diff --git a/.gitignore b/.gitignore
index 535289b5..f94096ca 100644
--- a/.gitignore
+++ b/.gitignore
@@ -1,3 +1,310 @@
connector/Lib/*
connector/Scripts/*
-pyvenv.cfg
\ No newline at end of file
+pyvenv.cfg
+
+## Core latex/pdflatex auxiliary files:
+*.aux
+*.lof
+*.log
+*.lot
+*.fls
+*.out
+*.toc
+*.fmt
+*.fot
+*.cb
+*.cb2
+.*.lb
+
+## Intermediate documents:
+*.dvi
+*.xdv
+*-converted-to.*
+# these rules might exclude image files for figures etc.
+# *.ps
+# *.eps
+# *.pdf
+
+## Generated if empty string is given at "Please type another file name for output:"
+.pdf
+
+## Bibliography auxiliary files (bibtex/biblatex/biber):
+*.bbl
+*.bcf
+*.blg
+*-blx.aux
+*-blx.bib
+*.run.xml
+
+## Build tool auxiliary files:
+*.fdb_latexmk
+*.synctex
+*.synctex(busy)
+*.synctex.gz
+*.synctex.gz(busy)
+*.pdfsync
+*.rubbercache
+rubber.cache
+
+## Build tool directories for auxiliary files
+# latexrun
+latex.out/
+
+## Auxiliary and intermediate files from other packages:
+# algorithms
+*.alg
+*.loa
+
+# achemso
+acs-*.bib
+
+# amsthm
+*.thm
+
+# beamer
+*.nav
+*.pre
+*.snm
+*.vrb
+
+# changes
+*.soc
+
+# comment
+*.cut
+
+# cprotect
+*.cpt
+
+# elsarticle (documentclass of Elsevier journals)
+*.spl
+
+# endnotes
+*.ent
+
+# fixme
+*.lox
+
+# feynmf/feynmp
+*.mf
+*.mp
+*.t[1-9]
+*.t[1-9][0-9]
+*.tfm
+
+#(r)(e)ledmac/(r)(e)ledpar
+*.end
+*.?end
+*.[1-9]
+*.[1-9][0-9]
+*.[1-9][0-9][0-9]
+*.[1-9]R
+*.[1-9][0-9]R
+*.[1-9][0-9][0-9]R
+*.eledsec[1-9]
+*.eledsec[1-9]R
+*.eledsec[1-9][0-9]
+*.eledsec[1-9][0-9]R
+*.eledsec[1-9][0-9][0-9]
+*.eledsec[1-9][0-9][0-9]R
+
+# glossaries
+*.acn
+*.acr
+*.glg
+*.glo
+*.gls
+*.glsdefs
+*.lzo
+*.lzs
+*.slg
+*.slo
+*.sls
+
+# uncomment this for glossaries-extra (will ignore makeindex's style files!)
+# *.ist
+
+# gnuplot
+*.gnuplot
+*.table
+
+# gnuplottex
+*-gnuplottex-*
+
+# gregoriotex
+*.gaux
+*.glog
+*.gtex
+
+# htlatex
+*.4ct
+*.4tc
+*.idv
+*.lg
+*.trc
+*.xref
+
+# hypdoc
+*.hd
+
+# hyperref
+*.brf
+
+# knitr
+*-concordance.tex
+# TODO Uncomment the next line if you use knitr and want to ignore its generated tikz files
+# *.tikz
+*-tikzDictionary
+
+# listings
+*.lol
+
+# luatexja-ruby
+*.ltjruby
+
+# makeidx
+*.idx
+*.ilg
+*.ind
+
+# minitoc
+*.maf
+*.mlf
+*.mlt
+*.mtc[0-9]*
+*.slf[0-9]*
+*.slt[0-9]*
+*.stc[0-9]*
+
+# minted
+_minted*
+*.pyg
+
+# morewrites
+*.mw
+
+# newpax
+*.newpax
+
+# nomencl
+*.nlg
+*.nlo
+*.nls
+
+# pax
+*.pax
+
+# pdfpcnotes
+*.pdfpc
+
+# sagetex
+*.sagetex.sage
+*.sagetex.py
+*.sagetex.scmd
+
+# scrwfile
+*.wrt
+
+# svg
+svg-inkscape/
+
+# sympy
+*.sout
+*.sympy
+sympy-plots-for-*.tex/
+
+# pdfcomment
+*.upa
+*.upb
+
+# pythontex
+*.pytxcode
+pythontex-files-*/
+
+# tcolorbox
+*.listing
+
+# thmtools
+*.loe
+
+# TikZ & PGF
+*.dpth
+*.md5
+*.auxlock
+
+# titletoc
+*.ptc
+
+# todonotes
+*.tdo
+
+# vhistory
+*.hst
+*.ver
+
+# easy-todo
+*.lod
+
+# xcolor
+*.xcp
+
+# xmpincl
+*.xmpi
+
+# xindy
+*.xdy
+
+# xypic precompiled matrices and outlines
+*.xyc
+*.xyd
+
+# endfloat
+*.ttt
+*.fff
+
+# Latexian
+TSWLatexianTemp*
+
+## Editors:
+# WinEdt
+*.bak
+*.sav
+
+# Texpad
+.texpadtmp
+
+# LyX
+*.lyx~
+
+# Kile
+*.backup
+
+# gummi
+.*.swp
+
+# KBibTeX
+*~[0-9]*
+
+# TeXnicCenter
+*.tps
+
+# auto folder when using emacs and auctex
+./auto/*
+*.el
+
+# expex forward references with \gathertags
+*-tags.tex
+
+# standalone packages
+*.sta
+
+# Makeindex log files
+*.lpz
+
+# xwatermark package
+*.xwm
+
+# REVTeX puts footnotes in the bibliography by default, unless the nofootinbib
+# option is specified. Footnotes are the stored in a file with suffix Notes.bib.
+# Uncomment the next line to have this generated file ignored.
+#*Notes.bib
\ No newline at end of file
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+
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diff --git a/docs/final_documentation/images/systemArchitecture.drawio.pdf b/docs/final_documentation/images/systemArchitecture.drawio.pdf
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diff --git a/docs/final_documentation/images/web-development.svg b/docs/final_documentation/images/web-development.svg
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diff --git a/docs/final_documentation/main.pdf b/docs/final_documentation/main.pdf
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diff --git a/docs/final_documentation/main.tex b/docs/final_documentation/main.tex
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@@ -0,0 +1,54 @@
+\documentclass{article}[11pt]
+\usepackage{graphicx}
+\usepackage{float}
+
+\title{ERSMS, Group F, Project Documentation}
+\author{Hubert Dwornik, Michał Łezka, Jakub Mazur \\ Michał Sar, Krzysztof Rudnicki}
+\begin{document}
+\maketitle
+
+\section{System Architecture}
+We have designed and implemented 4 microservices,
+all of microservices are written in Python using Flask framework
+\paragraph{AI recommendations}
+Based on a list of movies ids, calculates and returns list of ids recommended for user who likes given movies
+\paragraph{Analytics}
+Holds information about number of
+ratings, number of users,
+average movie ratings, ratings of
+given user which are later used in
+webinterface to show data for admins
+concerning website usage
+\paragraph{Notifications}
+Notifies user whenever there is a new movie recommend by AI recommender for them
+\paragraph{Backend}
+Updates database and mantains all ongoing and incoming communication between all microservices, both between microservies and from microservices to the webinterface
+\paragraph{Caching}
+We implemented two caches
+\begin{enumerate}
+ \item Backend is cached inside Analytics Service \\
+ Analytics service holds tata about users and movies,
+ in order to not pull all the data from backend every time we update analytics
+ (for example every day), we keep the cache of backend date in our analytics
+ service
+ \item AI recommendations are cached inside Notification Service \\
+ AI recommendations can change whenever new movie appears, notification
+ service keeps the cache of ai recommendation service in order to not
+ pull all the data from the ai recommendation every time it wants to notify
+ the users about new movies to recommend
+\end{enumerate}
+
+
+\begin{figure}[H]
+ \caption{System architecture representation, webinterface although not part of microservices included to show relation with backend}
+ \centering
+\includegraphics[width=\textwidth]{images/systemArchitecture.drawio.pdf}
+\end{figure}
+
+
+\section{Automated Infrastructure Management solution}
+\section{Federated authorization and authentication management in the project}
+\section{Threat model with mitigations}
+
+
+\end{document}
\ No newline at end of file