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Alan Lira's Projects

biological-sequences-comparisons-number-estimator icon biological-sequences-comparisons-number-estimator

An estimator for the number of biological sequence comparisons to be processed. Requires the number of unique sequences (n), where each sequence seqi must be compared against all the others without repetitions, and the maximum simultaneous sequences that are compared against seqi at a time (maxS).

ccpe-2022-mapreduce-spark-cloud icon ccpe-2022-mapreduce-spark-cloud

Data and other artifacts supporting the results obtained in the CCPE Special Issue Paper entitled "Optimizing Computational Costs of Spark for SARS-CoV-2 Sequences Comparisons on a Commercial Cloud" (NUNES et al., 2023).

crespark icon crespark

CRESPark: a computational cost optimization model for executing MapReduce-like Spark applications in the Cloud. It employs Multiple Regression Analysis (MRA) to obtain the time cost of a MapReduce application by estimating the beta parameters from a training dataset. Based on the training result, it recommends the optimal amount of cloud resources.

dataset-splitter icon dataset-splitter

Command line tool to split one dataset directory into multiple partitions. Currently supports image classification dataset and balanced partitioning mode.

diff-sequences-spark icon diff-sequences-spark

Diff Sequences Spark: a MapReduce-like Spark application that identifies the positions of all the mismatching nucleotide characters given the input biological sequences stored as FASTA-formatted files and the desired characters interval region for each.

fasta-splitter icon fasta-splitter

Command line tool to split one multiple sequence fasta file into individual sequences fasta files.

flowering icon flowering

Flowering: Experimentation of the Flower Federated Learning Framework.

sparking-cloud icon sparking-cloud

An open-source tool to deploy and run Apache Spark clusters on public clouds.

vm-revoker icon vm-revoker

VM Revoker: a virtual machine (VM) instances revoking simulator. Currently supports Poisson process simulation.

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