tag:blogger.com,1999:blog-88037433383436836822024-03-23T19:04:24.298+05:30Big Data Training ( Hadoop,HDFS, PIG, HIVE)IT Training at Kolkata from Micro-Prohttp://www.blogger.com/profile/02640320997400604078noreply@blogger.comBlogger18125tag:blogger.com,1999:blog-8803743338343683682.post-85266135104365461222015-08-20T17:22:00.001+05:302015-08-20T17:42:19.821+05:30What is driver class in Hadoop?<div dir="ltr" style="text-align: left;" trbidi="on">
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We don’t do any calculation part in driver program. The
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<span style="mso-bidi-font-family: Calibri; mso-bidi-theme-font: minor-latin;"><span style="mso-list: Ignore;">1.<span style="font: 7.0pt "Times New Roman";">
</span></span></span>Set Hadoop Configuration.</div>
<div class="MsoListParagraphCxSpMiddle" style="mso-list: l0 level1 lfo1; text-indent: -.25in;">
<span style="mso-bidi-font-family: Calibri; mso-bidi-theme-font: minor-latin;"><span style="mso-list: Ignore;">2.<span style="font: 7.0pt "Times New Roman";">
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<span style="mso-bidi-font-family: Calibri; mso-bidi-theme-font: minor-latin;"><span style="mso-list: Ignore;">5.<span style="font: 7.0pt "Times New Roman";">
</span></span></span>Make the jar file of the main class because
Hadoop can only work on jar files <span style="mso-spacerun: yes;"> </span>.</div>
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<span style="mso-bidi-font-family: Calibri; mso-bidi-theme-font: minor-latin;"><span style="mso-list: Ignore;">7.<span style="font: 7.0pt "Times New Roman";">
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value class.</div>
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<span style="mso-bidi-font-family: Calibri; mso-bidi-theme-font: minor-latin;"><span style="mso-list: Ignore;">8.<span style="font: 7.0pt "Times New Roman";">
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<span style="mso-bidi-font-family: Calibri; mso-bidi-theme-font: minor-latin;"><span style="mso-list: Ignore;">9.<span style="font: 7.0pt "Times New Roman";">
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IT Training at Kolkata from Micro-Prohttp://www.blogger.com/profile/02640320997400604078noreply@blogger.com0tag:blogger.com,1999:blog-8803743338343683682.post-91271896161538015012015-08-20T12:02:00.001+05:302015-08-20T12:02:11.521+05:30Data types in Hadoop<div dir="ltr" style="text-align: left;" trbidi="on">
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mso-para-margin-right:0in;
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mso-para-margin-left:0in;
line-height:115%;
mso-pagination:widow-orphan;
font-size:11.0pt;
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mso-ascii-font-family:Calibri;
mso-ascii-theme-font:minor-latin;
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mso-hansi-theme-font:minor-latin;
mso-bidi-font-family:"Times New Roman";
mso-bidi-theme-font:minor-bidi;}
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<![endif]-->
<table border="0" cellpadding="0" cellspacing="0" class="MsoNormalTable" style="mso-cellspacing: 0in; mso-padding-alt: 0in 0in 0in 0in; mso-yfti-tbllook: 1184;">
<tbody>
<tr style="mso-yfti-firstrow: yes; mso-yfti-irow: 0; mso-yfti-lastrow: yes;">
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</xml><![endif]-->There are various data types used in Hadoop such as<br /><table border="0" cellpadding="0" cellspacing="0" class="MsoNormalTable" style="mso-cellspacing: 0in; mso-padding-alt: 0in 0in 0in 0in; mso-yfti-tbllook: 1184;">
<tbody>
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<td style="padding: 0in 0in 0in 0in;">
<div class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0in;">
int -------->IntWritable</div>
<div class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0in;">
<br /></div>
<div class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0in;">
long -------->LongWritable</div>
<div class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0in;">
<br /></div>
<div class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0in;">
boolean -------->BooleanWritable</div>
<div class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0in;">
<br /></div>
<div class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0in;">
float -------->FloatWritable</div>
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<br /></div>
<div class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0in;">
byte --------> ByteWritable</div>
<div class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0in;">
<br /></div>
</td>
</tr>
</tbody></table>
<div class="MsoNormal" style="line-height: normal; mso-margin-bottom-alt: auto; mso-margin-top-alt: auto;">
We can use the following built-in data types as key and
value</div>
<div class="MsoNormal" style="line-height: normal; mso-margin-bottom-alt: auto; mso-margin-top-alt: auto;">
<br /></div>
<div class="MsoNormal" style="line-height: normal; mso-margin-bottom-alt: auto; mso-margin-top-alt: auto;">
<b>Text </b>:This stores a UTF8 text</div>
<div class="MsoNormal" style="line-height: normal; mso-margin-bottom-alt: auto; mso-margin-top-alt: auto;">
<b>ByteWritable </b>: This stores a sequence of bytes</div>
<div class="MsoNormal" style="line-height: normal; mso-margin-bottom-alt: auto; mso-margin-top-alt: auto;">
<b>VIntWritable </b>and <b>VLongWritable </b>: These stores variable
length integer and long values</div>
<div class="MsoNormal" style="line-height: normal; mso-margin-bottom-alt: auto; mso-margin-top-alt: auto;">
<b>Nullwritable</b>:This is zero-length Writable type that can be
used when you don’t want to use a key or value type</div>
<div class="MsoNormal" style="line-height: normal; mso-margin-bottom-alt: auto; mso-margin-top-alt: auto;">
<br /></div>
<div class="MsoNormal" style="line-height: normal; mso-margin-bottom-alt: auto; mso-margin-top-alt: auto;">
The following hadoop built-in collection data types can
only be used as value types</div>
<div class="MsoNormal" style="line-height: normal; mso-margin-bottom-alt: auto; mso-margin-top-alt: auto;">
<br /></div>
<div class="MsoNormal" style="line-height: normal; mso-margin-bottom-alt: auto; mso-margin-top-alt: auto;">
<b>ArrayWritable</b>:This stores an array of values belonging to a
Writable type.</div>
<div class="MsoNormal" style="line-height: normal; mso-margin-bottom-alt: auto; mso-margin-top-alt: auto;">
<br /></div>
<div class="MsoNormal">
<span style="color: blue;"><b>Note</b></span>: You may have question why we use Writable after every
simple data types. Because in a big data world, structured objects need to be
serialized to a byte stream for moving over the network or persisting to disk
on the cluster...and then deserialized back again as needed. When you have vast
amounts of data at like Facebook scale to store and move, your data need to be
efficient and take as little space to store and time to move as possible.</div>
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IT Training at Kolkata from Micro-Prohttp://www.blogger.com/profile/02640320997400604078noreply@blogger.com7tag:blogger.com,1999:blog-8803743338343683682.post-44721771255401913682015-08-19T17:30:00.002+05:302015-08-19T17:30:15.483+05:30What is Identity Mapper and Identity Reducer and where we use it?<div dir="ltr" style="text-align: left;" trbidi="on">
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<w:LsdException Locked="false" Priority="69" SemiHidden="false"
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<w:LsdException Locked="false" Priority="70" SemiHidden="false"
UnhideWhenUsed="false" Name="Dark List Accent 5"/>
<w:LsdException Locked="false" Priority="71" SemiHidden="false"
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<w:LsdException Locked="false" Priority="72" SemiHidden="false"
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<w:LsdException Locked="false" Priority="73" SemiHidden="false"
UnhideWhenUsed="false" Name="Colorful Grid Accent 5"/>
<w:LsdException Locked="false" Priority="60" SemiHidden="false"
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<w:LsdException Locked="false" Priority="61" SemiHidden="false"
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UnhideWhenUsed="false" Name="Medium List 1 Accent 6"/>
<w:LsdException Locked="false" Priority="66" SemiHidden="false"
UnhideWhenUsed="false" Name="Medium List 2 Accent 6"/>
<w:LsdException Locked="false" Priority="67" SemiHidden="false"
UnhideWhenUsed="false" Name="Medium Grid 1 Accent 6"/>
<w:LsdException Locked="false" Priority="68" SemiHidden="false"
UnhideWhenUsed="false" Name="Medium Grid 2 Accent 6"/>
<w:LsdException Locked="false" Priority="69" SemiHidden="false"
UnhideWhenUsed="false" Name="Medium Grid 3 Accent 6"/>
<w:LsdException Locked="false" Priority="70" SemiHidden="false"
UnhideWhenUsed="false" Name="Dark List Accent 6"/>
<w:LsdException Locked="false" Priority="71" SemiHidden="false"
UnhideWhenUsed="false" Name="Colorful Shading Accent 6"/>
<w:LsdException Locked="false" Priority="72" SemiHidden="false"
UnhideWhenUsed="false" Name="Colorful List Accent 6"/>
<w:LsdException Locked="false" Priority="73" SemiHidden="false"
UnhideWhenUsed="false" Name="Colorful Grid Accent 6"/>
<w:LsdException Locked="false" Priority="19" SemiHidden="false"
UnhideWhenUsed="false" QFormat="true" Name="Subtle Emphasis"/>
<w:LsdException Locked="false" Priority="21" SemiHidden="false"
UnhideWhenUsed="false" QFormat="true" Name="Intense Emphasis"/>
<w:LsdException Locked="false" Priority="31" SemiHidden="false"
UnhideWhenUsed="false" QFormat="true" Name="Subtle Reference"/>
<w:LsdException Locked="false" Priority="32" SemiHidden="false"
UnhideWhenUsed="false" QFormat="true" Name="Intense Reference"/>
<w:LsdException Locked="false" Priority="33" SemiHidden="false"
UnhideWhenUsed="false" QFormat="true" Name="Book Title"/>
<w:LsdException Locked="false" Priority="37" Name="Bibliography"/>
<w:LsdException Locked="false" Priority="39" QFormat="true" Name="TOC Heading"/>
</w:LatentStyles>
</xml><![endif]--><span style="color: blue;"><b>Identity Mapper </b></span><br />
<br />
There
is a default map function supplied by Hadoop Framework,which is known as <b>Identity Mapper</b>.
If this mapper is used, nothing is specially executed and the data is transfer
to reduce phase without any mapping work.<br />
<br />
<b><span style="color: blue;">Purpose of Identity Mapper </span></b><br />
<br />
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<w:View>Normal</w:View>
<w:Zoom>0</w:Zoom>
<w:TrackMoves/>
<w:TrackFormatting/>
<w:PunctuationKerning/>
<w:ValidateAgainstSchemas/>
<w:SaveIfXMLInvalid>false</w:SaveIfXMLInvalid>
<w:IgnoreMixedContent>false</w:IgnoreMixedContent>
<w:AlwaysShowPlaceholderText>false</w:AlwaysShowPlaceholderText>
<w:DoNotPromoteQF/>
<w:LidThemeOther>EN-US</w:LidThemeOther>
<w:LidThemeAsian>X-NONE</w:LidThemeAsian>
<w:LidThemeComplexScript>X-NONE</w:LidThemeComplexScript>
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<w:BreakWrappedTables/>
<w:SnapToGridInCell/>
<w:WrapTextWithPunct/>
<w:UseAsianBreakRules/>
<w:DontGrowAutofit/>
<w:SplitPgBreakAndParaMark/>
<w:DontVertAlignCellWithSp/>
<w:DontBreakConstrainedForcedTables/>
<w:DontVertAlignInTxbx/>
<w:Word11KerningPairs/>
<w:CachedColBalance/>
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<w:BrowserLevel>MicrosoftInternetExplorer4</w:BrowserLevel>
<m:mathPr>
<m:mathFont m:val="Cambria Math"/>
<m:brkBin m:val="before"/>
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<m:smallFrac m:val="off"/>
<m:dispDef/>
<m:lMargin m:val="0"/>
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<m:defJc m:val="centerGroup"/>
<m:wrapIndent m:val="1440"/>
<m:intLim m:val="subSup"/>
<m:naryLim m:val="undOvr"/>
</m:mathPr></w:WordDocument>
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<w:LatentStyles DefLockedState="false" DefUnhideWhenUsed="true"
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<w:LsdException Locked="false" Priority="39" Name="toc 6"/>
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<w:LsdException Locked="false" Priority="39" Name="toc 8"/>
<w:LsdException Locked="false" Priority="39" Name="toc 9"/>
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<w:LsdException Locked="false" Priority="10" SemiHidden="false"
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<w:LsdException Locked="false" Priority="65" SemiHidden="false"
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<w:LsdException Locked="false" Priority="67" SemiHidden="false"
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<w:LsdException Locked="false" Priority="72" SemiHidden="false"
UnhideWhenUsed="false" Name="Colorful List"/>
<w:LsdException Locked="false" Priority="73" SemiHidden="false"
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<w:LsdException Locked="false" Priority="61" SemiHidden="false"
UnhideWhenUsed="false" Name="Light List Accent 1"/>
<w:LsdException Locked="false" Priority="62" SemiHidden="false"
UnhideWhenUsed="false" Name="Light Grid Accent 1"/>
<w:LsdException Locked="false" Priority="63" SemiHidden="false"
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UnhideWhenUsed="false" Name="Medium Shading 2 Accent 1"/>
<w:LsdException Locked="false" Priority="65" SemiHidden="false"
UnhideWhenUsed="false" Name="Medium List 1 Accent 1"/>
<w:LsdException Locked="false" UnhideWhenUsed="false" Name="Revision"/>
<w:LsdException Locked="false" Priority="34" SemiHidden="false"
UnhideWhenUsed="false" QFormat="true" Name="List Paragraph"/>
<w:LsdException Locked="false" Priority="29" SemiHidden="false"
UnhideWhenUsed="false" QFormat="true" Name="Quote"/>
<w:LsdException Locked="false" Priority="30" SemiHidden="false"
UnhideWhenUsed="false" QFormat="true" Name="Intense Quote"/>
<w:LsdException Locked="false" Priority="66" SemiHidden="false"
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<w:LsdException Locked="false" Priority="67" SemiHidden="false"
UnhideWhenUsed="false" Name="Medium Grid 1 Accent 1"/>
<w:LsdException Locked="false" Priority="68" SemiHidden="false"
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<w:LsdException Locked="false" Priority="69" SemiHidden="false"
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<w:LsdException Locked="false" Priority="73" SemiHidden="false"
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<w:LsdException Locked="false" Priority="60" SemiHidden="false"
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<w:LsdException Locked="false" Priority="61" SemiHidden="false"
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<w:LsdException Locked="false" Priority="62" SemiHidden="false"
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<w:LsdException Locked="false" Priority="63" SemiHidden="false"
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<w:LsdException Locked="false" Priority="64" SemiHidden="false"
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<w:LsdException Locked="false" Priority="73" SemiHidden="false"
UnhideWhenUsed="false" Name="Colorful Grid Accent 3"/>
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<w:LsdException Locked="false" Priority="61" SemiHidden="false"
UnhideWhenUsed="false" Name="Light List Accent 4"/>
<w:LsdException Locked="false" Priority="62" SemiHidden="false"
UnhideWhenUsed="false" Name="Light Grid Accent 4"/>
<w:LsdException Locked="false" Priority="63" SemiHidden="false"
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<w:LsdException Locked="false" Priority="72" SemiHidden="false"
UnhideWhenUsed="false" Name="Colorful List Accent 4"/>
<w:LsdException Locked="false" Priority="73" SemiHidden="false"
UnhideWhenUsed="false" Name="Colorful Grid Accent 4"/>
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<w:LsdException Locked="false" Priority="61" SemiHidden="false"
UnhideWhenUsed="false" Name="Light List Accent 5"/>
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<w:LsdException Locked="false" Priority="63" SemiHidden="false"
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<w:LsdException Locked="false" Priority="64" SemiHidden="false"
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<w:LsdException Locked="false" Priority="64" SemiHidden="false"
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<w:LsdException Locked="false" Priority="39" QFormat="true" Name="TOC Heading"/>
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<style>
/* Style Definitions */
table.MsoNormalTable
{mso-style-name:"Table Normal";
mso-tstyle-rowband-size:0;
mso-tstyle-colband-size:0;
mso-style-noshow:yes;
mso-style-priority:99;
mso-style-qformat:yes;
mso-style-parent:"";
mso-padding-alt:0in 5.4pt 0in 5.4pt;
mso-para-margin-top:0in;
mso-para-margin-right:0in;
mso-para-margin-bottom:10.0pt;
mso-para-margin-left:0in;
line-height:115%;
mso-pagination:widow-orphan;
font-size:11.0pt;
font-family:"Calibri","sans-serif";
mso-ascii-font-family:Calibri;
mso-ascii-theme-font:minor-latin;
mso-hansi-font-family:Calibri;
mso-hansi-theme-font:minor-latin;
mso-bidi-font-family:"Times New Roman";
mso-bidi-theme-font:minor-bidi;}
</style>
<![endif]--><span style="font-family: "Calibri","sans-serif"; font-size: 11.0pt; line-height: 115%; mso-ansi-language: EN-US; mso-ascii-theme-font: minor-latin; mso-bidi-font-family: "Times New Roman"; mso-bidi-language: AR-SA; mso-bidi-theme-font: minor-bidi; mso-fareast-font-family: Calibri; mso-fareast-language: EN-US; mso-fareast-theme-font: minor-latin; mso-hansi-theme-font: minor-latin;">An identity
mapper can be used if you would only want to sort your
input. </span><!--[if gte mso 9]><xml>
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<w:View>Normal</w:View>
<w:Zoom>0</w:Zoom>
<w:TrackMoves/>
<w:TrackFormatting/>
<w:PunctuationKerning/>
<w:ValidateAgainstSchemas/>
<w:SaveIfXMLInvalid>false</w:SaveIfXMLInvalid>
<w:IgnoreMixedContent>false</w:IgnoreMixedContent>
<w:AlwaysShowPlaceholderText>false</w:AlwaysShowPlaceholderText>
<w:DoNotPromoteQF/>
<w:LidThemeOther>EN-US</w:LidThemeOther>
<w:LidThemeAsian>X-NONE</w:LidThemeAsian>
<w:LidThemeComplexScript>X-NONE</w:LidThemeComplexScript>
<w:Compatibility>
<w:BreakWrappedTables/>
<w:SnapToGridInCell/>
<w:WrapTextWithPunct/>
<w:UseAsianBreakRules/>
<w:DontGrowAutofit/>
<w:SplitPgBreakAndParaMark/>
<w:DontVertAlignCellWithSp/>
<w:DontBreakConstrainedForcedTables/>
<w:DontVertAlignInTxbx/>
<w:Word11KerningPairs/>
<w:CachedColBalance/>
</w:Compatibility>
<w:BrowserLevel>MicrosoftInternetExplorer4</w:BrowserLevel>
<m:mathPr>
<m:mathFont m:val="Cambria Math"/>
<m:brkBin m:val="before"/>
<m:brkBinSub m:val="--"/>
<m:smallFrac m:val="off"/>
<m:dispDef/>
<m:lMargin m:val="0"/>
<m:rMargin m:val="0"/>
<m:defJc m:val="centerGroup"/>
<m:wrapIndent m:val="1440"/>
<m:intLim m:val="subSup"/>
<m:naryLim m:val="undOvr"/>
</m:mathPr></w:WordDocument>
</xml><![endif]--><br />
<br />
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</span></b></span><span style="font-family: Wingdings; mso-bidi-font-family: Wingdings; mso-fareast-font-family: Wingdings;"><span style="mso-list: Ignore;"><span style="font: 7.0pt "Times New Roman";"> </span></span></span>There
is a default reducer method, called <b>Identity Reducer</b>.<span style="color: blue;"><b><span style="font-family: "Calibri","sans-serif"; font-size: 11.0pt; line-height: 115%; mso-ansi-language: EN-US; mso-ascii-theme-font: minor-latin; mso-bidi-font-family: "Times New Roman"; mso-bidi-language: AR-SA; mso-bidi-theme-font: minor-bidi; mso-fareast-font-family: Calibri; mso-fareast-language: EN-US; mso-fareast-theme-font: minor-latin; mso-hansi-theme-font: minor-latin;"></span></b></span><span style="color: black;"><span style="mso-spacerun: yes;"></span>It doesn’t do any
thing other than sending the output of map function to its output</span><span style="color: blue;"><b><span style="font-family: "Calibri","sans-serif"; font-size: 11.0pt; line-height: 115%; mso-ansi-language: EN-US; mso-ascii-theme-font: minor-latin; mso-bidi-font-family: "Times New Roman"; mso-bidi-language: AR-SA; mso-bidi-theme-font: minor-bidi; mso-fareast-font-family: Calibri; mso-fareast-language: EN-US; mso-fareast-theme-font: minor-latin; mso-hansi-theme-font: minor-latin;"></span></b><span style="font-family: "Calibri","sans-serif"; font-size: 11.0pt; line-height: 115%; mso-ansi-language: EN-US; mso-ascii-theme-font: minor-latin; mso-bidi-font-family: "Times New Roman"; mso-bidi-language: AR-SA; mso-bidi-theme-font: minor-bidi; mso-fareast-font-family: Calibri; mso-fareast-language: EN-US; mso-fareast-theme-font: minor-latin; mso-hansi-theme-font: minor-latin;"></span><b><span style="font-family: "Calibri","sans-serif"; font-size: 11.0pt; line-height: 115%; mso-ansi-language: EN-US; mso-ascii-theme-font: minor-latin; mso-bidi-font-family: "Times New Roman"; mso-bidi-language: AR-SA; mso-bidi-theme-font: minor-bidi; mso-fareast-font-family: Calibri; mso-fareast-language: EN-US; mso-fareast-theme-font: minor-latin; mso-hansi-theme-font: minor-latin;"> <span style="color: black;">.</span></span></b></span></div>
<div style="text-align: left;">
<br /></div>
<div style="text-align: left;">
<span style="color: blue;"><b><span style="font-family: "Calibri","sans-serif"; font-size: 11.0pt; line-height: 115%; mso-ansi-language: EN-US; mso-ascii-theme-font: minor-latin; mso-bidi-font-family: "Times New Roman"; mso-bidi-language: AR-SA; mso-bidi-theme-font: minor-bidi; mso-fareast-font-family: Calibri; mso-fareast-language: EN-US; mso-fareast-theme-font: minor-latin; mso-hansi-theme-font: minor-latin;"><span style="color: black;"> </span></span></b></span><b><span style="color: blue;">Purpose of Identity Reducer</span></b></div>
<div style="text-align: left;">
<br /></div>
<div style="text-align: left;">
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reducer can be used for example to implement <span id="f3dc7b61-b107-46fc-9da6-a24c5a0091e3">embarrassingly parallel algorithms where
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IT Training at Kolkata from Micro-Prohttp://www.blogger.com/profile/02640320997400604078noreply@blogger.com0tag:blogger.com,1999:blog-8803743338343683682.post-86908708202611199752015-08-19T15:11:00.001+05:302015-08-19T15:11:25.525+05:30What is Reducer Class and reduce() method?<div dir="ltr" style="text-align: left;" trbidi="on">
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<![endif]--><b><span style="color: blue;"><span style="background-color: white;"><span>Reducer class</span></span></span></b><br />
<span style="background-color: white;"><span> </span></span><br />
<div class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0in; mso-layout-grid-align: none; text-autospace: none;">
The Reducer base class
works very similarly to the Mapper class, and usually requires only</div>
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sub classes to override a
single reduce method. Here is the cut-down class definition:</div>
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public class
Reducer<K2, V2, K3, V3></div>
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{</div>
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void reduce(K1 key,
Iterable<V2> values,Context context)
</div>
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throws IOException,
InterruptedException</div>
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{……</div>
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……….</div>
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}}</div>
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Notice the class
definition in terms of the broader data flow (the reduce method accepts K2/V2 as reduce
input key, reduce input value <span style="mso-spacerun: yes;"> </span>and
provides K3/V3 as reduce output key, reduce output value) while the actual
reduce method takes only a single key and its associated list of values. The Context
object is again the mechanism to output the result of the method.</div>
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<span style="color: blue;"><b> reduce( ) method</b></span></div>
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<br /></div>
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parameter is an instance of the Context class that provides various mechanisms
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IT Training at Kolkata from Micro-Prohttp://www.blogger.com/profile/02640320997400604078noreply@blogger.com0tag:blogger.com,1999:blog-8803743338343683682.post-77298422251274407972015-08-19T11:22:00.001+05:302015-08-19T15:12:50.786+05:30What is Mapper class and map() method?<div dir="ltr" style="text-align: left;" trbidi="on">
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<span style="color: blue;"><b>Mapper class </b></span></div>
<div class="MsoNormal">
This is a cut-down view of the base Mapper class provided by
Hadoop. For our own mapper implementations, we will subclass this base class
and override the specified method as follows:</div>
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class Mapper<K1, V1, K2, V2>{<span style="mso-tab-count: 4;"> </span><span style="mso-tab-count: 2;"> </span><span style="mso-tab-count: 2;"> </span>void map (K1
key, V1 value, Context context)<span style="mso-spacerun: yes;"> </span>throws IOException,InterruptedException{<span style="mso-tab-count: 4;"> </span><span style="mso-tab-count: 4;"> </span>……………<span style="mso-tab-count: 8;"> </span><span style="mso-tab-count: 2;"> </span>…………….</div>
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<div class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0in; mso-layout-grid-align: none; text-autospace: none;">
Although the use of Java
generics can make this look a little opaque at first, there is actually not that much
going on. class is defined in terms of the key/value input and output types. The
first one is map input key, second one map input value, third one is map output
key, fourth one is map output value.</div>
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<br /></div>
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<span style="color: blue;"><b>map() method</b></span><span style="mso-tab-count: 1;"><span style="color: blue;"><b> </b></span> </span></div>
<div class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0in; mso-layout-grid-align: none; text-autospace: none;">
The map method takes an
input key/value pair in its parameters. First one is map input key, second one
is map input value and the other parameter is an instance of the Context class
that provides various mechanisms to communicate with the Hadoop framework. <span style="mso-tab-count: 11;"> </span></div>
<div class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0in; mso-layout-grid-align: none; text-autospace: none;">
<br /></div>
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<div class="separator" style="clear: both; text-align: center;">
<a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEhkFN2MvxuuvwnxWTotdHnCuZLkx_MChtwuADbaMc_euLzQCHazR-BhiyRzRNhsJSwc2zZ4-ebOW6aPfJZRd_UGGyppCREPl3tY4ASBZyw4_H2EhflMYmuFRzMuUCaAxecLCeQGEYMQQds/s1600/map.png" imageanchor="1" style="clear: left; float: left; margin-bottom: 1em; margin-right: 1em;"><img border="0" height="28" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEhkFN2MvxuuvwnxWTotdHnCuZLkx_MChtwuADbaMc_euLzQCHazR-BhiyRzRNhsJSwc2zZ4-ebOW6aPfJZRd_UGGyppCREPl3tY4ASBZyw4_H2EhflMYmuFRzMuUCaAxecLCeQGEYMQQds/s640/map.png" width="640" /></a><span style="mso-tab-count: 11;"> </span></div>
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<br /></div>
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IT Training at Kolkata from Micro-Prohttp://www.blogger.com/profile/02640320997400604078noreply@blogger.com1tag:blogger.com,1999:blog-8803743338343683682.post-40592510138335107082015-08-18T17:50:00.002+05:302015-08-18T17:50:19.885+05:30What is TaskTracker and what is does?<div dir="ltr" style="text-align: left;" trbidi="on">
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TaskTracker are slave nodes that do the actual computation
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IT Training at Kolkata from Micro-Prohttp://www.blogger.com/profile/02640320997400604078noreply@blogger.com0tag:blogger.com,1999:blog-8803743338343683682.post-572646967151123532015-08-18T14:10:00.003+05:302015-08-18T17:23:21.492+05:30What is JobTracker and what it does?<div dir="ltr" style="text-align: left;" trbidi="on">
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JobTracker is <span style="mso-spacerun: yes;"> </span>master
node in Map Reduce part of Hadoop architecture.Client submits the job to the JobTracker and then Map Reduce task is performed for calculating the actual result. MapReduce processing in Hadoop <span style="mso-spacerun: yes;"> </span>is handled by the JobTracker and TaskTracker
daemons. JobTracker places the jobs in a queue. A scheduler program<span style="mso-spacerun: yes;"> </span>in the JobTracker picks up the jobs from it. The
number of map tasks depends on the number of input splits on the data file. The
number of reduce tasks depends on the value defined in the, setNumReduceTasks()
method of the job object.<span style="mso-tab-count: 3;">JobTracker can not submit the result to the client until all the map and reduce task is completed. </span><span style="mso-tab-count: 3;"> </span><span style="mso-tab-count: 5;"> </span>JobTracker
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Nodes). It decides which TaskTracker will perform the map task based on its
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Note: <span href="https://www.quora.com/What-is-the-difference-between-Namenode-+-Datanode-and-Jobtracker-+-Tasktracker-and-Combiners-Shufflers-and-Mappers+Reducers-in-the-following-ways#" id="__w2_F0pxwPO_toggle_link">The JobTracker runs on NameNode </span></div>
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<span href="https://www.quora.com/What-is-the-difference-between-Namenode-+-Datanode-and-Jobtracker-+-Tasktracker-and-Combiners-Shufflers-and-Mappers+Reducers-in-the-following-ways#" id="__w2_F0pxwPO_toggle_link"> </span> </div>
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IT Training at Kolkata from Micro-Prohttp://www.blogger.com/profile/02640320997400604078noreply@blogger.com1tag:blogger.com,1999:blog-8803743338343683682.post-35784861103772546182015-08-18T12:22:00.003+05:302015-08-18T12:22:47.046+05:30Why the replication factor of three is standard for HDFS? <div dir="ltr" style="text-align: left;" trbidi="on">
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DataNodes actually contains the data, so it is very important
server in HDFS <span id="goog_697308136"></span><span id="goog_697308137"></span>(Hadoop Distributed File System). If any DataNode goes down then
we will lost the data. So as a solution the replication of the DataNode
requires. From the replication of the DataNode we can get back the data. But
there is <span style="mso-spacerun: yes;"> </span>a question why the replication
is three? The answer is when one DataNode goes down First one replication becomes
the active DataNode Server and Second one is used as a backup of the active
DataNode Server and the third one is used to make the replication of the active
DataNode server. It is the default replication factor but we can increase the
replication factor as per our need.</div>
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IT Training at Kolkata from Micro-Prohttp://www.blogger.com/profile/02640320997400604078noreply@blogger.com0tag:blogger.com,1999:blog-8803743338343683682.post-19398359549190297052015-08-18T11:09:00.001+05:302015-08-18T11:12:04.273+05:30What does the term ‘Data Locality’ mean in Hadoop?<div dir="ltr" style="text-align: left;" trbidi="on">
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One of the most important features in Hadoop is that it
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task will perform means the TaskTracker on each node would only run the map
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IT Training at Kolkata from Micro-Prohttp://www.blogger.com/profile/02640320997400604078noreply@blogger.com0tag:blogger.com,1999:blog-8803743338343683682.post-45027988306282550172015-08-17T15:44:00.000+05:302015-08-17T15:44:01.290+05:30What is DataNode and what it does?<div dir="ltr" style="text-align: left;" trbidi="on">
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<span style="mso-tab-count: 5;"> </span>DataNode
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It supports Data Localization support with direct
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<br /></div>
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<a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEj9QKgPoK9KcKDxkcHdky6lRpPrc6RaLByfybt9V1_-n94K-8CfzSxqi-YG6w-bxuU1vOx6r_fBsgSsP_2gACDbFGCWiqGhXYW1OU0CW9DW8yp5JwNzH7agH_EhJZ6Jgmw1gJ9FGfA8o0c/s1600/datanode.png" imageanchor="1" style="margin-left: 1em; margin-right: 1em;"><img border="0" height="366" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEj9QKgPoK9KcKDxkcHdky6lRpPrc6RaLByfybt9V1_-n94K-8CfzSxqi-YG6w-bxuU1vOx6r_fBsgSsP_2gACDbFGCWiqGhXYW1OU0CW9DW8yp5JwNzH7agH_EhJZ6Jgmw1gJ9FGfA8o0c/s400/datanode.png" width="400" /></a></div>
</div>
IT Training at Kolkata from Micro-Prohttp://www.blogger.com/profile/02640320997400604078noreply@blogger.com0tag:blogger.com,1999:blog-8803743338343683682.post-37457026164150378382015-08-17T14:44:00.002+05:302015-08-17T14:44:19.488+05:30What is Secondary Namenode and what it actually does?<div dir="ltr" style="text-align: left;" trbidi="on">
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<div class="MsoNormal">
Mainly SecondaryNameNode <span style="mso-spacerun: yes;"></span>server is used as a backup of NameNode server
in Hadoop Distributed File system to recreate the NameNode server if it goes
down. As total HDFS depends on the NameNode we have to recover it.</div>
<div class="MsoNormal">
<br /></div>
If you are building a test cluster, you don’t need to set up secondary name
node on a different machine, something like pseudo cluster install steps.
However if you’re building out a real distributed cluster, you must move
secondary node to other machine and it is a great idea. You can have Secondary
Namenode on a different machine other than NameNode in case the
Namenode goes down.<br />
<br />
<div class="MsoNormal">
NameNode actually holds the edit log which contains the
metadata information of the NameNode. In every few second the edit log is sent to the Secondary NameNode. Secondary NameNode<span style="mso-spacerun: yes;"> </span>can not
become<span style="mso-spacerun: yes;"> </span>actual NameNode <span style="mso-spacerun: yes;"> </span>itself, because after some time gap the edit log <span style="mso-spacerun: yes;"> </span>is sent to the SecondaryNameNode. If the NameNode
goes down the Secondary NameNode <span style="mso-spacerun: yes;"> </span><span style="mso-spacerun: yes;"> </span>lost few data<span style="mso-spacerun: yes;">
</span>but it has a persistent copy of the Namenode<span style="mso-spacerun: yes;"> </span>server’s metadata. So we can recreate the
NameNode.</div>
<div class="MsoNormal">
<br /></div>
<div class="MsoNormal">
<br /></div>
<div class="separator" style="clear: both; text-align: center;">
<a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEj1fbxTBV6tITNefFHtdQgNIc9Ph9TOSfRh4jXbTcNdLPryO-wUFYCdL1T0aSnJzqrpqjWQJmnWguPjTBnXFHoNKtPltoYCaQYkoQEUJvE-_mRJBkbmMsrYwfDRiGSl6K-vNj8cJzhxgco/s1600/secondarynn.jpg" imageanchor="1" style="margin-left: 1em; margin-right: 1em;"><img border="0" height="162" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEj1fbxTBV6tITNefFHtdQgNIc9Ph9TOSfRh4jXbTcNdLPryO-wUFYCdL1T0aSnJzqrpqjWQJmnWguPjTBnXFHoNKtPltoYCaQYkoQEUJvE-_mRJBkbmMsrYwfDRiGSl6K-vNj8cJzhxgco/s400/secondarynn.jpg" width="400" /></a></div>
</div>
IT Training at Kolkata from Micro-Prohttp://www.blogger.com/profile/02640320997400604078noreply@blogger.com0tag:blogger.com,1999:blog-8803743338343683682.post-21625502495700076642015-08-17T13:03:00.002+05:302015-08-17T13:03:41.195+05:30What is NameNode and what it does?<div dir="ltr" style="text-align: left;" trbidi="on">
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<![endif]-->NameNode is a very important server
in Hadoop Distributed File System. It is the master node that keeps track of
the metadata , references, sequence, permissions etc of the actual<span style="mso-spacerun: yes;"> </span>blocks of data. DataNodes <span style="mso-spacerun: yes;"> </span>send signal to the NameNode in every few
seconds, so that NameNode can detect that the datanode is working properly. If
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dead. Namenode will decide which part of the data will be stored in which
datanode. <span style="mso-spacerun: yes;"> </span>It takes care of<span style="mso-spacerun: yes;"> </span>replicating data file into blocks and
distributing it across the cluster. The Namenode keeps an image of all this
information in a local file or preferably on NFS mount. It also maintains a
log, called the ‘edit log’, where all the changes are recorded. If NameNode
goes down The HDFS goes down.
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IT Training at Kolkata from Micro-Prohttp://www.blogger.com/profile/02640320997400604078noreply@blogger.com7tag:blogger.com,1999:blog-8803743338343683682.post-24584439406427339392015-08-17T12:02:00.000+05:302015-08-17T12:02:47.184+05:30 What is the difference between Traditional File System and hadoop Distributed File System(HDFS)?<div dir="ltr" style="text-align: left;" trbidi="on">
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<span style="font-size: 10.5pt; mso-ascii-font-family: Calibri; mso-bidi-font-family: Calibri; mso-hansi-font-family: Calibri;">The fundamental reason that big data mining systems were rare and
expensive is that scaling</span><span style="font-size: 10.5pt; mso-ascii-font-family: Calibri; mso-bidi-font-family: Calibri; mso-hansi-font-family: Calibri;"> a system to process large data sets is very difficult; as we will see,
it has traditionally been limited to the processing power that can be built into a single
computer.There are however two broad approaches to scaling a system as the size
of the data increases, generally referred to as scale</span><b><span style="font-family: Calibri-Bold; font-size: 10.5pt; mso-bidi-font-family: Calibri-Bold;">-</span></b><span style="font-size: 10.5pt; mso-ascii-font-family: Calibri; mso-bidi-font-family: Calibri; mso-hansi-font-family: Calibri;">up and scale-out.</span></div>
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<span style="color: blue;"><i><b><span style="font-size: 10.5pt; line-height: 115%; mso-ascii-font-family: Calibri; mso-bidi-font-family: Calibri; mso-hansi-font-family: Calibri;"><span style="font-size: large;">Scale-up</span><span style="background-color: purple;"><span></span></span></span></b></i></span></div>
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<span style="font-size: 10.5pt; mso-ascii-font-family: Calibri; mso-bidi-font-family: Calibri; mso-hansi-font-family: Calibri;">In <span style="mso-spacerun: yes;"> </span>most enterprises, data
processing has typically been performed on impressively large computers with
impressively larger price tags. As the size of the data grows, the approach is to
move to a bigger server or storage array. The cost of such hardware could
easily be measured in hundreds of thousands or in millions of dollars.</span></div>
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simple scale-up is that the architecture does not significantly change through
the growth. Though larger components are used, the basic relationship (for example,
database server and storage array) stays the same. For applications such as commercial
database engines, the software handles the complexities of utilizing the available
hardware, but in theory, increased scale is achieved by migrating the same software
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software</span></div>
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<span style="font-size: 10.5pt; mso-ascii-font-family: Calibri; mso-bidi-font-family: Calibri; mso-hansi-font-family: Calibri;">onto more and more processors is never trivial; in addition, there are
practical limits on just how big a single host can be, so at some point,
scale-up cannot be extended any further. The promise of a single architecture
at any scale is also unrealistic. Designing a scale-up system to handle data
sets of sizes such as 1 terabyte, 100 terabyte, and 1 petabyte may conceptually
apply larger versions of the same components, but the complexity of their
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<span style="font-size: 10.5pt; mso-ascii-font-family: Calibri; mso-bidi-font-family: Calibri; mso-hansi-font-family: Calibri;">Instead of growing a system onto larger and larger hardware, the
scale-out approach spreads the processing onto more and more machines. If the
data set doubles, simply use two servers instead of a single double-sized one.
If it doubles again, move to four hosts. The obvious benefit of this approach
is that purchase costs remain much lower than for scale-up . Server hardware
costs tend to increase sharply when one seeks to purchase larger machines , and
though a single host may cost $5,000, one with ten times the processing</span> power may cost a hundred times as much. The downside is that we need
to develop strategies for splitting our data processing across a fleet of
servers and the tools historically used for this purpose have proven to be
complex. As a consequence, deploying a scale-out solution has required
significant engineering effort; the system developer often needs to handcraft
the mechanisms for data partitioning and reassembly, not to mention the logic
to schedule the work across the cluster and handle individual machine failures.</div>
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<br /></div>
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<span style="color: blue;"><b>Note: </b></span>In Traditional File System we have to move the large data
across the network so the network speed is hampered.</div>
<div class="MsoNormal">
Whereas in Hadoop Distributed File system we don’t move the data
,we move only the task to those large data and the size of the task is lesser
than the data size. So it does not affect on network bandwidth.</div>
</span><br />
<br />
</div>
IT Training at Kolkata from Micro-Prohttp://www.blogger.com/profile/02640320997400604078noreply@blogger.com0tag:blogger.com,1999:blog-8803743338343683682.post-24825598831359914572015-08-12T17:45:00.001+05:302015-08-12T17:45:23.641+05:30Hadoop Architecture<div dir="ltr" style="text-align: left;" trbidi="on">
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This section provides a quick overview of the architecture
of Hadoop. Hadoop consists of two parts – HDFS(Hadoop Distributed File System),
MapReduce Part. The figure below gives a view of the architecture
of Hadoop showing <span style="mso-spacerun: yes;"> </span>the main two parts and their
components and how they communicate with each other.</div>
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<div class="MsoNormal">
<b style="mso-bidi-font-weight: normal;"><span style="font-size: 16.0pt; line-height: 115%;">MapReduce Part</span></b></div>
<br />
<div class="separator" style="clear: both; text-align: center;">
</div>
<div class="MsoNormal" style="margin-left: 1em; margin-right: 1em;">
</div>
<br />
<div class="MsoNormal">
</div>
<div class="MsoNormal">
MapReduce is a programming model and software framework
first developed by Google (Google’s MapReduce paper submitted in 2004). Intended
to facilitate and simplify the processing of vast amounts of data in parallel
on large clusters of commodity hardware in a reliable, fault-tolerant manner.</div>
<div class="MsoNormal">
MapReduce is a massively scalable, parallel processing
framework that works in tandem with HDFS. With MapReduce and Hadoop, compute is
executed at the location of the data, rather than moving data to the compute
location; data storage and computation coexist on the same physical nodes in
the cluster. MapReduce processes exceedingly large amounts of data without
being affected by traditional bottlenecks like network bandwidth by taking
advantage of this data proximity.</div>
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<br /></div>
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<div class="MsoNormal">
<br /></div>
<div class="MsoNormal">
<br /></div>
<br />
<div class="MsoNormal">
<!--[if gte mso 9]><xml>
<w:LatentStyles DefLockedState="false" DefUnhideWhenUsed="true"
DefSemiHidden="true" DefQFormat="false" DefPriority="99"
LatentStyleCount="267">
<w:LsdException Locked="false" Priority="0" SemiHidden="false"
UnhideWhenUsed="false" QFormat="true" Name="Normal"/>
<w:LsdException Locked="false" Priority="9" SemiHidden="false"
UnhideWhenUsed="false" QFormat="true" Name="heading 1"/>
<w:LsdException Locked="false" Priority="9" QFormat="true" Name="heading 2"/>
<w:LsdException Locked="false" Priority="9" QFormat="true" Name="heading 3"/>
<w:LsdException Locked="false" Priority="9" QFormat="true" Name="heading 4"/>
<w:LsdException Locked="false" Priority="9" QFormat="true" Name="heading 5"/>
<w:LsdException Locked="false" Priority="9" QFormat="true" Name="heading 6"/>
<w:LsdException Locked="false" Priority="9" QFormat="true" Name="heading 7"/>
<w:LsdException Locked="false" Priority="9" QFormat="true" Name="heading 8"/>
<w:LsdException Locked="false" Priority="9" QFormat="true" Name="heading 9"/>
<w:LsdException Locked="false" Priority="39" Name="toc 1"/>
<w:LsdException Locked="false" Priority="39" Name="toc 2"/>
<w:LsdException Locked="false" Priority="39" Name="toc 3"/>
<w:LsdException Locked="false" Priority="39" Name="toc 4"/>
<w:LsdException Locked="false" Priority="39" Name="toc 5"/>
<w:LsdException Locked="false" Priority="39" Name="toc 6"/>
<w:LsdException Locked="false" Priority="39" Name="toc 7"/>
<w:LsdException Locked="false" Priority="39" Name="toc 8"/>
<w:LsdException Locked="false" Priority="39" Name="toc 9"/>
<w:LsdException Locked="false" Priority="35" QFormat="true" Name="caption"/>
<w:LsdException Locked="false" Priority="10" SemiHidden="false"
UnhideWhenUsed="false" QFormat="true" Name="Title"/>
<w:LsdException Locked="false" Priority="1" Name="Default Paragraph Font"/>
<w:LsdException Locked="false" Priority="11" SemiHidden="false"
UnhideWhenUsed="false" QFormat="true" Name="Subtitle"/>
<w:LsdException Locked="false" Priority="22" SemiHidden="false"
UnhideWhenUsed="false" QFormat="true" Name="Strong"/>
<w:LsdException Locked="false" Priority="20" SemiHidden="false"
UnhideWhenUsed="false" QFormat="true" Name="Emphasis"/>
<w:LsdException Locked="false" Priority="59" SemiHidden="false"
UnhideWhenUsed="false" Name="Table Grid"/>
<w:LsdException Locked="false" UnhideWhenUsed="false" Name="Placeholder Text"/>
<w:LsdException Locked="false" Priority="1" SemiHidden="false"
UnhideWhenUsed="false" QFormat="true" Name="No Spacing"/>
<w:LsdException Locked="false" Priority="60" SemiHidden="false"
UnhideWhenUsed="false" Name="Light Shading"/>
<w:LsdException Locked="false" Priority="61" SemiHidden="false"
UnhideWhenUsed="false" Name="Light List"/>
<w:LsdException Locked="false" Priority="62" SemiHidden="false"
UnhideWhenUsed="false" Name="Light Grid"/>
<w:LsdException Locked="false" Priority="63" SemiHidden="false"
UnhideWhenUsed="false" Name="Medium Shading 1"/>
<w:LsdException Locked="false" Priority="64" SemiHidden="false"
UnhideWhenUsed="false" Name="Medium Shading 2"/>
<w:LsdException Locked="false" Priority="65" SemiHidden="false"
UnhideWhenUsed="false" Name="Medium List 1"/>
<w:LsdException Locked="false" Priority="66" SemiHidden="false"
UnhideWhenUsed="false" Name="Medium List 2"/>
<w:LsdException Locked="false" Priority="67" SemiHidden="false"
UnhideWhenUsed="false" Name="Medium Grid 1"/>
<w:LsdException Locked="false" Priority="68" SemiHidden="false"
UnhideWhenUsed="false" Name="Medium Grid 2"/>
<w:LsdException Locked="false" Priority="69" SemiHidden="false"
UnhideWhenUsed="false" Name="Medium Grid 3"/>
<w:LsdException Locked="false" Priority="70" SemiHidden="false"
UnhideWhenUsed="false" Name="Dark List"/>
<w:LsdException Locked="false" Priority="71" SemiHidden="false"
UnhideWhenUsed="false" Name="Colorful Shading"/>
<w:LsdException Locked="false" Priority="72" SemiHidden="false"
UnhideWhenUsed="false" Name="Colorful List"/>
<w:LsdException Locked="false" Priority="73" SemiHidden="false"
UnhideWhenUsed="false" Name="Colorful Grid"/>
<w:LsdException Locked="false" Priority="60" SemiHidden="false"
UnhideWhenUsed="false" Name="Light Shading Accent 1"/>
<w:LsdException Locked="false" Priority="61" SemiHidden="false"
UnhideWhenUsed="false" Name="Light List Accent 1"/>
<w:LsdException Locked="false" Priority="62" SemiHidden="false"
UnhideWhenUsed="false" Name="Light Grid Accent 1"/>
<w:LsdException Locked="false" Priority="63" SemiHidden="false"
UnhideWhenUsed="false" Name="Medium Shading 1 Accent 1"/>
<w:LsdException Locked="false" Priority="64" SemiHidden="false"
UnhideWhenUsed="false" Name="Medium Shading 2 Accent 1"/>
<w:LsdException Locked="false" Priority="65" SemiHidden="false"
UnhideWhenUsed="false" Name="Medium List 1 Accent 1"/>
<w:LsdException Locked="false" UnhideWhenUsed="false" Name="Revision"/>
<w:LsdException Locked="false" Priority="34" SemiHidden="false"
UnhideWhenUsed="false" QFormat="true" Name="List Paragraph"/>
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<span style="font-size: 16.0pt; line-height: 115%;"><span style="mso-spacerun: yes;"> </span><b style="mso-bidi-font-weight: normal;">HDFS (Hadoop
Distributed File System)</b></span></div>
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<li><span style="font-family: Wingdings; mso-bidi-font-family: Wingdings; mso-fareast-font-family: Wingdings;"><span style="mso-list: Ignore;"><span style="font: 7.0pt "Times New Roman";"></span></span></span>HDFS
stands for Hadoop Distributed file System. It is a distributed file system
designed to hold very large amounts of data . </li>
<li><span style="font-family: Wingdings; mso-bidi-font-family: Wingdings; mso-fareast-font-family: Wingdings;"><span style="mso-list: Ignore;"><span style="font: 7.0pt "Times New Roman";"></span></span></span><span style="mso-spacerun: yes;"></span>HDFS manages the data using three types of
servers- Name Node , Secondary Name Node , Data Node.</li>
<li><span style="font-family: Wingdings; mso-bidi-font-family: Wingdings; mso-fareast-font-family: Wingdings;"><span style="mso-list: Ignore;"><span style="font: 7.0pt "Times New Roman";"></span></span></span><span style="mso-spacerun: yes;"> </span>Files are stored in a redundant fashion
across multiple machines to ensure their durability to failure and high availability
to very parallel applications.</li>
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<br />
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<ul style="text-align: left;">
<li><span style="font-family: Wingdings; mso-bidi-font-family: Wingdings; mso-fareast-font-family: Wingdings;"><span style="mso-list: Ignore;"><span style="font: 7.0pt "Times New Roman";"></span></span></span><span style="mso-spacerun: yes;"> </span>HDFS should store data reliably. If individual
machines in the cluster malfunction, data should still be available. </li>
<li> HDFS
should provide fast, scalable access to this information. It should be possible
to serve larger number of clients by simply adding more machines to the
cluster.<br /></li>
</ul>
<br />
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IT Training at Kolkata from Micro-Prohttp://www.blogger.com/profile/02640320997400604078noreply@blogger.com0tag:blogger.com,1999:blog-8803743338343683682.post-69137867202891352142015-08-12T17:18:00.001+05:302015-08-12T17:18:55.699+05:30What is Hadoop?<div dir="ltr" style="text-align: left;" trbidi="on">
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Apache Hadoop is an Large scale open source Java-based
programming framework developed by Apache Software Foundation for distributed
storage and processing of large sets of data (Big Data) on commodity hardware.</div>
</div>
IT Training at Kolkata from Micro-Prohttp://www.blogger.com/profile/02640320997400604078noreply@blogger.com0tag:blogger.com,1999:blog-8803743338343683682.post-26520873980793726272015-08-12T15:07:00.000+05:302015-08-12T15:07:45.883+05:30What is Big Data?<div dir="ltr" style="text-align: left;" trbidi="on">
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<b><i style="mso-bidi-font-style: normal;"><span style="font-family: "Times New Roman","serif"; font-size: 18.0pt; mso-fareast-font-family: "Times New Roman";"><br /></span></i></b></div>
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<b><i style="mso-bidi-font-style: normal;"><span style="font-family: "Times New Roman","serif"; font-size: 18.0pt; mso-fareast-font-family: "Times New Roman";"><br /></span></i></b></div>
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<b><i style="mso-bidi-font-style: normal;"><span style="font-family: "Times New Roman","serif"; font-size: 18.0pt; mso-fareast-font-family: "Times New Roman";">What is Big data?</span></i></b></div>
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<span style="font-family: "Times New Roman","serif"; font-size: 12.0pt; line-height: 115%; mso-fareast-font-family: "Times New Roman";">Every day,
we create 2.5 quintillion bytes of data i.e voluminous amount of structured,
semi-structured and unstructured data that has the potential to be mined for
information. <span style="mso-spacerun: yes;"></span>90% of the data in the
world today has been created in the last two years alone. This data comes from
everywhere: sensors used to gather climate information, posts to social media
sites, digital pictures and videos, purchase transaction records, and cell phone
GPS signals to name a few. This data is big data, the term is often used when
speaking about petabytes and exabytes of data.</span></div>
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" 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IT Training at Kolkata from Micro-Prohttp://www.blogger.com/profile/02640320997400604078noreply@blogger.com1tag:blogger.com,1999:blog-8803743338343683682.post-6911816421470615722015-07-22T16:51:00.005+05:302015-07-22T16:51:49.456+05:30What is HDFS (Hadoop Distributed File System) <div dir="ltr" style="text-align: left;" trbidi="on">
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<a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEhS-NO3l9G_Q4AUzBJPyxaXQ-9YAz3wJ1OktJ9L10EQE-CuV2bsX-RUXNzy8vKqcIZ-biYGMZRSKRdnhkKs6sSpzkSAdmqPyl61aHfAuEhEJ_xvD9GZ6GgiCrsiKJ90pAcv2NejpS_Yw1U/s1600/hadoop_arch.png" imageanchor="1" style="margin-left: 1em; margin-right: 1em;"><img border="0" height="198" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEhS-NO3l9G_Q4AUzBJPyxaXQ-9YAz3wJ1OktJ9L10EQE-CuV2bsX-RUXNzy8vKqcIZ-biYGMZRSKRdnhkKs6sSpzkSAdmqPyl61aHfAuEhEJ_xvD9GZ6GgiCrsiKJ90pAcv2NejpS_Yw1U/s320/hadoop_arch.png" width="320" /></a></div>
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In <b>Apache Hadoop</b> project,The <strong><em>H</em></strong><em>adoop <strong>D</strong>istributed <strong>F</strong>ile <strong>S</strong>ystem</em> (HDFS) is considered as a sub-project. </div>
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Hadoop File System was developed using distributed file system
design. It is run on commodity hardware. Unlike other distributed
systems, HDFS is highly fault tolerant and designed using low-cost
hardware.</div>
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HDFS holds very large amount of data and provides easier access. To
store such huge data, the files are stored across multiple machines.
These files are stored in redundant fashion to rescue the system from
possible data losses in case of failure. HDFS also makes applications
available to parallel processing.</div>
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According to The Apache Software Foundation, the primary objective of
HDFS is to store data reliably even in the presence of failures
including NameNode failures, DataNode failures and network partitions.</div>
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The NameNode is a single point of failure for the HDFS cluster and a DataNode stores data in the Hadoop file management system.of the . This Apache Software Foundation project is designed to provide a fault-tolerant file system designed to run on commodity hardware.</div>
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HDFS uses a master/slave
architecture in which one device (the master) controls one or more
other devices (the slaves). The HDFS cluster consists of a single
NameNode and a master server manages the file system namespace and
regulates access to files.</div>
IT Training at Kolkata from Micro-Prohttp://www.blogger.com/profile/02640320997400604078noreply@blogger.com0tag:blogger.com,1999:blog-8803743338343683682.post-55461479565229561802015-07-20T15:03:00.000+05:302015-07-20T15:03:44.358+05:30Why Hadoop ?<div dir="ltr" style="text-align: left;" trbidi="on">
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<a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEj5EH-qO05FTEA-Y4UHEuHbK3bDsNmRSZ5iXzahyphenhyphenwjqwpVNgvE1WbBo5VzEH4bYZm7fKLZtx9IjR3KVsMxk-LV2aO_xdAl8YJh8w_V8j0Qb4kgHQBjzK1q1eOQ7NB4BuKC6oZh9VqdxGG8/s1600/hadoop.jpg" imageanchor="1" style="margin-left: 1em; margin-right: 1em;"><img border="0" height="147" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEj5EH-qO05FTEA-Y4UHEuHbK3bDsNmRSZ5iXzahyphenhyphenwjqwpVNgvE1WbBo5VzEH4bYZm7fKLZtx9IjR3KVsMxk-LV2aO_xdAl8YJh8w_V8j0Qb4kgHQBjzK1q1eOQ7NB4BuKC6oZh9VqdxGG8/s200/hadoop.jpg" width="200" /></a><span style="font-family: Georgia,"Times New Roman",serif;"><span style="font-size: large;"><span style="color: #cc0000;"><b> </b></span></span></span></div>
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<span style="font-family: Georgia,"Times New Roman",serif;"><span style="font-size: large;"><span style="color: #cc0000;"><b>Training from </b></span></span></span></div>
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<b>Apache™ Hadoop® </b>enables big data applications for both operations and
analytics and is one of the fastest-growing technologies providing
competitive advantage for businesses across the world</div>
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Considering next-generation data architecture, Hadoop is going to be a key
component for such architecture.</div>
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<span class="_Tgc"><b>Hadoop</b> is an open-source framework that allows
to store and process big data in a distributed environment across
clusters of computers using simple programming models. It is designed to
scale up from single servers to thousands of machines, each offering
local computation and storage.</span></div>
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<span class="_Tgc"> </span> </div>
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It will provide a
massively scalable distributed storage and processing platform. Hadoop
enables businesses to build new data-driven applications while
freeing up resources from existing systems. MapR is a production-ready
distribution for Apache Hadoop. </div>
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