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Cheatsheets for CM1035 Algorithms & Data Structures 1 (#25)
* init directory * add Pseudocode syntax * add section on vectors * add section on queues * seperate general syntax from data structures * add section on stacks * explicitly construct structures * unify documents, update README * generate PDF * add section on time complexity * update chart price * update README
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level-4/algorithms-and-data-structures-i/student-notes/fabio-lama/README.md
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# About | ||
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Listed here is a collection of cheatsheet by topic. Those cheatsheets do not | ||
explain the topics in depth, but rather serve as quick lookup documents. | ||
Therefore, the course material provided by the lecturer should still be studied | ||
and understood. Not everything that is tested at the mid-terms or final exams is | ||
covered and the Author does not guarantee that the cheatsheets are free of | ||
errors. | ||
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* [Pseudocode, Data Structures & Time | ||
Complexity](./cheatsheet_pseudocode_data_structures.pdf) | ||
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# Building | ||
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_NOTE_: This step is only necessary if you chose to modify the base documents. | ||
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The base documents are written in [AsciiDoc](https://asciidoc.org/) and can be | ||
found in the `src/` directory. | ||
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The following dependencies must be installed (Ubuntu): | ||
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```console | ||
$ apt install -y ruby-dev wkhtmltopdf | ||
$ gem install asciidoctor | ||
$ chmod +x build.sh | ||
``` | ||
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To build the documents (PDF version): | ||
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```console | ||
$ ./build.sh pdf | ||
``` | ||
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Optionally, for the HTML version: | ||
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```console | ||
$ ./build.sh html | ||
``` | ||
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and for the PNG version: | ||
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```console | ||
$ ./build.sh png | ||
``` | ||
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The generated output can be deleted with `./build.sh clean`. | ||
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# Disclaimer | ||
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The Presented Documents ("cheatsheets") by the Author ("Fabio Lama") are | ||
summaries of specific topics. The term "cheatsheet" implies that the Presented | ||
Documents are intended to be used as learning aids or as references for | ||
practicing and does not imply that the Presented Documents should be used for | ||
inappropriate practices during exams such as cheating or other offenses. | ||
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The Presented Documents are heavily based on the learning material provided by | ||
the University of London, respectively the VLeBooks Collection database in the | ||
Online Library and the material provided on the Coursera platform. | ||
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The Presented Documents may incorporate direct or indirect definitions, | ||
examples, descriptions, graphs, sentences and/or other content used in those | ||
provided materials. **At no point does the Author present the work or ideas | ||
incorporated in the Presented Documents as their own.** |
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level-4/algorithms-and-data-structures-i/student-notes/fabio-lama/build.sh
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#!/bin/bash | ||
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# Because `make` sucks. | ||
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gen_html() { | ||
# Remove suffix and prefix | ||
FILE=$1 | ||
OUT=${FILE%.adoc} | ||
HTML_OUT="cheatsheet_${OUT}.html" | ||
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asciidoctor $FILE -o ${HTML_OUT} | ||
} | ||
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# Change directory to src/ in order to have images included correctly. | ||
cd "$(dirname "$0")/src/" | ||
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case $1 in | ||
html) | ||
for FILE in *.adoc | ||
do | ||
# Generate HTML file. | ||
gen_html ${FILE} | ||
done | ||
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# Move up from src/ | ||
mv *.html ../ | ||
;; | ||
pdf) | ||
for FILE in *.adoc | ||
do | ||
# Generate HTML file. | ||
gen_html ${FILE} | ||
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# Convert HTML to PDF. | ||
PDF_OUT="cheatsheet_${OUT}.pdf" | ||
wkhtmltopdf \ | ||
--enable-local-file-access \ | ||
--javascript-delay 2000\ | ||
$HTML_OUT $PDF_OUT | ||
done | ||
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# Move up from src/ | ||
mv *.pdf ../ | ||
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# Cleanup temporarily generated HTML files. | ||
rm *.html > /dev/null 2>&1 | ||
;; | ||
png | img) | ||
for FILE in *.adoc | ||
do | ||
# Generate HTML file. | ||
gen_html ${FILE} | ||
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# Convert HTML to PNG. | ||
IMG_OUT="cheatsheet_${OUT}.png" | ||
wkhtmltopdf \ | ||
--enable-local-file-access \ | ||
--javascript-delay 2000\ | ||
$HTML_OUT $IMG_OUT | ||
done | ||
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# Move up from src/ | ||
mv *.png ../ | ||
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# Cleanup temporarily generated HTML files. | ||
rm *.html > /dev/null 2>&1 | ||
;; | ||
clean) | ||
rm *.html > /dev/null 2>&1 | ||
rm *.png > /dev/null 2>&1 | ||
rm ../*.html > /dev/null 2>&1 | ||
rm ../*.png > /dev/null 2>&1 | ||
;; | ||
*) | ||
echo "Unrecognized command" | ||
;; | ||
esac |
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...-data-structures-i/student-notes/fabio-lama/src/pseudocode_data_structures.adoc
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= Cheatsheet - Pseudocode, Data Structures & Time Complexity | ||
Fabio Lama <fabio[email protected]> | ||
:description: Module: CM1015 Computational Mathematics, started 04. April 2022 | ||
:doctype: article | ||
:sectnums: 4 | ||
:toclevels: 4 | ||
:stem: | ||
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== General Pseudocode Syntax (Example) | ||
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Pseudocode describes the logical steps of an algorithm or process in | ||
(mostly) plain language. | ||
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image::assets/morning_chart.png[width=550, float="right"] | ||
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. stem:[bb "function " "Morning"(tt "conscious, done, cereal")] | ||
. stem:[" " bb "if " tt "conscious" = "TRUE" bb " then"] | ||
. stem:[" " " " tt "maths" larr 0] | ||
. stem:[" " " " bb "for " 1 <= i <= tt "done" bb " do"] | ||
. stem:[" " " " " " tt "maths" larr tt "maths" + 1] | ||
. stem:[" " " " bb "end for"] | ||
. stem:[" " " " bb "while " tt "cereal" > 0 bb " do"] | ||
. stem:[" " " " " " tt "cereal" larr tt "cereal" - 1] | ||
. stem:[" " " " bb "end while"] | ||
. stem:[" " bb "end if"] | ||
. stem:[" " bb "return " "ready!"] | ||
. stem:[bb "end function"] | ||
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We can now call the stem:["Morning"] function: | ||
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. stem:[tt "status" larr "Morning"("TRUE", 10, 5)] | ||
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== Data Structures | ||
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=== Vector | ||
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A **vector** is a sequentially orderer collection of elements (like an ordered | ||
set). For example, the following vector stem:[v] is of size _three_ and | ||
contains the elements stem:[A], stem:[B] and stem:[C]: | ||
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[stem] | ||
++++ | ||
"new Vector " v(3) = (A, B, C) | ||
++++ | ||
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The size of the vector is **fixed**, meaning one cannot add or remove items from | ||
it (only replace individual items). | ||
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NOTE: In some programming languages, "vector" refers to a _growable_ collection | ||
of data, which is very different and not the case here. | ||
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==== Operations | ||
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We can do operations on vectors: | ||
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* stem:["LENGTH"\[v\]]: Returns the size of vector stem:[v]. | ||
* stem:[v\[k\]]: Returns the element of the vector stem:[v] at index | ||
stem:[k]. | ||
* stem:[v\[k\] larr o]: Stores the element stem:[o] into the vector stem:[v] | ||
at index stem:[k]. | ||
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For example, given vector: | ||
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[stem] | ||
++++ | ||
"new Vector " v(4) = (A, B, C, D) | ||
++++ | ||
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Then: | ||
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[stem] | ||
++++ | ||
"LENGTH"[v] = 4\ | ||
v[2] = B\ | ||
v[2] larr Z\ | ||
v[2] = Z\ | ||
v = (A, Z, C, D) | ||
++++ | ||
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NOTE: In programming languages, the index usually starts at stem:[0], | ||
respectively the first element of the set is indexed at stem:[0], followed by | ||
stem:[1, 2, ...]. In our case, we start the index at stem:[1]. | ||
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=== Queue | ||
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A **queue** is a data structure where elements need to "wait" before they get | ||
processed. Elements the get processed in the order the elements were added, | ||
respectively "first in first out" (FIFO). Queues are not fixed sized. Elements | ||
get added to the "tail" and come out at the "head". | ||
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[stem] | ||
++++ | ||
"new Queue " q = (A, B, C) | ||
++++ | ||
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==== Operations | ||
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We can do operations on queues: | ||
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* stem:["HEAD"\[q\]]: Returns the element at the head of the queue. | ||
* stem:["DEQUEUE"\[q\]]: Returns the element at the head of the queue and removes | ||
that element from the queue. | ||
* stem:["ENQUEUE"\[o, q\]]: Adds the element stem:[o] to the tail of the queue. | ||
* stem:["EMPTY"\[q\]]: Returns _true_ if the queue is empty or _false_ if otherwise. | ||
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For example, given queue: | ||
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[stem] | ||
++++ | ||
"new Queue " q = (A, B, C, D) | ||
++++ | ||
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Then: | ||
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[stem] | ||
++++ | ||
"HEAD"[q] = D\ | ||
q = (A, B, C, D)\ | ||
"DEQUEUE"[q] = D\ | ||
q = (A, B, C)\ | ||
"ENQUEUE"[Z, q]\ | ||
q = (Z, A, B, C)\ | ||
"EMPTY"[q] = "false" | ||
++++ | ||
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=== Stack | ||
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A stack is like a queue, but elements are processed in the "last in first out" | ||
(LIFO) order. | ||
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==== Operations | ||
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* stem:["PUSH"\[o,s\]]: Adds element stem:[o] to the stack. | ||
* stem:["TOP"\[s\]]: Returns the last inserted element from the stack. | ||
* stem:["POP"\[s\]]: Returns the last inserted element from the stack and | ||
removes that element from the stack. | ||
* stem:["EMPTY"\[s\]]: Returns _true_ if the stack is empty or _false_ if | ||
otherwise. | ||
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For example, given stack: | ||
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[stem] | ||
++++ | ||
"new Stack " s = (A, B, C) | ||
++++ | ||
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Then: | ||
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[stem] | ||
++++ | ||
"PUSH"[Z,s]\ | ||
s = (A, B, C, Z)\ | ||
"TOP"[s] = Z\ | ||
s = (A, B, C, Z)\ | ||
"POP"[s] = Z\ | ||
s = (A, B, C)\ | ||
"EMPTY"[s] = "false" | ||
++++ | ||
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== Time Complexity | ||
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.Source: https://youtu.be/47GRtdHOKMg | ||
image::assets/time_complexity.jpg[align=center, width=500] |