public sealed class AutoMlImageClassificationInputs : IMessage<AutoMlImageClassificationInputs>, IEquatable<AutoMlImageClassificationInputs>, IDeepCloneable<AutoMlImageClassificationInputs>, IBufferMessage, IMessage
The ID of the base model. If it is specified, the new model will be
trained based on the base model. Otherwise, the new model will be
trained from scratch. The base model must be in the same
Project and Location as the new Model to train, and have the same
modelType.
The training budget of creating this model, expressed in milli node
hours i.e. 1,000 value in this field means 1 node hour. The actual
metadata.costMilliNodeHours will be equal or less than this value.
If further model training ceases to provide any improvements, it will
stop without using the full budget and the metadata.successfulStopReason
will be model-converged.
Note, node_hour = actual_hour * number_of_nodes_involved.
For modelType cloud(default), the budget must be between 8,000
and 800,000 milli node hours, inclusive. The default value is 192,000
which represents one day in wall time, considering 8 nodes are used.
For model types mobile-tf-low-latency-1, mobile-tf-versatile-1,
mobile-tf-high-accuracy-1, the training budget must be between
1,000 and 100,000 milli node hours, inclusive.
The default value is 24,000 which represents one day in wall time on a
single node that is used.
Use the entire training budget. This disables the early stopping feature.
When false the early stopping feature is enabled, which means that
AutoML Image Classification might stop training before the entire
training budget has been used.
If false, a single-label (multi-class) Model will be trained (i.e.
assuming that for each image just up to one annotation may be
applicable). If true, a multi-label Model will be trained (i.e.
assuming that for each image multiple annotations may be applicable).
[[["Easy to understand","easyToUnderstand","thumb-up"],["Solved my problem","solvedMyProblem","thumb-up"],["Other","otherUp","thumb-up"]],[["Missing the information I need","missingTheInformationINeed","thumb-down"],["Too complicated / too many steps","tooComplicatedTooManySteps","thumb-down"],["Out of date","outOfDate","thumb-down"],["Samples / code issue","samplesCodeIssue","thumb-down"],["Other","otherDown","thumb-down"]],["Last updated 2025-08-20 UTC."],[[["\u003cp\u003eThis webpage provides documentation for the \u003ccode\u003eAutoMlImageClassificationInputs\u003c/code\u003e class within the Google Cloud AI Platform, detailing its various versions and functionalities, from version 1.0.0 to 3.22.0 which is the latest.\u003c/p\u003e\n"],["\u003cp\u003eThe \u003ccode\u003eAutoMlImageClassificationInputs\u003c/code\u003e class is used for defining inputs for automated image classification training jobs, inheriting from \u003ccode\u003eObject\u003c/code\u003e and implementing multiple interfaces like \u003ccode\u003eIMessage\u003c/code\u003e, \u003ccode\u003eIEquatable\u003c/code\u003e, \u003ccode\u003eIDeepCloneable\u003c/code\u003e, and \u003ccode\u003eIBufferMessage\u003c/code\u003e.\u003c/p\u003e\n"],["\u003cp\u003eThe class includes properties such as \u003ccode\u003eBaseModelId\u003c/code\u003e, \u003ccode\u003eBudgetMilliNodeHours\u003c/code\u003e, \u003ccode\u003eDisableEarlyStopping\u003c/code\u003e, \u003ccode\u003eModelType\u003c/code\u003e, and \u003ccode\u003eMultiLabel\u003c/code\u003e, which configure the training process, such as the use of a base model, the training budget, early stopping, the specific model type, and if multi-label classification is enabled.\u003c/p\u003e\n"],["\u003cp\u003eThe webpage includes methods for constructing \u003ccode\u003eAutoMlImageClassificationInputs\u003c/code\u003e, both as an empty constructor, and one that takes another \u003ccode\u003eAutoMlImageClassificationInputs\u003c/code\u003e object as a parameter.\u003c/p\u003e\n"],["\u003cp\u003eIt is documented that there are inherited members of the \u003ccode\u003eAutoMlImageClassificationInputs\u003c/code\u003e class, including \u003ccode\u003eGetHashCode()\u003c/code\u003e, \u003ccode\u003eGetType()\u003c/code\u003e, \u003ccode\u003eMemberwiseClone()\u003c/code\u003e and \u003ccode\u003eToString()\u003c/code\u003e, which are inherited from \u003ccode\u003eObject\u003c/code\u003e.\u003c/p\u003e\n"]]],[],null,[]]