StudyStoppingConfig

Struct StudyStoppingConfig 

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#[non_exhaustive]
pub struct StudyStoppingConfig { pub should_stop_asap: Option<BoolValue>, pub minimum_runtime_constraint: Option<StudyTimeConstraint>, pub maximum_runtime_constraint: Option<StudyTimeConstraint>, pub min_num_trials: Option<Int32Value>, pub max_num_trials: Option<Int32Value>, pub max_num_trials_no_progress: Option<Int32Value>, pub max_duration_no_progress: Option<Duration>, /* private fields */ }
Available on crate features job-service or vizier-service only.
Expand description

The configuration (stopping conditions) for automated stopping of a Study. Conditions include trial budgets, time budgets, and convergence detection.

Fields (Non-exhaustive)§

This struct is marked as non-exhaustive
Non-exhaustive structs could have additional fields added in future. Therefore, non-exhaustive structs cannot be constructed in external crates using the traditional Struct { .. } syntax; cannot be matched against without a wildcard ..; and struct update syntax will not work.
§should_stop_asap: Option<BoolValue>

If true, a Study enters STOPPING_ASAP whenever it would normally enters STOPPING state.

The bottom line is: set to true if you want to interrupt on-going evaluations of Trials as soon as the study stopping condition is met. (Please see Study.State documentation for the source of truth).

§minimum_runtime_constraint: Option<StudyTimeConstraint>

Each “stopping rule” in this proto specifies an “if” condition. Before Vizier would generate a new suggestion, it first checks each specified stopping rule, from top to bottom in this list. Note that the first few rules (e.g. minimum_runtime_constraint, min_num_trials) will prevent other stopping rules from being evaluated until they are met. For example, setting min_num_trials=5 and always_stop_after= 1 hour means that the Study will ONLY stop after it has 5 COMPLETED trials, even if more than an hour has passed since its creation. It follows the first applicable rule (whose “if” condition is satisfied) to make a stopping decision. If none of the specified rules are applicable, then Vizier decides that the study should not stop. If Vizier decides that the study should stop, the study enters STOPPING state (or STOPPING_ASAP if should_stop_asap = true). IMPORTANT: The automatic study state transition happens precisely as described above; that is, deleting trials or updating StudyConfig NEVER automatically moves the study state back to ACTIVE. If you want to resume a Study that was stopped, 1) change the stopping conditions if necessary, 2) activate the study, and then 3) ask for suggestions. If the specified time or duration has not passed, do not stop the study.

§maximum_runtime_constraint: Option<StudyTimeConstraint>

If the specified time or duration has passed, stop the study.

§min_num_trials: Option<Int32Value>

If there are fewer than this many COMPLETED trials, do not stop the study.

§max_num_trials: Option<Int32Value>

If there are more than this many trials, stop the study.

§max_num_trials_no_progress: Option<Int32Value>

If the objective value has not improved for this many consecutive trials, stop the study.

WARNING: Effective only for single-objective studies.

§max_duration_no_progress: Option<Duration>

If the objective value has not improved for this much time, stop the study.

WARNING: Effective only for single-objective studies.

Implementations§

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impl StudyStoppingConfig

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pub fn new() -> Self

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pub fn set_should_stop_asap<T>(self, v: T) -> Self
where T: Into<BoolValue>,

Sets the value of should_stop_asap.

§Example
use wkt::BoolValue;
let x = StudyStoppingConfig::new().set_should_stop_asap(BoolValue::default()/* use setters */);
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pub fn set_or_clear_should_stop_asap<T>(self, v: Option<T>) -> Self
where T: Into<BoolValue>,

Sets or clears the value of should_stop_asap.

§Example
use wkt::BoolValue;
let x = StudyStoppingConfig::new().set_or_clear_should_stop_asap(Some(BoolValue::default()/* use setters */));
let x = StudyStoppingConfig::new().set_or_clear_should_stop_asap(None::<BoolValue>);
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pub fn set_minimum_runtime_constraint<T>(self, v: T) -> Self

Sets the value of minimum_runtime_constraint.

§Example
use google_cloud_aiplatform_v1::model::StudyTimeConstraint;
let x = StudyStoppingConfig::new().set_minimum_runtime_constraint(StudyTimeConstraint::default()/* use setters */);
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pub fn set_or_clear_minimum_runtime_constraint<T>(self, v: Option<T>) -> Self

Sets or clears the value of minimum_runtime_constraint.

§Example
use google_cloud_aiplatform_v1::model::StudyTimeConstraint;
let x = StudyStoppingConfig::new().set_or_clear_minimum_runtime_constraint(Some(StudyTimeConstraint::default()/* use setters */));
let x = StudyStoppingConfig::new().set_or_clear_minimum_runtime_constraint(None::<StudyTimeConstraint>);
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pub fn set_maximum_runtime_constraint<T>(self, v: T) -> Self

Sets the value of maximum_runtime_constraint.

§Example
use google_cloud_aiplatform_v1::model::StudyTimeConstraint;
let x = StudyStoppingConfig::new().set_maximum_runtime_constraint(StudyTimeConstraint::default()/* use setters */);
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pub fn set_or_clear_maximum_runtime_constraint<T>(self, v: Option<T>) -> Self

Sets or clears the value of maximum_runtime_constraint.

§Example
use google_cloud_aiplatform_v1::model::StudyTimeConstraint;
let x = StudyStoppingConfig::new().set_or_clear_maximum_runtime_constraint(Some(StudyTimeConstraint::default()/* use setters */));
let x = StudyStoppingConfig::new().set_or_clear_maximum_runtime_constraint(None::<StudyTimeConstraint>);
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pub fn set_min_num_trials<T>(self, v: T) -> Self
where T: Into<Int32Value>,

Sets the value of min_num_trials.

§Example
use wkt::Int32Value;
let x = StudyStoppingConfig::new().set_min_num_trials(Int32Value::default()/* use setters */);
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pub fn set_or_clear_min_num_trials<T>(self, v: Option<T>) -> Self
where T: Into<Int32Value>,

Sets or clears the value of min_num_trials.

§Example
use wkt::Int32Value;
let x = StudyStoppingConfig::new().set_or_clear_min_num_trials(Some(Int32Value::default()/* use setters */));
let x = StudyStoppingConfig::new().set_or_clear_min_num_trials(None::<Int32Value>);
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pub fn set_max_num_trials<T>(self, v: T) -> Self
where T: Into<Int32Value>,

Sets the value of max_num_trials.

§Example
use wkt::Int32Value;
let x = StudyStoppingConfig::new().set_max_num_trials(Int32Value::default()/* use setters */);
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pub fn set_or_clear_max_num_trials<T>(self, v: Option<T>) -> Self
where T: Into<Int32Value>,

Sets or clears the value of max_num_trials.

§Example
use wkt::Int32Value;
let x = StudyStoppingConfig::new().set_or_clear_max_num_trials(Some(Int32Value::default()/* use setters */));
let x = StudyStoppingConfig::new().set_or_clear_max_num_trials(None::<Int32Value>);
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pub fn set_max_num_trials_no_progress<T>(self, v: T) -> Self
where T: Into<Int32Value>,

Sets the value of max_num_trials_no_progress.

§Example
use wkt::Int32Value;
let x = StudyStoppingConfig::new().set_max_num_trials_no_progress(Int32Value::default()/* use setters */);
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pub fn set_or_clear_max_num_trials_no_progress<T>(self, v: Option<T>) -> Self
where T: Into<Int32Value>,

Sets or clears the value of max_num_trials_no_progress.

§Example
use wkt::Int32Value;
let x = StudyStoppingConfig::new().set_or_clear_max_num_trials_no_progress(Some(Int32Value::default()/* use setters */));
let x = StudyStoppingConfig::new().set_or_clear_max_num_trials_no_progress(None::<Int32Value>);
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pub fn set_max_duration_no_progress<T>(self, v: T) -> Self
where T: Into<Duration>,

Sets the value of max_duration_no_progress.

§Example
use wkt::Duration;
let x = StudyStoppingConfig::new().set_max_duration_no_progress(Duration::default()/* use setters */);
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pub fn set_or_clear_max_duration_no_progress<T>(self, v: Option<T>) -> Self
where T: Into<Duration>,

Sets or clears the value of max_duration_no_progress.

§Example
use wkt::Duration;
let x = StudyStoppingConfig::new().set_or_clear_max_duration_no_progress(Some(Duration::default()/* use setters */));
let x = StudyStoppingConfig::new().set_or_clear_max_duration_no_progress(None::<Duration>);

Trait Implementations§

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impl Clone for StudyStoppingConfig

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fn clone(&self) -> StudyStoppingConfig

Returns a duplicate of the value. Read more
1.0.0 · Source§

fn clone_from(&mut self, source: &Self)

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

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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 Default for StudyStoppingConfig

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fn default() -> StudyStoppingConfig

Returns the “default value” for a type. Read more
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impl Message for StudyStoppingConfig

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fn typename() -> &'static str

The typename of this message.
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impl PartialEq for StudyStoppingConfig

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

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

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 StudyStoppingConfig

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