From fa03debf8678c660af1be48bfcfb5984de3a6d7a Mon Sep 17 00:00:00 2001 From: Victor Mylle Date: Thu, 9 May 2024 13:59:18 +0200 Subject: [PATCH] Updated thesis --- .../sections/results/models/diffusion.tex | 26 ++++++++++++++++ Reports/Thesis/verslag.aux | 6 ++-- Reports/Thesis/verslag.log | 28 ++++++++---------- Reports/Thesis/verslag.pdf | Bin 8226436 -> 8226971 bytes Reports/Thesis/verslag.synctex.gz | Bin 301431 -> 304981 bytes .../autoregressive_quantiles.py | 2 +- 6 files changed, 44 insertions(+), 18 deletions(-) diff --git a/Reports/Thesis/sections/results/models/diffusion.tex b/Reports/Thesis/sections/results/models/diffusion.tex index 080c667..02ab726 100644 --- a/Reports/Thesis/sections/results/models/diffusion.tex +++ b/Reports/Thesis/sections/results/models/diffusion.tex @@ -40,3 +40,29 @@ Other hyperparameters that need to be chosen are the number of denoising steps, In Figure \ref{fig:diffusion_intermediates}, multiple intermediate steps of the denoising process are shown as an example from the test set. The model starts with noisy full-day NRV samples which can be seen in the first steps. These noisy samples are then denoised in multiple steps until realistic samples are generated. This can be seen in the last image in the figure. It can be observed that the confidence intervals get more narrow over time as the noise is removed from the samples. +\begin{table}[H] + \centering + \begin{adjustbox}{width=\textwidth,center} + \begin{tabular}{@{}cccccccc@{}} + \toprule + Features & Diffusion Steps & Layers & Hidden Size & MSE & MAE & CRPS \\ + \midrule + NRV & & & & & & & \\ + & 300 & 4 & 1024 & 42984.02 & 157.54 & 77.92 \\ + \midrule + NRV + Load + Wind + PV + NP & & & & & & & \\ + & 300 & 3 & 256 & & & \\ + & 300 & 3 & 512 & 53159.99 & 178.46 & 81.95 \\ + & 300 & 3 & 1024 & 47815.13 & 167.22 & 81.16 \\ + & 300 & 3 & 2048 & 46448.90 & 164.50 & 81.06 \\ + & 300 & 4 & 1024 & 47483.05 & 166.97 & 81.32 \\ + & 300 & 4 & 2048 & 47076.77 & 166.06 & 81.05 \\ + + \bottomrule + \end{tabular} + \end{adjustbox} + \caption{Non-linear quantile regression model results. All the models used a dropout of 0.2 .} + \label{tab:diffusion_results} +\end{table} + + diff --git a/Reports/Thesis/verslag.aux b/Reports/Thesis/verslag.aux index 0531ac9..d077a13 100644 --- a/Reports/Thesis/verslag.aux +++ b/Reports/Thesis/verslag.aux @@ -82,11 +82,13 @@ \@writefile{toc}{\contentsline {subsection}{\numberline {6.3}Diffusion}{36}{subsection.6.3}\protected@file@percent } \@writefile{lof}{\contentsline {figure}{\numberline {14}{\ignorespaces Intermediate steps of the diffusion model for example 864 from the test set. The confidence intervals shown in the plots are made using 100 samples.\relax }}{38}{figure.caption.23}\protected@file@percent } \newlabel{fig:diffusion_intermediates}{{14}{38}{Intermediate steps of the diffusion model for example 864 from the test set. 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z?{;nVTX)-U`seC;cR1eN(C5v4TivvqpZo5q{q!}I{EU(xw=YMZDef8&G?a&R?AMN9zABXAZ zW%Wc%?Kbz9o8vz-v+BJvJG9%eJM4$5+mHR>?ihZpSl92K_1n$%`+a{n?(bHNn|IIn z<6+kkW>~Rp-#y#Aj$oVd*tg$?@p$(f*f0M;8spjThhf}2-0s?|vuo;)5e`nY>3$%~ Y45ag6+jo!S@!{(1e`uB+jEblg0L9cT6aWAK diff --git a/src/training_scripts/autoregressive_quantiles.py b/src/training_scripts/autoregressive_quantiles.py index 13a8c03..7954e94 100644 --- a/src/training_scripts/autoregressive_quantiles.py +++ b/src/training_scripts/autoregressive_quantiles.py @@ -117,7 +117,7 @@ trainer = AutoRegressiveQuantileTrainer( data_processor, quantiles, "cuda", - policy_evaluator=policy_evaluator, + policy_evaluator=None, debug=False, )