From 8120fefc584417a84168569007909ac63a40f3a2 Mon Sep 17 00:00:00 2001 From: Krzysztof Rudnicki Date: Mon, 29 May 2023 22:15:46 +0200 Subject: [PATCH] feat: start report --- midterm/report/report.aux | 27 ++ midterm/report/report.fdb_latexmk | 62 +++ midterm/report/report.fls | 411 ++++++++++++++++++ midterm/report/report.log | 219 ++++++++++ midterm/report/report.out | 10 + midterm/report/report.pdf | Bin 0 -> 18562 bytes midterm/report/report.synctex.gz | Bin 0 -> 4306 bytes midterm/report/report.tex | 33 ++ midterm/report/report.xdv | Bin 0 -> 20600 bytes ...IN_KLISZKO_RUDNICKI_PRELIMINARY_REPORT.tex | 0 10 files changed, 762 insertions(+) create mode 100644 midterm/report/report.aux create mode 100644 midterm/report/report.fdb_latexmk create mode 100644 midterm/report/report.fls create mode 100644 midterm/report/report.log create mode 100644 midterm/report/report.out create mode 100644 midterm/report/report.pdf create mode 100644 midterm/report/report.synctex.gz create mode 100644 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mode 100644 index 00000000..e82e33d0 --- /dev/null +++ b/midterm/report/report.tex @@ -0,0 +1,33 @@ +\documentclass[12pt]{article} +\usepackage{listings} +\usepackage{hyperref} +\title{EARIN project Midterm report} +\author{Krzysztof Rudnicki \\ Jakub Kliszko} +\begin{document} +\maketitle +\section{Progress} +We have implemented reading data from csv files, preprocessing them with optional showing of some of the information about the data and used model/learner for implementing neighbour searches \\ +Right now the model predicts random anime choosen from the table +\section{Results} +\subsection{Presentation} +\subsubsection{Plots} +\subsubsection{Tables} +\paragraph{Seed} We added seed in predict function for choosing random anime, using the same seed always returns same recommendations and choosing random anime is the only random part of our code \\ +User can specify their own seed by using -s or --seed flag by entering in command line: +\begin{lstlisting} +python -s 42 +\end{lstlisting} +\section{Challenges} +\subsection{Failed attempts} +Biggest challenge was realizing how overcomplicated and unnecessary difficult to implement is the first code we based on: \href{https://www.kaggle.com/code/chaitanya99/recommendation-system-cf-anime}{Kaggle code with tensorflow} \\ +This solutions runs for almost 10 minutes on kaggle and implementing it to run on our local devices was a real chore that took us a good day and a half to implement \\ +This implementation is based around very powerful Tensor Processing Unit from google and while it is possible to change it to run on local graphics card it requires downloading both cuda and cudnn to a downgraded version supported by tensorflow (11.8) and downgrading graphics card drivers \\ +Running it with CPU results in the model training for over 3 hours +\subsection{Corrections} +Suprisingly even though we based our preliminary report around different example code we managed to not make any corrections to preliminary report \\ +All of functionality that we want to implement is available in sklearn and scipy +\subsection{Results and findings} + +\section{Finishing project} + +\end{document} \ No newline at end of file diff --git a/midterm/report/report.xdv b/midterm/report/report.xdv new file mode 100644 index 0000000000000000000000000000000000000000..93e0ac1341e8981a3c17271904d153f3659cfc7f GIT binary patch literal 20600 zcmdTs33yaxl0P{}NJ36>U!4TVMe>pkBqm%T920~ffv6y$NkfM;IXb30;qXH7n$bjq z8V^Q;vy3yYBRe{txZ^QiqpqWly50&pisQNych*~5wyOTW`n`Thhlas#cYozozw1Bh zue<8ytFQ^Xc0ZaiTR;o`IMcGm-eg~6arU~qd)*dmnYE&{Y*wkYy2ffPpLGR1GXWnw zS~~)5MC;zvTGQRK+3s@euv@k|Ho4m@mE|*`vsvA4OPk%Xxy@~ymbSL<$b zxbV!Ptyz19rFL7l(`BjMj>oRvj*blj1ABwE?G*j}dp-MhioHQ|;rC#^5PLmu?Gz*N z*kfnQ7H3bNy~pKnc3H~RHAk0zZPrN2ralKe+PSS}qqD2kvDvcFQnszEth{VwGxh-3 z?r?P3E$d1)SjxQ%UtdvG3ID3rmz9;R#6u4roOsymJ+i1@ZcVA467Vtr+EzPQ5K^QM8CSc1GRX6Iq(-Py34%4 zUK_8`>UWhD{%1hTqMpZI8+7k80*^6j%f=p~2`5hLu;DKnO|Ey0b@&dX(0R5QonzC+ 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