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Fixed losses and multiple other things

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This commit is contained in:
Victor Mylle
2023-12-12 11:02:42 +00:00
parent d3bf04d68c
commit c06cc10aa6
12 changed files with 5093936 additions and 122 deletions
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8
src/training_scripts/autoregressive_quantiles.py
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@@ -17,7 +17,7 @@ from src.models.time_embedding_layer import TimeEmbedding
#### ClearML ####
clearml_helper = ClearMLHelper(project_name="Thesis/NrvForecast")
task = clearml_helper.get_task(task_name="Autoregressive Quantile Regression: GRU + Quarter + Load + Wind")
task = clearml_helper.get_task(task_name="Autoregressive Quantile Regression: GRU + Quarter + DoW + Load + Wind + Net")
#### Data Processor ####
@@ -33,7 +33,7 @@ data_config.WIND_HISTORY = True
data_config.QUARTER = True
data_config.DAY_OF_WEEK = True
data_config.NOMINAL_NET_POSITION = False
data_config.NOMINAL_NET_POSITION = True
@@ -61,8 +61,8 @@ else:
quantiles = eval(quantiles)
model_parameters = {
"learning_rate": 0.0002,
"hidden_size": 512,
"learning_rate": 0.0001,
"hidden_size": 1024,
"num_layers": 2,
"dropout": 0.2,
"time_feature_embedding": 4,