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| 1 | +from causy.causal_discovery.constraint.algorithms.pc import PC_ORIENTATION_RULES |
1 | 2 | from causy.common_pipeline_steps.exit_conditions import ExitOnNoActions
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2 | 3 | from causy.common_pipeline_steps.logic import Loop
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3 | 4 | from causy.edge_types import DirectedEdge, UndirectedEdge
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@@ -436,6 +437,64 @@ def test_non_collider_test(self):
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436 | 437 | self.assertTrue(model.graph.only_directed_edge_exists(x, y))
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437 | 438 | self.assertTrue(model.graph.only_directed_edge_exists(y, z))
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438 | 439 |
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| 440 | + def test_non_collider_test_auto_mpg_graph(self): |
| 441 | + pipeline = [NonColliderTest()] |
| 442 | + model = graph_model_factory( |
| 443 | + Algorithm( |
| 444 | + pipeline_steps=pipeline, |
| 445 | + edge_types=[DirectedEdge(), UndirectedEdge()], |
| 446 | + name="TestCollider", |
| 447 | + ) |
| 448 | + )() |
| 449 | + model.graph = GraphManager() |
| 450 | + acceleration = model.graph.add_node("acceleration", []) |
| 451 | + horsepower = model.graph.add_node("horsepower", []) |
| 452 | + mpg = model.graph.add_node("mpg", []) |
| 453 | + cylinders = model.graph.add_node("cylinders", []) |
| 454 | + displacement = model.graph.add_node("displacement", []) |
| 455 | + weight = model.graph.add_node("weight", []) |
| 456 | + model.graph.add_edge(mpg, weight, {}) |
| 457 | + model.graph.add_edge(weight, displacement, {}) |
| 458 | + model.graph.add_edge(displacement, cylinders, {}) |
| 459 | + |
| 460 | + model.graph.add_directed_edge(acceleration, horsepower, {}) |
| 461 | + model.graph.add_directed_edge(horsepower, displacement, {}) |
| 462 | + model.graph.add_directed_edge(mpg, horsepower, {}) |
| 463 | + |
| 464 | + model.execute_pipeline_steps() |
| 465 | + self.assertTrue(model.graph.edge_of_type_exists(displacement, cylinders, DirectedEdge())) |
| 466 | + self.assertTrue(model.graph.edge_of_type_exists(displacement, weight, DirectedEdge())) |
| 467 | + |
| 468 | + def test_non_collider_loop_auto_mpg_graph(self): |
| 469 | + pipeline = [*PC_ORIENTATION_RULES] |
| 470 | + model = graph_model_factory( |
| 471 | + Algorithm( |
| 472 | + pipeline_steps=pipeline, |
| 473 | + edge_types=[DirectedEdge(), UndirectedEdge()], |
| 474 | + name="TestCollider", |
| 475 | + ) |
| 476 | + )() |
| 477 | + model.graph = GraphManager() |
| 478 | + acceleration = model.graph.add_node("acceleration", []) |
| 479 | + horsepower = model.graph.add_node("horsepower", []) |
| 480 | + mpg = model.graph.add_node("mpg", []) |
| 481 | + cylinders = model.graph.add_node("cylinders", []) |
| 482 | + displacement = model.graph.add_node("displacement", []) |
| 483 | + weight = model.graph.add_node("weight", []) |
| 484 | + model.graph.add_edge(mpg, weight, {}) |
| 485 | + model.graph.add_edge(weight, displacement, {}) |
| 486 | + model.graph.add_edge(displacement, cylinders, {}) |
| 487 | + model.graph.add_edge(horsepower, displacement, {}) |
| 488 | + |
| 489 | + model.graph.add_directed_edge(acceleration, horsepower, {}) |
| 490 | + model.graph.add_directed_edge(mpg, horsepower, {}) |
| 491 | + |
| 492 | + model.execute_pipeline_steps() |
| 493 | + self.assertTrue(model.graph.edge_of_type_exists(displacement, cylinders, DirectedEdge())) |
| 494 | + self.assertTrue(model.graph.edge_of_type_exists(displacement, weight, DirectedEdge())) |
| 495 | + |
| 496 | + |
| 497 | + |
439 | 498 | def test_further_orient_triple_test(self):
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440 | 499 | pipeline = [FurtherOrientTripleTest()]
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441 | 500 | model = graph_model_factory(
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