Wrapped multiplication
parent
f9dd225ca5
commit
23a8dba716
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@ -95,10 +95,14 @@ virtual class DiscreteConditional : gtsam::DecisionTreeFactor {
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DiscreteConditional(const gtsam::DecisionTreeFactor& joint,
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const gtsam::DecisionTreeFactor& marginal,
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const gtsam::Ordering& orderedKeys);
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gtsam::DiscreteConditional operator*(
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const gtsam::DiscreteConditional& other) const;
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void print(string s = "Discrete Conditional\n",
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const gtsam::KeyFormatter& keyFormatter =
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gtsam::DefaultKeyFormatter) const;
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bool equals(const gtsam::DiscreteConditional& other, double tol = 1e-9) const;
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size_t nrFrontals() const;
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size_t nrParents() const;
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void printSignature(
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string s = "Discrete Conditional: ",
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const gtsam::KeyFormatter& formatter = gtsam::DefaultKeyFormatter) const;
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@ -40,7 +40,7 @@ class TestDecisionTreeFactor(GtsamTestCase):
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prior = DiscretePrior(v1, [1, 3])
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f1 = DecisionTreeFactor([v0, v1], "1 2 3 4")
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expected = DecisionTreeFactor([v0, v1], "0.25 1.5 0.75 3")
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self.gtsamAssertEquals(prior * f1, expected)
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self.gtsamAssertEquals(DecisionTreeFactor(prior) * f1, expected)
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self.gtsamAssertEquals(f1 * prior, expected)
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# Multiply two factors
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@ -16,6 +16,13 @@ import unittest
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from gtsam import DecisionTreeFactor, DiscreteConditional, DiscreteKeys
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from gtsam.utils.test_case import GtsamTestCase
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# Some DiscreteKeys for binary variables:
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A = 0, 2
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B = 1, 2
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C = 2, 2
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D = 4, 2
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E = 3, 2
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class TestDiscreteConditional(GtsamTestCase):
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"""Tests for Discrete Conditionals."""
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@ -36,6 +43,44 @@ class TestDiscreteConditional(GtsamTestCase):
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actual = conditional.sample(2)
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self.assertIsInstance(actual, int)
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def test_multiply(self):
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"""Check calculation of joint P(A,B)"""
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conditional = DiscreteConditional(A, [B], "1/2 2/1")
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prior = DiscreteConditional(B, "1/2")
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# P(A,B) = P(A|B) * P(B) = P(B) * P(A|B)
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for actual in [prior * conditional, conditional * prior]:
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self.assertEqual(2, actual.nrFrontals())
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for v, value in actual.enumerate():
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self.assertAlmostEqual(actual(v), conditional(v) * prior(v))
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def test_multiply2(self):
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"""Check calculation of conditional joint P(A,B|C)"""
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A_given_B = DiscreteConditional(A, [B], "1/3 3/1")
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B_given_C = DiscreteConditional(B, [C], "1/3 3/1")
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# P(A,B|C) = P(A|B)P(B|C) = P(B|C)P(A|B)
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for actual in [A_given_B * B_given_C, B_given_C * A_given_B]:
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self.assertEqual(2, actual.nrFrontals())
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self.assertEqual(1, actual.nrParents())
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for v, value in actual.enumerate():
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self.assertAlmostEqual(actual(v), A_given_B(v) * B_given_C(v))
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def test_multiply4(self):
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"""Check calculation of joint P(A,B,C|D,E) = P(A,B|D) P(C|D,E)"""
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A_given_B = DiscreteConditional(A, [B], "1/3 3/1")
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B_given_D = DiscreteConditional(B, [D], "1/3 3/1")
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AB_given_D = A_given_B * B_given_D
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C_given_DE = DiscreteConditional(C, [D, E], "4/1 1/1 1/1 1/4")
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# P(A,B,C|D,E) = P(A,B|D) P(C|D,E) = P(C|D,E) P(A,B|D)
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for actual in [AB_given_D * C_given_DE, C_given_DE * AB_given_D]:
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self.assertEqual(3, actual.nrFrontals())
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self.assertEqual(2, actual.nrParents())
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for v, value in actual.enumerate():
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self.assertAlmostEqual(
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actual(v), AB_given_D(v) * C_given_DE(v))
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def test_markdown(self):
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"""Test whether the _repr_markdown_ method."""
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@ -48,8 +93,7 @@ class TestDiscreteConditional(GtsamTestCase):
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conditional = DiscreteConditional(A, parents,
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"0/1 1/3 1/1 3/1 0/1 1/0")
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expected = \
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" *P(A|B,C):*\n\n" \
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expected = " *P(A|B,C):*\n\n" \
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"|*B*|*C*|0|1|\n" \
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"|:-:|:-:|:-:|:-:|\n" \
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"|0|0|0|1|\n" \
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