from .test_invoker import create_edge from .test_nodes import ImageTestInvocation, ListPassThroughInvocation, PromptTestInvocation, PromptCollectionTestInvocation from invokeai.app.invocations.baseinvocation import BaseInvocation, BaseInvocationOutput, InvocationContext from invokeai.app.invocations.collections import RangeInvocation from invokeai.app.invocations.math import AddInvocation, MultiplyInvocation from invokeai.app.services.processor import DefaultInvocationProcessor from invokeai.app.services.sqlite import SqliteItemStorage, sqlite_memory from invokeai.app.services.invocation_queue import MemoryInvocationQueue from invokeai.app.services.invocation_services import InvocationServices from invokeai.app.services.graph import Graph, GraphInvocation, InvalidEdgeError, LibraryGraph, NodeAlreadyInGraphError, NodeNotFoundError, are_connections_compatible, EdgeConnection, CollectInvocation, IterateInvocation, GraphExecutionState import pytest @pytest.fixture def simple_graph(): g = Graph() g.add_node(PromptTestInvocation(id = "1", prompt = "Banana sushi")) g.add_node(ImageTestInvocation(id = "2")) g.add_edge(create_edge("1", "prompt", "2", "prompt")) return g @pytest.fixture def mock_services(): # NOTE: none of these are actually called by the test invocations return InvocationServices( model_manager = None, # type: ignore events = None, # type: ignore images = None, # type: ignore latents = None, # type: ignore queue = MemoryInvocationQueue(), graph_library=SqliteItemStorage[LibraryGraph]( filename=sqlite_memory, table_name="graphs" ), graph_execution_manager = SqliteItemStorage[GraphExecutionState](filename = sqlite_memory, table_name = 'graph_executions'), processor = DefaultInvocationProcessor(), restoration = None, # type: ignore ) def invoke_next(g: GraphExecutionState, services: InvocationServices) -> tuple[BaseInvocation, BaseInvocationOutput]: n = g.next() if n is None: return (None, None) print(f'invoking {n.id}: {type(n)}') o = n.invoke(InvocationContext(services, "1")) g.complete(n.id, o) return (n, o) def test_graph_state_executes_in_order(simple_graph, mock_services): g = GraphExecutionState(graph = simple_graph) n1 = invoke_next(g, mock_services) n2 = invoke_next(g, mock_services) n3 = g.next() assert g.prepared_source_mapping[n1[0].id] == "1" assert g.prepared_source_mapping[n2[0].id] == "2" assert n3 is None assert g.results[n1[0].id].prompt == n1[0].prompt assert n2[0].prompt == n1[0].prompt def test_graph_is_complete(simple_graph, mock_services): g = GraphExecutionState(graph = simple_graph) n1 = invoke_next(g, mock_services) n2 = invoke_next(g, mock_services) n3 = g.next() assert g.is_complete() def test_graph_is_not_complete(simple_graph, mock_services): g = GraphExecutionState(graph = simple_graph) n1 = invoke_next(g, mock_services) n2 = g.next() assert not g.is_complete() # TODO: test completion with iterators/subgraphs def test_graph_state_expands_iterator(mock_services): graph = Graph() graph.add_node(RangeInvocation(id = "0", start = 0, stop = 3, step = 1)) graph.add_node(IterateInvocation(id = "1")) graph.add_node(MultiplyInvocation(id = "2", b = 10)) graph.add_node(AddInvocation(id = "3", b = 1)) graph.add_edge(create_edge("0", "collection", "1", "collection")) graph.add_edge(create_edge("1", "item", "2", "a")) graph.add_edge(create_edge("2", "a", "3", "a")) g = GraphExecutionState(graph = graph) while not g.is_complete(): invoke_next(g, mock_services) prepared_add_nodes = g.source_prepared_mapping['3'] results = set([g.results[n].a for n in prepared_add_nodes]) expected = set([1, 11, 21]) assert results == expected def test_graph_state_collects(mock_services): graph = Graph() test_prompts = ["Banana sushi", "Cat sushi"] graph.add_node(PromptCollectionTestInvocation(id = "1", collection = list(test_prompts))) graph.add_node(IterateInvocation(id = "2")) graph.add_node(PromptTestInvocation(id = "3")) graph.add_node(CollectInvocation(id = "4")) graph.add_edge(create_edge("1", "collection", "2", "collection")) graph.add_edge(create_edge("2", "item", "3", "prompt")) graph.add_edge(create_edge("3", "prompt", "4", "item")) g = GraphExecutionState(graph = graph) n1 = invoke_next(g, mock_services) n2 = invoke_next(g, mock_services) n3 = invoke_next(g, mock_services) n4 = invoke_next(g, mock_services) n5 = invoke_next(g, mock_services) n6 = invoke_next(g, mock_services) assert isinstance(n6[0], CollectInvocation) assert sorted(g.results[n6[0].id].collection) == sorted(test_prompts)