wiki.anl.gov\/wiki_heliosdaq\/images\/3\/3a\/PBS_Script_0.pdf\">Tutorial 3<\/a><\/p>\n<p><a href=\"https:\/\/www.ks.uiuc.edu\/Research\/vmd\/\">VMD<\/a>: Visual molecular dynamics &#8211; Programa para visualiza\u00e7\u00e3o e an\u00e1lise de estruturas e trajet\u00f3rias. <a href=\"https:\/\/www.ks.uiuc.edu\/Training\/Tutorials\/vmd-qmvis\/qmvis-tutorial.pdf\">Tutorial<\/a><\/p>\n<p><a href=\"https:\/\/pdb101.rcsb.org\/learn\/guide-to-understanding-pdb-data\/introduction\">PDB-101<\/a>: Tutorial sobre o formato PDB.<\/p>\n<p><a href=\"http:\/\/vina.scripps.edu\/\">AutoDock Vina<\/a>: Software para docking molecular. <a href=\"https:\/\/vina.scripps.edu\/tutorial\/\">Tutorial<\/a> | <a href=\"https:\/\/www.youtube.com\/watch?v=k6tqCeDIwEk&amp;t=1268s\">Tutorial 2<\/a><\/p>\n<p><a href=\"https:\/\/swissmodel.expasy.org\/\">SWISS-MODEL<\/a>: Servidor para modelagem de estrutura e homologia de prote\u00ednas.<\/p>\n<p><a href=\"https:\/\/zhanglab.ccmb.med.umich.edu\/I-TASSER\/\">I-TASSER<\/a>: Servidor para a predi\u00e7\u00e3o de estrutura e fun\u00e7\u00e3o de prote\u00ednas. <a href=\"https:\/\/www.jove.com\/v\/3259\/a-protocol-for-computer-based-protein-structure-function\">Tutorial<\/a><\/p>\n<p><a href=\"https:\/\/opm.phar.umich.edu\/\">OPM<\/a>: Servidor para arranjos de prote\u00ednas em bicamadas lip\u00eddicas.<\/p>\n<p><a href=\"http:\/\/janpa.sourceforge.net\/\" target=\"_blank\" rel=\"noopener noreferrer\">JANPA<\/a>: Programa para an\u00e1lise NBO. <a href=\"https:\/\/sourceforge.net\/p\/janpa\/wiki\/clpoExample\/\" target=\"_blank\" rel=\"noopener noreferrer\">Guia<\/a>\u00a0 |\u00a0 <a href=\"https:\/\/sourceforge.net\/p\/janpa\/wiki\/OrcaExamples\/\" target=\"_blank\" rel=\"noopener noreferrer\">Orca<\/a>\u00a0 |\u00a0 <a href=\"https:\/\/sourceforge.net\/p\/janpa\/wiki\/psi4Examples\/\" target=\"_blank\" rel=\"noopener noreferrer\">Psi4<\/a> |\u00a0 <a href=\"http:\/\/www.colby.edu\/chemistry\/webmo\/nbo.html\">Tutorial 1<\/a> |\u00a0 <a href=\"https:\/\/nbo6.chem.wisc.edu\/webnbo_css.htm\">Tutorial 2<\/a><\/p>\n<p>Intera\u00e7\u00f5es alvo-ligante: <a href=\"https:\/\/plip-tool.biotec.tu-dresden.de\/plip-web\/plip\/index\" target=\"_blank\" rel=\"noopener noreferrer\">Protein-ligand Interaction Profiler (PLIP)<\/a>\u00a0 |\u00a0 <a href=\"https:\/\/proteins.plus\/\" target=\"_blank\" rel=\"noopener noreferrer\">Protein+<\/a>\u00a0 |\u00a0 <a href=\"https:\/\/www.youtube.com\/watch?v=bQD3OyZldGc\" target=\"_blank\" rel=\"noopener noreferrer\">Tutorial 1<\/a><\/p>\n<p><a href=\"http:\/\/probis.cmm.ki.si\/\">ProBiS<\/a>: Ferramenta online para a compara\u00e7\u00e3o de s\u00edtios ativos.<\/p>\n<p><a href=\"https:\/\/pkumdl.cn\/ligbuilder3\/skill.html#subject_9\">LigBuilder<\/a>: Docking, prepara\u00e7\u00e3o e estudo de s\u00edtios ativos.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>O grupo disp\u00f5e de um cluster computacional dedicado \u00e0 realiza\u00e7\u00e3o de c\u00e1lculos de alto desempenho (HPC), utilizando o conjunto de softwares para gerenciamento de clusters OpenHPC, com o sistema operacional Rocky Linux. A infraestrutura \u00e9 gerenciada por meio da ferramenta Warewulf, respons\u00e1vel pelo provisionamento e gerenciamento dos n\u00f3s computacionais, enquanto os trabalhos s\u00e3o submetidos e [&hellip;]<\/p>\n","protected":false},"author":1611,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"class_list":["post-4","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/wp.ufpel.edu.br\/getmol\/wp-json\/wp\/v2\/pages\/4","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/wp.ufpel.edu.br\/getmol\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/wp.ufpel.edu.br\/getmol\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/wp.ufpel.edu.br\/getmol\/wp-json\/wp\/v2\/users\/1611"}],"replies":[{"embeddable":true,"href":"https:\/\/wp.ufpel.edu.br\/getmol\/wp-json\/wp\/v2\/comments?post=4"}],"version-history":[{"count":4,"href":"https:\/\/wp.ufpel.edu.br\/getmol\/wp-json\/wp\/v2\/pages\/4\/revisions"}],"predecessor-version":[{"id":122,"href":"https:\/\/wp.ufpel.edu.br\/getmol\/wp-json\/wp\/v2\/pages\/4\/revisions\/122"}],"wp:attachment":[{"href":"https:\/\/wp.ufpel.edu.br\/getmol\/wp-json\/wp\/v2\/media?parent=4"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}