Train & validation policy


Train/test splitting strategy	{{ modelData.coreParams.customTrainTestSplit ? "Custom" : "Auto" }}

Custom folds definition

Train start	Train end	Test start	Test end
{{ interval["train"][0] \| formatCustomTrainTestSplitDateByTimestep:modelData.coreParams.timestepParams.timeunit }}	{{ interval["train"][1] \| formatCustomTrainTestSplitDateByTimestep:modelData.coreParams.timestepParams.timeunit }}	{{ interval["test"][0] \| formatCustomTrainTestSplitDateByTimestep:modelData.coreParams.timestepParams.timeunit }}	{{ interval["test"][1] \| formatCustomTrainTestSplitDateByTimestep:modelData.coreParams.timestepParams.timeunit }}

Data set

Generated on	{{modelData.splitDesc.generationDate\|date:'yyyy/MM/dd HH:mm:ss'}}
Rows	{{modelData.trainInfo.fullRows}}

Train & test sets

* A subsampling of ~1M rows was done on testing
Generated on	{{(modelData.splitDesc.generationDate \|\| modelData.trainInfo.startTime) \| date:'yyyy/MM/dd HH:mm:ss'}}
Train set rows	{{modelData.trainInfo.trainRows}}
Test set rows	{{modelData.trainInfo.testRows}}

Hyper parameters

Mode	Simple train/validation split
Mode	{{modelData.modeling.grid_search_params.nFolds}}-fold cross-test
Mode	Time-based {{modelData.modeling.grid_search_params.nFolds}}-fold cross-test
Mode	Simple time-based split
Mode	Custom code
Split ratio	{{modelData.modeling.grid_search_params.splitRatio}}
Stratified	{{modelData.modeling.grid_search_params.stratified ? 'Yes' : 'No'}}
Grouped	{{modelData.modeling.grid_search_params.grouped ? 'Yes' : 'No'}}
Group column	{{modelData.modeling.grid_search_params.groupColumnName}}
Fold offset	{{modelData.modeling.grid_search_params.foldOffset ? 'Yes' : 'No'}}
Equal duration train set folds	{{modelData.modeling.grid_search_params.equalDurationFolds ? 'Yes' : 'No'}}

Runtime configuration

Skip expensive reports
Enabled Diagnostics
Requested GPU Usage
Selected GPU indexes	{{modelData.coreParams.executionParams.gpuConfig.params.gpuList \| join:', '}}
Allow Growth
Memory allocation rate per GPU
Explicitly Disabled Capabilities

Timings

Preprocessed in	{{mti.preprocessingTime/1000\|number:1}}s
Trained in	{{mti.trainingTime/1000\|number:1}}s