Updated non autoregressive images in thesis

Reports/Thesis/sections/nrv_prediction.tex

@@ -322,19 +322,17 @@ Because of error propagation in the autoregressive model, the outputted quantile
 % figure with 2 models compared (left with 4 row examples and right with 4 row examples), autoregressive vs non-autoregressive
 \begin{figure}[ht]
     \centering
-    \begin{adjustbox}{width=1.3\textwidth,center}
-        \begin{subfigure}[b]{0.7\textwidth}
-            \includegraphics[width=\textwidth]{images/quantile_regression/naqr_linear_model_samples/NAQR_NRV_Load_Wind_PV_NP-Example_864_samples.png}
-            \caption{Autoregressive model}
-            \label{fig:linear_model_sample_comparison_autoregressive}
-        \end{subfigure}
-        \hfill
-        \begin{subfigure}[b]{0.7\textwidth}
-            \includegraphics[width=\textwidth]{images/quantile_regression/naqr_linear_model_samples/NAQR_NRV_Load_Wind_PV_NP-Example_864_samples.png}
-            \caption{Non-autoregressive model}
-            \label{fig:linear_model_sample_comparison_non_autoregressive}
-        \end{subfigure}
-    \end{adjustbox}
+    \begin{subfigure}[b]{0.49\textwidth}
+        \includegraphics[width=\textwidth]{images/quantile_regression/naqr_linear_model_samples/NAQR_NRV_Load_Wind_PV_NP-Example_864_samples.png}
+        \caption{Autoregressive model}
+        \label{fig:linear_model_sample_comparison_autoregressive}
+    \end{subfigure}
+    \hfill
+    \begin{subfigure}[b]{0.49\textwidth}
+        \includegraphics[width=\textwidth]{images/quantile_regression/naqr_linear_model_samples/NAQR_NRV_Load_Wind_PV_NP-Example_864_samples.png}
+        \caption{Non-autoregressive model}
+        \label{fig:linear_model_sample_comparison_non_autoregressive}
+    \end{subfigure}
     \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.}
     \label{fig:linear_model_sample_comparison}
 \end{figure}

Reports/Thesis/verslag.log

@@ -1,4 +1,4 @@
-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
+This is pdfTeX, Version 3.141592653-2.6-1.40.25 (TeX Live 2023) (preloaded format=pdflatex 2023.9.17)  19 APR 2024 16:14
 entering extended mode
  restricted \write18 enabled.
  file:line:error style messages enabled.
@@ -1412,37 +1412,37 @@ Underfull \hbox (badness 10000) in paragraph at lines 259--265
  []
 
 [19 <./images/quantile_regression/aqr_linear_model_samples/AQR_NRV_Load_Wind_PV_NP_QE-Sample_864.png> <./images/quantile_regression/aqr_linear_model_samples/AQR_NRV_Load_Wind_PV_NP_QE-Sample_4320.png> <./images/quantile_regression/aqr_linear_model_samples/AQR_NRV_Load_Wind_PV_NP_QE-Sample_6336.png> <./images/quantile_regression/aqr_linear_model_samples/AQR_NRV_Load_Wind_PV_NP_QE-Sample_7008.png>]
-<images/quantile_regression/naqr_linear_model_samples/NAQR_NRV_Load_Wind_PV_NP-Sample_864.png, id=255, 1445.4pt x 722.7pt>
+<images/quantile_regression/naqr_linear_model_samples/NAQR_NRV_Load_Wind_PV_NP-Sample_864.png, id=255, 1180.8918pt x 595.5048pt>
 File: images/quantile_regression/naqr_linear_model_samples/NAQR_NRV_Load_Wind_PV_NP-Sample_864.png Graphic file (type png)
 <use images/quantile_regression/naqr_linear_model_samples/NAQR_NRV_Load_Wind_PV_NP-Sample_864.png>
 Package pdftex.def Info: images/quantile_regression/naqr_linear_model_samples/NAQR_NRV_Load_Wind_PV_NP-Sample_864.png  used on input line 291.
-(pdftex.def)             Requested size: 223.07211pt x 111.53212pt.
-<images/quantile_regression/naqr_linear_model_samples/NAQR_NRV_Load_Wind_PV_NP-Sample_4320.png, id=256, 1445.4pt x 722.7pt>
+(pdftex.def)             Requested size: 223.07211pt x 112.49284pt.
+<images/quantile_regression/naqr_linear_model_samples/NAQR_NRV_Load_Wind_PV_NP-Sample_4320.png, id=256, 1180.8918pt x 595.5048pt>
 File: images/quantile_regression/naqr_linear_model_samples/NAQR_NRV_Load_Wind_PV_NP-Sample_4320.png Graphic file (type png)
 <use images/quantile_regression/naqr_linear_model_samples/NAQR_NRV_Load_Wind_PV_NP-Sample_4320.png>
 Package pdftex.def Info: images/quantile_regression/naqr_linear_model_samples/NAQR_NRV_Load_Wind_PV_NP-Sample_4320.png  used on input line 297.
-(pdftex.def)             Requested size: 223.07211pt x 111.53212pt.
-<images/quantile_regression/naqr_linear_model_samples/NAQR_NRV_Load_Wind_PV_NP-Sample_6336.png, id=257, 1445.4pt x 722.7pt>
+(pdftex.def)             Requested size: 223.07211pt x 112.49284pt.
+<images/quantile_regression/naqr_linear_model_samples/NAQR_NRV_Load_Wind_PV_NP-Sample_6336.png, id=257, 1180.8918pt x 595.5048pt>
 File: images/quantile_regression/naqr_linear_model_samples/NAQR_NRV_Load_Wind_PV_NP-Sample_6336.png Graphic file (type png)
 <use images/quantile_regression/naqr_linear_model_samples/NAQR_NRV_Load_Wind_PV_NP-Sample_6336.png>
 Package pdftex.def Info: images/quantile_regression/naqr_linear_model_samples/NAQR_NRV_Load_Wind_PV_NP-Sample_6336.png  used on input line 303.
-(pdftex.def)             Requested size: 223.07211pt x 111.53212pt.
-<images/quantile_regression/naqr_linear_model_samples/NAQR_NRV_Load_Wind_PV_NP-Sample_7008.png, id=258, 1445.4pt x 722.7pt>
+(pdftex.def)             Requested size: 223.07211pt x 112.49284pt.
+<images/quantile_regression/naqr_linear_model_samples/NAQR_NRV_Load_Wind_PV_NP-Sample_7008.png, id=258, 1180.8918pt x 595.5048pt>
 File: images/quantile_regression/naqr_linear_model_samples/NAQR_NRV_Load_Wind_PV_NP-Sample_7008.png Graphic file (type png)
 <use images/quantile_regression/naqr_linear_model_samples/NAQR_NRV_Load_Wind_PV_NP-Sample_7008.png>
 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.
-(pdftex.def)             Requested size: 223.07211pt x 111.53212pt.
-<images/quantile_regression/naqr_linear_model_samples/NAQR_NRV_Load_Wind_PV_NP-Example_864_samples.png, id=259, 1445.4pt x 722.7pt>
+(pdftex.def)             Requested size: 223.07211pt x 112.49284pt.
+<images/quantile_regression/naqr_linear_model_samples/NAQR_NRV_Load_Wind_PV_NP-Example_864_samples.png, id=259, 1180.8918pt x 595.5048pt>
 File: images/quantile_regression/naqr_linear_model_samples/NAQR_NRV_Load_Wind_PV_NP-Example_864_samples.png Graphic file (type png)
 <use images/quantile_regression/naqr_linear_model_samples/NAQR_NRV_Load_Wind_PV_NP-Example_864_samples.png>
-Package pdftex.def Info: images/quantile_regression/naqr_linear_model_samples/NAQR_NRV_Load_Wind_PV_NP-Example_864_samples.png  used on input line 327.
-(pdftex.def)             Requested size: 318.66948pt x 159.33633pt.
+Package pdftex.def Info: images/quantile_regression/naqr_linear_model_samples/NAQR_NRV_Load_Wind_PV_NP-Example_864_samples.png  used on input line 326.
+(pdftex.def)             Requested size: 223.07211pt x 112.49284pt.
 File: images/quantile_regression/naqr_linear_model_samples/NAQR_NRV_Load_Wind_PV_NP-Example_864_samples.png Graphic file (type png)
 <use images/quantile_regression/naqr_linear_model_samples/NAQR_NRV_Load_Wind_PV_NP-Example_864_samples.png>
-Package pdftex.def Info: images/quantile_regression/naqr_linear_model_samples/NAQR_NRV_Load_Wind_PV_NP-Example_864_samples.png  used on input line 333.
-(pdftex.def)             Requested size: 318.66948pt x 159.33633pt.
+Package pdftex.def Info: images/quantile_regression/naqr_linear_model_samples/NAQR_NRV_Load_Wind_PV_NP-Example_864_samples.png  used on input line 332.
+(pdftex.def)             Requested size: 223.07211pt x 112.49284pt.
 
-Underfull \hbox (badness 10000) in paragraph at lines 318--341
+Underfull \hbox (badness 10000) in paragraph at lines 318--339
 
  []
 
@@ -1462,15 +1462,15 @@ Package logreq Info: Writing requests to 'verslag.run.xml'.
 
  ) 
 Here is how much of TeX's memory you used:
- 26661 strings out of 476025
- 480670 string characters out of 5790017
+ 26660 strings out of 476025
+ 480658 string characters out of 5790017
  1866388 words of memory out of 5000000
- 46623 multiletter control sequences out of 15000+600000
+ 46622 multiletter control sequences out of 15000+600000
  597808 words of font info for 86 fonts, out of 8000000 for 9000
  1141 hyphenation exceptions out of 8191
  83i,16n,131p,1343b,5180s stack positions out of 10000i,1000n,20000p,200000b,200000s
  </Users/victormylle/Library/texlive/2023/texmf-var/fonts/pk/ljfour/public/bbm/bbm12.600pk></usr/local/texlive/2023/texmf-dist/fonts/type1/public/libertinust1math/LibertinusT1Math.pfb></usr/local/texlive/2023/texmf-dist/fonts/type1/public/libertine/LinBiolinumT.pfb></usr/local/texlive/2023/texmf-dist/fonts/type1/public/libertine/LinBiolinumTB.pfb></usr/local/texlive/2023/texmf-dist/fonts/type1/public/libertine/LinLibertineT.pfb></usr/local/texlive/2023/texmf-dist/fonts/type1/public/libertine/LinLibertineTB.pfb></usr/local/texlive/2023/texmf-dist/fonts/type1/public/stix/stix-mathcal.pfb>
-Output written on verslag.pdf (23 pages, 3008032 bytes).
+Output written on verslag.pdf (23 pages, 2947472 bytes).
 PDF statistics:
  346 PDF objects out of 1000 (max. 8388607)
  270 compressed objects within 3 object streams

src/training_scripts/autoregressive_quantiles.py

@@ -3,7 +3,7 @@ from src.utils.clearml import ClearMLHelper
 #### ClearML ####
 clearml_helper = ClearMLHelper(project_name="Thesis/NrvForecast")
 task = clearml_helper.get_task(
-    task_name="AQR: Linear Baseline + Load + PV + Wind + Net Position + Quarter"
+    task_name="AQR: Linear Baseline + Load + PV + Wind + Net Position + Quarter (dim 5)"
 )
 task.execute_remotely(queue_name="default", exit_process=True)
 

src/training_scripts/non_autoregressive_quantiles.py

@@ -2,7 +2,9 @@ from src.utils.clearml import ClearMLHelper
 
 #### ClearML ####
 clearml_helper = ClearMLHelper(project_name="Thesis/NAQR: Linear")
-task = clearml_helper.get_task(task_name="NAQR: Linear (extra test)")
+task = clearml_helper.get_task(
+    task_name="NAQR: Linear + Load + PV + Wind + Net Position"
+)
 task.execute_remotely(queue_name="default", exit_process=True)
 
 from src.policies.PolicyEvaluator import PolicyEvaluator
@@ -27,16 +29,16 @@ from src.models.time_embedding_layer import TimeEmbedding
 data_config = DataConfig()
 
 data_config.NRV_HISTORY = True
-data_config.LOAD_HISTORY = False
-data_config.LOAD_FORECAST = False
+data_config.LOAD_HISTORY = True
+data_config.LOAD_FORECAST = True
 
-data_config.WIND_FORECAST = False
-data_config.WIND_HISTORY = False
+data_config.WIND_FORECAST = True
+data_config.WIND_HISTORY = True
 
-data_config.PV_FORECAST = False
-data_config.PV_HISTORY = False
+data_config.PV_FORECAST = True
+data_config.PV_HISTORY = True
 
-data_config.NOMINAL_NET_POSITION = False
+data_config.NOMINAL_NET_POSITION = True
 
 
 data_config = task.connect(data_config, name="data_features")