Experiment

Struct Experiment 

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pub struct Experiment {
Show 14 fields pub id: String, pub name: String, pub hypothesis: String, pub description: String, pub status: ExperimentStatus, pub config: ExperimentConfig, pub optimizer_configs: HashMap<String, OptimizerConfig<f64>>, pub dataset_info: DatasetInfo, pub metrics: Vec<String>, pub results: Vec<ExperimentResult>, pub reproducibility: ReproducibilityInfo, pub timeline: ExperimentTimeline, pub notes: Vec<ExperimentNote>, pub metadata: ExperimentMetadata,
}
Expand description

Comprehensive experiment definition and tracking

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§id: String

Experiment identifier

§name: String

Experiment name

§hypothesis: String

Research hypothesis

§description: String

Experiment description

§status: ExperimentStatus

Experiment status

§config: ExperimentConfig

Experiment configuration

§optimizer_configs: HashMap<String, OptimizerConfig<f64>>

Optimizer configurations being tested

§dataset_info: DatasetInfo

Dataset information

§metrics: Vec<String>

Metrics to track

§results: Vec<ExperimentResult>

Experiment results

§reproducibility: ReproducibilityInfo

Reproducibility information

§timeline: ExperimentTimeline

Experiment timeline

§notes: Vec<ExperimentNote>

Analysis notes

§metadata: ExperimentMetadata

Experiment metadata

Implementations§

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impl Experiment

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pub fn new(name: &str) -> Self

Create a new experiment

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pub fn hypothesis(self, hypothesis: &str) -> Self

Set experiment hypothesis

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pub fn description(self, description: &str) -> Self

Set experiment description

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pub fn add_optimizer_config( self, name: &str, config: OptimizerConfig<f64>, ) -> Self

Add optimizer configuration

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pub fn dataset(self, datasetinfo: DatasetInfo) -> Self

Set dataset information

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pub fn metrics(self, metrics: Vec<String>) -> Self

Set metrics to track

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pub fn add_note(&mut self, author: &str, content: &str, notetype: NoteType)

Add a note to the experiment

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pub fn start(&mut self) -> Result<()>

Start the experiment

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pub fn complete(&mut self) -> Result<()>

Complete the experiment

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pub fn generate_report(&self) -> String

Generate experiment report

Trait Implementations§

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impl Clone for Experiment

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fn clone(&self) -> Experiment

Returns a duplicate 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 Experiment

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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<'de> Deserialize<'de> for Experiment

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fn deserialize<__D>(__deserializer: __D) -> Result<Self, __D::Error>
where __D: Deserializer<'de>,

Deserialize this value from the given Serde deserializer. Read more
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impl Serialize for Experiment

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fn serialize<__S>(&self, __serializer: __S) -> Result<__S::Ok, __S::Error>
where __S: Serializer,

Serialize this value into the given Serde serializer. Read more

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

Mutably borrows from an owned value. Read more
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impl<T> CloneToUninit for T
where T: Clone,

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unsafe fn clone_to_uninit(&self, dest: *mut u8)

🔬This is a nightly-only experimental API. (clone_to_uninit)
Performs copy-assignment from self to dest. Read more
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where T: Clone,

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fn __clone_box(&self, _: Private) -> *mut ()

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Calls U::from(self).

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fn into_either(self, into_left: bool) -> Either<Self, Self>

Converts self into a Left variant of Either<Self, Self> if into_left is true. Converts self into a Right variant of Either<Self, Self> otherwise. Read more
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Converts self into a Left variant of Either<Self, Self> if into_left(&self) returns true. Converts self into a Right variant of Either<Self, Self> otherwise. Read more
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const ALIGN: usize

The alignment of pointer.
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type Init = T

The type for initializers.
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unsafe fn init(init: <T as Pointable>::Init) -> usize

Initializes a with the given initializer. Read more
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Drops the object pointed to by the given pointer. Read more
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fn erased_serialize(&self, serializer: &mut dyn Serializer) -> Result<(), Error>

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fn to_subset(&self) -> Option<SS>

The inverse inclusion map: attempts to construct self from the equivalent element of its superset. Read more
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Checks if self is actually part of its subset T (and can be converted to it).
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Use with care! Same as self.to_subset but without any property checks. Always succeeds.
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