author | František Kučera <franta-hg@frantovo.cz> |
Thu, 07 Feb 2019 13:08:29 +0100 | |
branch | v_0 |
changeset 246 | fde0cd94fde6 |
child 316 | d7ae02390fac |
permissions | -rw-r--r-- |
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<stránka |
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xmlns="https://trac.frantovo.cz/xml-web-generator/wiki/xmlns/strana" |
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xmlns:m="https://trac.frantovo.cz/xml-web-generator/wiki/xmlns/makro"> |
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<nadpis>Doing projections with Guile</nadpis> |
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<perex>modifying attribute values and adding new attributes or removing them</perex> |
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<m:pořadí-příkladu>01500</m:pořadí-příkladu> |
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<text xmlns="http://www.w3.org/1999/xhtml"> |
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<p> |
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The <code>relpipe-tr-guile</code> can not only filter records, |
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but can also modify them and even modify the structure of the relation – add or remove attributes. |
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</p> |
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<h2>Sample data</h2> |
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|
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<p>We have some CSV file:</p> |
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|
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<m:pre jazyk="text" src="examples/guile-1.csv"/> |
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|
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<p>and we convert it to a relation called <code>n</code>:</p> |
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<m:pre jazyk="bash"><![CDATA[cat guile-1.csv \ |
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| relpipe-in-csv n id integer name string a integer b integer c integer \ |
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| relpipe-out-tabular]]></m:pre> |
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<p>which printed as a table looks like this:</p> |
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<m:pre jazyk="text"><![CDATA[n: |
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╭──────────────┬───────────────┬─────────────┬─────────────┬─────────────╮ |
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│ id (integer) │ name (string) │ a (integer) │ b (integer) │ c (integer) │ |
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├──────────────┼───────────────┼─────────────┼─────────────┼─────────────┤ |
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│ 1 │ first │ 1 │ 2 │ 3 │ |
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│ 2 │ second │ 2 │ 10 │ 1024 │ |
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│ 3 │ third │ 4 │ 4 │ 16 │ |
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╰──────────────┴───────────────┴─────────────┴─────────────┴─────────────╯ |
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Record count: 3]]></m:pre> |
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<p> |
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Because it is annoying to write some code again and again, we will create a shell function and (re)use it later: |
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</p> |
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<m:pre jazyk="bash"><![CDATA[sample-data() { |
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cat guile-1.csv \ |
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| relpipe-in-csv n id integer name string a integer b integer c integer; |
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}]]></m:pre> |
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<p> |
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Another option is storing the relational data in a file and then reading this file. |
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Files are better option, if the transformation is costly and we do not need live/fresh data. |
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</p> |
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<h2>Modifying attribute values</h2> |
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<p> |
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Then, we can modify such relation using Guile – e.g. we can make the <code>name</code> uppercase and increase <code>id</code> by 1000: |
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</p> |
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<m:pre jazyk="bash"><![CDATA[sample-data \ |
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| relpipe-tr-guile \ |
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--relation n \ |
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--for-each '(set! $name (string-upcase $name) ) (set! $id (+ $id 1000) )' \ |
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| relpipe-out-tabular]]></m:pre> |
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|
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<p>So we have:</p> |
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<m:pre jazyk="text"><![CDATA[n: |
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╭──────────────┬───────────────┬─────────────┬─────────────┬─────────────╮ |
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│ id (integer) │ name (string) │ a (integer) │ b (integer) │ c (integer) │ |
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├──────────────┼───────────────┼─────────────┼─────────────┼─────────────┤ |
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│ 1001 │ FIRST │ 1 │ 2 │ 3 │ |
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│ 1002 │ SECOND │ 2 │ 10 │ 1024 │ |
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│ 1003 │ THIRD │ 4 │ 4 │ 16 │ |
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╰──────────────┴───────────────┴─────────────┴─────────────┴─────────────╯ |
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Record count: 3]]></m:pre> |
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|
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<h2>Removing attributes</h2> |
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<p> |
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The relation on the output might have different structure that the relation on the input. |
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We can keep only some of the original attributes: |
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</p> |
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<m:pre jazyk="bash"><![CDATA[sample-data \ |
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| relpipe-tr-guile \ |
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--relation n \ |
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--for-each '(set! $name (string-upcase $name) ) (set! $id (+ $id 1000) )' \ |
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--output-attribute 'id' integer \ |
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--output-attribute 'name' string \ |
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| relpipe-out-tabular]]></m:pre> |
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<p>and have:</p> |
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|
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<m:pre jazyk="text"><![CDATA[n: |
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╭──────────────┬───────────────╮ |
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│ id (integer) │ name (string) │ |
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├──────────────┼───────────────┤ |
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│ 1001 │ FIRST │ |
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│ 1002 │ SECOND │ |
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│ 1003 │ THIRD │ |
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╰──────────────┴───────────────╯ |
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Record count: 3]]></m:pre> |
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<h2>Adding attributes</h2> |
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<p> |
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If we do not want to completely redefine the structure of the relation, |
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we can keep all original attributes and just add definitions of some others: |
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</p> |
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|
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<m:pre jazyk="bash"><![CDATA[sample-data \ |
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| relpipe-tr-guile \ |
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--relation n \ |
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--for-each '(define $sum (+ $a $b $c) )' \ |
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--output-attribute 'sum' integer \ |
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--input-attributes-prepend \ |
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| relpipe-out-tabular]]></m:pre> |
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|
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<p>so we have a completely new attribute containing the sum of <code>a</code>, <code>b</code> and <code>c</code>:</p> |
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|
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<m:pre jazyk="text"><![CDATA[n: |
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╭──────────────┬───────────────┬─────────────┬─────────────┬─────────────┬───────────────╮ |
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│ id (integer) │ name (string) │ a (integer) │ b (integer) │ c (integer) │ sum (integer) │ |
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├──────────────┼───────────────┼─────────────┼─────────────┼─────────────┼───────────────┤ |
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│ 1 │ first │ 1 │ 2 │ 3 │ 6 │ |
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│ 2 │ second │ 2 │ 10 │ 1024 │ 1036 │ |
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│ 3 │ third │ 4 │ 4 │ 16 │ 24 │ |
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╰──────────────┴───────────────┴─────────────┴─────────────┴─────────────┴───────────────╯ |
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Record count: 3]]></m:pre> |
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|
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<p> |
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We can change the attribute order by using <code>--input-attributes-append</code> |
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instead of <code>--input-attributes-prepend</code>. |
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</p> |
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|
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<h2>Changing the attribute type</h2> |
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|
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141 |
<p> |
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Each attribute has a data type (integer, string…). |
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And we can change the type. Of course we have to modify the data, because we can not put e.g. string value into an integer attribute. |
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</p> |
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|
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<m:pre jazyk="bash"><![CDATA[sample-data \ |
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| relpipe-tr-guile \ |
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--relation n \ |
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--for-each '(define $id (string-upcase $name) )' \ |
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--output-attribute 'id' string \ |
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--output-attribute 'a' integer \ |
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--output-attribute 'b' integer \ |
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--output-attribute 'c' integer \ |
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| relpipe-out-tabular]]></m:pre> |
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155 |
|
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<p> |
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The code above changed the type of <code>id</code> attribute from integer to string |
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and put uppercase <code>name</code> into it: |
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159 |
</p> |
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160 |
|
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161 |
<m:pre jazyk="text"><![CDATA[n: |
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162 |
╭─────────────┬─────────────┬─────────────┬─────────────╮ |
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│ id (string) │ a (integer) │ b (integer) │ c (integer) │ |
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├─────────────┼─────────────┼─────────────┼─────────────┤ |
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│ FIRST │ 1 │ 2 │ 3 │ |
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│ SECOND │ 2 │ 10 │ 1024 │ |
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│ THIRD │ 4 │ 4 │ 16 │ |
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╰─────────────┴─────────────┴─────────────┴─────────────╯ |
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169 |
Record count: 3]]></m:pre> |
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170 |
|
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171 |
|
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<h2>Projection and restriction</h2> |
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173 |
|
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174 |
<p> |
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We can do projection and restriction at the same time, during the same transformation: |
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176 |
</p> |
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177 |
|
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178 |
<m:pre jazyk="bash"><![CDATA[sample-data \ |
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179 |
| relpipe-tr-guile \ |
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--relation n \ |
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--for-each '(set! $name (string-upcase $name) ) (set! $id (+ $id 1000) )' \ |
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--output-attribute 'id' integer \ |
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183 |
--output-attribute 'name' string \ |
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--where '(= $c (* $a $b) )' \ |
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185 |
| relpipe-out-tabular]]></m:pre> |
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186 |
|
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187 |
<p>and have:</p> |
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188 |
|
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189 |
<m:pre jazyk="bash"><![CDATA[n: |
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190 |
╭──────────────┬───────────────╮ |
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191 |
│ id (integer) │ name (string) │ |
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192 |
├──────────────┼───────────────┤ |
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193 |
│ 1003 │ THIRD │ |
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194 |
╰──────────────┴───────────────╯ |
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195 |
Record count: 1]]></m:pre> |
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196 |
|
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197 |
<p> |
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198 |
And if we use <code>expt</code> instead of <code>*</code>, we will get SECOND instead of THIRD. |
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199 |
</p> |
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200 |
|
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201 |
<p>The example above has its SQL equivalent:</p> |
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202 |
|
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203 |
<m:pre jazyk="sql"><![CDATA[SELECT |
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204 |
id + 1000 AS id, |
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205 |
upper(name) AS name |
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206 |
FROM n |
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207 |
WHERE c = (a * b);]]></m:pre> |
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208 |
|
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209 |
<p> |
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210 |
The difference is that <m:name/> do not require data to be stored anywhere, |
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211 |
because we (by default) process streams on the fly. |
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212 |
Thus one process can generate data, second one can transform them and the third one can convert them to some output format. |
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213 |
All processes are running at the same time and without need to cache all data at once. |
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214 |
</p> |
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|
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216 |
</text> |
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|
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218 |
</stránka> |