introduction, recent, emerged, applications, rely, heavily, resources, computing, maintaining, infrastructure, system, administration, maintenance, etc, benets, elasticity, scalability, providing, virtually, unlimited, therefore, users, migrating, generally, dierent, enterprise, scientic, community, turning, additional, ows, technical, domain, primary, representing, solution, usually, consisting, numerous, problem, modeling, ow, scientist, submit, swfms, management, pegasus, kepler, desired, results, scheduling, data, allocation, tolerance, computations, hindrances, communication, latencies, nding, deployment, specic, scaling, requirements, vendor, dependability, previously, shown, reduced, using, existing, graph, partitioning, techniques, distributing, computational, cluster, eciently, previous, focused, montage, thesis, process, execution, non, hierarchical, automated, achieved, analyzing, produced, constructing, weighted, remapping, original, approach, user, easily, partition, bandwidth, reduction, occasional, improvement, decrease, experiment, stated, earlier, problems, executing, example, overcome, multi, jclouds, [jcl], cloudml, framework, setup, openstack, amazon, java, toolkit, congures, partitioned, solve, trying, estimate, runtime, based, cores, initial, estimation, preferred, modifying, makespan, algorithm, pietri, et, al, adding, factor, ease, choosing, parameter, added, selection, estimated, functionality, listed, automatic, included, motivation, grid, popular, scientists, according, hoa, obstacles, oers, access, heterogeneous, typically, environment, customized, support, legacy, application, consistent, across, multiple, executions, supports, idiosyncrasies, congurations, advantages, alternative, disadvantage, assuming, modeled, congured, execute, instance, scenario, installed, instances, provisioned, deprovisioned, consuming, tedious, automation, conguration, [], ansible, proprietary, force, source, alternatives, modied, jcloud, perfectly, basis, dependencies, congure, provision, needed, unsolved, considering, former, distribute, virtual, increase, intra, decreasing, inter, solved, available, consideration, runtimes, approximation, ne, rst, introduced, optimal, structure, chapter, provides, main, paradigms, introduces, related, regarding, architecture, details, accuracy, duration, nally, concludes, brie, future, paradigm, matured, underlying, characterization, core, remained, unchanged, national, institute, standards, technology, model, enabling, ubiquitous, convenient, demand, network, shared, congurable, networks, servers, storage, released, minimal, eort, provider, interaction, various, utility, calculated, usage, categorized, iaas, paas, software, saas, described, provisioning, types, [ama], google, [pla], providers, refers, pre, manage, develop, maintain, heroku, app, developers, characterized, dropbox, salesforce, depicts, layers, features, exible, scaled, balancing, utilizing, increases, spawn, vice, versa, leasing, charging, perfect, hassle, managing, migrate, reducing, launch, images, create, template, later, downsides, virtualization, enables, independent, causes, hinders, infrastructures, commodity, computers, replication, necessity, thinking, especially, commonly, developed, performance, super, performing, require, lack, control, dependency, availability, consider, commercial, microsoft, azure, [azu], accessibility, customizable, computer, clusters, signicantly, simplied, whether, environments, divided, utilize, owned, organizations, private, nebula, within, organization, unavailable, grained, advanced, security, hybrid, combination, models, beforehand, suddenly, satisfy, increased, elastic, compute, massive, suitable, billing, hourly, per, vary, regions, type, constraints, correctly, testing, essence, similar, implementation, deploy, conditions, albeit, tempting, actually, skills, carefully, additionally, documentation, insucient, pro, ject, particular, exist, feature, client, working, verify, validate, repeating, experiments, reproducing, observations, gotten, cumbersome, standardized, fortunately, enabled, automate, orchestrating, complicated, composed, basic, structures, processes, distributions, pipelines, aggregations, redistributions, aggregation, inputs, aggregated, output, distribution, opposite, input, subsets, parallelism, elds, cosmology, biology, physics, laser, interferometer, gravitational, observatory, detect, events, universe, seismology, cybershake, intensively, utilized, california, earthquake, characterize, hazards, represent, created, directed, acyclic, format, compatible, taverna, [tav], conceptual, unied, specify, overview, subsection, aspects, themselves, designed, infrared, science, archive, generate, mosaics, [mon], toolkits, representation, entists, hypothesis, ranging, estimations, intensive, waiting, operations, computation, consists, mprojectpp, loosely, correlated, fetched, database, perform, transform, mdifit, calculate, dierence, overlapping, outputs, merged, mconcatfit, mbgmodeldetermines, corrections, apply, image, mbackground, applies, mimgtbl, extracts, geometry, information, creates, metadata, upcoming, maddjob, co, repro, jected, produce, mosaic, mshrinkjob, transformed, mjpeg, degree, total, pgen, genomic, variation, analysis, ecient, soybean, variations, generation, re, sequencing, contrast, demanding, although, terabytes, reference, genome, chromosome, les, sequence, alignment, synthetic, custom, decreased, increaser, fibonaci, called, leincreaser, benchmark, specied, le, splits, nparts, depending, split, combines, larger, transfer, bonacci, text, contains, fibonacci, calculates, result, dummy, logarithm, nodes, followed, leftmost, rightmost, fractions, randomly, computationally, nal, combiner, scalable, parameters, iterations, produces, mb, systems, advantage, monitoring, ve, presentation, layer, bux, leser, textual, graphical, standalone, portals, greatly, modiable, manually, python, perl, orchestration, represented, lies, highly, workloads, understanding, focus, illustration, server, local, constructed, collection, supported, components, portray, graphically, enforce, sub, exists, [kep], edit, workbench, sites, grids, category, online, class, suggests, explicitly, cross, mobyle, [mob], galaxy, frameworks, bioinformatics, strength, sharing, functionalities, speaking, reliability, reactive, failure, transfers, automatically, retried, parallelization, ability, exploit, parallel, distinct, conveys, coarse, named, pipeline, chiron, solutions, cloudformation, [clob], resource, [man], provide, integration, deploying, deployed, migrated, dependent, products, deciency, gogrid, customization, congurability, accessible, cloudmf, modelling, referred, adapt, code, assist, design, external, internal, relationships, ii, modelsrun, broker, responsible, migration, adaption, modications, updates, smaller, jects, dene, scripts, bindings, listing, snippet, gradually, harder, valid, 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creation, nevertheless, deployments, roughly, launched, download, remarkably, uploads, outlined, percent, jor, conclusion, provisions, shortens, observed, hugely, benecial, approximate, outcome, improved, promising, area, accurately, development, reliable, friendlier, currently, incorporated