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feat: add graphs latex
This commit is contained in:
parent
1032f0935f
commit
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# Fdb version 4
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(generated)
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"EARIN_LAB_3_RUDNICKI_KLISZKO.pdf"
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(rewritten before read)
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||||
"8.jpg" 1684253438 40633 34cc6363dd361341ebb04deff63f6dd2 ""
|
||||
"EARIN_LAB_3_RUDNICKI_KLISZKO.aux" 1684267303 3970 d4ecd53a0c4324bd85e9464a9bb1ff0b "xelatex"
|
||||
"EARIN_LAB_3_RUDNICKI_KLISZKO.out" 1684267303 782 eff6be67cb51513b5721bb14fb2103ca "xelatex"
|
||||
"EARIN_LAB_3_RUDNICKI_KLISZKO.tex" 1684267301 8250 17a5f5827aa63a0cacff2b97d7aab966 ""
|
||||
"example_halfway.jpg" 1684253438 43787 f0809821c60091352d61146053f795f2 ""
|
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|
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"summary.jpg" 1684253438 25294 025e44a37ad32dc1d16a583d04349a03 ""
|
||||
(generated)
|
||||
"EARIN_LAB_3_RUDNICKI_KLISZKO.aux"
|
||||
"EARIN_LAB_3_RUDNICKI_KLISZKO.log"
|
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|
||||
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lab5/code/loss-lr0.001-bs1-hl2-w128-Adam.png
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@ -266,7 +266,14 @@ if __name__ == "__main__":
|
||||
NUM_HIDDEN_LAYERS = 2
|
||||
WIDTH = 128
|
||||
OPTIMIZER_TYPE = 'Adam'
|
||||
|
||||
print("0/2")
|
||||
main_part(True)
|
||||
print("1/2")
|
||||
BATCH_SIZE = 64
|
||||
NUM_HIDDEN_LAYERS = 0
|
||||
main_part(True)
|
||||
print("2/2")
|
||||
"""
|
||||
learning_rate_values = [0.1, 0.01, 0.001]
|
||||
i = 0
|
||||
MAX_TESTS = 17
|
||||
@ -306,3 +313,4 @@ if __name__ == "__main__":
|
||||
main_part(False)
|
||||
i += 1
|
||||
print(f"Test {i}/{MAX_TESTS} ran")
|
||||
"""
|
||||
|
||||
8
lab5/code/results.txt
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8
lab5/code/results.txt
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@ -0,0 +1,8 @@
|
||||
-------------------------------------------------------------------------------------
|
||||
loss-lr0.001-bs1-hl2-w128-Adam
|
||||
Execution time: 567.2734835147858
|
||||
-------------------------------------------------------------------------------------
|
||||
-------------------------------------------------------------------------------------
|
||||
loss-lr0.001-bs64-hl0-w128-Adam
|
||||
Execution time: 44.529624700546265
|
||||
-------------------------------------------------------------------------------------
|
||||
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@ -5,7 +5,7 @@
|
||||
\usepackage{tabularx}
|
||||
\usepackage{float}
|
||||
\usepackage{subfig}
|
||||
\usepackage[a4paper, total={6in, 8in}]{geometry}
|
||||
\usepackage[a4paper, left=1cm, right=1cm]{geometry}
|
||||
|
||||
\title{EARIN Lab 5 Report}
|
||||
\author{Krzysztof Rudnicki, 307585 \\ Jakub Kliszko, 303866 }
|
||||
@ -13,9 +13,413 @@
|
||||
|
||||
\begin{document}
|
||||
|
||||
|
||||
\maketitle
|
||||
|
||||
\section{Introduction}
|
||||
\section{Exercise Variant 2}
|
||||
Use \href{https://pytorch.org/vision/stable/generated/torchvision.datasets.MNIST.html#torchvision.datasets.MNIST}{MIST} dataset. Evaluate at least 3 different numbers/values/types of:
|
||||
\begin{itemize}
|
||||
\item learning rate
|
||||
\item mini-batch size (including batch containing only 1 example)
|
||||
\item number of hidden layers (including 0 hidden layers - linear model)
|
||||
\item width (number of neurons in hidden layers)
|
||||
\item optimizer type (e.g., SGD, SGD with momentum, Adam)
|
||||
\end{itemize}
|
||||
|
||||
\section{Implementation}
|
||||
Program can be ran by installing python, moving to project directory and issuing command:
|
||||
\begin{lstlisting}[language=bash]
|
||||
python main.py
|
||||
\end{lstlisting}
|
||||
Results will be displayed on three 2d scatter plots. \\
|
||||
Plots Title is filled with parameters used abbreviated for space sake \\
|
||||
Abbreviatons meaning:
|
||||
\begin{itemize}
|
||||
\item lr - Learning Rate
|
||||
\item bs - Batch Size
|
||||
\item hl - Number of Hidden Layers
|
||||
\item w - Width
|
||||
\item Adam or SGD or SGD\_Momentum - Optimizer type
|
||||
\end{itemize}
|
||||
Plot types:
|
||||
\begin{itemize}
|
||||
\item Loss value for learning step
|
||||
\item Train Accuracy for epoch
|
||||
\item Validation Accuracy for epoch
|
||||
\end{itemize}
|
||||
|
||||
\begin{figure}[H]
|
||||
\caption{Exemplary plot of loss for learning Step \\ lr0.001-bs64-hl1-w128-Adam }
|
||||
\includegraphics[width=\textwidth]{testsResults/loss/def.png}
|
||||
\centering
|
||||
\end{figure}
|
||||
\begin{figure}[H]
|
||||
\caption{Exemplary plot of Validation Accuracy for epoch \\ lr0.001-bs64-hl1-w128-Adam }
|
||||
\includegraphics[width=\textwidth]{testsResults/validationAccuracy/validationAccuracy-lr0.001-bs64-hl2-w64-Adam.png}
|
||||
\centering
|
||||
\end{figure}
|
||||
\begin{figure}[H]
|
||||
\caption{Exemplary plot of Train Accuracy for epoch \\ lr0.001-bs64-hl1-w128-Adam }
|
||||
\includegraphics[width=\textwidth]{testsResults/trainAccuracy/trainAccuracy-lr0.001-bs64-hl2-w64-Adam.png}
|
||||
\centering
|
||||
\end{figure}
|
||||
Results will be displayed and saved in the same folder as code directory for further inspection, with file name containing information about input parameters \\
|
||||
Additionaly speed it took for neural network to run will be saved to results.txt along with what parameters were used \\
|
||||
We decided to run 19 tests in total:
|
||||
\begin{enumerate}
|
||||
\item learning rate [0.1, 0.01, 0.001] (3 tests)
|
||||
\item mini-batch size [1, 64, 128, 256] (4 tests)
|
||||
\item number of hidden layers [0, 1, 2, 3] (4 tests)
|
||||
\item width [64, 128, 256, 512, 1024] (5 tests)
|
||||
\item optimizer type [SGD, SGD\_Momentum, Adam] (3 tests)
|
||||
\end{enumerate}
|
||||
\section{Results}
|
||||
We have successfully implemented network analyzing MNIST dataset \\
|
||||
\subsection{Loss Graphs}
|
||||
|
||||
\subsubsection{Learning Rate}
|
||||
|
||||
\begin{figure}[H]
|
||||
\minipage{0.5\textwidth}
|
||||
\includegraphics[width=\linewidth]{testsResults/loss/lr/def.png}
|
||||
\caption{Default settings + learning rate = 0.001}
|
||||
\endminipage\hfill
|
||||
\minipage{0.5\textwidth}
|
||||
\includegraphics[width=\linewidth]{testsResults/loss/lr/loss-lr0.01-bs64-hl2-w128-Adam.png}
|
||||
\caption{Default settings + learning rate = 0.01}
|
||||
\endminipage
|
||||
\end{figure}
|
||||
\begin{figure}[H]
|
||||
\minipage{0.5\textwidth}%
|
||||
\includegraphics[width=\linewidth]{testsResults/loss/lr/def.png}
|
||||
\caption{Default settings + learning rate = 0.1}
|
||||
\endminipage
|
||||
\end{figure}
|
||||
|
||||
\subsubsection{Mini-Batch size}
|
||||
|
||||
\begin{figure}[H]
|
||||
\minipage{0.5\textwidth}
|
||||
\includegraphics[width=\linewidth]{testsResults/loss/bs/def.png}
|
||||
\caption{Default settings + batching size = 64}
|
||||
\endminipage\hfill
|
||||
\minipage{0.5\textwidth}
|
||||
\includegraphics[width=\linewidth]{testsResults/loss/bs/loss-1batch.png}
|
||||
\caption{Default settings + batching size = 1}
|
||||
\endminipage
|
||||
\end{figure}
|
||||
\begin{figure}[H]
|
||||
\minipage{0.5\textwidth}%
|
||||
\includegraphics[width=\linewidth]{testsResults/loss/bs/loss-lr0.001-bs128-hl2-w128-Adam.png}
|
||||
\caption{Default settings + batching size = 128}
|
||||
\endminipage
|
||||
\minipage{0.5\textwidth}%
|
||||
\includegraphics[width=\linewidth]{testsResults/loss/bs/loss-lr0.001-bs256-hl2-w128-Adam.png}
|
||||
\caption{Default settings + batching size = 256}
|
||||
\endminipage
|
||||
\end{figure}
|
||||
|
||||
\subsubsection{Number of Hidden Layers}
|
||||
|
||||
\begin{figure}[H]
|
||||
\minipage{0.5\textwidth}
|
||||
\includegraphics[width=\linewidth]{testsResults/loss/hl/hl0loss.png}
|
||||
\caption{Default settings + hidden layers = 0}
|
||||
\endminipage\hfill
|
||||
\minipage{0.5\textwidth}
|
||||
\includegraphics[width=\linewidth]{testsResults/loss/hl/loss-lr0.001-bs64-hl1-w128-Adam.png}
|
||||
\caption{Default settings + hidden layers = 1}
|
||||
\endminipage
|
||||
\end{figure}
|
||||
\begin{figure}[H]
|
||||
\minipage{0.5\textwidth}%
|
||||
\includegraphics[width=\linewidth]{testsResults/loss/hl/def.png}
|
||||
\caption{Default settings + hidden layers = 2}
|
||||
\endminipage
|
||||
\minipage{0.5\textwidth}%
|
||||
\includegraphics[width=\linewidth]{testsResults/loss/hl/loss-lr0.001-bs64-hl3-w128-Adam.png}
|
||||
\caption{Default settings + hidden layers = 3}
|
||||
\endminipage
|
||||
\end{figure}
|
||||
\newpage
|
||||
\subsubsection{Width}
|
||||
|
||||
\begin{figure}[H]
|
||||
\minipage{0.5\textwidth}
|
||||
\includegraphics[width=\linewidth]{testsResults/loss/w/def.png}
|
||||
\caption{Default settings + width = 128}
|
||||
\endminipage\hfill
|
||||
\minipage{0.5\textwidth}
|
||||
\includegraphics[width=\linewidth]{testsResults/loss/w/loss-lr0.001-bs64-hl2-w64-Adam.png}
|
||||
\caption{Default settings + width = 64}
|
||||
\endminipage
|
||||
\end{figure}
|
||||
\begin{figure}[H]
|
||||
\minipage{0.5\textwidth}%
|
||||
\includegraphics[width=\linewidth]{testsResults/loss/w/loss-lr0.001-bs64-hl2-w256-Adam.png}
|
||||
\caption{Default settings + width = 256}
|
||||
\endminipage
|
||||
\minipage{0.5\textwidth}%
|
||||
\includegraphics[width=\linewidth]{testsResults/loss/w/loss-lr0.001-bs64-hl2-w512-Adam.png}
|
||||
\caption{Default settings + width = 512}
|
||||
\endminipage
|
||||
\end{figure}
|
||||
\begin{figure}[H]
|
||||
\minipage{0.5\textwidth}%
|
||||
\includegraphics[width=\linewidth]{testsResults/loss/w/loss-lr0.001-bs64-hl2-w1024-Adam.png}
|
||||
\caption{Default settings + width = 1024}
|
||||
\endminipage
|
||||
\end{figure}
|
||||
|
||||
\subsubsection{Optimizer Type}
|
||||
|
||||
\begin{figure}[H]
|
||||
\minipage{0.5\textwidth}
|
||||
\includegraphics[width=\linewidth]{testsResults/loss/optimizer/def.png}
|
||||
\caption{Default settings + Adam optimizer}
|
||||
\endminipage\hfill
|
||||
\minipage{0.5\textwidth}
|
||||
\includegraphics[width=\linewidth]{testsResults/loss/optimizer/loss-lr0.001-bs64-hl2-w128-SGD.png}
|
||||
\caption{Default settings + learning rate = 0.01}
|
||||
\endminipage
|
||||
\end{figure}
|
||||
\begin{figure}[H]
|
||||
\minipage{0.5\textwidth}%
|
||||
\includegraphics[width=\linewidth]{testsResults/loss/optimizer/loss-lr0.001-bs64-hl2-w128-SGD_Momentum.png}
|
||||
\caption{Default settings + SGD\_Momentum optimizer}
|
||||
\endminipage
|
||||
\end{figure}
|
||||
|
||||
\subsection{Train Accuracy Graphs}
|
||||
|
||||
\subsubsection{Learning Rate}
|
||||
|
||||
\begin{figure}[H]
|
||||
\minipage{0.5\textwidth}
|
||||
\includegraphics[width=\linewidth]{testsResults/trainAccuracy/def.png}
|
||||
\caption{Default settings + learning rate = 0.001}
|
||||
\endminipage\hfill
|
||||
\minipage{0.5\textwidth}
|
||||
\includegraphics[width=\linewidth]{testsResults/trainAccuracy/trainAccuracy-lr0.01-bs64-hl2-w128-Adam.png}
|
||||
\caption{Default settings + learning rate = 0.01}
|
||||
\endminipage
|
||||
\end{figure}
|
||||
\begin{figure}[H]
|
||||
\minipage{0.5\textwidth}%
|
||||
\includegraphics[width=\linewidth]{testsResults/trainAccuracy/trainAccuracy-lr0.1-bs64-hl2-w128-Adam.png}
|
||||
\caption{Default settings + learning rate = 0.1}
|
||||
\endminipage
|
||||
\end{figure}
|
||||
|
||||
\subsubsection{Mini-Batch size}
|
||||
|
||||
\begin{figure}[H]
|
||||
\minipage{0.5\textwidth}
|
||||
\includegraphics[width=\linewidth]{testsResults/trainAccuracy/def.png}
|
||||
\caption{Default settings + batching size = 64}
|
||||
\endminipage\hfill
|
||||
\minipage{0.5\textwidth}
|
||||
\includegraphics[width=\linewidth]{testsResults/trainAccuracy/trainAccuracy1batch.png}
|
||||
\caption{Default settings + batching size = 1}
|
||||
\endminipage
|
||||
\end{figure}
|
||||
\begin{figure}[H]
|
||||
\minipage{0.5\textwidth}%
|
||||
\includegraphics[width=\linewidth]{testsResults/trainAccuracy/trainAccuracy-lr0.001-bs128-hl2-w128-Adam.png}
|
||||
\caption{Default settings + batching size = 128}
|
||||
\endminipage
|
||||
\minipage{0.5\textwidth}%
|
||||
\includegraphics[width=\linewidth]{testsResults/trainAccuracy/trainAccuracy-lr0.001-bs256-hl2-w128-Adam.png}
|
||||
\caption{Default settings + batching size = 256}
|
||||
\endminipage
|
||||
\end{figure}
|
||||
|
||||
\subsubsection{Number of Hidden Layers}
|
||||
|
||||
\begin{figure}[H]
|
||||
\minipage{0.5\textwidth}
|
||||
\includegraphics[width=\linewidth]{testsResults/trainAccuracy/trainAccuracy-lr0.001-bs64-hl0-w128-Adam.png}
|
||||
\caption{Default settings + hidden layers = 0}
|
||||
\endminipage\hfill
|
||||
\minipage{0.5\textwidth}
|
||||
\includegraphics[width=\linewidth]{testsResults/trainAccuracy/trainAccuracy-lr0.001-bs64-hl1-w128-Adam.png}
|
||||
\caption{Default settings + hidden layers = 1}
|
||||
\endminipage
|
||||
\end{figure}
|
||||
\begin{figure}[H]
|
||||
\minipage{0.5\textwidth}%
|
||||
\includegraphics[width=\linewidth]{testsResults/trainAccuracy/def.png}
|
||||
\caption{Default settings + hidden layers = 2}
|
||||
\endminipage
|
||||
\minipage{0.5\textwidth}%
|
||||
\includegraphics[width=\linewidth]{testsResults/trainAccuracy/trainAccuracy-lr0.001-bs64-hl3-w128-Adam.png}
|
||||
\caption{Default settings + hidden layers = 3}
|
||||
\endminipage
|
||||
\end{figure}
|
||||
|
||||
\newpage
|
||||
\subsubsection{Width}
|
||||
|
||||
\begin{figure}[H]
|
||||
\minipage{0.5\textwidth}
|
||||
\includegraphics[width=\linewidth]{testsResults/trainAccuracy/def.png}
|
||||
\caption{Default settings + width = 128}
|
||||
\endminipage\hfill
|
||||
\minipage{0.5\textwidth}
|
||||
\includegraphics[width=\linewidth]{testsResults/trainAccuracy/trainAccuracy-lr0.001-bs64-hl2-w64-Adam.png}
|
||||
\caption{Default settings + width = 64}
|
||||
\endminipage
|
||||
\end{figure}
|
||||
\begin{figure}[H]
|
||||
\minipage{0.5\textwidth}%
|
||||
\includegraphics[width=\linewidth]{testsResults/trainAccuracy/trainAccuracy-lr0.001-bs64-hl2-w256-Adam.png}
|
||||
\caption{Default settings + width = 256}
|
||||
\endminipage
|
||||
\minipage{0.5\textwidth}%
|
||||
\includegraphics[width=\linewidth]{testsResults/trainAccuracy/trainAccuracy-lr0.001-bs64-hl2-w512-Adam.png}
|
||||
\caption{Default settings + width = 512}
|
||||
\endminipage
|
||||
\end{figure}
|
||||
\begin{figure}[H]
|
||||
\minipage{0.5\textwidth}%
|
||||
\includegraphics[width=\linewidth]{testsResults/trainAccuracy/trainAccuracy-lr0.001-bs64-hl2-w1024-Adam.png}
|
||||
\caption{Default settings + width = 1024}
|
||||
\endminipage
|
||||
\end{figure}
|
||||
|
||||
\subsubsection{Optimizer Type}
|
||||
|
||||
\begin{figure}[H]
|
||||
\minipage{0.5\textwidth}
|
||||
\includegraphics[width=\linewidth]{testsResults/trainAccuracy/def.png}
|
||||
\caption{Default settings + Adam optimizer}
|
||||
\endminipage\hfill
|
||||
\minipage{0.5\textwidth}
|
||||
\includegraphics[width=\linewidth]{testsResults/trainAccuracy/trainAccuracy-lr0.001-bs64-hl2-w128-SGD.png}
|
||||
\caption{Default settings + learning rate = 0.01}
|
||||
\endminipage
|
||||
\end{figure}
|
||||
\begin{figure}[H]
|
||||
\minipage{0.5\textwidth}%
|
||||
\includegraphics[width=\linewidth]{testsResults/trainAccuracy/trainAccuracy-lr0.001-bs64-hl2-w128-SGD_Momentum.png}
|
||||
\caption{Default settings + SGD\_Momentum optimizer}
|
||||
\endminipage
|
||||
\end{figure}
|
||||
|
||||
\subsection{Validation Accuracy Graphs}
|
||||
|
||||
|
||||
\subsubsection{Learning Rate}
|
||||
|
||||
\begin{figure}[H]
|
||||
\minipage{0.5\textwidth}
|
||||
\includegraphics[width=\linewidth]{testsResults/validationAccuracy/def.png}
|
||||
\caption{Default settings + learning rate = 0.001}
|
||||
\endminipage\hfill
|
||||
\minipage{0.5\textwidth}
|
||||
\includegraphics[width=\linewidth]{testsResults/validationAccuracy/validationAccuracy-lr0.01-bs64-hl2-w128-Adam.png}
|
||||
\caption{Default settings + learning rate = 0.01}
|
||||
\endminipage
|
||||
\end{figure}
|
||||
\begin{figure}[H]
|
||||
\minipage{0.5\textwidth}%
|
||||
\includegraphics[width=\linewidth]{testsResults/validationAccuracy/def.png}
|
||||
\caption{Default settings + learning rate = 0.1}
|
||||
\endminipage
|
||||
\end{figure}
|
||||
|
||||
\subsubsection{Mini-Batch size}
|
||||
|
||||
\begin{figure}[H]
|
||||
\minipage{0.5\textwidth}
|
||||
\includegraphics[width=\linewidth]{testsResults/validationAccuracy/def.png}
|
||||
\caption{Default settings + batching size = 64}
|
||||
\endminipage\hfill
|
||||
\minipage{0.5\textwidth}
|
||||
\includegraphics[width=\linewidth]{testsResults/validationAccuracy/validationAccuracy1batch.png}
|
||||
\caption{Default settings + batching size = 1}
|
||||
\endminipage
|
||||
\end{figure}
|
||||
\begin{figure}[H]
|
||||
\minipage{0.5\textwidth}%
|
||||
\includegraphics[width=\linewidth]{testsResults/validationAccuracy/validationAccuracy-lr0.001-bs128-hl2-w128-Adam.png}
|
||||
\caption{Default settings + batching size = 128}
|
||||
\endminipage
|
||||
\minipage{0.5\textwidth}%
|
||||
\includegraphics[width=\linewidth]{testsResults/validationAccuracy/validationAccuracy-lr0.001-bs256-hl2-w128-Adam.png}
|
||||
\caption{Default settings + batching size = 256}
|
||||
\endminipage
|
||||
\end{figure}
|
||||
|
||||
\subsubsection{Number of Hidden Layers}
|
||||
|
||||
\begin{figure}[H]
|
||||
\minipage{0.5\textwidth}
|
||||
\includegraphics[width=\linewidth]{testsResults/validationAccuracy/validationAccuracyhl0.png}
|
||||
\caption{Default settings + hidden layers = 0}
|
||||
\endminipage\hfill
|
||||
\minipage{0.5\textwidth}
|
||||
\includegraphics[width=\linewidth]{testsResults/validationAccuracy/validationAccuracy-lr0.001-bs64-hl1-w128-Adam.png}
|
||||
\caption{Default settings + hidden layers = 1}
|
||||
\endminipage
|
||||
\end{figure}
|
||||
\begin{figure}[H]
|
||||
\minipage{0.5\textwidth}%
|
||||
\includegraphics[width=\linewidth]{testsResults/validationAccuracy/def.png}
|
||||
\caption{Default settings + hidden layers = 2}
|
||||
\endminipage
|
||||
\minipage{0.5\textwidth}%
|
||||
\includegraphics[width=\linewidth]{testsResults/validationAccuracy/validationAccuracy-lr0.001-bs64-hl3-w128-Adam.png}
|
||||
\caption{Default settings + hidden layers = 3}
|
||||
\endminipage
|
||||
\end{figure}
|
||||
\newpage
|
||||
\subsubsection{Width}
|
||||
|
||||
\begin{figure}[H]
|
||||
\minipage{0.5\textwidth}
|
||||
\includegraphics[width=\linewidth]{testsResults/validationAccuracy/def.png}
|
||||
\caption{Default settings + width = 128}
|
||||
\endminipage\hfill
|
||||
\minipage{0.5\textwidth}
|
||||
\includegraphics[width=\linewidth]{testsResults/validationAccuracy/validationAccuracy-lr0.001-bs64-hl2-w64-Adam.png}
|
||||
\caption{Default settings + width = 64}
|
||||
\endminipage
|
||||
\end{figure}
|
||||
\begin{figure}[H]
|
||||
\minipage{0.5\textwidth}%
|
||||
\includegraphics[width=\linewidth]{testsResults/validationAccuracy/validationAccuracy-lr0.001-bs64-hl2-w256-Adam.png}
|
||||
\caption{Default settings + width = 256}
|
||||
\endminipage
|
||||
\minipage{0.5\textwidth}%
|
||||
\includegraphics[width=\linewidth]{testsResults/validationAccuracy/validationAccuracy-lr0.001-bs64-hl2-w512-Adam.png}
|
||||
\caption{Default settings + width = 512}
|
||||
\endminipage
|
||||
\end{figure}
|
||||
\begin{figure}[H]
|
||||
\minipage{0.5\textwidth}%
|
||||
\includegraphics[width=\linewidth]{testsResults/validationAccuracy/validationAccuracy-lr0.001-bs64-hl2-w1024-Adam.png}
|
||||
\caption{Default settings + width = 1024}
|
||||
\endminipage
|
||||
\end{figure}
|
||||
|
||||
\subsubsection{Optimizer Type}
|
||||
|
||||
\begin{figure}[H]
|
||||
\minipage{0.5\textwidth}
|
||||
\includegraphics[width=\linewidth]{testsResults/validationAccuracy/def.png}
|
||||
\caption{Default settings + Adam optimizer}
|
||||
\endminipage\hfill
|
||||
\minipage{0.5\textwidth}
|
||||
\includegraphics[width=\linewidth]{testsResults/validationAccuracy/validationAccuracy-lr0.001-bs64-hl2-w128-SGD.png}
|
||||
\caption{Default settings + learning rate = 0.01}
|
||||
\endminipage
|
||||
\end{figure}
|
||||
\begin{figure}[H]
|
||||
\minipage{0.5\textwidth}%
|
||||
\includegraphics[width=\linewidth]{testsResults/validationAccuracy/validationAccuracy-lr0.001-bs64-hl2-w128-SGD_Momentum.png}
|
||||
\caption{Default settings + SGD\_Momentum optimizer}
|
||||
\endminipage
|
||||
\end{figure}
|
||||
|
||||
|
||||
\end{document}
|
||||
|
||||
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Loading…
Reference in New Issue
Block a user