obrazky pridat

prezentacia/1.tex

@@ -1,8 +1,4 @@
 
-\begin{frame}{Ahoj}
-\section{nieco}
-\end{frame}
-
 \begin{frame}{Schéma NN}
 \centering
 \begin{figure}[H]

prezentacia/2.tex

@@ -0,0 +1,148 @@
+\begin{frame}{Čo je neurónová sieť?}
+  \begin{itemize}
+    \item Matematický model inšpirovaný ľudským mozgom
+    \item Skladá sa z neurónov usporiadaných do vrstiev
+    \item Vstupná vrstva $\rightarrow$ skryté vrstvy $\rightarrow$ výstupná vrstva
+    \item Každé spojenie má váhu $w$ --- sieť sa učí úpravou týchto váh
+  \end{itemize}
+\end{frame}
+
+\input{1.tex}
+
+\begin{frame}{Ako sa sieť učí?}
+  \begin{enumerate}
+    \item \textbf{Forward pass} --- dáta prechádzajú sieťou, dostaneme predikciu
+    \item \textbf{Loss} --- zmeriame, ako veľmi sa sieť mýli
+    \item \textbf{Backpropagation} --- spočítame gradienty (derivácie chyby podľa váh)
+    \item \textbf{SGD update} --- upravíme váhy v smere najväčšieho poklesu chyby:
+  \end{enumerate}
+  \vspace{0.5em}
+  \begin{equation}
+    w \leftarrow w - \eta \cdot \frac{\partial L}{\partial w}
+  \end{equation}
+  \begin{center}
+    kde $\eta$ je \textit{learning rate}
+  \end{center}
+\end{frame}
+
+\begin{frame}{Aktivačné funkcie}
+  Bez aktivačných funkcií by bola celá sieť len lineárna transformácia.
+
+  \vspace{0.5em}
+  \textbf{ReLU} --- najpoužívanejšia funkcia:
+  \begin{equation}
+    \texttt{ReLU}(x) = \max(0, x)
+  \end{equation}
+
+  \textbf{Softmax} --- na výstupe pre klasifikáciu:
+  \begin{equation}
+    \texttt{softmax}(x_i) = \frac{e^{x_i}}{\sum_j e^{x_j}}
+  \end{equation}
+  Výstupom je pravdepodobnostné rozdelenie cez triedy.
+\end{frame}
+
+\begin{frame}{Burn framework}
+  \begin{itemize}
+    \item Deep learning framework napísaný v Ruste
+    \item Cieľ: byť pre Rust tým, čím je PyTorch pre Python
+    \item Kľúčové vlastnosti:
+    \begin{itemize}
+      \item Backend-agnostický dizajn
+      \item Typová bezpečnosť v compile-time
+      \item Automatická diferenciácia (autodiff)
+      \item Podpora pre CPU, CUDA, WebGPU, \dots
+    \end{itemize}
+  \end{itemize}
+\end{frame}
+
+\begin{frame}{Burn --- Backend systém}
+  Burn oddeľuje logiku modelu od hardvéru:
+
+  \vspace{0.5em}
+  \begin{center}
+    \texttt{Tensor<B, 2>} --- \texttt{B} je generický backend
+  \end{center}
+
+  \vspace{0.5em}
+  \begin{itemize}
+    \item \texttt{NdArray} --- Rust, CPU, žiadne závislosti
+    \item \texttt{Wgpu} --- GPU cez WebGPU (cross-platform)
+    \item \texttt{LibTorch} --- wrapper nad C++ LibTorch (CUDA)
+    \item \texttt{Candle} --- Hugging Face backend
+  \end{itemize}
+
+  \vspace{0.5em}
+  Ten istý kód beží na CPU aj GPU --- stačí zmeniť typ.
+\end{frame}
+
+\begin{frame}[fragile]{Backend sa mení jedným riadkom}
+\begin{lstlisting}[language=Rust, style=colouredRust]
+// CPU, Rust, žiadne závislosti
+type B = NdArray;
+
+// GPU cez WebGPU, cross-platform
+type B = Wgpu;
+
+// NVIDIA GPU cez LibTorch
+type B = LibTorch;
+\end{lstlisting}
+  \vspace{0.5em}
+  Zvyšok kódu sa nemení --- model, tréning, inferencia,
+  všetko zostáva rovnaké.
+\end{frame}
+
+\begin{frame}{Ako Burn pristupuje k tenzorom}
+  Tenzor v Burn nesie informáciu o type počas kompilácie:
+  \vspace{0.5em}
+  \begin{itemize}
+    \item \texttt{Tensor<B, 1>} --- vektor
+    \item \texttt{Tensor<B, 2>} --- matica
+    \item \texttt{Tensor<B, 3>} --- 3D tenzor (napr. batch obrázkov)
+  \end{itemize}
+  \vspace{0.5em}
+  Ak sa pokúsite násobiť maticu s vektorom nesprávnych rozmerov,
+  kompilátor to zastaví ešte pred spustením.
+\end{frame}
+
+\begin{frame}[fragile]{Ako vyzerá model v Burn}
+\begin{lstlisting}[language=Rust, style=colouredRust]
+#[derive(Module)]
+pub struct MnistModel<B: Backend> {
+    linear1: Linear<B>,
+    linear2: Linear<B>,
+    activation: Relu,
+}
+\end{lstlisting}]
+  \vspace{0.5em}
+  Derive makro \texttt{Module} automaticky vygeneruje:
+  \begin{itemize}
+    \item Zber všetkých parametrov na tréning
+    \item Serializáciu a deserializáciu modelu
+    \item Presun medzi zariadeniami (CPU $\leftrightarrow$ GPU)
+  \end{itemize}
+\end{frame}
+
+\begin{frame}[fragile]{Forward pass}
+\begin{lstlisting}[language=Rust, style=colouredRust]
+fn forward(&self, x: Tensor<B, 2>) -> Tensor<B, 2> {
+    let x = self.linear1.forward(x);
+    let x = self.activation.forward(x);
+    self.linear2.forward(x)
+}
+\end{lstlisting}
+
+\end{frame}
+
+\begin{frame}{Ako funguje autodiff v Burn}
+  Burn zabalí ľubovoľný backend do autodiff vrstvy:
+  \vspace{0.5em}
+  \begin{enumerate}
+    \item Počas forward passu sa buduje výpočtový graf
+    \item Každá operácia si pamätá, odkiaľ prišli dáta
+    \item \texttt{loss.backward()} prejde graf nazad.
+    \item Výsledok: gradient pre každý parameter
+  \end{enumerate}
+  \vspace{0.5em}
+  Typ rozlišuje fázy --- \texttt{Autodiff<Wgpu>} na tréning a \texttt{Wgpu} na inferenciu. 
+\end{frame}
+

prezentacia/3.tex

@@ -0,0 +1,195 @@
+
+
+\begin{frame}[fragile]{Štruktúra nášho projektu}
+\begin{verbatim}
+.
+├── Cargo.toml        # závislosti (burn, clap, npyz, ...)
+├── mnist.npz         # dataset
+└── src/
+    ├── lib.rs        # modul deklarácie
+    ├── main.rs       # tréningová slučka, načítanie dát
+    └── model.rs      # parametre siete
+\end{verbatim}
+
+  \vspace{0.5em}
+  Celý projekt --- 3 súbory. Žiadne skripty, žiadny Python glue.
+\end{frame}
+
+\begin{frame}[fragile]{Definícia parametrov siete}
+\begin{verbatim}
+pub struct Parameters<B: Backend> {
+    pub w1: Tensor<B, 2>,  // [784, hidden]
+    pub b1: Tensor<B, 1>,  // [hidden]
+    pub w2: Tensor<B, 2>,  // [hidden, 10]
+    pub b2: Tensor<B, 1>,  // [10]
+}
+\end{verbatim}
+
+  \vspace{0.5em}
+  \begin{itemize}
+    \item Generický typ \texttt{B: Backend} --- funguje na akomkoľvek backendu
+    \item Rozmery tenzorov sú súčasťou typu (\texttt{Tensor<B, 2>})
+    \item Kompilátor zachytí chyby v rozmeroch ešte \textbf{pred spustením}
+  \end{itemize}
+\end{frame}
+
+\begin{frame}[fragile]{Inicializácia váh}
+\begin{verbatim}
+let w1 = random_tensor([784, hidden_size],
+                        0.1, seed, device);
+let b1 = Tensor::zeros([hidden_size], device);
+\end{verbatim}
+
+  \vspace{0.5em}
+  \begin{itemize}
+    \item Váhy: náhodné z $\mathcal{N}(0,\; 0.1)$
+    \item Biasy: inicializované na nulu
+    \item \texttt{device} určuje, kde žijú dáta (CPU/GPU)
+    \item Seed zabezpečuje \textbf{reprodukovateľnosť}
+  \end{itemize}
+\end{frame}
+
+\begin{frame}[fragile]{Načítanie MNIST dát}
+\begin{verbatim}
+fn load_mnist_items(path: &str, examples: usize)
+    -> Vec<(Vec<f32>, u8)>
+\end{verbatim}
+
+  \vspace{0.5em}
+  \begin{itemize}
+    \item Otvoríme \texttt{mnist.npz} ako ZIP archív
+    \item Načítame obrázky + labely z \texttt{.npy} súborov
+    \item Normalizujeme pixely: $[0, 255] \rightarrow [0.0, 1.0]$
+    \item Výstup: vektor párov \texttt{(obrázok, číslica)}
+  \end{itemize}
+
+  \vspace{0.5em}
+  Rustový typový systém garantuje, že dáta majú správny formát.
+\end{frame}
+
+\begin{frame}[fragile]{CLI parametre s Clap}
+\begin{verbatim}
+#[derive(Parser, Debug)]
+struct Args {
+    #[arg(long, default_value_t = 50)]
+    batch_size: usize,
+    #[arg(long, default_value_t = 0.1)]
+    learning_rate: f64,
+    #[arg(long, default_value_t = 10)]
+    epochs: usize,
+}
+\end{verbatim}
+
+  \vspace{0.5em}
+  Jeden derive makro --- automatický parsing, help text, validácia.
+
+  \texttt{cargo run -- --epochs 20 --learning-rate 0.01}
+\end{frame}
+
+\begin{frame}{Tréningová slučka --- logika}
+  Pre každú epochu:
+  \begin{enumerate}
+    \item Rozdeľ trénovacie dáta na \textbf{mini-batche}
+    \item Pre každý batch:
+    \begin{itemize}
+      \item Forward pass: $\hat{y} = \text{softmax}((\mathbf{x} \cdot W_1 + b_1)_{\text{ReLU}} \cdot W_2 + b_2)$
+      \item Spočítaj cross-entropy loss
+      \item Backpropagation: gradienty pre $W_1, b_1, W_2, b_2$
+      \item Update: $\theta \leftarrow \theta - \eta \cdot \nabla L$
+    \end{itemize}
+    \item Vyhodnoť presnosť na dev sete
+  \end{enumerate}
+\end{frame}
+
+\begin{frame}{Burn vs PyTorch --- porovnanie}
+  \begin{center}
+  \begin{tabular}{lcc}
+    \hline
+    \textbf{Vlastnosť} & \textbf{PyTorch} & \textbf{Burn} \\
+    \hline
+    Jazyk            & Python/C++  & Rust \\
+    Typová bezpečnosť & runtime     & compile-time \\
+    Pamäťová bezpečnosť & GC/manuálna & ownership \\
+    Backendy         & CUDA, CPU   & CUDA, CPU, WebGPU \\
+    Binárka          & $\sim$GB + Python & $\sim$MB standalone \\
+    Nasadenie        & zložité     & jeden binárny súbor \\
+    \hline
+  \end{tabular}
+  \end{center}
+\end{frame}
+
+\begin{frame}{Výhoda: Compile-time kontroly}
+  V PyTorchi:
+  \begin{itemize}
+    \item Chyba v rozmeroch $\rightarrow$ \texttt{RuntimeError} po minútach tréningu
+    \item Preklep v názve vrstvy $\rightarrow$ tichý bug
+  \end{itemize}
+
+  \vspace{0.5em}
+  V Burn/Ruste:
+  \begin{itemize}
+    \item Nesprávne rozmery $\rightarrow$ \textbf{kompilátor to nepustí}
+    \item Nepoužitá premenná, chýbajúci branch $\rightarrow$ warning/error
+    \item Žiadne \texttt{None} prekvapenia --- \texttt{Option<T>} treba ošetriť
+  \end{itemize}
+
+  \vspace{0.5em}
+  \textbf{Menej debugovania, viac istoty.}
+\end{frame}
+
+\begin{frame}{Výhoda: Nasadenie do produkcie}
+  \begin{itemize}
+    \item \texttt{cargo build --release} $\rightarrow$ jeden statický binárny súbor
+    \item Žiadny Python runtime, žiadne virtuálne prostredia
+    \item Možnosť kompilácie do WebAssembly $\rightarrow$ inferencia v prehliadači
+    \item Ideálne pre embedded, edge zariadenia, IoT
+  \end{itemize}
+
+  \vspace{0.5em}
+  \begin{center}
+    PyTorch model: Docker kontajner $\sim$2\,GB \\
+    Burn model: binárka $\sim$5\,MB
+  \end{center}
+\end{frame}
+
+\begin{frame}{Výhoda: Fearless concurrency}
+  \begin{itemize}
+    \item Rustový ownership systém zabraňuje data races \textbf{v compile-time}
+    \item Bezpečný multithreading pre data loading, augmentáciu
+    \item Parameter \texttt{--threads} v našom projekte
+    \item V Pythone: GIL (Global Interpreter Lock) blokuje paralelizmus
+  \end{itemize}
+\end{frame>
+
+\begin{frame}{Kedy použiť Burn?}
+  \textbf{Vhodné:}
+  \begin{itemize}
+    \item Nasadenie modelov do produkcie
+    \item Edge/embedded inferencia
+    \item Keď chcete maximálny výkon a bezpečnosť
+    \item Keď už poznáte Rust
+  \end{itemize}
+
+  \vspace{0.5em}
+  \textbf{Nevhodné (zatiaľ):}
+  \begin{itemize}
+    \item Rýchle prototypovanie --- Python je stále rýchlejší na experimenty
+    \item Ekosystém --- PyTorch má tisíce hotových modelov
+    \item Burn je stále mladý projekt (aktívny vývoj)
+  \end{itemize}
+\end{frame}
+
+\begin{frame}{Zhrnutie}
+  \begin{itemize}
+    \item Neurónové siete = vrstvy neurónov, učenie cez gradienty
+    \item \textbf{Burn} prináša deep learning do Rustu
+    \item Backend-agnostický, typovo bezpečný, production-ready
+    \item Náš projekt: MNIST klasifikátor v 3 súboroch
+    \item Rust + Burn = bezpečnosť + výkon + jednoduchosť nasadenia
+  \end{itemize}
+
+  \vspace{1em}
+  \begin{center}
+    \Large Ďakujem za pozornosť!
+  \end{center}
+\end{frame}

prezentacia/main.tex

@@ -68,7 +68,7 @@
 \usetikzlibrary{calc, shapes, backgrounds}
 \usepackage{amsmath, amssymb}
 \usepackage{url}       
-\usepackage{listings}  
+\usepackage{listings, listings-rust}
 \usepackage{eurosym}
 \usepackage{adjustbox}
 \usepackage[absolute,overlay]{textpos}
@@ -94,7 +94,6 @@
 \date{}
 \setbeamertemplate{title separator}{}
 
-
 \setbeamertemplate{/foot}[totalframenumber]
 \setbeamercolor{/foot}{fg=white}
 \setbeamertemplate{footline}{
@@ -119,7 +118,7 @@
 \begin{document}
 
 \input{titulka}
-\input{1.tex}
+\input{2.tex}
     
  %\hspace{5cm}
  %\vspace{8cm}test znova

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+\@namedef{PYG@tok@go}{\def\PYG@tc##1{\textcolor[rgb]{0.44,0.44,0.44}{##1}}}
+\@namedef{PYG@tok@gt}{\def\PYG@tc##1{\textcolor[rgb]{0.00,0.27,0.87}{##1}}}
+\@namedef{PYG@tok@err}{\def\PYG@bc##1{{\setlength{\fboxsep}{\string -\fboxrule}\fcolorbox[rgb]{1.00,0.00,0.00}{1,1,1}{\strut ##1}}}}
+\@namedef{PYG@tok@kc}{\let\PYG@bf=\textbf\def\PYG@tc##1{\textcolor[rgb]{0.00,0.50,0.00}{##1}}}
+\@namedef{PYG@tok@kd}{\let\PYG@bf=\textbf\def\PYG@tc##1{\textcolor[rgb]{0.00,0.50,0.00}{##1}}}
+\@namedef{PYG@tok@kn}{\let\PYG@bf=\textbf\def\PYG@tc##1{\textcolor[rgb]{0.00,0.50,0.00}{##1}}}
+\@namedef{PYG@tok@kr}{\let\PYG@bf=\textbf\def\PYG@tc##1{\textcolor[rgb]{0.00,0.50,0.00}{##1}}}
+\@namedef{PYG@tok@bp}{\def\PYG@tc##1{\textcolor[rgb]{0.00,0.50,0.00}{##1}}}
+\@namedef{PYG@tok@fm}{\def\PYG@tc##1{\textcolor[rgb]{0.00,0.00,1.00}{##1}}}
+\@namedef{PYG@tok@vc}{\def\PYG@tc##1{\textcolor[rgb]{0.10,0.09,0.49}{##1}}}
+\@namedef{PYG@tok@vg}{\def\PYG@tc##1{\textcolor[rgb]{0.10,0.09,0.49}{##1}}}
+\@namedef{PYG@tok@vi}{\def\PYG@tc##1{\textcolor[rgb]{0.10,0.09,0.49}{##1}}}
+\@namedef{PYG@tok@vm}{\def\PYG@tc##1{\textcolor[rgb]{0.10,0.09,0.49}{##1}}}
+\@namedef{PYG@tok@sa}{\def\PYG@tc##1{\textcolor[rgb]{0.73,0.13,0.13}{##1}}}
+\@namedef{PYG@tok@sb}{\def\PYG@tc##1{\textcolor[rgb]{0.73,0.13,0.13}{##1}}}
+\@namedef{PYG@tok@sc}{\def\PYG@tc##1{\textcolor[rgb]{0.73,0.13,0.13}{##1}}}
+\@namedef{PYG@tok@dl}{\def\PYG@tc##1{\textcolor[rgb]{0.73,0.13,0.13}{##1}}}
+\@namedef{PYG@tok@s2}{\def\PYG@tc##1{\textcolor[rgb]{0.73,0.13,0.13}{##1}}}
+\@namedef{PYG@tok@sh}{\def\PYG@tc##1{\textcolor[rgb]{0.73,0.13,0.13}{##1}}}
+\@namedef{PYG@tok@s1}{\def\PYG@tc##1{\textcolor[rgb]{0.73,0.13,0.13}{##1}}}
+\@namedef{PYG@tok@mb}{\def\PYG@tc##1{\textcolor[rgb]{0.40,0.40,0.40}{##1}}}
+\@namedef{PYG@tok@mf}{\def\PYG@tc##1{\textcolor[rgb]{0.40,0.40,0.40}{##1}}}
+\@namedef{PYG@tok@mh}{\def\PYG@tc##1{\textcolor[rgb]{0.40,0.40,0.40}{##1}}}
+\@namedef{PYG@tok@mi}{\def\PYG@tc##1{\textcolor[rgb]{0.40,0.40,0.40}{##1}}}
+\@namedef{PYG@tok@il}{\def\PYG@tc##1{\textcolor[rgb]{0.40,0.40,0.40}{##1}}}
+\@namedef{PYG@tok@mo}{\def\PYG@tc##1{\textcolor[rgb]{0.40,0.40,0.40}{##1}}}
+\@namedef{PYG@tok@ch}{\let\PYG@it=\textit\def\PYG@tc##1{\textcolor[rgb]{0.24,0.48,0.48}{##1}}}
+\@namedef{PYG@tok@cm}{\let\PYG@it=\textit\def\PYG@tc##1{\textcolor[rgb]{0.24,0.48,0.48}{##1}}}
+\@namedef{PYG@tok@cpf}{\let\PYG@it=\textit\def\PYG@tc##1{\textcolor[rgb]{0.24,0.48,0.48}{##1}}}
+\@namedef{PYG@tok@c1}{\let\PYG@it=\textit\def\PYG@tc##1{\textcolor[rgb]{0.24,0.48,0.48}{##1}}}
+\@namedef{PYG@tok@cs}{\let\PYG@it=\textit\def\PYG@tc##1{\textcolor[rgb]{0.24,0.48,0.48}{##1}}}
+
+\def\PYGZbs{\char`\\}
+\def\PYGZus{\char`\_}
+\def\PYGZob{\char`\{}
+\def\PYGZcb{\char`\}}
+\def\PYGZca{\char`\^}
+\def\PYGZam{\char`\&}
+\def\PYGZlt{\char`\<}
+\def\PYGZgt{\char`\>}
+\def\PYGZsh{\char`\#}
+\def\PYGZpc{\char`\%}
+\def\PYGZdl{\char`\$}
+\def\PYGZhy{\char`\-}
+\def\PYGZsq{\char`\'}
+\def\PYGZdq{\char`\"}
+\def\PYGZti{\char`\~}
+% for compatibility with earlier versions
+\def\PYGZat{@}
+\def\PYGZlb{[}
+\def\PYGZrb{]}
+\makeatother

prezentacia/main/main.aux

@@ -9,25 +9,39 @@
 \babel@aux{slovak}{}
 \@writefile{nav}{\headcommand {\slideentry {0}{0}{1}{1/1}{}{0}}}
 \@writefile{nav}{\headcommand {\beamer@framepages {1}{1}}}
-\@writefile{toc}{\beamer@sectionintoc {1}{nieco}{2}{0}{1}}
+\@writefile{nav}{\headcommand {\slideentry {0}{0}{2}{2/2}{}{0}}}
-\@writefile{nav}{\headcommand {\beamer@sectionpages {1}{1}}}
-\@writefile{nav}{\headcommand {\beamer@subsectionpages {1}{1}}}
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 \@writefile{nav}{\headcommand {\beamer@framepages {2}{2}}}
-\@writefile{nav}{\headcommand {\slideentry {1}{0}{1}{3/3}{}{0}}}
+\@writefile{nav}{\headcommand {\slideentry {0}{0}{3}{3/3}{}{0}}}
 \@writefile{nav}{\headcommand {\beamer@framepages {3}{3}}}
-\bibcite{james2023islpython}{\hyperlink {beamerbibjames2023islpython}{1}}
+\@writefile{nav}{\headcommand {\slideentry {0}{0}{4}{4/4}{}{0}}}
-\newlabel{zdroje<1>}{{4}{4}{}{zdroje<1>}{}}
-\@writefile{snm}{\beamer@slide {zdroje<1>}{4}}
-\newlabel{zdroje}{{4}{4}{}{zdroje}{}}
-\@writefile{snm}{\beamer@slide {zdroje}{4}}
-\@writefile{nav}{\headcommand {\slideentry {1}{0}{2}{4/4}{}{0}}}
 \@writefile{nav}{\headcommand {\beamer@framepages {4}{4}}}
-\@writefile{nav}{\headcommand {\beamer@partpages {1}{4}}}
+\@writefile{nav}{\headcommand {\slideentry {0}{0}{5}{5/5}{}{0}}}
-\@writefile{nav}{\headcommand {\beamer@subsectionpages {1}{4}}}
+\@writefile{nav}{\headcommand {\beamer@framepages {5}{5}}}
-\@writefile{nav}{\headcommand {\beamer@sectionpages {1}{4}}}
+\@writefile{nav}{\headcommand {\slideentry {0}{0}{6}{6/6}{}{0}}}
-\@writefile{nav}{\headcommand {\beamer@documentpages {4}}}
+\@writefile{nav}{\headcommand {\beamer@framepages {6}{6}}}
-\@writefile{nav}{\headcommand {\gdef \inserttotalframenumber {4}}}
+\@writefile{nav}{\headcommand {\slideentry {0}{0}{7}{7/7}{}{0}}}
+\@writefile{nav}{\headcommand {\beamer@framepages {7}{7}}}
+\@writefile{nav}{\headcommand {\slideentry {0}{0}{8}{8/8}{}{0}}}
+\@writefile{nav}{\headcommand {\beamer@framepages {8}{8}}}
+\@writefile{nav}{\headcommand {\slideentry {0}{0}{9}{9/9}{}{0}}}
+\@writefile{nav}{\headcommand {\beamer@framepages {9}{9}}}
+\@writefile{nav}{\headcommand {\slideentry {0}{0}{10}{10/10}{}{0}}}
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+\@writefile{nav}{\headcommand {\slideentry {0}{0}{11}{11/11}{}{0}}}
+\@writefile{nav}{\headcommand {\beamer@framepages {11}{11}}}
+\@writefile{nav}{\headcommand {\slideentry {0}{0}{12}{12/12}{}{0}}}
+\@writefile{nav}{\headcommand {\beamer@framepages {12}{12}}}
+\bibcite{james2023islpython}{\hyperlink {beamerbibjames2023islpython}{1}}
+\newlabel{zdroje<1>}{{13}{13}{}{zdroje<1>}{}}
+\@writefile{snm}{\beamer@slide {zdroje<1>}{13}}
+\newlabel{zdroje}{{13}{13}{}{zdroje}{}}
+\@writefile{snm}{\beamer@slide {zdroje}{13}}
+\@writefile{nav}{\headcommand {\slideentry {0}{0}{13}{13/13}{}{0}}}
+\@writefile{nav}{\headcommand {\beamer@framepages {13}{13}}}
+\@writefile{nav}{\headcommand {\beamer@partpages {1}{13}}}
+\@writefile{nav}{\headcommand {\beamer@subsectionpages {1}{13}}}
+\@writefile{nav}{\headcommand {\beamer@sectionpages {1}{13}}}
+\@writefile{nav}{\headcommand {\beamer@documentpages {13}}}
+\@writefile{nav}{\headcommand {\gdef \inserttotalframenumber {13}}}
 \gdef\svg@ink@ver@settings{{\m@ne }{inkscape}{1}}
-\gdef \@abspage@last{4}
+\gdef \@abspage@last{13}

prezentacia/main/main.log

@@ -2201,7 +2201,9 @@ Package: listings 2025/11/14 1.11b (Carsten Heinz)
     but found:
         2025/11/14 1.11b (Carsten Heinz)
     so I'm assuming it got fixed.
-
+(./listings-rust.sty
+Package: listings-rust 2018/01/23 Custom Package
+)
 (/nix/store/56vq9r21wl8m731rsri7nh3l4ipih7jj-texlive-2025-r78234-final-env-texm
 fdist/tex/latex/eurosym/eurosym.sty
 Package: eurosym 1998/08/06 v1.1 European currency symbol ``Euro''
@@ -2367,35 +2369,35 @@ Package babel Info: 'slovak' activates 'slovak' shorthands.
 )
 \openout1 = main.aux
 
-LaTeX Font Info:    Checking defaults for OML/cmm/m/it on input line 119.
+LaTeX Font Info:    Checking defaults for OML/cmm/m/it on input line 118.
-LaTeX Font Info:    ... okay on input line 119.
+LaTeX Font Info:    ... okay on input line 118.
-LaTeX Font Info:    Checking defaults for OMS/cmsy/m/n on input line 119.
+LaTeX Font Info:    Checking defaults for OMS/cmsy/m/n on input line 118.
-LaTeX Font Info:    ... okay on input line 119.
+LaTeX Font Info:    ... okay on input line 118.
-LaTeX Font Info:    Checking defaults for OT1/cmr/m/n on input line 119.
+LaTeX Font Info:    Checking defaults for OT1/cmr/m/n on input line 118.
-LaTeX Font Info:    ... okay on input line 119.
+LaTeX Font Info:    ... okay on input line 118.
-LaTeX Font Info:    Checking defaults for T1/cmr/m/n on input line 119.
+LaTeX Font Info:    Checking defaults for T1/cmr/m/n on input line 118.
-LaTeX Font Info:    ... okay on input line 119.
+LaTeX Font Info:    ... okay on input line 118.
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+LaTeX Font Info:    Checking defaults for TS1/cmr/m/n on input line 118.
-LaTeX Font Info:    ... okay on input line 119.
+LaTeX Font Info:    ... okay on input line 118.
-LaTeX Font Info:    Checking defaults for TU/lmr/m/n on input line 119.
+LaTeX Font Info:    Checking defaults for TU/lmr/m/n on input line 118.
-LaTeX Font Info:    ... okay on input line 119.
+LaTeX Font Info:    ... okay on input line 118.
-LaTeX Font Info:    Checking defaults for OMX/cmex/m/n on input line 119.
+LaTeX Font Info:    Checking defaults for OMX/cmex/m/n on input line 118.
-LaTeX Font Info:    ... okay on input line 119.
+LaTeX Font Info:    ... okay on input line 118.
-LaTeX Font Info:    Checking defaults for U/cmr/m/n on input line 119.
+LaTeX Font Info:    Checking defaults for U/cmr/m/n on input line 118.
-LaTeX Font Info:    ... okay on input line 119.
+LaTeX Font Info:    ... okay on input line 118.
-LaTeX Font Info:    Checking defaults for PD1/pdf/m/n on input line 119.
+LaTeX Font Info:    Checking defaults for PD1/pdf/m/n on input line 118.
-LaTeX Font Info:    ... okay on input line 119.
+LaTeX Font Info:    ... okay on input line 118.
-LaTeX Font Info:    Checking defaults for PU/pdf/m/n on input line 119.
+LaTeX Font Info:    Checking defaults for PU/pdf/m/n on input line 118.
-LaTeX Font Info:    ... okay on input line 119.
+LaTeX Font Info:    ... okay on input line 118.
-LaTeX Font Info:    Checking defaults for LGR/cmr/m/n on input line 119.
+LaTeX Font Info:    Checking defaults for LGR/cmr/m/n on input line 118.
 LaTeX Font Info:    Trying to load font information for LGR+cmr on input line 1
-19.
+18.
 
 (/nix/store/56vq9r21wl8m731rsri7nh3l4ipih7jj-texlive-2025-r78234-final-env-texm
 fdist/tex/latex/cbfonts-fd/lgrcmr.fd
 File: lgrcmr.fd 2017/07/29 v1.2 Greek European Computer Regular
 )
-LaTeX Font Info:    ... okay on input line 119.
+LaTeX Font Info:    ... okay on input line 118.
 
 *geometry* driver: auto-detecting
 *geometry* detected driver: luatex
@@ -2458,7 +2460,7 @@ fdist/tex/latex/latexconfig/epstopdf-sys.cfg
 File: epstopdf-sys.cfg 2010/07/13 v1.3 Configuration of (r)epstopdf for TeX Liv
 e
 ))
-Package hyperref Info: Link coloring OFF on input line 119.
+Package hyperref Info: Link coloring OFF on input line 118.
  (./main/main.out)
 (./main/main.out)
 \@outlinefile=\write5
@@ -2492,13 +2494,13 @@ Dictionary: translator-theorem-dictionary, Language: English
 Package microtype Info: Patching varwidth to enable character protrusion.
 \MT@vwid@leftmargin=\dimen428
 \MT@vwid@rightmargin=\dimen429
-LaTeX Info: Redefining \microtypecontext on input line 119.
+LaTeX Info: Redefining \microtypecontext on input line 118.
-Package microtype Info: Applying patch `item' on input line 119.
+Package microtype Info: Applying patch `item' on input line 118.
-Package microtype Info: Applying patch `toc' on input line 119.
+Package microtype Info: Applying patch `toc' on input line 118.
-Package microtype Info: Applying patch `eqnum' on input line 119.
+Package microtype Info: Applying patch `eqnum' on input line 118.
-Package microtype Info: Applying patch `footnote' on input line 119.
+Package microtype Info: Applying patch `footnote' on input line 118.
-Package microtype Info: Applying patch `verbatim' on input line 119.
+Package microtype Info: Applying patch `verbatim' on input line 118.
-LaTeX Info: Redefining \microtypesetup on input line 119.
+LaTeX Info: Redefining \microtypesetup on input line 118.
 Package microtype Info: Generating PDF output.
 Package microtype Info: Character protrusion enabled (level 2).
 Package microtype Info: Using default protrusion set `alltext'.
@@ -2514,13 +2516,13 @@ Package microtype Info: Loading generic protrusion settings for font family
 (microtype)             For optimal results, create family-specific settings.
 (microtype)             See the microtype manual for details.
 LaTeX Font Info:    Overwriting symbol font `operators' in version `normal'
-(Font)                  OT1/lmr/m/n --> OT1/zavm/m/n on input line 119.
+(Font)                  OT1/lmr/m/n --> OT1/zavm/m/n on input line 118.
 LaTeX Font Info:    Overwriting symbol font `letters' in version `normal'
-(Font)                  OML/lmm/m/it --> OML/zavm/m/it on input line 119.
+(Font)                  OML/lmm/m/it --> OML/zavm/m/it on input line 118.
 LaTeX Font Info:    Overwriting symbol font `symbols' in version `normal'
-(Font)                  OMS/lmsy/m/n --> OMS/zavm/m/n on input line 119.
+(Font)                  OMS/lmsy/m/n --> OMS/zavm/m/n on input line 118.
 LaTeX Font Info:    Overwriting symbol font `largesymbols' in version `normal'
-(Font)                  OMX/lmex/m/n --> OMX/iwona/m/n on input line 119.
+(Font)                  OMX/lmex/m/n --> OMX/iwona/m/n on input line 118.
 
 
 Package siunitx Warning: Detected the "physics" package:
@@ -2534,20 +2536,20 @@ Package siunitx Warning: Detected the "physics" package:
 (siunitx)                to your preamble.
 
 Package translations Info: no dictionary file `translations-basic-dictionary-sl
-ovak.trsl' found. on input line 119.
+ovak.trsl' found. on input line 118.
 \symgns@font=\mathgroup6
 LaTeX Font Info:    Overwriting symbol font `gns@font' in version `bold'
 (Font)                  TS1/FiraSansLight(0)/m/n --> TS1/FiraSansLight(0)/b/n o
-n input line 119.
+n input line 118.
-Package gensymb Info: Math companion symbols declared on input line 119.
+Package gensymb Info: Math companion symbols declared on input line 118.
-LaTeX Info: Redefining \degree on input line 119.
+LaTeX Info: Redefining \degree on input line 118.
-LaTeX Info: Redefining \celsius on input line 119.
+LaTeX Info: Redefining \celsius on input line 118.
 Package gensymb Info: Using text companion symbols for \degree, \celsius and \p
-erthousand on input line 119.
+erthousand on input line 118.
-LaTeX Info: Redefining \ohm on input line 119.
+LaTeX Info: Redefining \ohm on input line 118.
-Package gensymb Info: Using \textohm for \ohm on input line 119.
+Package gensymb Info: Using \textohm for \ohm on input line 118.
-LaTeX Info: Redefining \micro on input line 119.
+LaTeX Info: Redefining \micro on input line 118.
-Package gensymb Info: Using \textmu for \micro on input line 119.
+Package gensymb Info: Using \textmu for \micro on input line 118.
 Package caption Info: Begin \AtBeginDocument code.
 Package caption Info: float package is loaded.
 Package caption Info: listings package is loaded.
@@ -2570,17 +2572,17 @@ Package: lscape 2020/05/28 v3.02 Landscape Pages (DPC)
 Package pdflscape Info: Auto-detected driver: pdftex on input line 81.
 )) (./main/main.nav)
 Package svg Info: Last page of `./svg-inkscape/logo_svg-tex.pdf' is 1 on input 
-line 119.
+line 118.
 
 (./svg-inkscape/logo_svg-tex.pdf_tex
-<./svg-inkscape/logo_svg-tex.pdf, id=18, page=1, 322.19081pt x 64.01605pt>
+<./svg-inkscape/logo_svg-tex.pdf, id=14, page=1, 322.19081pt x 64.01605pt>
 File: ./svg-inkscape/logo_svg-tex.pdf Graphic file (type pdf)
 <use ./svg-inkscape/logo_svg-tex.pdf, page 1>
 Package luatex.def Info: ./svg-inkscape/logo_svg-tex.pdf , page1 used on input 
 line 56.
 (luatex.def)             Requested size: 100.28166pt x 19.92487pt.
 )
-Overfull \hbox (14.36996pt too wide) in paragraph at lines 119--119
+Overfull \hbox (14.36996pt too wide) in paragraph at lines 118--118
 [][]  
  []
 
@@ -2601,9 +2603,9 @@ Overfull \hbox (14.36996pt too wide) in paragraph at lines 34--34
 [1
 
 {/nix/store/anbw89c7fwjbzc2jakj9knvnvzk9zr0x-texlive-2025-r78234-final-env/share
-/texmf-var/fonts/map/pdftex/updmap/pdftex.map}]) (./1.tex
+/texmf-var/fonts/map/pdftex/updmap/pdftex.map}]) (./2.tex
 Package svg Info: Last page of `./svg-inkscape/logo_svg-tex.pdf' is 1 on input 
-line 4.
+line 8.
 
 (./svg-inkscape/logo_svg-tex.pdf_tex
 File: ./svg-inkscape/logo_svg-tex.pdf Graphic file (type pdf)
@@ -2612,12 +2614,12 @@ Package luatex.def Info: ./svg-inkscape/logo_svg-tex.pdf , page1 used on input
 line 56.
 (luatex.def)             Requested size: 100.28166pt x 19.92487pt.
 )
-Overfull \hbox (14.36996pt too wide) in paragraph at lines 4--4
+Overfull \hbox (14.36996pt too wide) in paragraph at lines 8--8
 [][]  
  []
 
 LaTeX Font Info:    Trying to load font information for OT1+zavm on input line 
-4.
+8.
 
 (/nix/store/56vq9r21wl8m731rsri7nh3l4ipih7jj-texlive-2025-r78234-final-env-texm
 fdist/tex/latex/arev/ot1zavm.fd
@@ -2646,26 +2648,26 @@ Package microtype Info: Character `textemdash ' is missing
 (microtype)             in font `OT1/zavm/m/n/6'.
 (microtype)             Ignoring protrusion settings for this character.
 LaTeX Font Info:    Font shape `OML/zavm/m/it' will be
-(Font)              scaled to size 9.30756pt on input line 4.
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 LaTeX Font Info:    Font shape `OML/zavm/m/it' will be
-(Font)              scaled to size 6.80005pt on input line 4.
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 LaTeX Font Info:    Font shape `OML/zavm/m/it' will be
-(Font)              scaled to size 5.10004pt on input line 4.
+(Font)              scaled to size 5.10004pt on input line 8.
 LaTeX Font Info:    Trying to load font information for OMS+zavm on input line 
-4.
+8.
 
 (/nix/store/56vq9r21wl8m731rsri7nh3l4ipih7jj-texlive-2025-r78234-final-env-texm
 fdist/tex/latex/arev/omszavm.fd
 File: omszavm.fd 2006/05/30 Fontinst v1.929 font definitions for OMS/zavm.
 )
 LaTeX Font Info:    Trying to load font information for OMX+iwona on input line
- 4.
+ 8.
 
 (/nix/store/56vq9r21wl8m731rsri7nh3l4ipih7jj-texlive-2025-r78234-final-env-texm
 fdist/tex/latex/iwona/omxiwona.fd
 File: omxiwona.fd 2008/07/22 v0.995 font definition file for OMX/iwona (MW)
 )
-LaTeX Font Info:    Trying to load font information for U+msa on input line 4.
+LaTeX Font Info:    Trying to load font information for U+msa on input line 8.
 
 (/nix/store/56vq9r21wl8m731rsri7nh3l4ipih7jj-texlive-2025-r78234-final-env-texm
 fdist/tex/latex/amsfonts/umsa.fd
@@ -2675,7 +2677,7 @@ File: umsa.fd 2013/01/14 v3.01 AMS symbols A
 fdist/tex/latex/microtype/mt-msa.cfg
 File: mt-msa.cfg 2006/02/04 v1.1 microtype config. file: AMS symbols (a) (RS)
 )
-LaTeX Font Info:    Trying to load font information for U+msb on input line 4.
+LaTeX Font Info:    Trying to load font information for U+msb on input line 8.
 
 (/nix/store/56vq9r21wl8m731rsri7nh3l4ipih7jj-texlive-2025-r78234-final-env-texm
 fdist/tex/latex/amsfonts/umsb.fd
@@ -2686,12 +2688,12 @@ fdist/tex/latex/microtype/mt-msb.cfg
 File: mt-msb.cfg 2005/06/01 v1.0 microtype config. file: AMS symbols (b) (RS)
 )
 LaTeX Font Info:    Trying to load font information for TS1+FiraSansLight(0) on
- input line 4.
+ input line 8.
-LaTeX Font Info:    No file TS1FiraSansLight(0).fd. on input line 4.
+LaTeX Font Info:    No file TS1FiraSansLight(0).fd. on input line 8.
 
 
 LaTeX Font Warning: Font shape `TS1/FiraSansLight(0)/m/n' undefined
-(Font)              using `TS1/cmr/m/n' instead on input line 4.
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 (/nix/store/56vq9r21wl8m731rsri7nh3l4ipih7jj-texlive-2025-r78234-final-env-texm
@@ -2704,7 +2706,7 @@ Package microtype Info: Loading generic protrusion settings for font family
 (microtype)             For optimal results, create family-specific settings.
 (microtype)             See the microtype manual for details.
 Package svg Info: Last page of `./svg-inkscape/logo_svg-tex.pdf' is 1 on input 
-line 4.
+line 8.
  (./svg-inkscape/logo_svg-tex.pdf_tex
 File: ./svg-inkscape/logo_svg-tex.pdf Graphic file (type pdf)
 <use ./svg-inkscape/logo_svg-tex.pdf, page 1>
@@ -2718,17 +2720,18 @@ Overfull \hbox (14.36996pt too wide) has occurred while \output is active
 
 [2
 
-<./svg-inkscape/logo_svg-tex.pdf>]
+<./svg-inkscape/logo_svg-tex.pdf>] (./1.tex
 Package svg Info: Last page of `./svg-inkscape/logo_svg-tex.pdf' is 1 on input 
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prezentacia/main/main.out

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-\BOOKMARK [2][]{Outline0.1}{nieco}{}% 1

prezentacia/main/main.snm

@@ -1,2 +1,2 @@
-\beamer@slide {zdroje<1>}{4}
+\beamer@slide {zdroje<1>}{13}
-\beamer@slide {zdroje}{4}
+\beamer@slide {zdroje}{13}

prezentacia/main/main.toc

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 \babel@toc {slovak}{}\relax 
-\beamer@sectionintoc {1}{nieco}{2}{0}{1}

prezentacia/main/main.vrb

@@ -0,0 +1,9 @@
+\frametitle{Forward pass}
+\begin{lstlisting}[language=Rust, style=colouredRust]
+fn forward(&self, x: Tensor<B, 2>) -> Tensor<B, 2> {
+    let x = self.linear1.forward(x);
+    let x = self.activation.forward(x);
+    self.linear2.forward(x)
+}
+\end{lstlisting}
+