fyp-report/diagrams/expandable_models_generator.d2

model-generation: Model Generation {

	hidden-layers-generator: Hidden Layers Model Generator

	hidden-layers-generator<->generator: Request/Accept Model

	head-generator: Head Models Generator {


		_.head-generator->model1: Create
		_.head-generator->model2: Create
		_.head-generator->modeln: Create

		model1
		model2
		modeln: "Model..."

		model1<->_.generator: Request/Accept Model
		model2<->_.generator: Request/Accept Model
		modeln<->_.generator: Request/Accept Model

		model1->_.head-generator: Accept Model
		model2->_.head-generator: Accept Model
		modeln->_.head-generator: Accept Model
	}

	generator: Generator {

		_.generator->model-search: Start
	
		model-search: Model Search {

			database-search: Database search

			autoML: Automl
		}

		model-search->model-training: Propose model
		model-training->model-search: Reject model and request new one

		model-training: Model Traning {

			_.model-training->node: Start Training
			
			node: Node

			_.model-training<-node: End Training
		}

		model-training->_.generator: Accept Model
	}

}

User.shape: Person
User->model-generation: Requests Model

model-generation.generator <-> indata: Requests Data

model-generation->model-generation.hidden-layers-generator: Start
model-generation.hidden-layers-generator->model-generation.head-generator: Strip head and give base model to Head Generator

model-generation.head-generator->model-database: Save hidden layers model and heads

indata: "Input data" {
	shape: cylinder
}

model-database: "Model Database" {
	shape: cylinder
}