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2018 IBM CorporationIBM Operations Analytics Predictive Insights Mediation Pack© 2018 IBM Corporation
Mediation Pack for Spectrum Control
IBM Operations AnalyticsPredictive Insights
Version 1.2
January 2018
2018 IBM CorporationIBM Operations Analytics Predictive Insights Mediation Pack
Agenda
• Overview
• Prerequisite Information
• Spectrum Control Mediation Pack Introduction
• Spectrum Control Mediation Pack Data and Metrics
• Installing and Configuring the Spectrum Control Mediation Pack
• Deploying the Data Model and Data Training
• Support and Trouble Shooting
• Operations Analytics Media Resources
2018 IBM CorporationIBM Operations Analytics Predictive Insights Mediation Pack
Overview Spectrum Control provides metric data in CSV format for which the Mediation Pack will
use to formulate content into Predictive Insights. IBM Operations Analytics Predictive
Insights Mediation Pack for Spectrum Control provides a pre-built model for data
ingestion. Predictive Insights creates a performance model that it uses to detect or
forecast behavior outside the modeled range, including generating an alarm when an
anomalous behavior occurs. Doing so enables organizations to pro-actively avoid system
and solution outages before users are impacted.
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2018 IBM CorporationIBM Operations Analytics Predictive Insights Mediation Pack4
Prerequisite Information
The Spectrum Control Mediation Pack requires Predictive Insights versions 1.3.3,
1.3.5 or 1.3.6 to be installed prior to installing the mediation pack.
The Spectrum Control Mediation Pack supports Spectrum Control version 5.2.13
or higher
2018 IBM CorporationIBM Operations Analytics Predictive Insights Mediation Pack
Spectrum Control Solution
Overview
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Spectrum Control Data and Metrics
Spectrum Control mediation pack provides metric data in CSV format for which
the Mediation Pack will use to formulate content into Predictive Insights.
The Spectrum Control mediation pack provides scripts that retrieve the metric
from the Spectrum control server every 15 minutes.
Data is then sent to a python script on the predictive insight server which then
formats the metrics into 5 minute interval CSV files.
2018 IBM CorporationIBM Operations Analytics Predictive Insights Mediation Pack
Spectrum Control Performance Metrics
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Metric Group Name Attributes Metrics
StorageSystem Storage System Name Total I/O Rate - overall
Write-cache Delay Percentage
Total Data Rate
Overall Response Time
Overall Host Attributed Response Time Percentage
Overall Transfer Size
Total Back-end I/O Rate
Total Back-end Data Rate
Overall Back-end Response Time
Overall Back-end Queue Time
Overall Back-end Transfer Size
Total Port I/O Rate
Total Port to Host I/O Rate
Total Port to Disk I/O Rate
Total Port to Local Node I/O Rate
Total Port to Remote Node I/O Rate
Total Port Data Rate
Total Port to Host Data Rate
Total Port to Disk Data Rate
Total Port to Local Node Data Rate
Total Port to Remote Node Data Rate
Overall Port to Local Node Response Time
Zero Buffer Credit Percentage
System CPU Utilization
2018 IBM CorporationIBM Operations Analytics Predictive Insights Mediation Pack
Spectrum Control Performance Metrics
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Metric Group Name Attributes MetricsIOGroups Storage System Name Read Data Rate
IO Group name Write Data Rate
Read Response Time
Write Response Time
Metric Group Name Attributes Metrics
StoragePorts Storage System Name
Port Send I/O Rate
Port Name Port Receive I/O Rate
Port Send Data Rate
Port Receive Data Rate
Link Failure Rate
Loss of Sync Rate
Loss of Signal Rate
CRC Error Rate
Zero Buffer Credit Percentage
Metric Group Name Attributes Metrics
Nodes Storage System Name Node Utilization Percentage
Node Name System CPU Utilization
Zero Buffer Credit Percentage
Port to Local Node Send Response Time
Port to Remote Node Send Response Time
2018 IBM CorporationIBM Operations Analytics Predictive Insights Mediation Pack
Spectrum Control Performance Metrics
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Metric Group Name Attributes MetricsVolumes Storage System Name Read I/O Rate - overall
Volume Name Write I/O Rate - overall
Write-cache Delay I/O Rate
Read Data Rate
Write Data Rate
Read Response Time
Write Response Time
Overall Host Attributed Response Time Percentage
Overall Transfer Size
Metric Group Name Attributes Metrics
HostConnections Storage System Read I/O Rate - overall
Host Connection Write I/O Rate - overall
Read Data Rate
Write Data Rate
Read Response Time
Write Response Time
2018 IBM CorporationIBM Operations Analytics Predictive Insights Mediation Pack
Installing and Configuring
2018 IBM CorporationIBM Operations Analytics Predictive Insights Mediation Pack11
Mediation Pack Contents
The following directories are contained in the Mediation Pack: SpectrumControl_MedPack_v1.2.0.zip
Pack organization/config
/on_pi_server
/on_spectrum_control_server
/windows
/AIX
/linux
/docs
/license
/bin
/on_pi_server
/on_spectrum_control_server
/windows
/AIX
/linux
/pamodel
/etc
/sample
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Mediation Pack Contents
/config
The windows directory in the ‘on_spectrum_control’ directory contains the
allStorageSystems.txt and mediationProps.txt files which are needed for the batch script
run.bat on the spectrum control (windows) server along with plink.exe and pscp.exe for
transferring file from the windows server to the RHEL Predictive Insights server.
The AIX directory in the ‘on_spectrum_control’ directory contains the allStorageSystems.txt
and the mediationProps.txt files which are needed for the bash script run.sh on the spectrum
control server.
The linux directory in the ‘on_spectrum_control’ directory contains the allStorageSystems.txt,
and the mediationProps.txt files which are needed for the bash script run.sh on the spectrum
control server.
The ‘on_pi_server ’directory contains the spectrumControl_props.txt and the
spectrumControl_config.json files, which are required for the python script on the Predictive
Insights server.
2018 IBM CorporationIBM Operations Analytics Predictive Insights Mediation Pack13
Mediation Pack Contents
/docs
Contains the Users Guide for Mediation Pack of Spectrum Control for deploying and
configuring the Mediation Pack.
Spectrumctl_MediationPack_UserGuide_v1.2.0.pdf
This is a deployment procedural guide to deploy the Spectrum Control mediation pack into the
Predictive Insights environment.
Spectrumctl_MediationPack_Readme_v1.2.0.txt
This is a text document for the deployment procedures of the Spectrum Control mediation
pack.
/license
Text license files for governing the use of the Mediation pack.
2018 IBM CorporationIBM Operations Analytics Predictive Insights Mediation Pack14
Mediation Pack Contents Continued
/bin directory contents
on_spctrum_control_server directory:
run.bat (Use if Spectrum Control is on Windows), run_AIX.sh (Use if Spectrum Control
is on AIX), run_linux.sh (Use if Spectrum Control is on Linux):
The run.bat or run.sh scripts reside on the spectrum control server. These scripts execute the
exportPerformanceData script of Spectrum Control to collect the data from the Spectrum
Control for the storage systems names that are given in the allStorageSystems.txt file.
After successful collection, these scripts transfer the raw files (performance reports) from the
Spectrum control server to the Predictive Insights server.
After the transfer is complete, the script deletes the raw files from the Spectrum Control
directory. Then the run.bat or run.sh executes the Python script on the Predictive Insights
server remotely to produce files for ingestion in Predictive Insights.
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Mediation Pack Contents Continued
/bin directory contents
on_pi_server directory:
spectrumControl.sh (Bash script to be placed on PI server)
This script resides on the Predictive Insights server in the directory of the user’s choice. This
script executes the Python script from the same directory. The Python script takes the files
that have arrived from the Spectrum Control server and converts them into five-minute csv
files with the metrics that are configured in the spectrumControl_config.json file.
spectrumControl_generator.py (Python script to be placed on PI server)
This Python resides on the PI server in the same directory as the spectrumControl.sh script.
Users should not edit this script.
2018 IBM CorporationIBM Operations Analytics Predictive Insights Mediation Pack16
Mediation Pack Contents Continued
/pamodel directory contents
Core files used in the Mediation Pack representing the Predictive Insights model consisting of
all attributes and metric definitions.
SpectrumControl_2.pamodel
The SpectrumControl_2.pamodel file is a PI model file which consists of all attributes and
metric definitions. This file consists of all metric group definitions. Import this file into mediation
tool.
/sample directory contents
Contains a sample CSV file representing the captured data streams that can be used to try the
Mediation Pack output in the Operations Analytics Predictive Insights product. There are two
five-minute interval files per metric group.
2018 IBM CorporationIBM Operations Analytics Predictive Insights Mediation Pack17
Configuring the Mediation Pack
The following slides describe the steps that are necessary to add the Mediation
Pack to your Operations Analytics Predictive Insights system.
The first major steps are to setup and configure the scripts that will be executing
on the Spectrum Control Server and the Predictive Insights Server.
The second major step is to Configure the Data Model.
The last step is to create the topic.
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Configuring the Mediation PackOverview of the Scripts Execution on Spectrum Control and Predictive
Insights Servers
Every 15 minutes, the run.bat or run.sh script will execute the exportPerformanceData.bat
or .sh script which comes out of the box with Spectrum Control. The run.bat or run.sh script
will form a command to execute by reading “mediationProps.txt”, “allStorageSystems.txt”.
After execution, the metric files will be stored on the spectrum control server at the location
given by user in the “mediationProps.txt”.
These files will be then transferred to the Predictive Insights server as per the path given by
the user, followed by deletion of the files from the Spectrum Control server. After a
successful transfer, a Python script on the Predictive Insights server will be executed
remotely by run.bat or run.sh to produce 5-minute interval files on the PI server.
The Python script will take the transferred files from the Spectrum Control server as input
files and produce 5-minute files with selected metrics, in the location per the user’s
preference, given in “spectrumControl_props.txt” file, which resides on the PI server.
2018 IBM CorporationIBM Operations Analytics Predictive Insights Mediation Pack19
Configuring the Mediation PackSetting up the scripts on the Spectrum Control Server
1. Copy the files run.sh or run.bat, mediationProps.txt, allStorageSystems.txt on the Spectrum Control
server in a new directory from the relevant OS directories of the mediation pack (Upload the plink.exe
and pscp.exe if Spectrum Control is running on Windows operating system).
2. Edit the Field descriptions for properties in the “mediationProps.txt” file as follows:
UserName: - The Spectrum Control UserName, given for extraction of the data
Password: - Spectrum Control Password
Server: - Spectrum Control Server IP/HostName
Port: - Spectrum Control Port Number
Destination: - Location where Spectrum Control files dump are to be stored on the Spectrum Control server. The user must
have read/write permissions to this directory as every 15 minutes, new files are going to be placed along with the deletion
of the old files.
Script: - The location of the exportPerformanceData script on the Windows/AIX Spectrum Control server.
resTypes: - The metric groups that user wants to be extracted for StorageSystems. (For the StorageSystems given in
allStorageSystems.txt file) (e.g. Nodes, Ports, Volumes, StorageSystem, HostConnections, IOGroups etc.)
PI_User: - Username of the Predictive Insights server. (Usually scadmin)
PI_Password: - Password of the Predictive Insights User.
PI_FileLocation: - The location where the transferred files from spectrum control server the user wants to hold every 15
minutes (As spectrum control server, this folder will be temporary location to hold files. Every 15 minutes, Python script will
read files from here, and delete after processing).
Exec_Command: - The path where the spectrumControl.sh executable is placed the PI server
2018 IBM CorporationIBM Operations Analytics Predictive Insights Mediation Pack20
Configuring the Mediation PackSetting up the scripts on the Spectrum Control Server (continued)
3. Optionally edit the allStorageSystems.txt file which the user can define a sub list of desired
storage systems to retrieve metrics from user’s environment. If the user wants to retrieve all
storage systems metrics, leave this file blank.
4. Make sure that the ‘plink.exe’ and ‘pscp.exe’ are copied to the Spectrum Control server if
Spectrum Control is running on a windows operating system.
5. Make sure that the run.bat or run.sh script is copied to the Spectrum Control server. The
user should not edit this file.
Notes:
All the above mentioned files should reside in the same directory on the Spectrum Control
server.
It is recommended that the user edits the files on native operating system. E.g. Properties file
for Spectrum Control Linux server should be edited on Linux OS. In case the file to be placed
on UNIX server is edited on Windows server, use the dos2unix command to make the file Unix
compatible.
2018 IBM CorporationIBM Operations Analytics Predictive Insights Mediation Pack21
Configuring the Mediation PackSetting up the scripts on the Predictive Insights Server
1. Download the anaconda package on the Predictive Insights server.
• Download the installer in a directory of your choice (login using scadmin):
$ wget https://repo.continuum.io/archive/Anaconda3-5.0.1-Linux-x86_64.sh
• Make the .sh file executable if it is not already.
• Execute the downloaded .sh file and follow the prompt, it will ask usual questions –
agreement etc.
• When prompted, keep the default installation location or change per user’s preference.
Make a note of installation location.
• When asked, “Do you wish the installer to prepend the Anaconda3 install location to
PATH in your “/home/scadmin/.bashrc?”, Say No.
2. Copy the spectrumControl_config.json, spectrumControl_props.txt, from the
mediation pack /config/on_pi_server directory and the spectrumControl_generator.py,
spectrumControl.sh from the mediation pack /bin/on_pi_server directory to the
Predictive Insights server to a new directory of the user’s choice.
2018 IBM CorporationIBM Operations Analytics Predictive Insights Mediation Pack22
Configuring the Mediation PackSetting up the scripts on the Predictive Insights Server (continued)
3. Edit the spectrumControl_props.txt file
inputFilesPath: - Path where the files are coming from Spectrum Control Server. This path is same as the
‘PI_FileLocation’ field in ‘mediationProps.txt’ file on the Spectrum Control server.
outputFilesPath: - Path where user wants to store five minute files. This will be the directory for Predictive
Insights training (make sure path given here is valid and exists).
4. Edit the spectrumControl.sh script file and on line 2, enter the path of
~/anaconda3/bin directory which is been created after installing anaconda package. An
example is shown below:
ANACONDA3_BIN_DIR=/home/scadmin/anaconda3/bin
5. Make the spectrumControl.sh script executable using chmod.
6. After configuring the pack on the Predictive Insights server, make a note of the path
pointing to the spectrumControl.sh script. Enter this path in Exec_Command variable
(the last line) in the mediationProps.txt file.
Example:
Exec_Command=/home/scadmin/SpectrumExt/spectrum_control/spectrumControl.sh
2018 IBM CorporationIBM Operations Analytics Predictive Insights Mediation Pack23
Configuring the Mediation PackSetting up SSH Key for Spectrum Control on Unix
SSH keys should be set up between Spectrum Control server and Predictive Insights server before
executing run.sh/run.bat script. This is required to automate the file transfer.
1. Create the RSA Key Pair on Spectrum Control server using the following: $ ssh-keygen
2. Type ‘Enter’ when prompted for storing the keys and passphrase (leave empty).
3. Display the pub key using the following command:
$ cat ~/.ssh/id_rsa.pub
This will output something like below.
ssh-rsa
AAAAB3NzaC1yc2EAAAADAQABAAABAQCt3a9tIeK5rPx9p74/KjEVXa6/OODyRp0QLS/sLp8W6iTxFL+Ug
ALZlupVNgFjvRR5luJ9dLHWwc+d4umavAWz708e6Na9ftEPQtC28rTFsHwmyLKvLkzcGkC5+A0NdbiDZLa
K3K3wgq1jzYYKT5k+IaNS6vtrx5LDObcPNPEBDt4vTixQ7GZHrDUUk5586IKeFfwMCWguHveTN7ykmo2Ey
L2rV7TmYq+eY2ZqqcsoK0fzXMK7iifGXVmuqTkAmZLGZK8a3bPb6VZd7KFum3Ezbu4BXZGp7FVhnOMga
u2kYeOH/ItKPzpCAn+dg3NAAziCCxnII9b4nSSGz3mMY4Y7 ostechnix@ubuntuserver
4. Copy the entire contents and go to your PI server’s console. Create a directory called ssh in the home
directory as shown below.
User needs to execute the following commands as root user on the Predictive Insights server.
$ mkdir -p ~/.ssh
5. Now, append your client system’s public key which you generated in the previous step as shown below:
echo {Your_public_key_contents_here} >> ~/.ssh/authorized_keys
6. Restart ssh service on the Predictive Insights Server.
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Configuring the Mediation PackTransferring files if Spectrum Control is running on Windows
If Spectrum control is on Windows, there are different ways to do automate a transfer.
For the current version of the pack, after configuration of mediation pack contents on the
Spectrum Control server as well as on the Predictive Insights server:
For the first time, the user should save the RSA token. This will allow the script to authenticate
from next time without a prompt.
1. Execute run.bat script from the command line.
2. For the first execution, the prompt will ask user if the keys should be stored locally in a cache
for future reference.
3. Enter a yes response when prompted.
4. Execute the script again. This time the script should completely execute without any
prompts.
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Configuring the Mediation Pack
Scheduling the run script via a Cron Job using cron-tab
1. Open a Terminal Window (Command Line).
2. Give the shell script the correct permission. For example, if the script is called
“run.sh”, set permission as follows: chmod 755 run.sh
3. Add new cron job to crontab using the following command:
crontab –e
This opens the vi editor for you if your default editor is vi. You can set a different editor using
the following: export EDITOR=emacs
Create the cron command using the following syntax:
*/15 * * * * /path_to_run.sh/run.sh
This will execute run.sh on Spectrum Control server every 15 minutes.
2018 IBM CorporationIBM Operations Analytics Predictive Insights Mediation Pack26
Configuring the Mediation PackScheduling the run script using the Windows Scheduler
1. Open the Windows Scheduler.
2. In the Menu Bar, click ‘Action > Create Task…’.
3. In General Tab Enter the name of the task. Make sure you click ‘Run whether user is logged
on or not’ option. Click Next.
2018 IBM CorporationIBM Operations Analytics Predictive Insights Mediation Pack27
Configuring the Mediation PackScheduling the run script using the Windows Scheduler (continued)
4. In the Triggers tab, enter the time you want to run the script for the first time.
In Advanced settings Click ‘Repeat task every’.
Select 15 minutes from the drop down, select ‘Indefinitely’ in for a duration of drop down.
5. Click Ok.
2018 IBM CorporationIBM Operations Analytics Predictive Insights Mediation Pack28
Configuring the Mediation PackScheduling the run script using the Windows Scheduler (continued)
6. In the Actions tab, select ‘Start a program’ from Action drop down.
Using ‘Browse…’ button, give the location of run.bat script.
Enter the parent folder path in Start in box.
2018 IBM CorporationIBM Operations Analytics Predictive Insights Mediation Pack29
Configuring the Mediation PackScheduling the run script using the Windows Scheduler (continued)
7. In the ‘Conditions’ tab, based on your server environment, select options which will ensure
that the script will always be executed every 15 minutes. Click Ok.
2018 IBM CorporationIBM Operations Analytics Predictive Insights Mediation Pack30
Configuring the Mediation PackScheduling the run script using the Windows Scheduler (continued)
8. In the Settings tab, it is recommended to select the following options. Click Ok. If prompted,
enter the password to schedule a task.
9. After scheduling, validate the task is successfully running every 15 minutes. After that
validate that five minute interval files are present on the Predictive Insights server in the
specified directory (in ‘outputFilesPath’ location, given in the spctrumControl_props.txt file).
2018 IBM CorporationIBM Operations Analytics Predictive Insights Mediation Pack
Configure Data Modeling - Import
1. Copy the SpectrumControl.pamodel file to the Predictive Insight server where the
mediation tool is installed.
2. Run $PI_HOME/bin/mediationtool.sh to the launch mediation tool
3. Go to the File menu and click on the import button.
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2018 IBM CorporationIBM Operations Analytics Predictive Insights Mediation Pack
Configuring the Data Model - Import
4. Select the Predictive Insights Model in the menu and click on Next
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2018 IBM CorporationIBM Operations Analytics Predictive Insights Mediation Pack
Configuring the Data Model - Import
5. Select the SpectrumControl_2.pamodel file and click on ok
6. When prompted click on finish to complete the import process
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2018 IBM CorporationIBM Operations Analytics Predictive Insights Mediation Pack
Configuring the Data Model – Data Source
7. Enter the Spectrum Control File System details as shown below. Note make sure
the Time Zone is set to UTC.
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2018 IBM CorporationIBM Operations Analytics Predictive Insights Mediation Pack
Configuring the Data Model – Verify Data Source
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To preview the data in the mediation tool click on the icon shown circled in red.
The data will appear at the bottom of the screen.
2018 IBM CorporationIBM Operations Analytics Predictive Insights Mediation Pack
Configuring the Data Model – Create Topic
Use the following steps to define a topic for handling the data flow in the Mediation
Pack.
1. Login into the Predictive Insight server as scadmin
2. Change to the $PI_HOME/bin directory
3. Create the topic using the ./admin.sh tool.
./admin.sh create_topic TPC
4. ./admin.sh set -t=TPC system.aggregation.interval 5.
5. The aggregation interval will depend on data collection interval in the monitoring
source. In the command above the interval is set for 5 minutes.
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2018 IBM CorporationIBM Operations Analytics Predictive Insights Mediation Pack
Deploying the Model and Data
Training Process
2018 IBM CorporationIBM Operations Analytics Predictive Insights Mediation Pack38
Deploy Mediation Pack
Follow these steps to deploy the defined model for representing the data flow in
Predictive Insights.
1. Right click on the model file and select the Deploy Model option.
2018 IBM CorporationIBM Operations Analytics Predictive Insights Mediation Pack
Deploy Model for Mediation Pack
2. Enter the hostname, database and port number.
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Deploy model SpectrumControl.pamodel to Predictive Insights system
hostname
2018 IBM CorporationIBM Operations Analytics Predictive Insights Mediation Pack40
Start Data Training
Follow these steps to start the training process and test the mediation pack
1. Login into the Predictive Insight server as scadmin
2. Change to the $PI_HOME/bin directory
3. Run /start.sh -t=TPC (to start the topic)
4. Execute the following command:
./admin.sh run_extractor_instance –t=TPC –s=20170606-1703
Note: -s start time is based on your warehouse data.
2018 IBM CorporationIBM Operations Analytics Predictive Insights Mediation Pack
Review the Data Training Process
1. Once the training has started you will see the events below in the Active event
list screen capture.
2. Login in to the console using the following url:
http://hostname:16310/ibm/console
3. User name : ncoadmin
4. Enter the ncoadmin password
5. You can see list events showing status about training process in Active event list.
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2018 IBM CorporationIBM Operations Analytics Predictive Insights Mediation Pack
Reviewing Anomalies
1. Login in to the console using the following url:
http://hostname:16310/ibm/console
2. User name: ncoadmin
3. Enter the ncoadmin password
4. Navigate to the “Detected Anomalies” page
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2018 IBM CorporationIBM Operations Analytics Predictive Insights Mediation Pack
Reviewing Anomalies
5. Right click on an anomaly and select ServiceDiagnosis tool
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2018 IBM CorporationIBM Operations Analytics Predictive Insights Mediation Pack
Reviewing Anomalies
Review the effected metrics and behavior of the metrics for the time period.
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2018 IBM CorporationIBM Operations Analytics Predictive Insights Mediation Pack45
Trouble Shooting and Support To get assistance from the IBM support team, you may open a Problem
Management Record (PMR).
Describe the problem encountered providing the following information that must
be attached to the PMR:
Product Name: IBM Operations Analytics Predictive Insights or IBM Operations Analytics
Advance Insights
Product Version: 1.3.3 or higher <Product version(s) on which you are using this Mediation
Pack>
Mediation Pack: Mediation Pack for Spectrum Control
Mediation Pack Version: 1.2.0
2018 IBM CorporationIBM Operations Analytics Predictive Insights Mediation Pack
Trouble Shooting and Support
Include the following when opening the PMR :
Sample extracted CSV files, which are being ingested into Predictive Insights.
Found in folder
$PI_HOME/var/spool/topics/<topicname>/extracted/
Data source connectivity status screenshot
Predictive Insights log files ($PI_HOME/log/topicname/) when the problem
occurred while using the mediation pack. Use the command
$PI_HOME/bin/collect.sh -t=<topicname>
A screen shot of the error message that is generated while using the mediation
pack.
A specific use case scenario(s) where problem occurred while using the
mediation pack.
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2018 IBM CorporationIBM Operations Analytics Predictive Insights Mediation Pack
IBM Operations Analytics Media Resources
Information Covering
• Benefits
• Featured Videos
• Demo
• Client Case Studies
• Purchase Information
• Webinars
• Information Resources
• Trialshttp://www.ibm.com/marketplace/cloud/it-operations-analytics/us/en-us
IBM Marketplace
Information Covering
• Blogs
• Documentation
• How-Tos
• Videos
• Integrations (Insight and
Medication Packs)
• Forum
IBM Operations Analytics Community
http://developer.ibm.com/itoa/
2018 IBM CorporationIBM Operations Analytics Predictive Insights Mediation Pack48 1/30/2018
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2018 IBM CorporationIBM Operations Analytics Predictive Insights Mediation Pack49 1/30/2018
Notices and disclaimers
continued
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2018 IBM CorporationIBM Operations Analytics Predictive Insights Mediation Pack
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