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175 lines
5.8 KiB
JSON
175 lines
5.8 KiB
JSON
{
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"sections": [
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"title",
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"description",
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"fields",
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"special_access_rules",
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"field_reference"
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],
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"title": "MLModelMetric - Data API",
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"description": "Represents a metric or statistic about the related model, such as accuracy, precision, or RSquared. Use a model’s metrics to learn about its performance and to compare it with other models. This object is available in API version 53.0 and later.",
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"fields_columns": [
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"type",
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"properties",
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"description",
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"relationship_name",
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"relationship_type",
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"refers_to"
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],
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"fields": {
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"BasicMetricValue": {
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"type": "double",
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"properties": "Filter, Nillable, Sort",
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"description": "The value of a basic metric. A basic metric is a single number. For metrics that comprise a set of graph points, see ComplexMetricValue ."
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},
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"ComplexMetricValue": {
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"type": "textarea",
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"properties": "Nillable",
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"description": "The X and Y values for a complex metric. A complex metric is a coordinate on a graph. For example, in classification models, you can use a line on a graph to create classification categories."
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},
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"DataSetType": {
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"type": "picklist",
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"properties": "Filter, Group, Nillable, Restricted picklist, Sort",
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"description": "The type of dataset. Possible values are: Baseline HoldOut Live Model Training"
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},
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"EndTime": {
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"type": "dateTime",
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"properties": "Filter, Nillable, Sort",
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"description": "The date and time when the model training finished."
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},
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"GraphType": {
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"type": "picklist",
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"properties": "Filter, Group, Nillable, Restricted picklist, Sort",
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"description": "The type of graph. Possible values are: ConfidencePlot ConfusionMatrixPerThreshold DiscountedCumulativeGainsGraph HitRateGraph KBasedRankingGraph LiftPlot MeanReciprocalRankGraph MultiClassConfusionMatrixPerThreshold MultiClassMisclassifications NormalizedDiscountedCumulativeGainsGraph PrecisionGraph RecallGraph RegressionErrorBands"
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},
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"MetricType": {
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"type": "picklist",
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"properties": "Filter, Group, Nillable, Restricted picklist, Sort",
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"description": "The type of metric. Possible values are: Accuracy AveragePrecision BalancedAccuracy DiscountedCumulativeGainAtK ExpectedTopAbsoluteRank ExpectedTopPercentileRank F1Score FMeasure HitRateAtK LiftBucket MeanAbsoluteError MeanAbsoluteRank MeanAveragePrecisionAtK MeanPercentileRank MeanReciprocalRank MeanReciprocalRankAtK MeanTopReciprocalRank NormalizedDiscountedCumulativeGainsAtK Precision PrecisionAtK RSquared Recall RecallAtK RootMeanSquaredError auPR auROC"
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},
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"ModelId": {
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"type": "reference",
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"properties": "Filter, Group, Sort",
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"description": "The ID of the related MLModel. This field is a polymorphic relationship field.",
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"relationship_name": "Model",
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"relationship_type": "Lookup",
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"refers_to": "MLModel"
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},
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"Name": {
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"type": "string",
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"properties": "Autonumber, Defaulted on create, Filter, idLookup, Sort",
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"description": "An automatically generated ID that uniquely identifies the metric."
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},
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"RowCount": {
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"type": "int",
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"properties": "Filter, Group, Nillable, Sort",
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"description": "The number of rows."
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},
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"Span": {
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"type": "picklist",
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"properties": "Filter, Group, Nillable, Restricted picklist, Sort",
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"description": "The time span for the metric. Possible values are: Day Hour Month SinceLastAction Week"
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},
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"StartTime": {
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"type": "dateTime",
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"properties": "Filter, Nillable, Sort",
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"description": "The date and time when the model training started."
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}
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},
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"special_access_rules": "Available with Einstein Prediction Builder and Einstein Recommendation Builder.\n\nAvailable with Einstein Prediction Builder and\n Einstein Recommendation Builder.",
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"field_reference": {
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"BasicMetricValue": {
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"field_label": "Basic Metric Value",
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"type": "double",
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"precision": "24",
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"scale": "8"
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},
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"ComplexMetricValue": {
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"field_label": "Complex Metric Value",
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"type": "textarea",
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"length": "131072"
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},
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"CreatedById": {
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"field_label": "Created By ID",
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"type": "reference",
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"length": "18"
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},
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"CreatedDate": {
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"field_label": "Created Date",
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"type": "datetime"
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},
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"DataSetType": {
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"field_label": "Dataset Type",
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"type": "picklist",
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"length": "255"
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},
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"EndTime": {
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"field_label": "End Time",
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"type": "datetime"
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},
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"GraphType": {
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"field_label": "Graph Type",
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"type": "picklist",
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"length": "255"
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},
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"Id": {
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"field_label": "ML Model Metric ID",
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"type": "id",
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"length": "18"
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},
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"IsDeleted": {
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"field_label": "Deleted",
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"type": "boolean"
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},
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"LastModifiedById": {
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"field_label": "Last Modified By ID",
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"type": "reference",
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"length": "18"
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},
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"LastModifiedDate": {
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"field_label": "Last Modified Date",
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"type": "datetime"
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},
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"MetricType": {
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"field_label": "Metric Type",
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"type": "picklist",
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"length": "255"
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},
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"ModelId": {
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"field_label": "ML Model ID",
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"type": "reference",
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"length": "18"
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},
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"Name": {
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"field_label": "Name",
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"type": "string",
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"length": "255"
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},
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"RowCount": {
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"field_label": "Row Count",
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"type": "int",
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"digits": "9"
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},
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"Span": {
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"field_label": "Metric Span",
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"type": "picklist",
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"length": "255"
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},
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"StartTime": {
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"field_label": "Start Time",
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"type": "datetime"
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},
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"SystemModstamp": {
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"field_label": "System Modstamp",
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"type": "datetime"
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}
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},
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"field_reference_columns": [
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"field_label",
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"type",
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"precision",
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"scale",
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"length",
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"digits"
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]
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} |