Struct TrainingRecipe 

pub struct TrainingRecipe {

    pub id: RecipeId,
    pub name: String,
    pub version: RecipeVersion,
    pub description: String,
    pub architecture: Option<String>,
    pub hyperparameters: Hyperparameters,
    pub optimizer: Option<OptimizerSpec>,
    pub scheduler: Option<SchedulerSpec>,
    pub loss: Option<LossSpec>,
    pub train_data: Option<DatasetReference>,
    pub validation_data: Option<DatasetReference>,
    pub preprocessing: Vec<String>,
    pub augmentation: Vec<String>,
    pub dependencies: Dependencies,
    pub hardware: Option<HardwareSpec>,
    pub random_seed: Option<u64>,
    pub deterministic: bool,
    pub created_at: DateTime<Utc>,
    pub extra: HashMap<String, Value>,
}

Training recipe for reproducible ML workflows.

Fields

id: RecipeId

Unique identifier.

name: String

Recipe name.

version: RecipeVersion

Recipe version.

description: String

Description.

architecture: Option<String>

Model architecture specification.

hyperparameters: Hyperparameters

Training hyperparameters.

optimizer: Option<OptimizerSpec>

Optimizer configuration.

scheduler: Option<SchedulerSpec>

Learning rate scheduler.

loss: Option<LossSpec>

Loss function.

train_data: Option<DatasetReference>

Training data reference.

validation_data: Option<DatasetReference>

Validation data reference.

preprocessing: Vec<String>

Preprocessing steps.

augmentation: Vec<String>

Data augmentation steps.

dependencies: Dependencies

Environment dependencies.

hardware: Option<HardwareSpec>

Hardware requirements.

random_seed: Option<u64>

Random seed for reproducibility.

deterministic: bool

Whether the recipe produces deterministic results.

created_at: DateTime<Utc>

Registration timestamp.

extra: HashMap<String, Value>

Additional metadata.

Implementations

impl TrainingRecipe

pub fn builder() -> TrainingRecipeBuilder

Create a new recipe builder.

pub fn reference(&self) -> RecipeReference

Create a reference to this recipe.

Trait Implementations

impl Clone for TrainingRecipe

fn clone(&self) -> TrainingRecipe

Returns a duplicate of the value.

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

Performs copy-assignment from source.

impl Debug for TrainingRecipe

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

Formats the value using the given formatter.

impl<'de> Deserialize<'de> for TrainingRecipe

fn deserialize<__D>(__deserializer: __D) -> Result<Self, __D::Error>

where __D: Deserializer<'de>,

Deserialize this value from the given Serde deserializer.

impl Serialize for TrainingRecipe

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

where __S: Serializer,

Serialize this value into the given Serde serializer.