CN110286921A - A kind of distributed big data platform CDH method of automation installation - Google Patents

A kind of distributed big data platform CDH method of automation installation Download PDF

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Publication number
CN110286921A
CN110286921A CN201910568151.XA CN201910568151A CN110286921A CN 110286921 A CN110286921 A CN 110286921A CN 201910568151 A CN201910568151 A CN 201910568151A CN 110286921 A CN110286921 A CN 110286921A
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node
configuration
installation
cdh
service
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CN110286921B (en
Inventor
刘洋
沈磊
李彦生
郝建维
张强
安飞虎
刘秋辉
王嬛
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SICHUAN ZHONGDIAN VENUS INFORMATION TECHNOLOGY Co Ltd
State Grid Information and Telecommunication Co Ltd
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SICHUAN ZHONGDIAN VENUS INFORMATION TECHNOLOGY Co Ltd
State Grid Information and Telecommunication Co Ltd
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    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F8/00Arrangements for software engineering
    • G06F8/60Software deployment
    • G06F8/61Installation
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F16/00Information retrieval; Database structures therefor; File system structures therefor
    • G06F16/20Information retrieval; Database structures therefor; File system structures therefor of structured data, e.g. relational data
    • G06F16/27Replication, distribution or synchronisation of data between databases or within a distributed database system; Distributed database system architectures therefor
    • YGENERAL TAGGING OF NEW TECHNOLOGICAL DEVELOPMENTS; GENERAL TAGGING OF CROSS-SECTIONAL TECHNOLOGIES SPANNING OVER SEVERAL SECTIONS OF THE IPC; TECHNICAL SUBJECTS COVERED BY FORMER USPC CROSS-REFERENCE ART COLLECTIONS [XRACs] AND DIGESTS
    • Y02TECHNOLOGIES OR APPLICATIONS FOR MITIGATION OR ADAPTATION AGAINST CLIMATE CHANGE
    • Y02DCLIMATE CHANGE MITIGATION TECHNOLOGIES IN INFORMATION AND COMMUNICATION TECHNOLOGIES [ICT], I.E. INFORMATION AND COMMUNICATION TECHNOLOGIES AIMING AT THE REDUCTION OF THEIR OWN ENERGY USE
    • Y02D10/00Energy efficient computing, e.g. low power processors, power management or thermal management

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  • Theoretical Computer Science (AREA)
  • General Engineering & Computer Science (AREA)
  • Databases & Information Systems (AREA)
  • Physics & Mathematics (AREA)
  • General Physics & Mathematics (AREA)
  • Software Systems (AREA)
  • Computing Systems (AREA)
  • Data Mining & Analysis (AREA)
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Abstract

The invention discloses a kind of automations to install distributed big data platform CDH method, specifically includes the following steps: S10: environmental preparation;It specifically refers to: the basic environment of each node server being checked, installation resource is got out;S20: script configuration;It is required according to configuration file, the self-defined information configuration of essential information and user to all node servers finishes;S30: installation and deployment;Configure cluster basic environment and big data running environment according to the operational process of perform script, specifically include infrastructure service configuration, build NTP service, SSH exempt from key log in, java environment, installation CDH management console service and service for checking credentials state;S40: result inspection;It logs in CDH management console and checks result.The beneficial effects of the present invention are: the present invention can effectively realize the automation installation of CDH management console;The present invention can make the process of big data cluster building have more high efficiency, reduce fault rate.

Description

A kind of distributed big data platform CDH method of automation installation
Technical field
The present invention relates to computer big data technical fields, are a kind of distributed big datas of automation installation specifically Platform CDH method.
Background technique
With the rapid development of information age, big data using more and more extensive, but because of the difference of installation system environment It is different, it produces and many complicated operations of distributed big data platform is installed, number of clusters is more, and cost of labor is higher.
Since distributed big data platform needs to use computer that can be extending transversely, number of clusters from 3 to up to a hundred, on Thousand have, and data are more, and the probability of human error is higher, and spent cost of labor is higher, urgent need to resolve manual operation Bring time cost and maloperation problem.
Summary of the invention
The purpose of the present invention is to provide a kind of automations to install distributed big data platform CDH method, effectively reduces The probability of error reduces cost of labor and time cost.
The present invention is achieved through the following technical solutions:
A kind of distributed big data platform CDH method of automation installation, specifically includes the following steps:
S10: environmental preparation;It specifically refers to: the basic environment of each node server being checked, installation resource is got out;
S20: script configuration;It is required according to configuration file, the customized letter of essential information and user to all node servers Breath configuration finishes;
S30: installation and deployment;Cluster basic environment and big data running environment are configured according to the operational process of perform script, specifically Including infrastructure service configuration, build NTP service, SSH exempt from key log in, java environment, installation CDH management console service and Service for checking credentials state;
S40: result inspection;It logs in CDH management console and checks result.
Further, in order to preferably realize the present invention, in the step S10 to the basic environment of each node server into Row checks, specifically includes:
Step S11: judge whether the operating system version of each node server meets the requirements;
If it is not, then needing to reinstall operating system;
Step S12: system architecture inspection to each node server operating system judges whether operating system is that x86_64 is System framework;
Whether step S13: checking the IP network of each node server operating system, test between each node and be connected to;
Step S14: the configuration file, installation kit and perform script of each node server are checked.
Further, in order to preferably realize the present invention, the step S20 is specifically included:
Step S21: IP address, the port SSH, root user password, the user's big data platform peace of all node servers are checked The self-defined information of dress is configured in deployment file;
If it is not, the place modification for needing not to be arranged rationally for prompt;
Step S22: check whether the configuration information of all node servers is correct and whether self-defined information configuration is reasonable;
If it is not, then needing to adjust for abnormal and unreasonable message.
Further, in order to preferably realize the present invention, the step S30 specifically includes stand-alone configuration installation and matches with online Set installation: stand-alone configuration installation specifically includes the following steps:
Step S31: for all nodes according to the corresponding relationship of script configuration information, the IP that each server is arranged is static IP, setting NETWORK service is restarted after the completion;
Step S32: the entitled corresponding system of machine of each server is arranged according to the corresponding relationship of script configuration information in all nodes One format, and name in sequence;
Step S33: all nodes modify hosts file according to the corresponding relationship of configuration file, and each node IP and right is added The machine name answered;
Step S34: confirm that mutually each node can be connected to, and there is no packet loss phenomenon, guarantee the normal of network;
Step S35: all nodes variable setting: specifically refer to: modify all node swappiness value and The value of transparent_hugepage;All node adjustment are configured to booting self-starting modification;
Step S36: the firewall and selinux of all nodes are closed;Cancel booting self-starting.
Further, in order to preferably realize the present invention, the online configuration installation is specifically referred to: being matched according to existing process Cluster running environment is set, including NTP service, SSH exempt from key and log in, JAVA environment, install CDH management console service, execute It finishes, verifies each service state operation;Specifically includes the following steps:
Step S311: the running environment of Servers-all is configured;
Step S312: all node server mutual trusts;Judge whether all node verification mutual trusts succeed, passes through SSH to each section Point, verifies whether configuration successful;
If it is not, the problem of then checking individual server SSH abnormal state reason, checking permission;
Step S313: check whether all nodes are Chinese time zones;If it is not, being then modified to Chinese time zone;
Step S314: the source yum of all node configuration systems, using management node as HTTP server, remaining all node configuration; Whether the source yum for verifying all nodes configures correctly;
Step S315: all node installations build NTP service, and the time server for configuring all nodes is same Time Service Device, and verify whether success;
If it is not, then check individual server abnormal cause, investigation whether NTP component install failure or inactive exception;
Step S316: installation mysql service;
Step S317: installation foundation operation service component;
Step S318: starting serviced component;It specifically refers to: CDH management console service is started according to the configuration management node, And server is added in booting self-starting;According to the inspection service for checking credentials state;By log inspection and port test, Verifying starts successfully.
Further, in order to preferably realize the present invention, the step S316 is specifically included:
According to the configuration management node installation mysql database;
Mysql configuration file is modified according to the configuration management node;
Mysql is arranged according to the configuration management node to service as booting self-starting;
According to the configuration management node initializing mysql data, creation access user, authorization access;
Verify the access state of mysql database.
Further, in order to preferably realize the present invention, the step S317 is specifically included:
According to all node installation java running environment of configuration;
According to all node installation mysql drive environments of configuration;
Console service is managed according to the configuration management node installation CDH;
The metadatabase used according to the configuration CDH management console service.
Further, in order to preferably realize the present invention, the step S14 is specifically referred to:
After judging whether the configuration file of the management node modifies IP user, password, modification according to current cluster case of machines Machine name;
Judge under the management node catalogue with the presence or absence of the configuration file and installation source.
Compared with prior art, the present invention have the following advantages that and the utility model has the advantages that
(1) present invention can effectively realize the automation installation of CDH management console;
(2) present invention can make the process of big data cluster building have more high efficiency, reduce fault rate.
Specific embodiment
The present invention is described in further detail below with reference to embodiment, embodiments of the present invention are not limited thereto.
Embodiment 1:
The present invention is achieved through the following technical solutions, and a kind of distributed big data platform CDH method of automation installation specifically includes Following steps:
S10: environmental preparation;It specifically refers to: the basic environment of each node server being checked, installation resource is got out;Institute It states node serve and basic environment includes, the system version of each node server, system digit, network environment;
The basic environment of each node server is checked in the step S10, is specifically included:
Step S11: judge whether the operating system version of each node server meets the requirements;The preferred operating system version For Red Hat Enterprise Linux 6/CentOS6.x family release;
If it is not, then needing to reinstall operating system;
Step S12: system architecture inspection to each node server operating system judges whether operating system is that x86_64 is System framework;Since big data platform only supports the system architecture of x86_64, this is checked using uname-r order, checks output It whether include x86_64.
Whether step S13: checking the IP network of each node server operating system, test between each node and connect It is logical;If it is not, then needing to server network environment inspection;
Step S14: the configuration file, installation kit and perform script of each node server are checked;It specifically refers to:
After judging whether the configuration file of the management node modifies IP user, password, modification according to current cluster case of machines Machine name;
Judge under the management node catalogue with the presence or absence of the configuration file and installation source.
S20: script configuration;It is required according to configuration file, the essential information and user to all node servers are made by oneself Adopted information configuration finishes;
S30: installation and deployment;Cluster basic environment and big data running environment are configured according to the operational process of perform script, specifically Including infrastructure service configuration, build NTP service, SSH exempt from key log in, java environment, installation CDH management console service and Service for checking credentials state;
S40: result inspection;It logs in CDH management console and checks result.
The other parts of the present embodiment are same as the previously described embodiments, and so it will not be repeated.
Embodiment 2:
The present embodiment advanced optimizes on the basis of the above embodiments, and the step S20 is specifically included:
Step S21: IP address, the port SSH, root user password, the user's big data platform peace of all node servers are checked The self-defined information of dress is configured in deployment file;
If it is not, the place modification for needing not to be arranged rationally for prompt;
Step S22: check whether the configuration information of all node servers is correct and whether self-defined information configuration is reasonable;
If it is not, then needing to adjust for abnormal and unreasonable message.
The other parts of the present embodiment are same as the previously described embodiments, and so it will not be repeated.
Embodiment 3:
The present embodiment advanced optimizes on the basis of the above embodiments, and the step S30 specifically includes stand-alone configuration installation Install with online configuration: the stand-alone configuration installation specifically refers to: configuring the basic environment of Servers-all, specifically includes following Step:
Step S31: for all nodes according to the corresponding relationship of script configuration information, the IP that each server is arranged is static IP, setting NETWORK service is restarted after the completion;If it is not, checking server network, again instauration net according to the abnormal conditions of respective nodes Network;If so, entering step S32;
Step S32: the entitled corresponding system of machine of each server is arranged according to the corresponding relationship of script configuration information in all nodes One format, and name in sequence;
Step S33: all nodes modify hosts file according to the corresponding relationship of configuration file, and each node IP and right is added The machine name answered;
Step S34: confirm that mutually each node can be connected to, and there is no packet loss phenomenon, guarantee the normal of network;If cannot connect It is logical, then the problem of checking individual server network condition, check hardware;If can be connected to, S35 is entered step;
Step S35: all nodes variable setting: specifically refer to: modify all node swappiness value and The value of transparent_hugepage;All node adjustment are configured to booting self-starting modification;It specifically refers to:
The value for modifying all node swappiness is arranged it and changes the setting, general/proc/sys/vm/ at runtime Swappiness is set as 0;
It is booting self-starting for all node adjustment configurations, is set in addition/etc/sysctl.conf with saving this after restart It sets, which will not lose cat>>/etc/sysctl.conf<<EOF of EOF vm.swappiness=0 after restarting;
All node adjustment configurations, modify the value of transparent_hugepage, execution comes into force
echo never > /sys/kernel/mm/transparent_hugepage/defrag;
It is booting self-starting for all nodes adjustment configuration, and starting script is added, with the echo that permanently comes into force " echo never > /sys/kernel/mm/transparent_hugepage/defrag" >>/etc/rc.local;
Step S36: the firewall and selinux of all nodes are closed;Cancel booting self-starting;It specifically refers to:
Close the firewall of all nodes, service iptables save
service iptables stop ;
chkconfig iptables off ;
service ip6tables save ;
service ip6tables stop;
chkconfig ip6tables off;
Preferably, further includes:
The selinux of all nodes is closed,
setenforce 0 sed -i.bak 's/SELINUX=enforcing/SELINUX=disabled/' /etc/ sysconfig/selinux;
sed -i.bak 's/SELINUX=enforcing/SELINUX=disabled/' /etc/selinux/config;
All nodes execute reboot and restart;
The other parts of the present embodiment are same as the previously described embodiments, and so it will not be repeated.
Embodiment 4:
The present embodiment advanced optimizes on the basis of the above embodiments, and the online configuration installation specifically refers to: according to both There is process to configure cluster running environment, including NTP service, SSH exempt from key and log in, JAVA environment, install CDH management console clothes Business, is finished, and verifies each service state operation;Specifically includes the following steps:
Step S311: the running environment of Servers-all is configured;
Step S312: all node server mutual trusts;It specifically refers to: each node private key is copied to each server, join Examine the following SSH-copy-id-i root@bigdata-a-001 of order;
Each server described herein includes the machine, needs to configure master in/etc/hosts when carrying out private key copy Machine name and IP corresponding relationship.
Judge whether all node verification mutual trusts succeed, by SSH to each node, verifies whether configuration successful;
If it is not, the problem of then checking individual server SSH abnormal state reason, checking permission;If configuration successful enters step S313;
Step S313: check whether all nodes are Chinese time zones;If it is not, being then modified to Chinese time zone;It specifically refers to:
Check whether all nodes are Chinese time zones, returned the result by date inspection, if includes CST;
If it is not, being then modified to Chinese time zone ln-sf/usr/share/zoneinfo/Asia/Shanghai/etc/ localtime;
Step S314: the source yum of all node configuration systems, using management node as HTTP server, remaining all node configuration; Whether the source yum for verifying all nodes configures correctly;
All node verification yum states check whether output is normal by using yum search, to verify whether the source yum matches It sets normal;
If it is not, then check configuration repo file under the yum.repos.d file of the source yum whether mistake;
Step S315: all node installations build NTP service, and the time server for configuring all nodes is same Time Service Device, and verify whether success;
If it is not, then check individual server abnormal cause, investigation whether NTP component install failure or inactive exception;
Step S316: installation mysql service;It specifically includes
According to the configuration management node installation mysql database;
Mysql configuration file is modified according to the configuration management node;The mysql configuration file includes mysql port numbers, sets Set ignorecase, character set encoding;
Mysql is arranged according to the configuration management node to service as booting self-starting;
According to the configuration management node initializing mysql data, creation access user, authorization access;Verify mysql database Access state;Specifically refer to: management node initialization data library includes creation CDH management console metadatabase, and according to The customized telnet user name creation remote access user of user, authorization remote access;
All node verification database connection status;
If it is not, then checking individual server abnormal cause, whether investigation database starts or user remotely accesses authorization and loses It loses;
If so, all node installation java environments and installation database connection, yum-y install oracle- j2sdk1.7 mysql-connector-java;
If it is not, then checking individual server abnormal cause, investigation is with the presence or absence of execution rights concerns;
If so, management node installation CDH manages console service;
If it is not, then checking management node server exception reason, investigation whether there is the problem of missing relies on;
If so, the metadatabase that management node configuration CDH management console service uses;
If it is not, then checking management node server mysql database, check database connection with the presence or absence of abnormal;
Step S317: installation foundation operation service component;
Step S318: starting serviced component;It specifically refers to: CDH management console service is started according to the configuration management node, And server is added in booting self-starting;According to the inspection service for checking credentials state;By log inspection and port test, Verifying starts successfully.
Management node server starts CDH and manages console service;
If it is not, then checking management node server exception log, investigation is abnormal with the presence or absence of database connection;
If so, verifying starts successfully by log inspection and port test.
The other parts of the present embodiment are same as the previously described embodiments, and so it will not be repeated.
Embodiment 5:
The present embodiment advanced optimizes on the basis of the above embodiments, and current most of servers are all LINUX servers, It supports shell script, and the present embodiment provides a kind of automations under LINUX server based on shell script to install distribution Formula big data platform CDH method, " shell script " technology is sequencing script, is a kind of computer program and text file, interior Appearance is made of a series of shell-command, is literal translated via UNIX SHELL and is operated after its content.It is perceived as a kind of scripting language It designs, function mode is suitable with interpreted languages, and the role of command line interpreter is played the part of by UNIX SHELL, reading After shell script, shell-command therein is sequentially run, exports result later.System can be carried out using shell script Management, file operation etc..
S10, environmental preparation;
It is required that server has been mounted with Red Hat Enterprise Linux 6/CentOS6.x operating system, and grasp Making system digit must be x86_64, and system IP network is normal, and firewall has been switched off, the RPM installation kit in the source yum on Pass to management node.
During specific implementation, step S10 " environmental preparation " needs to complete workflow below, installs x86_64 Red Hat Enterprise Linux 6/CentOS6.x operating system, manually perform order close firewall, check net Whether network normal, guarantee all nodes each other can SSH access, the RPM installation kit in the source yum uploads to management node server Under specified directory.
S20, script configuration;
It is required that completing the modification of configuration file according to the case where current all nodes and the remarks of configuration file.
In specific implementation procedure, step S20 " configuration script " needs to complete workflow below, according to all nodes Actual conditions, according to the remarks of configuration file, IP, root password, port numbers and the big data for filling in current each node are flat Inside the customized new static ip address and machine name for needing to change to configuration script file of platform, configuration file and foot is executed Originally management node specified directory is uploaded to.
S30, installation and deployment;
In specific implementation procedure, step S30 is needed in management node perform script, can be obtained inside configuration file current The essential information of server, verifies the basic environment of system, if encountering exception can prompt to modify, finishes to operation maintenance personnel adjustment Later, script will continue to execute, and the operation such as static IP and modification machine name can be configured according to process, can be according to both after completion There is process installation configuration cluster running environment, including NTP service, SSH exempt from key and log in, JAVA environment, install CDH management control Platform service etc., is finished, proofing state.
As a result S40 is checked, log in CDH management console interface inspection state;
In the embodiment of the present application, step S40 " result inspection " needs to log in CDH management console, verifies its state.
In specific implementation procedure, step S40 only needs to log in CDH management console, and whether the service checked starts, verify Whether state is normal, and the process that distributed big data platform CDH is installed in this automation finishes.
The other parts of the present embodiment are same as the previously described embodiments, and so it will not be repeated.
The above is only presently preferred embodiments of the present invention, not does limitation in any form to the present invention, it is all according to According to technical spirit any simple modification to the above embodiments of the invention, equivalent variations, protection of the invention is each fallen within Within the scope of.

Claims (8)

1. distributed big data platform CDH method is installed in a kind of automation, it is characterised in that: specifically includes the following steps:
S10: environmental preparation;It specifically refers to: the basic environment of each node server being checked, installation resource is got out;
S20: script configuration;It is required according to configuration file, the customized letter of essential information and user to all node servers Breath configuration finishes;
S30: installation and deployment;Cluster basic environment and big data running environment are configured according to the operational process of perform script, specifically Including infrastructure service configuration, build NTP service, SSH exempt from key log in, java environment, installation CDH management console service and Service for checking credentials state;
S40: result inspection;It logs in CDH management console and checks result.
2. distributed big data platform CDH method is installed in a kind of automation according to claim 1, it is characterised in that: institute It states in step S10 and the basic environment of each node server is checked, specifically include:
Step S11: judge whether the operating system version of each node server meets the requirements;
If it is not, then needing to reinstall operating system;
Step S12: system architecture inspection to each node server operating system judges whether operating system is that x86_64 is System framework;
Whether step S13: checking the IP network of each node server operating system, test between each node and be connected to;
Step S14: the configuration file, installation kit and perform script of each node server are checked.
3. distributed big data platform CDH method is installed in a kind of automation according to claim 2, it is characterised in that: institute Step S20 is stated to specifically include:
Step S21: IP address, the port SSH, root user password, the user's big data platform peace of all node servers are checked The self-defined information of dress is configured in deployment file;
If it is not, the place modification for needing not to be arranged rationally for prompt;
Step S22: check whether the configuration information of all node servers is correct and whether self-defined information configuration is reasonable;
If it is not, then needing to adjust for abnormal and unreasonable message.
4. distributed big data platform CDH method is installed in a kind of automation according to claim 1, it is characterised in that: institute State step S30 and specifically include stand-alone configuration installation and online configuration installation: stand-alone configuration installation specifically includes the following steps:
Step S31: for all nodes according to the corresponding relationship of script configuration information, the IP that each server is arranged is static IP, setting NETWORK service is restarted after the completion;
Step S32: the entitled corresponding system of machine of each server is arranged according to the corresponding relationship of script configuration information in all nodes One format, and name in sequence;
Step S33: all nodes modify hosts file according to the corresponding relationship of configuration file, and each node IP and right is added The machine name answered;
Step S34: confirm that mutually each node can be connected to, and there is no packet loss phenomenon, guarantee the normal of network;
Step S35: all nodes variable setting: specifically refer to: modify all node swappiness value and The value of transparent_hugepage;All node adjustment are configured to booting self-starting modification;
Step S36: the firewall and selinux of all nodes are closed;Cancel booting self-starting.
5. distributed big data platform CDH method is installed in a kind of automation according to claim 4, it is characterised in that: institute It states online configuration installation to specifically refer to: cluster running environment being configured according to existing process, including NTP service, SSH are exempted from key and stepped on Land, JAVA environment, installation CDH manage console service, are finished, and verify each service state operation;It specifically includes following Step:
Step S311: the running environment of Servers-all is configured;
Step S312: all node server mutual trusts;Judge whether all node verification mutual trusts succeed, passes through SSH to each section Point, verifies whether configuration successful;
If it is not, the problem of then checking individual server SSH abnormal state reason, checking permission;
Step S313: check whether all nodes are Chinese time zones;If it is not, being then modified to Chinese time zone;
Step S314: the source yum of all node configuration systems, using management node as HTTP server, remaining all node configuration; Whether the source yum for verifying all nodes configures correctly;
Step S315: all node installations build NTP service, and the time server for configuring all nodes is same Time Service Device, and verify whether success;
If it is not, then check individual server abnormal cause, investigation whether NTP component install failure or inactive exception;
Step S316: installation mysql service;
Step S317: installation foundation operation service component;
Step S318: starting serviced component;It specifically refers to: CDH management console service is started according to the configuration management node, And server is added in booting self-starting;According to the inspection service for checking credentials state;By log inspection and port test, Verifying starts successfully.
6. distributed big data platform CDH method is installed in a kind of automation according to claim 5, it is characterised in that: institute Step S316 is stated to specifically include:
According to the configuration management node installation mysql database;
Mysql configuration file is modified according to the configuration management node;
Mysql is arranged according to the configuration management node to service as booting self-starting;
According to the configuration management node initializing mysql data, creation access user, authorization access;
Verify the access state of mysql database.
7. distributed big data platform CDH method is installed in a kind of automation according to claim 6, it is characterised in that: institute Step S317 is stated to specifically include:
According to all node installation java running environment of configuration;
According to all node installation mysql drive environments of configuration;
Console service is managed according to the configuration management node installation CDH;
The metadatabase used according to the configuration CDH management console service.
8. distributed big data platform CDH method is installed in a kind of automation according to claim 7, it is characterised in that: institute Step S14 is stated to specifically refer to:
After judging whether the configuration file of the management node modifies IP user, password, modification according to current cluster case of machines Machine name;
Judge under the management node catalogue with the presence or absence of the configuration file and installation source.
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CN111142887A (en) * 2019-12-27 2020-05-12 焦点科技股份有限公司 Automatic CDH installation method
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CN112836220A (en) * 2021-02-07 2021-05-25 浪潮云信息技术股份公司 Cloud center environment inspection method
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