From e05837c965d9f11acc84f61a66116edee4c3eb43 Mon Sep 17 00:00:00 2001 From: Kacper Donat Date: Sun, 20 May 2018 09:23:22 +0200 Subject: [PATCH] Sprawko v0 --- .gitignore | 50 ++++++++- generate-results.php | 42 ++++++++ sprawozdanie/oczekiwane.jpg | Bin 0 -> 73722 bytes sprawozdanie/out/13_1.jpg | Bin 0 -> 5713 bytes sprawozdanie/out/13_128.jpg | Bin 0 -> 6557 bytes sprawozdanie/out/13_16.jpg | Bin 0 -> 6834 bytes sprawozdanie/out/13_2.jpg | Bin 0 -> 5686 bytes sprawozdanie/out/13_200.jpg | Bin 0 -> 6377 bytes sprawozdanie/out/13_32.jpg | Bin 0 -> 7194 bytes sprawozdanie/out/13_4.jpg | Bin 0 -> 5880 bytes sprawozdanie/out/13_64.jpg | Bin 0 -> 6689 bytes sprawozdanie/out/13_8.jpg | Bin 0 -> 6365 bytes sprawozdanie/out/13_damaged.jpg | Bin 0 -> 6569 bytes sprawozdanie/out/13_ok.jpg | Bin 0 -> 7114 bytes sprawozdanie/out/18_1.jpg | Bin 0 -> 5389 bytes sprawozdanie/out/18_128.jpg | Bin 0 -> 6346 bytes sprawozdanie/out/18_16.jpg | Bin 0 -> 5904 bytes sprawozdanie/out/18_2.jpg | Bin 0 -> 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sprawozdanie/out/4_16.jpg | Bin 0 -> 6224 bytes sprawozdanie/out/4_2.jpg | Bin 0 -> 5221 bytes sprawozdanie/out/4_200.jpg | Bin 0 -> 6002 bytes sprawozdanie/out/4_32.jpg | Bin 0 -> 6970 bytes sprawozdanie/out/4_4.jpg | Bin 0 -> 5338 bytes sprawozdanie/out/4_64.jpg | Bin 0 -> 6728 bytes sprawozdanie/out/4_8.jpg | Bin 0 -> 6191 bytes sprawozdanie/out/4_damaged.jpg | Bin 0 -> 5666 bytes sprawozdanie/out/4_ok.jpg | Bin 0 -> 10022 bytes sprawozdanie/out/pjm_1.jpg | Bin 0 -> 5153 bytes sprawozdanie/out/pjm_128.jpg | Bin 0 -> 6993 bytes sprawozdanie/out/pjm_16.jpg | Bin 0 -> 6148 bytes sprawozdanie/out/pjm_2.jpg | Bin 0 -> 5435 bytes sprawozdanie/out/pjm_200.jpg | Bin 0 -> 7187 bytes sprawozdanie/out/pjm_32.jpg | Bin 0 -> 6990 bytes sprawozdanie/out/pjm_4.jpg | Bin 0 -> 5271 bytes sprawozdanie/out/pjm_64.jpg | Bin 0 -> 7021 bytes sprawozdanie/out/pjm_8.jpg | Bin 0 -> 5454 bytes sprawozdanie/out/pjm_damaged.jpg | Bin 0 -> 64062 bytes sprawozdanie/out/pjm_ok.jpg | Bin 0 -> 64062 bytes sprawozdanie/out/t_1.jpg | Bin 0 -> 5075 bytes sprawozdanie/out/t_128.jpg | Bin 0 -> 6866 bytes sprawozdanie/out/t_16.jpg | Bin 0 -> 5522 bytes sprawozdanie/out/t_2.jpg | Bin 0 -> 5116 bytes sprawozdanie/out/t_200.jpg | Bin 0 -> 6860 bytes sprawozdanie/out/t_32.jpg | Bin 0 -> 6098 bytes sprawozdanie/out/t_4.jpg | Bin 0 -> 5278 bytes sprawozdanie/out/t_64.jpg | Bin 0 -> 6927 bytes sprawozdanie/out/t_8.jpg | Bin 0 -> 4974 bytes sprawozdanie/out/t_damaged.jpg | Bin 0 -> 35598 bytes sprawozdanie/out/t_ok.jpg | Bin 0 -> 35598 bytes sprawozdanie/sprawozdanie.tex | 169 ++++++++++++++++++++++++++++++ sprawozdanie/steps/blur.jpg | Bin 0 -> 63678 bytes sprawozdanie/steps/brightness.jpg | Bin 0 -> 71567 bytes sprawozdanie/steps/decals.jpg | Bin 0 -> 170839 bytes sprawozdanie/steps/in.jpg | Bin 0 -> 258139 bytes sprawozdanie/steps/noise.jpg | Bin 0 -> 168260 bytes sprawozdanie/steps/sepia.jpg | Bin 0 -> 76531 bytes sprawozdanie/table.php | 4 + sprawozdanie/table.tex | 6 ++ test_plot.py | 46 +++++--- utils.py | 6 +- 80 files changed, 308 insertions(+), 15 deletions(-) create mode 100644 generate-results.php create mode 100644 sprawozdanie/oczekiwane.jpg create mode 100644 sprawozdanie/out/13_1.jpg create mode 100644 sprawozdanie/out/13_128.jpg create mode 100644 sprawozdanie/out/13_16.jpg create mode 100644 sprawozdanie/out/13_2.jpg create mode 100644 sprawozdanie/out/13_200.jpg create mode 100644 sprawozdanie/out/13_32.jpg create mode 100644 sprawozdanie/out/13_4.jpg create mode 100644 sprawozdanie/out/13_64.jpg create mode 100644 sprawozdanie/out/13_8.jpg create mode 100644 sprawozdanie/out/13_damaged.jpg create mode 100644 sprawozdanie/out/13_ok.jpg create mode 100644 sprawozdanie/out/18_1.jpg create mode 100644 sprawozdanie/out/18_128.jpg create mode 100644 sprawozdanie/out/18_16.jpg create mode 100644 sprawozdanie/out/18_2.jpg create mode 100644 sprawozdanie/out/18_200.jpg create mode 100644 sprawozdanie/out/18_32.jpg create mode 100644 sprawozdanie/out/18_4.jpg create mode 100644 sprawozdanie/out/18_64.jpg create mode 100644 sprawozdanie/out/18_8.jpg create mode 100644 sprawozdanie/out/18_damaged.jpg create mode 100644 sprawozdanie/out/18_ok.jpg create mode 100644 sprawozdanie/out/34_1.jpg create mode 100644 sprawozdanie/out/34_128.jpg create mode 100644 sprawozdanie/out/34_16.jpg create mode 100644 sprawozdanie/out/34_2.jpg create mode 100644 sprawozdanie/out/34_200.jpg create mode 100644 sprawozdanie/out/34_32.jpg create mode 100644 sprawozdanie/out/34_4.jpg create mode 100644 sprawozdanie/out/34_64.jpg create mode 100644 sprawozdanie/out/34_8.jpg create mode 100644 sprawozdanie/out/34_damaged.jpg create mode 100644 sprawozdanie/out/34_ok.jpg create mode 100644 sprawozdanie/out/4_1.jpg create mode 100644 sprawozdanie/out/4_128.jpg create mode 100644 sprawozdanie/out/4_16.jpg create mode 100644 sprawozdanie/out/4_2.jpg create mode 100644 sprawozdanie/out/4_200.jpg create mode 100644 sprawozdanie/out/4_32.jpg create mode 100644 sprawozdanie/out/4_4.jpg create mode 100644 sprawozdanie/out/4_64.jpg create mode 100644 sprawozdanie/out/4_8.jpg create mode 100644 sprawozdanie/out/4_damaged.jpg create mode 100644 sprawozdanie/out/4_ok.jpg create mode 100644 sprawozdanie/out/pjm_1.jpg create mode 100644 sprawozdanie/out/pjm_128.jpg create mode 100644 sprawozdanie/out/pjm_16.jpg create mode 100644 sprawozdanie/out/pjm_2.jpg create mode 100644 sprawozdanie/out/pjm_200.jpg create mode 100644 sprawozdanie/out/pjm_32.jpg create mode 100644 sprawozdanie/out/pjm_4.jpg create mode 100644 sprawozdanie/out/pjm_64.jpg create mode 100644 sprawozdanie/out/pjm_8.jpg create mode 100644 sprawozdanie/out/pjm_damaged.jpg create mode 100644 sprawozdanie/out/pjm_ok.jpg create mode 100644 sprawozdanie/out/t_1.jpg create mode 100644 sprawozdanie/out/t_128.jpg create mode 100644 sprawozdanie/out/t_16.jpg create mode 100644 sprawozdanie/out/t_2.jpg create mode 100644 sprawozdanie/out/t_200.jpg create mode 100644 sprawozdanie/out/t_32.jpg create mode 100644 sprawozdanie/out/t_4.jpg create mode 100644 sprawozdanie/out/t_64.jpg create mode 100644 sprawozdanie/out/t_8.jpg create mode 100644 sprawozdanie/out/t_damaged.jpg create mode 100644 sprawozdanie/out/t_ok.jpg create mode 100644 sprawozdanie/sprawozdanie.tex create mode 100644 sprawozdanie/steps/blur.jpg create mode 100644 sprawozdanie/steps/brightness.jpg create mode 100644 sprawozdanie/steps/decals.jpg create mode 100644 sprawozdanie/steps/in.jpg create mode 100644 sprawozdanie/steps/noise.jpg create mode 100644 sprawozdanie/steps/sepia.jpg create mode 100644 sprawozdanie/table.php create mode 100644 sprawozdanie/table.tex diff --git a/.gitignore b/.gitignore index 93f03f3..4b49c58 100644 --- a/.gitignore +++ b/.gitignore @@ -120,8 +120,6 @@ cmake-build-release/ ## Plugin-specific files: -# IntelliJ -out/ # mpeltonen/sbt-idea plugin .idea_modules/ @@ -142,3 +140,51 @@ fabric.properties damaged_* ok_* /dataset/ + +# common +*.csv +*.obj +*.exe +*.lst +*.tmp +*.pdb + +# tex +*.aux +*.lof +*.log +*.lot +*.fls +*.out +*.toc +*.fmt +*.fot +*.cb +*.cb2 +.*.lb +*.pdf + +/cmake-*/ + +/sprawozdanie/*-figure* + +## Build tool auxiliary files: +*.fdb_latexmk +*.synctex +*.synctex(busy) +*.synctex.gz +*.synctex.gz(busy) +*.pdfsync +*.auxlock + +# hyperref +*.brf + +# listings +*.lol + +# makeidx +*.idx +*.ilg +*.ind +*.ist diff --git a/generate-results.php b/generate-results.php new file mode 100644 index 0000000..81b6f2e --- /dev/null +++ b/generate-results.php @@ -0,0 +1,42 @@ +isFile()) continue; + + $path = $file->getPathname(); + $lines = preg_split("/\R/", file_get_contents($path)); + $headers = str_getcsv(array_shift($lines)); // headers + + $lines = array_map(function($line) { return preg_replace("/tensor\((.*?)\)/si", '$1', $line); }, $lines); + $lines = array_filter($lines); + $csv = array_map('str_getcsv', $lines); + $csv = array_map(function($line) use($headers) { return @array_combine($headers, $line); }, $csv); + + $result[(int)str_replace('loss_epoch_', '', $file->getBasename('.csv'))] = [ + 'generator' => array_mean(array_column($csv, 'g_loss')), + 'discriminator' => array_mean(array_column($csv, 'd_loss')), + 'data' => $csv + ]; +} + +ksort($result); +echo "epoch,g,d\n"; +// foreach($result as $epoch => $loss) { +// echo sprintf("%d,%.4f,%.4f\n", $epoch, $loss['generator'], $loss['discriminator']); +// } +$iteration = 0; +foreach($result as $epoch => $loss) { + foreach($loss['data'] as $row) { + if ($iteration++ % 5 != 0) continue; + + echo sprintf("%.4f,%.4f,%.4f\n", $iteration/100., $row['g_loss'], $row['d_loss']); + } +} diff --git a/sprawozdanie/oczekiwane.jpg b/sprawozdanie/oczekiwane.jpg new file mode 100644 index 0000000000000000000000000000000000000000..758826b6016e5942a2cc31ebe807a62cd340c324 GIT binary patch literal 73722 zcmb5VWmp_d&@Q~V6WrYwUs&AT7k7unT>?RpV2dyAzPP(4fdqG#;K3b&M@Y!wdEaw= z*ZKR^%>0>Yxx26Ks;REK{;mGo0T8Gwt0@DJUW6No8vyvX0Z;&-qoSdsp`xRsp<`g6 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każde zdjęcie zawiera losową zmianę do parametru w celu zapobiegnięcia + zbyt szybkiemu overfittingowi sieci. + + \section{Rezultaty} + \begin{center}\textit{\color{red} wstaw budowę sieci plox}\end{center} + + \begin{figure}[H] + \centering + \begin{tikzpicture} + \begin{axis}[grid=both, width=\linewidth, height=8cm, no marks, xmin=0, xmax=200, xlabel={Epoka}, ylabel={Strata}] + \addplot[very thin, blue] table [x=epoch,y=g,col sep=comma] {iterations.csv}; + \addplot[very thick] table [x=epoch,y=g,col sep=comma] {loss.csv}; + \end{axis} + \end{tikzpicture} + \caption{Funkcja straty dla generatora} + \label{fig:results} + \end{figure} + + \begin{figure}[H] + \centering + \begin{tikzpicture} + \begin{axis}[grid=both, width=\linewidth, height=8cm, no marks, xmin=0, xmax=200, xlabel={Epoka}, ylabel={Strata}] + \addplot[very thin, red] table [x=epoch,y=d,col sep=comma] {iterations.csv}; + \addplot[very thick] table [x=epoch,y=d,col sep=comma] {loss.csv}; + \end{axis} + \end{tikzpicture} + \caption{Funkcja straty dla dyskryminatora} + \end{figure} + + \begin{table}[H] + \centering + \def\arraystretch{.6} + \setlength{\tabcolsep}{0pt} % for the horizontal padding + \begin{tabular}{cccccccccccc} + zniszczone & 1 & 2 & 4 & 8 & 16 & 32 & 64 & 128 & 200 & oczekiwane \tabularnewline \hline + \input{table.tex} + \end{tabular} + \caption{Zestawienie wyników dla kolejnych epok, zdjęcia z 3 oraz 4 rzędu pochodzą z internetu, pozostałe zostały zniszczone generycznie} + \end{table} + + \subsection{Obserwacje} + Powyższe dane zostały pozyskane z uczenia sieci na datasecie zawierajacym 100 różnych elementów. W zestawieniu + \ref{fig:results} wyraźnie widać, że wraz z każdą generacją generator osiąga coraz lepsze wyniki jednak, od pewnego + momentu szybkość uczenia się zdecydowanie maleje. + + \subsection{Problemy} + Głównym blokujący problemem podczas rozwijania projektu były niezwykle długie czasy uczenia się sieci na CPU, oraz + dość wysoka podatność na zmiany w parametrach sieci czy wygenerowanego datasetu, nie pozwoliło to na zrobienie zbyt + wielu iteracji programu, a tym samym na jego skuteczny rozwój. + + Wyraźnie również widać przekolorowanie na obrazkach oraz zmianę jasności - prawdopodobnie oba te problemy wynikają z + zastosowania normalizacji zarówno wektora wejściowego jak i na poszczególnych etapach Generatora oraz przy konwersji + z tensorów, którymi posługuje się do obrazów. + + Po sprawdzeniu kilku różnych zestawu danych do uczenia się, można zauważyć, że efekty na obrazach pochodzących z + realnego śiata są do siebie bardzo podobne, co wskazywałoby na relatywną stabilność rozwiązania i problem ze + sposobem generowania danych, który dostarcza zbyt mało różnorodne wejście. Problem ten można by rozwiązać + wykorzystując dataset zbudowany na podstawie kilku różnych metod generowania zniszczeń, bądź najlepiej wykorzystując + dane pochodzące z realnego świata. + + Dodatkową trudnością jest fakt, że sieć nie tylko musi nauczyć się generować brakujące części obrazu ale też + decydować, które części są uszkodzeniem, a które detalem do zachowania. Problem ten widać w 3 wierszu prezentowanych + danych - wzór na koszuli został uznany za uszkodzenie i usunięty przez sieć. +\end{document} diff --git a/sprawozdanie/steps/blur.jpg b/sprawozdanie/steps/blur.jpg new file mode 100644 index 0000000000000000000000000000000000000000..98a04ce2aacf61a43e6ddad1d8d2d2b547f026a6 GIT binary patch literal 63678 zcmbTdd00|w_%^x#5mX$5LPaH^6m4);N((g=%^4grE1ZWW5$CK8nr4KCQyD2y;($|H znwnZz&ZU;3+sxeLn3YxzmAm%d$KUsz>zwO4f1Pt)F8Jf+U95FqFVDU1=YF2`-^71X zK*hz;*%1JN006Z00{(jo*aL7`S(q#o4uiqu&KcpQ)M2|NIC@PEHP?fIurMqD^*UcAETu9{-5} zRXD^0yaEB~0$^1TL>2U37of9solwyK8o>WKKwyXrR2Bx8lULYU(4+!@K@bR71_Fi3 z$ZV~?xb;0CqY72qX>2RI%_|6|OGlcpa__=%b`6~<@7G`Propjka`M}Epw%^Y?bg#L z7?_z`SXvPe*dK9lbRs*uP^dn>e*VV-LPEpBBO;@s8FBFmiAl*R>6bGyuVh_i=j9g^ z-ndzGi+8V7SXN$9DXMz#u(9b;b4%;vXV1I3dwTo&2S!FEW8;5LyqSDIGdnlGu=ru= z# zKtNlY2T=tM17GLuoQdVjL-a}hmBRr(r;284$q422QFh8o*ia0?4pj0y-GyY>l;RDV zh-uGdM?onzOZJ$vJ#>;@xhV+_g!NmGzA6s6H^P*YdU5o7b-576TeFcO>;fOO4=S&G 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