Class: Google::Apis::AiplatformV1beta1::GoogleCloudAiplatformV1beta1SchemaTrainingjobDefinitionWindowConfig

Inherits:
Object
  • Object
show all
Includes:
Core::Hashable, Core::JsonObjectSupport
Defined in:
lib/google/apis/aiplatform_v1beta1/classes.rb,
lib/google/apis/aiplatform_v1beta1/representations.rb,
lib/google/apis/aiplatform_v1beta1/representations.rb

Overview

Config that contains the strategy used to generate sliding windows in time series training. A window is a series of rows that comprise the context up to the time of prediction, and the horizon following. The corresponding row for each window marks the start of the forecast horizon. Each window is used as an input example for training/evaluation.

Instance Attribute Summary collapse

Instance Method Summary collapse

Constructor Details

#initialize(**args) ⇒ GoogleCloudAiplatformV1beta1SchemaTrainingjobDefinitionWindowConfig

Returns a new instance of GoogleCloudAiplatformV1beta1SchemaTrainingjobDefinitionWindowConfig.



28723
28724
28725
 
# File 'lib/google/apis/aiplatform_v1beta1/classes.rb', line 28723

def initialize(**args)
   update!(**args)
end

Instance Attribute Details

#column ⇒ String

Name of the column that should be used to generate sliding windows. The column should contain either booleans or string booleans; if the value of the row is True, generate a sliding window with the horizon starting at that row. The column will not be used as a feature in training. Corresponds to the JSON property column

Returns:

  • (String) 


28710
28711
28712
 
# File 'lib/google/apis/aiplatform_v1beta1/classes.rb', line 28710

def column
  @column
end

#max_count ⇒ Fixnum

Maximum number of windows that should be generated across all time series. Corresponds to the JSON property maxCount

Returns:

  • (Fixnum) 


28715
28716
28717
 
# File 'lib/google/apis/aiplatform_v1beta1/classes.rb', line 28715

def max_count
  @max_count
end

#stride_length ⇒ Fixnum

Stride length used to generate input examples. Within one time series, every $ STRIDE_LENGTH rows will be used to generate a sliding window. Corresponds to the JSON property strideLength

Returns:

  • (Fixnum) 


28721
28722
28723
 
# File 'lib/google/apis/aiplatform_v1beta1/classes.rb', line 28721

def stride_length
  @stride_length
end

Instance Method Details

#update!(**args) ⇒ Object

Update properties of this object



28728
28729
28730
28731
28732
 
# File 'lib/google/apis/aiplatform_v1beta1/classes.rb', line 28728

def update!(**args)
  @column = args[:column] if args.key?(:column)
  @max_count = args[:max_count] if args.key?(:max_count)
  @stride_length = args[:stride_length] if args.key?(:stride_length)
end