fyp-report/diagrams/expandable_models.d2

indata: "Input data" {
	shape: cylinder
}

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
	}
}

node_manager: Node Manager {
	node1
	node2
	noden: "node..."

	node_manager->node1: Manage
	node_manager->node2: Manage
	node_manager->noden: Manage
}

model_generation.generator.model_training.node<->node_manager: Request/Gives node to train

model_database: Model database {
	shape: cylinder
}

model_runner: Model Runner {

	node: Node

	headless: Obatin Headless Model

	_.model_runner->headless: Start

	headless<->_.model_database: Request/Get Model

	headless<->node: Run/Result

	headless->model_search: Results

	model_search: Model Search {
		
	}

	model_search<->_.model_database: Request Head Models

	head_model: Head Model

	model_search->head_model: Obtain

	head_model<->node: Run/Result

	head_model->model_search: Unsatatisfary results, request new model
	head_model->results_cache: Unsatatisfary results, save results

	results_cache: Results Cache

	combine: Combine

	head_model->combine: Satisfary Results/No more options

	combine<-results_cache: Cached results Results

	combine->_.model_runner: Results
	
}

model_runner.node<->node_manager: Request/Gives node to run model

	

User.shape: Person

User->indata: Uploads data
User->model_generation: Requests Model
User->model_database: Manages Models
User->model_runner: Request image for classification
model_runner->User: Give class of image

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