Trying to reduce white space for saved matplotlib images
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@@ -319,6 +319,26 @@ Comparing the results from the autoregressive and non-autoregressive linear mode
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% TODO: Is this reasoning correct? + Explain the results more we see in the table (Weird results :( )
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Because of error propagation in the autoregressive model, the outputted quantiles also contain more error which leads to a higher CRPS. The non-autoregressive model does not suffer from this problem.
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\\\\
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% figure with 2 models compared (left with 4 row examples and right with 4 row examples), autoregressive vs non-autoregressive
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\begin{figure}[ht]
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\centering
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\begin{adjustbox}{width=1.3\textwidth,center}
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\begin{subfigure}[b]{0.7\textwidth}
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\includegraphics[width=\textwidth]{images/quantile_regression/naqr_linear_model_samples/NAQR_NRV_Load_Wind_PV_NP-Example_864_samples.png}
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\caption{Autoregressive model}
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\label{fig:linear_model_sample_comparison_autoregressive}
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\end{subfigure}
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\hfill
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\begin{subfigure}[b]{0.7\textwidth}
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\includegraphics[width=\textwidth]{images/quantile_regression/naqr_linear_model_samples/NAQR_NRV_Load_Wind_PV_NP-Example_864_samples.png}
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\caption{Non-autoregressive model}
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\label{fig:linear_model_sample_comparison_non_autoregressive}
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\end{subfigure}
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\end{adjustbox}
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\caption{Comparison of the autoregressive and non-autoregressive linear models. The plots show the confidence intervals calculated from 1000 generated full-day NRV samples. The samples were generated using input features NRV, Load, Wind, PV, Net Position and the quarter embedding.}
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\label{fig:linear_model_sample_comparison}
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\end{figure}
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@@ -16,6 +16,7 @@
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\gdef\HyperFirstAtBeginDocument#1{#1}
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@@ -65,6 +66,12 @@
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\newlabel{sub@fig:non_autoregressive_linear_model_sample_4}{{d}{20}{Sample 4\relax }{figure.caption.11}{}}
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\@writefile{lof}{\contentsline {figure}{\numberline {6}{\ignorespaces Test examples of the non-autoregressive linear model. The plots show the confidence intervals calculated from 1000 generated full-day NRV samples. The samples were generated using input features NRV, Load, Wind, PV and the Net Position.\relax }}{20}{figure.caption.11}\protected@file@percent }
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\newlabel{fig:non_autoregressive_linear_model_samples}{{6}{20}{Test examples of the non-autoregressive linear model. The plots show the confidence intervals calculated from 1000 generated full-day NRV samples. The samples were generated using input features NRV, Load, Wind, PV and the Net Position.\relax }{figure.caption.11}{}}
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\newlabel{fig:linear_model_sample_comparison_autoregressive}{{7a}{21}{Autoregressive model\relax }{figure.caption.12}{}}
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\newlabel{sub@fig:linear_model_sample_comparison_autoregressive}{{a}{21}{Autoregressive model\relax }{figure.caption.12}{}}
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\newlabel{fig:linear_model_sample_comparison_non_autoregressive}{{7b}{21}{Non-autoregressive model\relax }{figure.caption.12}{}}
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\newlabel{sub@fig:linear_model_sample_comparison_non_autoregressive}{{b}{21}{Non-autoregressive model\relax }{figure.caption.12}{}}
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\@writefile{lof}{\contentsline {figure}{\numberline {7}{\ignorespaces Comparison of the autoregressive and non-autoregressive linear models. The plots show the confidence intervals calculated from 1000 generated full-day NRV samples. The samples were generated using input features NRV, Load, Wind, PV, Net Position and the quarter embedding.\relax }}{21}{figure.caption.12}\protected@file@percent }
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\newlabel{fig:linear_model_sample_comparison}{{7}{21}{Comparison of the autoregressive and non-autoregressive linear models. The plots show the confidence intervals calculated from 1000 generated full-day NRV samples. The samples were generated using input features NRV, Load, Wind, PV, Net Position and the quarter embedding.\relax }{figure.caption.12}{}}
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\@writefile{toc}{\contentsline {subsection}{\numberline {5.3}Diffusion}{22}{subsection.5.3}\protected@file@percent }
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\@writefile{toc}{\contentsline {section}{\numberline {6}Policies for battery optimization}{22}{section.6}\protected@file@percent }
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\@writefile{toc}{\contentsline {subsection}{\numberline {6.1}Baselines}{22}{subsection.6.1}\protected@file@percent }
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This is pdfTeX, Version 3.141592653-2.6-1.40.25 (TeX Live 2023) (preloaded format=pdflatex 2023.9.17) 19 APR 2024 15:58
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entering extended mode
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@@ -1073,14 +1108,14 @@ pdfTeX warning: pdflatex (file ./ugent-en.pdf): PDF inclusion: found PDF version
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<ugent-en.pdf, id=85, 106.69862pt x 85.3589pt>
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File: ugent-en.pdf Graphic file (type pdf)
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<use ugent-en.pdf>
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[1
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pdfTeX warning (ext4): destination with the same identifier (name{page.1}) has been already used, duplicate ignored
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<to be read again>
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\relax
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l.119 \newpage
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l.123 \newpage
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@@ -1397,17 +1432,21 @@ File: images/quantile_regression/naqr_linear_model_samples/NAQR_NRV_Load_Wind_PV
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<use images/quantile_regression/naqr_linear_model_samples/NAQR_NRV_Load_Wind_PV_NP-Sample_7008.png>
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Package pdftex.def Info: images/quantile_regression/naqr_linear_model_samples/NAQR_NRV_Load_Wind_PV_NP-Sample_7008.png used on input line 309.
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File: images/quantile_regression/naqr_linear_model_samples/NAQR_NRV_Load_Wind_PV_NP-Example_864_samples.png Graphic file (type png)
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<use images/quantile_regression/naqr_linear_model_samples/NAQR_NRV_Load_Wind_PV_NP-Example_864_samples.png>
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<use images/quantile_regression/naqr_linear_model_samples/NAQR_NRV_Load_Wind_PV_NP-Example_864_samples.png>
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[]
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[20 <./images/quantile_regression/naqr_linear_model_samples/NAQR_NRV_Load_Wind_PV_NP-Sample_864.png> <./images/quantile_regression/naqr_linear_model_samples/NAQR_NRV_Load_Wind_PV_NP-Sample_4320.png> <./images/quantile_regression/naqr_linear_model_samples/NAQR_NRV_Load_Wind_PV_NP-Sample_6336.png> <./images/quantile_regression/naqr_linear_model_samples/NAQR_NRV_Load_Wind_PV_NP-Sample_7008.png>] [21]) [22] (./verslag.aux (./sections/introduction.aux) (./sections/background.aux) (./sections/literature_study.aux))
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[20 <./images/quantile_regression/naqr_linear_model_samples/NAQR_NRV_Load_Wind_PV_NP-Sample_864.png> <./images/quantile_regression/naqr_linear_model_samples/NAQR_NRV_Load_Wind_PV_NP-Sample_4320.png> <./images/quantile_regression/naqr_linear_model_samples/NAQR_NRV_Load_Wind_PV_NP-Sample_6336.png> <./images/quantile_regression/naqr_linear_model_samples/NAQR_NRV_Load_Wind_PV_NP-Sample_7008.png>] [21 <./images/quantile_regression/naqr_linear_model_samples/NAQR_NRV_Load_Wind_PV_NP-Example_864_samples.png>]) [22] (./verslag.aux (./sections/introduction.aux) (./sections/background.aux) (./sections/literature_study.aux))
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LaTeX Warning: There were undefined references.
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@@ -1423,18 +1462,18 @@ Package logreq Info: Writing requests to 'verslag.run.xml'.
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)
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Output written on verslag.pdf (23 pages, 2692434 bytes).
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Output written on verslag.pdf (23 pages, 3008032 bytes).
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PDF statistics:
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@@ -24,6 +24,10 @@
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\usepackage{bbm}
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\usepackage{booktabs}
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\usepackage{subcaption}
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\usepackage{adjustbox}
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\usepackage{caption}
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\usepackage{subcaption}
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\newcolumntype{C}{>{\centering\arraybackslash}X}
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@@ -71,7 +71,7 @@ class AutoRegressiveTrainer(Trainer):
|
||||
)
|
||||
|
||||
else:
|
||||
fig.savefig(f"sample_{actual_idx}_plot.png")
|
||||
fig.savefig(f"sample_{actual_idx}_plot.png", bbox_inches="tight")
|
||||
task.get_logger().report_image(
|
||||
title="Final Training Plot",
|
||||
series=f"Sample {actual_idx}",
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@@ -79,7 +79,9 @@ class AutoRegressiveTrainer(Trainer):
|
||||
local_path=f"sample_{actual_idx}_plot.png",
|
||||
)
|
||||
|
||||
fig2.savefig(f"sample_{actual_idx}_samples_plot.png")
|
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fig2.savefig(
|
||||
f"sample_{actual_idx}_samples_plot.png", bbox_inches="tight"
|
||||
)
|
||||
task.get_logger().report_image(
|
||||
title="Final Training Samples Plot",
|
||||
series=f"Sample {actual_idx} samples",
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@@ -670,7 +670,7 @@ class NonAutoRegressiveQuantileRegression(Trainer):
|
||||
else:
|
||||
print("Saving figs")
|
||||
# fig to PIL image
|
||||
fig.savefig(f"sample_{actual_idx}_plot.png")
|
||||
fig.savefig(f"sample_{actual_idx}_plot.png", bbox_inches="tight")
|
||||
task.get_logger().report_image(
|
||||
title="Final Training Plot",
|
||||
series=f"Sample {actual_idx}",
|
||||
@@ -678,7 +678,9 @@ class NonAutoRegressiveQuantileRegression(Trainer):
|
||||
local_path=f"sample_{actual_idx}_plot.png",
|
||||
)
|
||||
|
||||
fig2.savefig(f"sample_{actual_idx}_samples_plot.png")
|
||||
fig2.savefig(
|
||||
f"sample_{actual_idx}_samples_plot.png", bbox_inches="tight"
|
||||
)
|
||||
task.get_logger().report_image(
|
||||
title="Final Training Samples Plot",
|
||||
series=f"Sample {actual_idx} samples",
|
||||
|
||||
@@ -362,7 +362,7 @@ class Trainer:
|
||||
else:
|
||||
print("Saving final plots")
|
||||
# fig to PIL image
|
||||
fig.savefig(f"sample_{actual_idx}_plot.png")
|
||||
fig.savefig(f"sample_{actual_idx}_plot.png", bbox_inches="tight")
|
||||
task.get_logger().report_image(
|
||||
title="Final Training Plot",
|
||||
series=f"Sample {actual_idx}",
|
||||
@@ -370,7 +370,9 @@ class Trainer:
|
||||
local_path=f"sample_{actual_idx}_plot.png",
|
||||
)
|
||||
|
||||
fig2.savefig(f"sample_{actual_idx}_samples_plot.png")
|
||||
fig2.savefig(
|
||||
f"sample_{actual_idx}_samples_plot.png", bbox_inches="tight"
|
||||
)
|
||||
task.get_logger().report_image(
|
||||
title="Final Training Samples Plot",
|
||||
series=f"Sample {actual_idx} samples",
|
||||
|
||||
Reference in New Issue
Block a user