pub enum Destination {
    GcsDestination(GcsDestination),
    BigqueryDestination(BigQueryDestination),
}
Expand description

Only applicable to Custom and Hyperparameter Tuning TrainingPipelines.

The destination of the training data to be written to.

Supported destination file formats:

  • For non-tabular data: “jsonl”.
  • For tabular data: “csv” and “bigquery”.

The following Vertex AI environment variables are passed to containers or python modules of the training task when this field is set:

  • AIP_DATA_FORMAT : Exported data format.
  • AIP_TRAINING_DATA_URI : Sharded exported training data uris.
  • AIP_VALIDATION_DATA_URI : Sharded exported validation data uris.
  • AIP_TEST_DATA_URI : Sharded exported test data uris.

Variants§

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GcsDestination(GcsDestination)

The Cloud Storage location where the training data is to be written to. In the given directory a new directory is created with name: dataset-<dataset-id>-<annotation-type>-<timestamp-of-training-call> where timestamp is in YYYY-MM-DDThh:mm:ss.sssZ ISO-8601 format. All training input data is written into that directory.

The Vertex AI environment variables representing Cloud Storage data URIs are represented in the Cloud Storage wildcard format to support sharded data. e.g.: “gs://…/training-*.jsonl”

  • AIP_DATA_FORMAT = “jsonl” for non-tabular data, “csv” for tabular data

  • AIP_TRAINING_DATA_URI = “gcs_destination/dataset---

  • AIP_VALIDATION_DATA_URI = “gcs_destination/dataset---

  • AIP_TEST_DATA_URI = “gcs_destination/dataset---

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BigqueryDestination(BigQueryDestination)

Only applicable to custom training with tabular Dataset with BigQuery source.

The BigQuery project location where the training data is to be written to. In the given project a new dataset is created with name dataset_<dataset-id>_<annotation-type>_<timestamp-of-training-call> where timestamp is in YYYY_MM_DDThh_mm_ss_sssZ format. All training input data is written into that dataset. In the dataset three tables are created, training, validation and test.

  • AIP_DATA_FORMAT = “bigquery”.

  • AIP_TRAINING_DATA_URI = “bigquery_destination.dataset_

  • AIP_VALIDATION_DATA_URI = “bigquery_destination.dataset_

  • AIP_TEST_DATA_URI = “bigquery_destination.dataset_

Implementations§

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impl Destination

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pub fn encode<B>(&self, buf: &mut B)
where B: BufMut,

Encodes the message to a buffer.

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pub fn merge<B>( field: &mut Option<Destination>, tag: u32, wire_type: WireType, buf: &mut B, ctx: DecodeContext ) -> Result<(), DecodeError>
where B: Buf,

Decodes an instance of the message from a buffer, and merges it into self.

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pub fn encoded_len(&self) -> usize

Returns the encoded length of the message without a length delimiter.

Trait Implementations§

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impl Clone for Destination

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fn clone(&self) -> Destination

Returns a copy of the value. Read more
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fn clone_from(&mut self, source: &Self)

Performs copy-assignment from source. Read more
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impl Debug for Destination

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fn fmt(&self, f: &mut Formatter<'_>) -> Result

Formats the value using the given formatter. Read more
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impl PartialEq for Destination

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fn eq(&self, other: &Destination) -> bool

This method tests for self and other values to be equal, and is used by ==.
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fn ne(&self, other: &Rhs) -> bool

This method tests for !=. The default implementation is almost always sufficient, and should not be overridden without very good reason.
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impl StructuralPartialEq for Destination

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impl<T> Any for T
where T: 'static + ?Sized,

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fn type_id(&self) -> TypeId

Gets the TypeId of self. Read more
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impl<T> Borrow<T> for T
where T: ?Sized,

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fn borrow(&self) -> &T

Immutably borrows from an owned value. Read more
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impl<T> BorrowMut<T> for T
where T: ?Sized,

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fn borrow_mut(&mut self) -> &mut T

Mutably borrows from an owned value. Read more
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impl<T> From<T> for T

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fn from(t: T) -> T

Returns the argument unchanged.

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impl<T> FromRef<T> for T
where T: Clone,

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fn from_ref(input: &T) -> T

Converts to this type from a reference to the input type.
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impl<T> Instrument for T

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fn instrument(self, span: Span) -> Instrumented<Self>

Instruments this type with the provided [Span], returning an Instrumented wrapper. Read more
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fn in_current_span(self) -> Instrumented<Self>

Instruments this type with the current Span, returning an Instrumented wrapper. Read more
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impl<T, U> Into<U> for T
where U: From<T>,

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fn into(self) -> U

Calls U::from(self).

That is, this conversion is whatever the implementation of From<T> for U chooses to do.

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impl<T> IntoRequest<T> for T

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fn into_request(self) -> Request<T>

Wrap the input message T in a tonic::Request
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impl<T> ToOwned for T
where T: Clone,

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type Owned = T

The resulting type after obtaining ownership.
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fn to_owned(&self) -> T

Creates owned data from borrowed data, usually by cloning. Read more
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fn clone_into(&self, target: &mut T)

Uses borrowed data to replace owned data, usually by cloning. Read more
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impl<T, U> TryFrom<U> for T
where U: Into<T>,

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type Error = Infallible

The type returned in the event of a conversion error.
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fn try_from(value: U) -> Result<T, <T as TryFrom<U>>::Error>

Performs the conversion.
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impl<T, U> TryInto<U> for T
where U: TryFrom<T>,

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type Error = <U as TryFrom<T>>::Error

The type returned in the event of a conversion error.
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fn try_into(self) -> Result<U, <U as TryFrom<T>>::Error>

Performs the conversion.
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impl<V, T> VZip<V> for T
where V: MultiLane<T>,

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fn vzip(self) -> V

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impl<T> WithSubscriber for T

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fn with_subscriber<S>(self, subscriber: S) -> WithDispatch<Self>
where S: Into<Dispatch>,

Attaches the provided Subscriber to this type, returning a [WithDispatch] wrapper. Read more
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fn with_current_subscriber(self) -> WithDispatch<Self>

Attaches the current default Subscriber to this type, returning a [WithDispatch] wrapper. Read more