Package com.arize.protocol

Class Public.MultiClassPrediction

  • All Implemented Interfaces:
    Public.MultiClassPredictionOrBuilder, com.google.protobuf.Message, com.google.protobuf.MessageLite, com.google.protobuf.MessageLiteOrBuilder, com.google.protobuf.MessageOrBuilder, Serializable
    Enclosing class:
    Public
    public static final class Public.MultiClassPrediction
extends com.google.protobuf.GeneratedMessageV3
implements Public.MultiClassPredictionOrBuilder
     Multi Class is a model where there are multiple classes per prediction sent by a customer, each with its own prediction and actual score
It differs from our score categorical models in that all the classes are sent, not just the predicted "winner class"
Multi Class has two types: multi label and single label
Single Label has one output / one prediction label (class with highest prediction score) and one actual label. However,
all classes ("winners and losers") are sent to Arize. Use score categorical model is only the "winner" is to be sent.
Multi Label can have multiple prediction labels and actual labels
Multi Label prediction labels are determined by comparing threshold scores to prediction scores for each class
Example of Multi Class: Predicting likelihood of Economy, Business, or First Class
prediction scores = {
"economy_class":0.81,
"business_class":0.42,
"first_class":0.35
}
a customer can send all classes and prediction scores to Arize to calculate various metrics involving all of the classes
Note: this is different from scored categorical that accepts only one prediction score / label per prediction
The above example is a single label / single output because a model will only predict one of the three classes
    Protobuf type public.MultiClassPrediction
    See Also:
    Serialized Form

    • Field Detail

      • MULTI_LABEL_FIELD_NUMBER

        public static final int MULTI_LABEL_FIELD_NUMBER
        See Also:
        Constant Field Values

      • SINGLE_LABEL_FIELD_NUMBER

        public static final int SINGLE_LABEL_FIELD_NUMBER
        See Also:
        Constant Field Values

    • Method Detail

      • newInstance

        protected Object newInstance​(com.google.protobuf.GeneratedMessageV3.UnusedPrivateParameter unused)
        Overrides:
        newInstance in class com.google.protobuf.GeneratedMessageV3

      • getUnknownFields

        public final com.google.protobuf.UnknownFieldSet getUnknownFields()
        Specified by:
        getUnknownFields in interface com.google.protobuf.MessageOrBuilder
        Overrides:
        getUnknownFields in class com.google.protobuf.GeneratedMessageV3

      • getDescriptor

        public static final com.google.protobuf.Descriptors.Descriptor getDescriptor()

      • internalGetFieldAccessorTable

        protected com.google.protobuf.GeneratedMessageV3.FieldAccessorTable internalGetFieldAccessorTable()
        Specified by:
        internalGetFieldAccessorTable in class com.google.protobuf.GeneratedMessageV3

      • isInitialized

        public final boolean isInitialized()
        Specified by:
        isInitialized in interface com.google.protobuf.MessageLiteOrBuilder
        Overrides:
        isInitialized in class com.google.protobuf.GeneratedMessageV3

      • writeTo

        public void writeTo​(com.google.protobuf.CodedOutputStream output)
             throws IOException
        Specified by:
        writeTo in interface com.google.protobuf.MessageLite
        Overrides:
        writeTo in class com.google.protobuf.GeneratedMessageV3
        Throws:
        IOException

      • getSerializedSize

        public int getSerializedSize()
        Specified by:
        getSerializedSize in interface com.google.protobuf.MessageLite
        Overrides:
        getSerializedSize in class com.google.protobuf.GeneratedMessageV3

      • equals

        public boolean equals​(Object obj)
        Specified by:
        equals in interface com.google.protobuf.Message
        Overrides:
        equals in class com.google.protobuf.AbstractMessage

      • hashCode

        public int hashCode()
        Specified by:
        hashCode in interface com.google.protobuf.Message
        Overrides:
        hashCode in class com.google.protobuf.AbstractMessage

      • parseFrom

        public static Public.MultiClassPrediction parseFrom​(ByteBuffer data)
                                             throws com.google.protobuf.InvalidProtocolBufferException
        Throws:
        com.google.protobuf.InvalidProtocolBufferException

      • parseFrom

        public static Public.MultiClassPrediction parseFrom​(ByteBuffer data,
                                                    com.google.protobuf.ExtensionRegistryLite extensionRegistry)
                                             throws com.google.protobuf.InvalidProtocolBufferException
        Throws:
        com.google.protobuf.InvalidProtocolBufferException

      • parseFrom

        public static Public.MultiClassPrediction parseFrom​(com.google.protobuf.ByteString data)
                                             throws com.google.protobuf.InvalidProtocolBufferException
        Throws:
        com.google.protobuf.InvalidProtocolBufferException

      • parseFrom

        public static Public.MultiClassPrediction parseFrom​(com.google.protobuf.ByteString data,
                                                    com.google.protobuf.ExtensionRegistryLite extensionRegistry)
                                             throws com.google.protobuf.InvalidProtocolBufferException
        Throws:
        com.google.protobuf.InvalidProtocolBufferException

      • parseFrom

        public static Public.MultiClassPrediction parseFrom​(byte[] data)
                                             throws com.google.protobuf.InvalidProtocolBufferException
        Throws:
        com.google.protobuf.InvalidProtocolBufferException

      • parseFrom

        public static Public.MultiClassPrediction parseFrom​(byte[] data,
                                                    com.google.protobuf.ExtensionRegistryLite extensionRegistry)
                                             throws com.google.protobuf.InvalidProtocolBufferException
        Throws:
        com.google.protobuf.InvalidProtocolBufferException

      • newBuilderForType

        public Public.MultiClassPrediction.Builder newBuilderForType()
        Specified by:
        newBuilderForType in interface com.google.protobuf.Message
        Specified by:
        newBuilderForType in interface com.google.protobuf.MessageLite

      • toBuilder

        public Public.MultiClassPrediction.Builder toBuilder()
        Specified by:
        toBuilder in interface com.google.protobuf.Message
        Specified by:
        toBuilder in interface com.google.protobuf.MessageLite

      • newBuilderForType

        protected Public.MultiClassPrediction.Builder newBuilderForType​(com.google.protobuf.GeneratedMessageV3.BuilderParent parent)
        Specified by:
        newBuilderForType in class com.google.protobuf.GeneratedMessageV3

      • getParserForType

        public com.google.protobuf.Parser<Public.MultiClassPrediction> getParserForType()
        Specified by:
        getParserForType in interface com.google.protobuf.Message
        Specified by:
        getParserForType in interface com.google.protobuf.MessageLite
        Overrides:
        getParserForType in class com.google.protobuf.GeneratedMessageV3

      • getDefaultInstanceForType

        public Public.MultiClassPrediction getDefaultInstanceForType()
        Specified by:
        getDefaultInstanceForType in interface com.google.protobuf.MessageLiteOrBuilder
        Specified by:
        getDefaultInstanceForType in interface com.google.protobuf.MessageOrBuilder