Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: biggy: An Implementation of Unified Framework for Big Data Management
  System   Various tools, softwares and systems are proposed and implemented to tackle
the challenges in big data on different emphases, e.g., data analysis, data
transaction, data query, data storage, data visualization, data privacy. In
this paper, we propose datar, a new prospective and unified framework for Big
Data Management System (BDMS) from the point of system architecture by
leveraging ideas from mainstream computer structure. We introduce five key
components of datar by reviewing the cur- rent status of BDMS. Datar features
with configuration chain of pluggable engines, automatic dataflow on job
pipelines, intelligent self-driving system management and interactive user
interfaces. Moreover, we present biggy as an implementation of datar with
manipulation details demonstrated by four running examples. Evaluations on
efficiency and scalability are carried out to show the performance. Our work
argues that the envisioned datar is a feasible solution to the unified
framework of BDMS, which can manage big data pluggablly, automatically and
intelligently with specific functionalities, where specific functionalities
refer to input, storage, computation, control and output of big data.

30
The categories of this paper are: q-alg
22
The categories of this paper are: chao-dyn
11
The categories of this paper are: hep-lat
18
The categories of this paper are: econ
32
The categories of this paper are: atom-ph
35
The categories of this paper are: mtrl-th
23
The categories of this paper are: solv-int
27
The categories of this paper are: comp-gas
21
The categories of this paper are: adap-org
14
The categories of this paper are: math-ph
8
The categories of this paper are: hep-ex
19
The categories of this paper are: eess
3
The categories of this paper are: physics
7
The categories of this paper are: hep-th
34
The categories of this paper are: chem-ph
29
The categories of this paper are: funct-an