KEY |
TYPE |
Description |
batchPredictionVersion |
str |
The unique identifier of the batch prediction version |
batchPredictionId |
str |
The unique identifier of the batch prediction |
status |
str |
The current status of the batch prediction |
driftMonitorStatus |
str |
The status of the drift monitor for this batch prediction version |
deploymentId |
str |
The deployment used to make the predictions |
modelId |
str |
The model used to make the predictions |
modelVersion |
str |
The model version used to make the predictions |
predictionsStartedAt |
str |
Predictions start date and time |
predictionsCompletedAt |
str |
Predictions completion date and time |
databaseOutputError |
bool |
If true, there were errors reported by the database connector while writing |
totalPredictions |
int |
Number of predictions performed in this batch prediction job |
failedPredictions |
int |
Number of predictions that failed |
databaseConnectorId |
str |
The database connector to write the results to |
databaseOutputConfiguration |
dict |
Contains information about where the batch predictions are written to |
fileConnectorOutputLocation |
str |
Contains information about where the batch predictions are written to |
fileOutputFormat |
str |
The format of the batch prediction output (CSV or JSON) |
connectorType |
str |
Null if writing to internal console, else FEATURE_GROUP | FILE_CONNECTOR | DATABASE_CONNECTOR |
legacyInputLocation |
str |
The location of the input data |
error |
str |
Relevant error if the status is FAILED |
driftMonitorError |
str |
Error message for the drift monitor of this batch predcition |
monitorWarnings |
str |
Relevant warning if there are issues found in drift or data integrity |
csvInputPrefix |
str |
A prefix to prepend to the input columns, only applies when output format is CSV |
csvPredictionPrefix |
str |
A prefix to prepend to the prediction columns, only applies when output format is CSV |
csvExplanationsPrefix |
str |
A prefix to prepend to the explanation columns, only applies when output format is CSV |
databaseOutputTotalWrites |
int |
The total number of rows attempted to write (may be less than total_predictions if write mode is UPSERT and multiple rows share the same ID) |
databaseOutputFailedWrites |
int |
The number of failed writes to the Database Connector |
outputIncludesMetadata |
bool |
If true, output will contain columns including prediction start time, batch prediction version, and model version |
resultInputColumns |
List[str] |
If present, will limit result files or feature groups to only include columns present in this list |
modelMonitorVersion |
str |
The version of the model monitor |
algoName |
str |
The name of the algorithm used to train the model |
algorithm |
str |
The algorithm that is currently deployed. |
outputFeatureGroupId |
str |
The Batch Prediction output feature group ID if applicable |
outputFeatureGroupVersion |
str |
The Batch Prediction output feature group version if applicable |
outputFeatureGroupTableName |
str |
The Batch Prediction output feature group name if applicable |
batchPredictionWarnings |
str |
Relevant warnings if any issues are found |
bpAcrossVersionsMonitorVersion |
str |
The version of the batch prediction across versions monitor |
batchPredictionArgsType |
str |
The type of the batch prediction args |
batchInputs |
PredictionInput |
Inputs to the batch prediction
|
inputFeatureGroups |
PredictionFeatureGroup |
List of prediction feature groups
KEY |
TYPE |
Description |
featureGroupId |
str |
The unique identifier of the feature group |
featureGroupVersion |
str |
The unique identifier of the feature group version used for predictions |
datasetType |
str |
dataset type |
default |
bool |
If true, this feature group is the default feature group in the model |
required |
bool |
If true, this feature group is required for the batch prediction |
|
globalPredictionArgs |
BatchPredictionArgs |
None
KEY |
TYPE |
Description |
kwargs |
None |
None |
problemType |
None |
None |
SupportKwargs |
None |
None |
|
batchPredictionArgs |
BatchPredictionArgs |
Argument(s) passed to every prediction call
KEY |
TYPE |
Description |
kwargs |
None |
None |
problemType |
None |
None |
SupportKwargs |
None |
None |
|