public final class ImageObjectDetectionModelMetadata extends com.google.protobuf.GeneratedMessageV3 implements ImageObjectDetectionModelMetadataOrBuilder
Model metadata specific to image object detection.Protobuf type
google.cloud.automl.v1.ImageObjectDetectionModelMetadata| Modifier and Type | Class and Description |
|---|---|
static class |
ImageObjectDetectionModelMetadata.Builder
Model metadata specific to image object detection.
|
com.google.protobuf.GeneratedMessageV3.BuilderParent, com.google.protobuf.GeneratedMessageV3.ExtendableBuilder<MessageT extends com.google.protobuf.GeneratedMessageV3.ExtendableMessage<MessageT>,BuilderT extends com.google.protobuf.GeneratedMessageV3.ExtendableBuilder<MessageT,BuilderT>>, com.google.protobuf.GeneratedMessageV3.ExtendableMessage<MessageT extends com.google.protobuf.GeneratedMessageV3.ExtendableMessage<MessageT>>, com.google.protobuf.GeneratedMessageV3.ExtendableMessageOrBuilder<MessageT extends com.google.protobuf.GeneratedMessageV3.ExtendableMessage<MessageT>>, com.google.protobuf.GeneratedMessageV3.FieldAccessorTable, com.google.protobuf.GeneratedMessageV3.UnusedPrivateParameter| Modifier and Type | Field and Description |
|---|---|
static int |
MODEL_TYPE_FIELD_NUMBER |
static int |
NODE_COUNT_FIELD_NUMBER |
static int |
NODE_QPS_FIELD_NUMBER |
static int |
STOP_REASON_FIELD_NUMBER |
static int |
TRAIN_BUDGET_MILLI_NODE_HOURS_FIELD_NUMBER |
static int |
TRAIN_COST_MILLI_NODE_HOURS_FIELD_NUMBER |
| Modifier and Type | Method and Description |
|---|---|
boolean |
equals(Object obj) |
static ImageObjectDetectionModelMetadata |
getDefaultInstance() |
ImageObjectDetectionModelMetadata |
getDefaultInstanceForType() |
static com.google.protobuf.Descriptors.Descriptor |
getDescriptor() |
String |
getModelType()
Optional.
|
com.google.protobuf.ByteString |
getModelTypeBytes()
Optional.
|
long |
getNodeCount()
Output only.
|
double |
getNodeQps()
Output only.
|
com.google.protobuf.Parser<ImageObjectDetectionModelMetadata> |
getParserForType() |
int |
getSerializedSize() |
String |
getStopReason()
Output only.
|
com.google.protobuf.ByteString |
getStopReasonBytes()
Output only.
|
long |
getTrainBudgetMilliNodeHours()
Optional.
|
long |
getTrainCostMilliNodeHours()
Output only.
|
int |
hashCode() |
protected com.google.protobuf.GeneratedMessageV3.FieldAccessorTable |
internalGetFieldAccessorTable() |
boolean |
isInitialized() |
static ImageObjectDetectionModelMetadata.Builder |
newBuilder() |
static ImageObjectDetectionModelMetadata.Builder |
newBuilder(ImageObjectDetectionModelMetadata prototype) |
ImageObjectDetectionModelMetadata.Builder |
newBuilderForType() |
protected ImageObjectDetectionModelMetadata.Builder |
newBuilderForType(com.google.protobuf.GeneratedMessageV3.BuilderParent parent) |
protected Object |
newInstance(com.google.protobuf.GeneratedMessageV3.UnusedPrivateParameter unused) |
static ImageObjectDetectionModelMetadata |
parseDelimitedFrom(InputStream input) |
static ImageObjectDetectionModelMetadata |
parseDelimitedFrom(InputStream input,
com.google.protobuf.ExtensionRegistryLite extensionRegistry) |
static ImageObjectDetectionModelMetadata |
parseFrom(byte[] data) |
static ImageObjectDetectionModelMetadata |
parseFrom(byte[] data,
com.google.protobuf.ExtensionRegistryLite extensionRegistry) |
static ImageObjectDetectionModelMetadata |
parseFrom(ByteBuffer data) |
static ImageObjectDetectionModelMetadata |
parseFrom(ByteBuffer data,
com.google.protobuf.ExtensionRegistryLite extensionRegistry) |
static ImageObjectDetectionModelMetadata |
parseFrom(com.google.protobuf.ByteString data) |
static ImageObjectDetectionModelMetadata |
parseFrom(com.google.protobuf.ByteString data,
com.google.protobuf.ExtensionRegistryLite extensionRegistry) |
static ImageObjectDetectionModelMetadata |
parseFrom(com.google.protobuf.CodedInputStream input) |
static ImageObjectDetectionModelMetadata |
parseFrom(com.google.protobuf.CodedInputStream input,
com.google.protobuf.ExtensionRegistryLite extensionRegistry) |
static ImageObjectDetectionModelMetadata |
parseFrom(InputStream input) |
static ImageObjectDetectionModelMetadata |
parseFrom(InputStream input,
com.google.protobuf.ExtensionRegistryLite extensionRegistry) |
static com.google.protobuf.Parser<ImageObjectDetectionModelMetadata> |
parser() |
ImageObjectDetectionModelMetadata.Builder |
toBuilder() |
void |
writeTo(com.google.protobuf.CodedOutputStream output) |
canUseUnsafe, computeStringSize, computeStringSizeNoTag, emptyBooleanList, emptyDoubleList, emptyFloatList, emptyIntList, emptyList, emptyLongList, getAllFields, getDescriptorForType, getField, getOneofFieldDescriptor, getRepeatedField, getRepeatedFieldCount, getUnknownFields, hasField, hasOneof, internalGetMapField, internalGetMapFieldReflection, isStringEmpty, makeExtensionsImmutable, makeMutableCopy, makeMutableCopy, mergeFromAndMakeImmutableInternal, mutableCopy, mutableCopy, mutableCopy, mutableCopy, mutableCopy, newBooleanList, newBuilderForType, newDoubleList, newFloatList, newIntList, newLongList, parseDelimitedWithIOException, parseDelimitedWithIOException, parseUnknownField, parseUnknownFieldProto3, parseWithIOException, parseWithIOException, parseWithIOException, parseWithIOException, serializeBooleanMapTo, serializeIntegerMapTo, serializeLongMapTo, serializeStringMapTo, writeReplace, writeString, writeStringNoTagfindInitializationErrors, getInitializationErrorString, hashBoolean, hashEnum, hashEnumList, hashFields, hashLong, toStringaddAll, addAll, checkByteStringIsUtf8, toByteArray, toByteString, writeDelimitedTo, writeToclone, finalize, getClass, notify, notifyAll, wait, wait, waitpublic static final int MODEL_TYPE_FIELD_NUMBER
public static final int NODE_COUNT_FIELD_NUMBER
public static final int NODE_QPS_FIELD_NUMBER
public static final int STOP_REASON_FIELD_NUMBER
public static final int TRAIN_BUDGET_MILLI_NODE_HOURS_FIELD_NUMBER
public static final int TRAIN_COST_MILLI_NODE_HOURS_FIELD_NUMBER
protected Object newInstance(com.google.protobuf.GeneratedMessageV3.UnusedPrivateParameter unused)
newInstance in class com.google.protobuf.GeneratedMessageV3public static final com.google.protobuf.Descriptors.Descriptor getDescriptor()
protected com.google.protobuf.GeneratedMessageV3.FieldAccessorTable internalGetFieldAccessorTable()
internalGetFieldAccessorTable in class com.google.protobuf.GeneratedMessageV3public String getModelType()
Optional. Type of the model. The available values are:
* `cloud-high-accuracy-1` - (default) A model to be used via prediction
calls to AutoML API. Expected to have a higher latency, but
should also have a higher prediction quality than other
models.
* `cloud-low-latency-1` - A model to be used via prediction
calls to AutoML API. Expected to have low latency, but may
have lower prediction quality than other models.
* `mobile-low-latency-1` - A model that, in addition to providing
prediction via AutoML API, can also be exported (see
[AutoMl.ExportModel][google.cloud.automl.v1.AutoMl.ExportModel]) and used on a mobile or edge device
with TensorFlow afterwards. Expected to have low latency, but
may have lower prediction quality than other models.
* `mobile-versatile-1` - A model that, in addition to providing
prediction via AutoML API, can also be exported (see
[AutoMl.ExportModel][google.cloud.automl.v1.AutoMl.ExportModel]) and used on a mobile or edge device
with TensorFlow afterwards.
* `mobile-high-accuracy-1` - A model that, in addition to providing
prediction via AutoML API, can also be exported (see
[AutoMl.ExportModel][google.cloud.automl.v1.AutoMl.ExportModel]) and used on a mobile or edge device
with TensorFlow afterwards. Expected to have a higher
latency, but should also have a higher prediction quality
than other models.
string model_type = 1 [(.google.api.field_behavior) = OPTIONAL];getModelType in interface ImageObjectDetectionModelMetadataOrBuilderpublic com.google.protobuf.ByteString getModelTypeBytes()
Optional. Type of the model. The available values are:
* `cloud-high-accuracy-1` - (default) A model to be used via prediction
calls to AutoML API. Expected to have a higher latency, but
should also have a higher prediction quality than other
models.
* `cloud-low-latency-1` - A model to be used via prediction
calls to AutoML API. Expected to have low latency, but may
have lower prediction quality than other models.
* `mobile-low-latency-1` - A model that, in addition to providing
prediction via AutoML API, can also be exported (see
[AutoMl.ExportModel][google.cloud.automl.v1.AutoMl.ExportModel]) and used on a mobile or edge device
with TensorFlow afterwards. Expected to have low latency, but
may have lower prediction quality than other models.
* `mobile-versatile-1` - A model that, in addition to providing
prediction via AutoML API, can also be exported (see
[AutoMl.ExportModel][google.cloud.automl.v1.AutoMl.ExportModel]) and used on a mobile or edge device
with TensorFlow afterwards.
* `mobile-high-accuracy-1` - A model that, in addition to providing
prediction via AutoML API, can also be exported (see
[AutoMl.ExportModel][google.cloud.automl.v1.AutoMl.ExportModel]) and used on a mobile or edge device
with TensorFlow afterwards. Expected to have a higher
latency, but should also have a higher prediction quality
than other models.
string model_type = 1 [(.google.api.field_behavior) = OPTIONAL];getModelTypeBytes in interface ImageObjectDetectionModelMetadataOrBuilderpublic long getNodeCount()
Output only. The number of nodes this model is deployed on. A node is an abstraction of a machine resource, which can handle online prediction QPS as given in the qps_per_node field.
int64 node_count = 3 [(.google.api.field_behavior) = OUTPUT_ONLY];getNodeCount in interface ImageObjectDetectionModelMetadataOrBuilderpublic double getNodeQps()
Output only. An approximate number of online prediction QPS that can be supported by this model per each node on which it is deployed.
double node_qps = 4 [(.google.api.field_behavior) = OUTPUT_ONLY];getNodeQps in interface ImageObjectDetectionModelMetadataOrBuilderpublic String getStopReason()
Output only. The reason that this create model operation stopped, e.g. `BUDGET_REACHED`, `MODEL_CONVERGED`.
string stop_reason = 5 [(.google.api.field_behavior) = OUTPUT_ONLY];getStopReason in interface ImageObjectDetectionModelMetadataOrBuilderpublic com.google.protobuf.ByteString getStopReasonBytes()
Output only. The reason that this create model operation stopped, e.g. `BUDGET_REACHED`, `MODEL_CONVERGED`.
string stop_reason = 5 [(.google.api.field_behavior) = OUTPUT_ONLY];getStopReasonBytes in interface ImageObjectDetectionModelMetadataOrBuilderpublic long getTrainBudgetMilliNodeHours()
Optional. The train budget of creating this model, expressed in milli node hours i.e. 1,000 value in this field means 1 node hour. The actual `train_cost` will be equal or less than this value. If further model training ceases to provide any improvements, it will stop without using full budget and the stop_reason will be `MODEL_CONVERGED`. Note, node_hour = actual_hour * number_of_nodes_invovled. For model type `cloud-high-accuracy-1`(default) and `cloud-low-latency-1`, the train budget must be between 20,000 and 900,000 milli node hours, inclusive. The default value is 216, 000 which represents one day in wall time. For model type `mobile-low-latency-1`, `mobile-versatile-1`, `mobile-high-accuracy-1`, `mobile-core-ml-low-latency-1`, `mobile-core-ml-versatile-1`, `mobile-core-ml-high-accuracy-1`, the train 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.
int64 train_budget_milli_node_hours = 6 [(.google.api.field_behavior) = OPTIONAL];getTrainBudgetMilliNodeHours in interface ImageObjectDetectionModelMetadataOrBuilderpublic long getTrainCostMilliNodeHours()
Output only. The actual train cost of creating this model, expressed in milli node hours, i.e. 1,000 value in this field means 1 node hour. Guaranteed to not exceed the train budget.
int64 train_cost_milli_node_hours = 7 [(.google.api.field_behavior) = OUTPUT_ONLY];
getTrainCostMilliNodeHours in interface ImageObjectDetectionModelMetadataOrBuilderpublic final boolean isInitialized()
isInitialized in interface com.google.protobuf.MessageLiteOrBuilderisInitialized in class com.google.protobuf.GeneratedMessageV3public void writeTo(com.google.protobuf.CodedOutputStream output)
throws IOException
writeTo in interface com.google.protobuf.MessageLitewriteTo in class com.google.protobuf.GeneratedMessageV3IOExceptionpublic int getSerializedSize()
getSerializedSize in interface com.google.protobuf.MessageLitegetSerializedSize in class com.google.protobuf.GeneratedMessageV3public boolean equals(Object obj)
equals in interface com.google.protobuf.Messageequals in class com.google.protobuf.AbstractMessagepublic int hashCode()
hashCode in interface com.google.protobuf.MessagehashCode in class com.google.protobuf.AbstractMessagepublic static ImageObjectDetectionModelMetadata parseFrom(ByteBuffer data) throws com.google.protobuf.InvalidProtocolBufferException
com.google.protobuf.InvalidProtocolBufferExceptionpublic static ImageObjectDetectionModelMetadata parseFrom(ByteBuffer data, com.google.protobuf.ExtensionRegistryLite extensionRegistry) throws com.google.protobuf.InvalidProtocolBufferException
com.google.protobuf.InvalidProtocolBufferExceptionpublic static ImageObjectDetectionModelMetadata parseFrom(com.google.protobuf.ByteString data) throws com.google.protobuf.InvalidProtocolBufferException
com.google.protobuf.InvalidProtocolBufferExceptionpublic static ImageObjectDetectionModelMetadata parseFrom(com.google.protobuf.ByteString data, com.google.protobuf.ExtensionRegistryLite extensionRegistry) throws com.google.protobuf.InvalidProtocolBufferException
com.google.protobuf.InvalidProtocolBufferExceptionpublic static ImageObjectDetectionModelMetadata parseFrom(byte[] data) throws com.google.protobuf.InvalidProtocolBufferException
com.google.protobuf.InvalidProtocolBufferExceptionpublic static ImageObjectDetectionModelMetadata parseFrom(byte[] data, com.google.protobuf.ExtensionRegistryLite extensionRegistry) throws com.google.protobuf.InvalidProtocolBufferException
com.google.protobuf.InvalidProtocolBufferExceptionpublic static ImageObjectDetectionModelMetadata parseFrom(InputStream input) throws IOException
IOExceptionpublic static ImageObjectDetectionModelMetadata parseFrom(InputStream input, com.google.protobuf.ExtensionRegistryLite extensionRegistry) throws IOException
IOExceptionpublic static ImageObjectDetectionModelMetadata parseDelimitedFrom(InputStream input) throws IOException
IOExceptionpublic static ImageObjectDetectionModelMetadata parseDelimitedFrom(InputStream input, com.google.protobuf.ExtensionRegistryLite extensionRegistry) throws IOException
IOExceptionpublic static ImageObjectDetectionModelMetadata parseFrom(com.google.protobuf.CodedInputStream input) throws IOException
IOExceptionpublic static ImageObjectDetectionModelMetadata parseFrom(com.google.protobuf.CodedInputStream input, com.google.protobuf.ExtensionRegistryLite extensionRegistry) throws IOException
IOExceptionpublic ImageObjectDetectionModelMetadata.Builder newBuilderForType()
newBuilderForType in interface com.google.protobuf.MessagenewBuilderForType in interface com.google.protobuf.MessageLitepublic static ImageObjectDetectionModelMetadata.Builder newBuilder()
public static ImageObjectDetectionModelMetadata.Builder newBuilder(ImageObjectDetectionModelMetadata prototype)
public ImageObjectDetectionModelMetadata.Builder toBuilder()
toBuilder in interface com.google.protobuf.MessagetoBuilder in interface com.google.protobuf.MessageLiteprotected ImageObjectDetectionModelMetadata.Builder newBuilderForType(com.google.protobuf.GeneratedMessageV3.BuilderParent parent)
newBuilderForType in class com.google.protobuf.GeneratedMessageV3public static ImageObjectDetectionModelMetadata getDefaultInstance()
public static com.google.protobuf.Parser<ImageObjectDetectionModelMetadata> parser()
public com.google.protobuf.Parser<ImageObjectDetectionModelMetadata> getParserForType()
getParserForType in interface com.google.protobuf.MessagegetParserForType in interface com.google.protobuf.MessageLitegetParserForType in class com.google.protobuf.GeneratedMessageV3public ImageObjectDetectionModelMetadata getDefaultInstanceForType()
getDefaultInstanceForType in interface com.google.protobuf.MessageLiteOrBuildergetDefaultInstanceForType in interface com.google.protobuf.MessageOrBuilderCopyright © 2025 Google LLC. All rights reserved.