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BioHPC Cloud:
: User Guide

 

 


BioHPC Cloud Software

There are 1190 software titles installed in BioHPC Cloud. The sofware is available on all machines (unless stated otherwise in notes), complete list of programs is below, please click on a title to see details and instructions. Tabular list of software is available here

Please read details and instructions before running any program, it may contain important information on how to properly use the software in BioHPC Cloud.

3D Slicer, 3d-dna, 454 gsAssembler or gsMapper, a5, ABRicate, ABruijn, ABySS, AdapterRemoval, adephylo, Admixtools, Admixture, AF_unmasked, AFProfile, AGAT, agrep, albacore, Alder, AliTV-Perl interface, AlleleSeq, ALLMAPS, ALLPATHS-LG, Alphafold, alphapickle, Alphapulldown, AlphScore, AMOS, AMPHORA, amplicon.py, AMRFinder, analysis, ANGSD, AnnotaPipeline, Annovar, ant, antiSMASH, anvio, apollo, arcs, ARGweaver, aria2, ariba, Arlequin, ART, ASEQ, aspera, assembly-stats, ASTRAL, atac-seq-pipeline, ataqv, athena_meta, ATLAS, Atlas-Link, ATLAS_GapFill, atom, ATSAS, Augustus, AWS command line interface, AWS v2 Command Line Interface, axe, axel, BA3, BactSNP, bakta, bamsnap, bamsurgeon, bamtools, bamUtil, barcode_splitter, BarNone, Basset, BayeScan, Bayescenv, bayesR, baypass, bazel, BBMap/BBTools, BCFtools, BCL convert, bcl2fastq, BCP, bdbag, Beagle, Beast2, bed2diffs, bedops, BEDtools, bettercallsal, bfc, bgc, bgen, bicycle, BiG-SCAPE, bigQF, bigtools, bigWig, bioawk, biobakery, biobambam, Bioconductor, biom-format, BioPerl, BioPython, Birdsuite, biscuit, Bismark, Blackbird, blasr, BLAST, BLAST_to_BED, blast2go, BLAT, BlobToolKit, BLUPF90, BMGE, bmtagger, bonito, Boost, Bowtie, Bowtie2, BPGA, Bracken, BRAKER, BRAT-NextGen, BRBseqTools, BreedingSchemeLanguage, breseq, brocc, BSBolt, bsmap, BSseeker2, btyper3, BUSCO, BUSCO Phylogenomics, BWA, bwa-mem2, bwa-meth, bwtool, cactus, CAFE, CAFE5, caffe, cagee, canu, Canvas, CAP3, caper, CarveMe, catch, cBar, CBSU RNAseq, CCMetagen, CCTpack, cd-hit, cdbfasta, cdo, CEGMA, CellRanger, cellranger-arc, cellranger-atac, cellranger-dna, centrifuge, centroFlye, CFM-ID, CFSAN SNP pipeline, CheckM, CheckM2, chimera, ChimeraTE, chimerax, chip-seq-pipeline, chromosomer, Circlator, Circos, Circuitscape, CITE-seq-Count, ClermonTyping, clues, CLUMPP, clust, Clustal Omega, CLUSTALW, Cluster, cmake, CMSeq, CNVnator, coinfinder, colabfold, CombFold, Comparative-Annotation-Toolkit, compat, CONCOCT, Conda, Cooler, copyNumberDiff, cortex_var, CoverM, crabs, CRISPRCasFinder, CRISPResso, crispron, Cromwell, CrossMap, CRT, cuda, Cufflinks, curatedMetagenomicDataTerminal, cutadapt, cuteSV, Cytoscape, dadi, dadi-1.6.3_modif, dadi-cli, danpos, DAS_Tool, dashing, DBSCAN-SWA, dDocent, DeconSeq, Deepbinner, deeplasmid, DeepTE, deepTools, Deepvariant, defusion, delly, DESMAN, destruct, DETONATE, dfast, diamond, dipcall, diploSHIC, discoal, Discovar, Discovar de novo, distruct, DiTASiC, DIYABC, dnmtools, Docker, dorado, DRAM, dREG, dREG.HD, drep, Drop-seq, dropEst, dropSeqPipe, dsk, dssat, Dsuite, dTOX, duphold, DWGSIM, dynare, ea-utils, ecCodes, ecopcr, ecoPrimers, ectyper, EDGE, edirect, EDTA, eems, EgaCryptor, EGAD, eggnog-mapper, EIGENSOFT, elai, ElMaven, EMBLmyGFF3, EMBOSS, EMIRGE, Empress, enfuse, EnTAP, entropy, epa-ng, ephem, epic2, ermineJ, ete3, EukDetect, EukRep, EVE, EVM, exabayes, exonerate, ExpansionHunterDenovo-v0.8.0, eXpress, FALCON, FALCON_unzip, Fast-GBS, fasta, FastAAI, FastANI, fastcluster, fastGEAR, FastME, FastML, fastp, FastQ Screen, fastq-multx-1.4.3, fastq_demux, fastq_pair, fastq_species_detector, FastQC, fastqsplitter, fastsimcoal2, fastspar, fastStructure, FastTree, FASTX, fcs, feems, feh, FFmpeg, fgbio, figaro, Fiji, Filtlong, fineRADstructure, fineSTRUCTURE, FIt-SNE, FlaGs2, flash, flash2, flexbar, Flexible Adapter Remover, Flye, FMAP, FragGeneScan, FragGeneScan, FRANz, freebayes, FSA, funannotate, FunGene Pipeline, FunOMIC, G-PhoCS, GADMA, GAEMR, Galaxy, Galaxy in Docker, GATK, gatk4, gatk4amplicon.py, gblastn, Gblocks, GBRS, gcc, GCTA, GDAL, gdc-client, GEM library, GEMMA, GeMoMa, GENECONV, geneid, GeneMark, GeneRax, Genespace, genomad, Genome STRiP, Genome Workbench, GenomeMapper, Genomescope, GenomeThreader, genometools, GenomicConsensus, genozip, gensim, GEOS, germline, gerp++, GET_PHYLOMARKERS, gfaviz, GffCompare, gffread, giggle, git, glactools, GlimmerHMM, GLIMPSE, GLnexus, Globus connect personal, GMAP/GSNAP, gmx_MMPBSA, GNU Compilers, GNU parallel, go-perl, GO2MSIG, GONE, GoShifter, gradle, graftM, grammy, GraPhlAn, graphtyper, graphviz, greenhill, GRiD, gridss, Grinder, grocsvs, GROMACS, GroopM, GSEA, gsort, GTDB-Tk, GTFtools, Gubbins, gunc, GUPPY, gvcftools, hail, hal, HapCompass, HAPCUT, HAPCUT2, hapflk, HaploMerger, Haplomerger2, haplostrips, HaploSync, HapSeq2, harpy, HarvestTools, haslr, hdf5, helixer, hget, hh-suite, HiC-Pro, hic_qc, HiCExplorer, HiFiAdapterFilt, hifiasm, hificnv, HISAT2, HMMER, Homer, HOTSPOT, HTSeq, htslib, https://github.com/CVUA-RRW/RRW-PrimerBLAST, hugin, humann, HUMAnN2, hybpiper, HyLiTE, Hyper-Gen, hyperopt, HyPhy, hyphy-analyses, iAssembler, IBDLD, IBDNe, IBDseq, idba, IDBA-UD, idemux, IDP-denovo, idr, idseq, IgBLAST, IGoR, IGV, IMa2, IMa2p, IMAGE, ImageJ, ImageMagick, Immcantation, impute2, impute5, IMSA-A, INDELseek, infernal, Infomap, inspector, inStrain, inStrain_lite, InStruct, Intel MKL, InteMAP, InterProScan, ipyrad, IQ-TREE, iRep, isoseq, JaBbA, jags, Jane, java, jbrowse, JCVI, jellyfish, jsalignon/cactus, juicer, julia, jupyter, jupyterlab, kaiju, kallisto, Kent Utilities, keras, khmer, kinfin, king, kma, KMC, KmerFinder, KmerGenie, kneaddata, kraken, KrakenTools, KronaTools, kSNP, kWIP, LACHESIS, lammps, LAPACK, lapels, LAST, lastz, lcMLkin, LDAK, LDhat, LeafCutter, leeHom, lep-anchor, Lep-MAP3, LEVIATHAN, lftp, Liftoff, lifton, Lighter, LinkedSV, LINKS, localcolabfold, LocARNA, LocusZoom, lofreq, longranger, Loupe, LS-GKM, LTR_retriever, LUCY, LUCY2, LUMPY, lyve-SET, m6anet, Macaulay2, MACE, MACS, MaCS simulator, MACS2, macs3, maffilter, MAFFT, mafTools, MAGeCK, MAGeCK-VISPR, Magic-BLAST, magick, MAGScoT, MAKER, manta, mapDamage, mapquik, MAQ, MARS, MASH, mashtree, Mashtree, MaSuRCA, MATLAB, Matlab_runtime, Mauve, MaxBin, MaxQuant, McClintock, mccortex, mcl, MCscan, MCScanX, medaka, medusa, megahit, MeGAMerge, MEGAN, MELT, MEME Suite, MERLIN, merqury, MetaBAT, MetaBinner, MetaboAnalystR, MetaCache, MetaCRAST, metaCRISPR, metamaps, MetAMOS, MetaPathways, MetaPhlAn, metapop, metaron, MetaVelvet, MetaVelvet-SL, metaWRAP, methpipe, mfeprimer, MGmapper, MicrobeAnnotator, microtrait, MIDAS, MiFish, Migrate-n, mikado, MinCED, minigraph, Minimac3, Minimac4, minimap2, miniprot, mira, miRDeep2, mirge3, miRquant, MISO, MITObim, MitoFinder, mitohelper, MitoHiFi, mity, MiXCR, MixMapper, MKTest, mlift, mlst, MMAP, MMSEQ, MMseqs2, MMTK, MobileElementFinder, modeltest, MODIStsp-2.0.5, module, moments, MoMI-G, mongo, mono, monocle3, mosdepth, mothur, MrBayes, mrcanavar, mrsFAST, msdial, msld, MSMC, msprime, MSR-CA Genome Assembler, msstats, MSTMap, mugsy, MultiQC, multiz-tba, MUMandCo, MUMmer, mummer2circos, muscle, MUSIC, Mutation-Simulator, muTect, myte, MZmine, nag-compiler, namfinder, nanocompore, nanofilt, NanoPlot, Nanopolish, nanovar, ncbi_datasets, ncftp, ncl, NECAT, Nemo, Netbeans, NEURON, new_fugue, Nextflow, NextGenMap, NextPolish2, nf-core/rnaseq, ngmlr, NGS_data_processing, NGSadmix, ngsDist, ngsF, ngsLD, NGSNGS, NgsRelate, ngsTools, NGSUtils, NINJA, NLR-Annotator, NLR-Parser, NLRtracker, Novoalign, NovoalignCS, nQuire, NRSA, NuDup, numactl, nvidia-docker, nvtop, Oases, OBITools, Octave, OMA, Oneflux, OpenBLAS, openmpi, openslide, openssl, ORFeus, orthodb-clades, OrthoFinder, orthologr, Orthomcl, pacbio, PacBioTestData, PAGIT, pairtools, pal2nal, paleomix, PAML, panacus, panaroo, pandas, pandaseq, pandoc, pangene, PanPhlAn, Panseq, pantools, Parsnp, PASA, PASTEC, PAUP*, pauvre, pb-assembly, pbalign, pbbam, pbh5tools, PBJelly, pblat, pbmm2, PBSuite, pbsv, pbtk, PCAngsd, pcre, pcre2, PeakRanger, PeakSplitter, PEAR, PEER, PennCNV, peppro, PERL, PfamScan, pgap, PGDSpider, ph5tools, Phage_Finder, pharokka, phasedibd, PHAST, phenopath, Phobius, PHRAPL, PHYLIP, PhyloCSF, phyloFlash, phylophlan*, PhyloPhlAn2, phylophlan3, phyluce, PhyML, phyx, Picard, PICRUSt2, pigz, Pilon, Pindel, piPipes, PIQ, pixy, PlasFlow, platanus, Platypus, plink, plink2, Plotly, plotsr, plumed, pocp, Point Cloud Library, popbam, PopCOGenT, PopLDdecay, Porechop, poretools, portcullis, POUTINE, pplacer, PRANK, preseq, pretext-suite, primalscheme, primer3, PrimerBLAST, PrimerPooler, prinseq, prodigal, progenomics, progressiveCactus, PROJ, prokka, Proseq2, ProtExcluder, protolite, PSASS, psmc, psutil, pullseq, purge_dups, pyani, PyCogent, pycoQC, pyfaidx, pyGenomeTracks, PyMC, pymol-open-source, pyopencl, pypy, pyRAD, pyrho, Pyro4, pyseer, PySnpTools, python, PyTorch, PyVCF, qapa, qcat, QIIME, QIIME2, QTCAT, Quake, Qualimap, QuantiSNP2, QUAST, quickmerge, QUMA, R, RACA, racon, rad_haplotyper, RADIS, RadSex, RagTag, rapt, RAPTR-SV, RATT, raven, RAxML, raxml-ng, Ray, rck, rclone, Rcorrector, RDP Classifier, REAGO, REAPR, Rebaler, Red, ReferenceSeeker, regenie, regtools, Relate, RelocaTE2, Repbase, RepeatMasker, RepeatModeler, RERconverge, ReSeq, resistify, RevBayes, RFdiffusion, RFMix, RGAAT, rgdal, RGI, Rgtsvm, Ribotaper, ripgrep, rJava, rMATS, RNAMMER, rnaQUAST, Rnightlights, Roary, Rockhopper, rohan, RoseTTAFold-All-Atom, RoseTTAFold2NA, rphast, Rqtl, Rqtl2, RSAT, RSEM, RSeQC, RStudio, rtfbs_db, ruby, run_dbcan, sabre, SaguaroGW, salmon, SALSA, Sambamba, samblaster, sample, SampleTracker, samplot, samtabix, Samtools, Satsuma, Satsuma2, SCALE, scanorama, scikit-learn, Scoary, scoary-2, scTE, scythe, seaborn, SEACR, SecretomeP, segul, self-assembling-manifold, selscan, seqfu, seqkit, SeqPrep, seqtk, SequelTools, sequenceTubeMap, Seurat, sf, sgrep, sgrep sorted_grep, SHAPEIT, SHAPEIT4, SHAPEIT5, shasta, Shiny, shoelaces, shore, SHOREmap, shortBRED, SHRiMP, sickle, sift4g, SignalP, SimPhy, simuPOP, sina, SINGER, singularity, sinto, sirius, sistr_cmd, skani, SKESA, skewer, SLiM, SLURM, smap, smash, smcpp, smoove, SMRT Analysis, SMRT LINK, snakemake, snap, SnapATAC, snapatac2, SNAPP, SnapTools, snATAC, SNeP, Sniffles, snippy, snp-sites, SnpEff, SNPgenie, SNPhylo, SNPsplit, SNVPhyl, SOAP2, SOAPdenovo, SOAPdenovo-Trans, SOAPdenovo2, SoloTE, SomaticSniper, sorted_grep, spaceranger, SPAdes, SPALN, SparCC, sparsehash, SPARTA, speedseq, split-fasta, SQANTI3, sqlite, SqueezeMeta, SQuIRE, SRA Toolkit, srst2, ssantichaivekin/empress, stacks, Stacks 2, stairway-plot, stampy, STAR, staramr, Starcode, statmodels, stellarscope, STITCH, STPGA, StrainPhlAn, strawberry, Strelka, stringMLST, StringTie, STRUCTURE, Structure_threader, Struo2, stylegan2-ada-pytorch, subread, sumatra, supernova, suppa, SURPI, surpyvor, SURVIVOR, sutta, SV-plaudit, SVaBA, SVclone, SVDetect, svengine, SVseq2, svtools, svtyper, svviz2, SWAMP, sweed, SweepFinder, SweepFinder2, sweepsims, swiss2fasta.py, sword, syri, tabix, tagdust, Taiji, tama, Tandem Repeats Finder (TRF), tardis, TargetP, TASSEL 3, TASSEL 4, TASSEL 5, tax_myPHAGE, tbl2asn, tcoffee, TE-Aid, telescope, TensorFlow, TEToolkit, TEtranscripts, texlive, TFEA, tfTarget, thermonucleotideBLAST, ThermoRawFileParser, TMHMM, tmux, Tomahawk, TopHat, Torch, traitRate, Trans-Proteomic Pipeline (TPP), TransComb, TransDecoder, TRANSIT, transrate, TRAP, tree, treeCl, treemix, Trim Galore!, trimal, trimmomatic, Trinity, Trinotate, TrioCNV2, tRNAscan-SE, Trycycler, UBCG2, UCSC Kent utilities, ullar, ultra, ultraplex, UMAP, UMI-tools, umi-transfer, UMIScripts, Unicycler, UniRep, unitig-caller, unrar, usearch, VALET, valor, vamb, variabel, Variant Effect Predictor, VarScan, VCF-kit, vcf2diploid, vcf2phylip, vcfCooker, vcflib, vcftools, vdjtools, Velvet, vep, VESPA, vg, Vicuna, ViennaRNA, VIP, viral-ngs, virmap, VirSorter, VirusDetect, VirusFinder 2, vispr, VizBin, vmatch, vscode, vsearch, vt, WASP, webin-cli, wget, wgs-assembler (Celera), WGSassign, What_the_Phage, wiggletools, windowmasker, wine, Winnowmap, Wise2 (Genewise), wombat, Xander_assembler, xpclr, yaha, yahs, yap

Details for keras (If the copy-pasted commands do not work, use this tool to remove unwanted characters)

Name:keras
Version:3.3.3
OS:Linux
About:Keras is a high-level neural networks API
Added:10/15/2018 3:56:30 PM
Updated:5/3/2024 9:40:42 AM
Link:https://github.com/keras-team/keras
Notes:

You will need to install keras in your own conda environment

1. If you do not have miniconda installed in your home directory, follow these instructions to install miniconda: https://biohpc.cornell.edu/lab/doc/Software_Installation_exercises1.html

2. After miniconda3 is installed, install keras in a conda environment

  • The example commands below is for using tensorflow and with GPU support, python 3.10, and latest version of keras and tensorflow;
  • If you want to use torch, jax, or want to run on CPU,  replacing requirements-tensorflow-cuda.txt with other requirements-* file in the same directory (requirements-*-cuda.txt is for GPU).
  • If you want different version of python, replacing 3.10. If you want different versoin of keras/tensorflow, modify the file requirements-tensorflow-cuda.txt. 
cd /workdir/$USER
git clone https://github.com/keras-team/keras.git

cd keras
source ~/miniconda3/bin/activate
conda create -y -n keras python=3.9
conda activate keras
pip install -r requirements-tensorflow-cuda.txt
python pip_build.py --install

To activate the keras environment:

source ~/miniconda3/bin/activate keras

To test whether environment can access GPU, and check cuda version:

python

import tensorflow as tf

print(tf.config.list_physical_devices('GPU'))

sys_details = tf.sysconfig.get_build_info()

sys_details["cuda_version"]

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