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