基于python模拟多集群调度的任务调度器源码+项目说明(含随机算法、贪心算法、预测算法、蚁群算法).zip

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5星 · 超过95%的资源 183 浏览量 2023-12-29 19:02:27 上传评论收藏 23KB ZIP 举报

1.项目代码均经过功能验证ok，确保稳定可靠运行。欢迎下载体验！下载完使用问题请私信沟通。 2.主要针对各个计算机相关专业，包括计算机科学、信息安全、数据科学与大数据技术、人工智能、通信、物联网等领域的在校学生、专业教师、企业员工。 3.项目具有丰富的拓展空间，不仅可作为入门进阶，也可直接作为毕设、课程设计、大作业、初期项目立项演示等用途。 4.当然也鼓励大家基于此进行二次开发。在使用过程中，如有问题或建议，请及时沟通。 5.期待你能在项目中找到乐趣和灵感，也欢迎你的分享和反馈！【资源说明】基于python模拟多集群调度的任务调度器源码+项目说明(含随机算法、贪心算法、预测算法、蚁群算法).zip 基本框架框架已搭建完全（初始化、任务创建、任务调度（from进程池to集群结点）、完成队列（资源释放）、监控单元）基于文件实现的文件锁（windows无fcntl等库）待做： 1. 集群资源动态可视化未做，评估调度优劣的模块未做（CPU利用率，MEM利用率，平均周转时间...） 2. 只实现了简单的随机调度，未来将实现基于启发式算法的调度新增了贪心调度和预测调度，大致写了下评测模块添加了启发式算法（蚁群算法）具体细节见ACO类修改了几个算法的bug，简单做了下在资源充足和资源不充足情况下各类算法性能的展示通过方差计算各类算法的资源均衡度随机算法：CPU：4.9；MEM：5.7 贪心算法：CPU：2.7；MEM：2.3 预测算法：CPU: 2.5; MEM: 2.5 蚁群算法：CPU: 2.0；MEM：1.9 资源不充足情况下通过平均周转时间和吞吐量评估各类算法：随机算法：31.7 75/min 贪心算法：33.8 71/min 改进的贪心算法：31.2 73/min 预测算法：32.8 72/min 蚁群算法：29.7 81/min

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基于python模拟多集群调度的任务调度器源码+项目说明(含随机算法、贪心算法、预测算法、蚁群算法).zip （32个子文件）

finish.txt 11KB

cluster_2_lock.txt 1B

项目说明.md 2KB

evaluate.py 4KB

cluster.txt 33B

pool_3_lock.txt 1B

cluster_lock.txt 1B

process_pool.py 11KB

.idea

task_schedule.iml 401B

vcs.xml 180B

misc.xml 201B

inspectionProfiles

profiles_settings.xml 174B

modules.xml 278B

.gitignore 47B

cluster_3.txt 0B

finish_pool.py 5KB

monitor.py 2KB

cluster.py 32KB

chart.py 2KB

pool_2_lock.txt 1B

pool_1.txt 0B

cluster_2.txt 0B

pool_1_lock.txt 1B

cluster_1_lock.txt 1B

initialization.py 1KB

time_model.py 620B

pool_3.txt 0B

pool_2.txt 0B

cluster_1.txt 0B

cluster_3_lock.txt 1B

create_process.py 6KB

lock.py 462B

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