From 77d8b323d4f6e05ca97d9cbef43ac85fd8040d61 Mon Sep 17 00:00:00 2001
From: Cathy Yeh <cathy@driver.xyz>
Date: Mon, 13 Nov 2017 14:42:52 -0800
Subject: copy scripts from lgs branch

---
 tests/test_get_reachable_observed_variables.py | 129 +++++++++++++++++++++++++
 1 file changed, 129 insertions(+)
 create mode 100644 tests/test_get_reachable_observed_variables.py

(limited to 'tests/test_get_reachable_observed_variables.py')

diff --git a/tests/test_get_reachable_observed_variables.py b/tests/test_get_reachable_observed_variables.py
new file mode 100644
index 0000000..d6590ad
--- /dev/null
+++ b/tests/test_get_reachable_observed_variables.py
@@ -0,0 +1,129 @@
+import numpy as np
+
+from test_belief_propagation import simple_model, simple_edges
+
+from beliefs.inference.belief_propagation import BeliefPropagation
+from beliefs.utils.random_variables import (
+    get_reachable_observed_variables_for_inferred_variables
+)
+
+
+def test_reachable_observed_vars_direct_common_effect(simple_model):
+    observed_vars = {'14': np.array([1,0]), 'x': np.array([1,0])}
+    infer = BeliefPropagation(simple_model)
+    infer.query(evidence=observed_vars)
+
+    expected = {'x', '14'}
+    observed = simple_model.reachable_observed_variables(
+        source='9',
+        observed=set(observed_vars.keys())
+    )
+    assert expected == observed
+
+
+def test_reachable_observed_vars_indirect_common_effect(simple_model):
+    observed_vars = {'12': np.array([1,0]), '14': np.array([1,0])}
+    infer = BeliefPropagation(simple_model)
+    infer.query(evidence=observed_vars)
+
+    expected = {'12', '14'}
+    observed = simple_model.reachable_observed_variables(
+        source='9',
+        observed=set(observed_vars.keys())
+    )
+    assert expected == observed
+
+
+def test_reachable_observed_vars_common_cause(simple_model):
+    observed_vars = {'10': np.array([0,1])}
+    infer = BeliefPropagation(simple_model)
+    infer.query(evidence=observed_vars)
+
+    expected = {'10'}
+    observed = simple_model.reachable_observed_variables(
+        source='9',
+        observed=set(observed_vars.keys())
+    )
+    assert expected == observed
+
+
+def test_reachable_observed_vars_blocked_common_cause(simple_model):
+    observed_vars = {'10': np.array([0,1]), '5': np.array([0,1])}
+    infer = BeliefPropagation(simple_model)
+    infer.query(evidence=observed_vars)
+
+    expected = {'5'}
+    observed = simple_model.reachable_observed_variables(
+        source='9',
+        observed=set(observed_vars.keys())
+    )
+    assert expected == observed
+
+
+def test_reachable_observed_vars_indirect_causal(simple_model):
+    observed_vars = {'1': np.array([0,1]), '2': np.array([1,0])}
+    infer = BeliefPropagation(simple_model)
+    infer.query(evidence=observed_vars)
+
+    expected = {'1', '2'}
+    observed = simple_model.reachable_observed_variables(
+        source='9',
+        observed=set(observed_vars.keys())
+    )
+    assert expected == observed
+
+
+def test_reachable_observed_vars_blocked_causal(simple_model):
+    observed_vars = {'1': np.array([0,1]), '2': np.array([1,0]), '3': np.array([0,1])}
+    infer = BeliefPropagation(simple_model)
+    infer.query(evidence=observed_vars)
+
+    expected = {'3'}
+    observed = simple_model.reachable_observed_variables(
+        source='9',
+        observed=set(observed_vars.keys())
+    )
+    assert expected == observed
+
+
+def test_reachable_observed_vars_indirect_evidential(simple_model):
+    observed_vars = {'13': np.array([1,0])}
+    infer = BeliefPropagation(simple_model)
+    infer.query(evidence=observed_vars)
+
+    expected = {'13'}
+    observed = simple_model.reachable_observed_variables(
+        source='9',
+        observed=set(observed_vars.keys())
+    )
+    assert expected == observed
+
+
+def test_reachable_observed_vars_blocked_evidential(simple_model):
+    observed_vars = {'x': np.array([1,0]), '13': np.array([1,0])}
+    infer = BeliefPropagation(simple_model)
+    infer.query(evidence=observed_vars)
+
+    expected = {'x'}
+    observed = simple_model.reachable_observed_variables(
+        source='9',
+        observed=set(observed_vars.keys())
+    )
+    assert expected == observed
+
+
+def test_get_reachable_obs_vars_for_inferred(simple_model):
+    observed_vars = {'6': np.array([1,0]), '7': np.array([1,0]), '10': np.array([1,0])}
+    infer = BeliefPropagation(simple_model)
+    infer.query(evidence=observed_vars)
+
+    print(set(simple_model.get_unobserved_variables_in_definite_state(observed_vars.keys())))
+    print(simple_model._get_ancestors_of(set(observed_vars.keys())))
+    expected = {'4': {'10'}, '1': {'10'}, '11': {'7', '6', '10'}, '2': {'10'},
+                '8': {'7', '6'}, '5': {'10'}, '3': {'10'}, '9': {'7', '6', '10'}}
+
+    observed = get_reachable_observed_variables_for_inferred_variables(
+        model=simple_model,
+        observed=set(observed_vars.keys())
+    )
+    assert expected == observed
-- 
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