Assignment Problems of Different-Sized Inputs in MapReduce

نویسندگان
چکیده

برای دانلود باید عضویت طلایی داشته باشید

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

Assignment of Different-Sized Inputs in MapReduce

A MapReduce algorithm can be described by a mapping schema, which assigns inputs to a set of reducers, such that for each required output there exists a reducer that receives all the inputs that participate in the computation of this output. Reducers have a capacity, which limits the sets of inputs that they can be assigned. However, individual inputs may vary in terms of size. We consider, for...

متن کامل

Boosting MapReduce with Network-Aware Task Assignment

Running MapReduce in a shared cluster has become a recent trend to process large-scale data analytics applications while improving the cluster utilization. However, the network sharing among various applications can lead to constrained and heterogeneous network bandwidth available for MapReduce applications. This further increases the severity of network hotspots in racks, and makes existing ta...

متن کامل

Using Pattern Classification for Task Assignment in MapReduce

MapReduce has become a popular paradigm for large scale data processing in the cloud. The sheer scale of MapReduce deployments make task assignment in MapReduce an interesting problem. The scale of MapReduce applications presents unique opportunity to use data driven algorithms in resource management. We present a learning based scheduler that uses pattern classification for utilization oriente...

متن کامل

Network-Aware Task Assignment for MapReduce Applications in Shared Clusters

Running MapReduce applications in shared clusters is becoming increasingly compelling to improve the cluster utilization. However, the network sharing across diverse applications can make the network bandwidth for MapReduce applications constrained and heterogeneous, which inevitably increases the severity of network hotspots in racks, and makes the existing task assignment policies that focus ...

متن کامل

the role of application of dynamic assessment approach in improvement of iranian efl writing performance at different language proficiency levels

the present study sought to investigate the role of dynamic assessment (da) in improvement of iranian efl writing performance at different language proficiency levels. to this end, after conducting the quick placement test, 60 iranian efl learners were assigned to two groups with different language proficiency levels. in both groups each participant wrote two compositions, one before and one af...

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

ژورنال

عنوان ژورنال: ACM Transactions on Knowledge Discovery from Data

سال: 2016

ISSN: 1556-4681,1556-472X

DOI: 10.1145/2987376