diff options
author | Chris Dyer <cdyer@cs.cmu.edu> | 2012-03-04 21:35:50 -0500 |
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committer | Chris Dyer <cdyer@cs.cmu.edu> | 2012-03-04 21:35:50 -0500 |
commit | 5b2daa43c608d648a077d37ed8ab0217f8ce8104 (patch) | |
tree | 8eca1b31be1b33cd769264a8969f77fa89e2a89f /utils/crp_test.cc | |
parent | 3c918889d86fe1deaa5d26162bf85865f1aa33bd (diff) |
move crp stuff around
Diffstat (limited to 'utils/crp_test.cc')
-rw-r--r-- | utils/crp_test.cc | 102 |
1 files changed, 102 insertions, 0 deletions
diff --git a/utils/crp_test.cc b/utils/crp_test.cc new file mode 100644 index 00000000..561cd4dd --- /dev/null +++ b/utils/crp_test.cc @@ -0,0 +1,102 @@ +#include <iostream> +#include <vector> +#include <string> + +#include <gtest/gtest.h> + +#include "ccrp.h" +#include "sampler.h" + +const size_t MAX_DOC_LEN_CHARS = 10000000; + +using namespace std; + +class CRPTest : public testing::Test { + public: + CRPTest() {} + protected: + virtual void SetUp() { } + virtual void TearDown() { } + MT19937 rng; +}; + +TEST_F(CRPTest, Dist) { + CCRP<string> crp(0.1, 5); + double un = 0.25; + int tt = 0; + tt += crp.increment("hi", un, &rng); + tt += crp.increment("foo", un, &rng); + tt += crp.increment("bar", un, &rng); + tt += crp.increment("bar", un, &rng); + tt += crp.increment("bar", un, &rng); + tt += crp.increment("bar", un, &rng); + tt += crp.increment("bar", un, &rng); + tt += crp.increment("bar", un, &rng); + tt += crp.increment("bar", un, &rng); + cout << "tt=" << tt << endl; + cout << crp << endl; + cout << " P(bar)=" << crp.prob("bar", un) << endl; + cout << " P(hi)=" << crp.prob("hi", un) << endl; + cout << " P(baz)=" << crp.prob("baz", un) << endl; + cout << " P(foo)=" << crp.prob("foo", un) << endl; + double x = crp.prob("bar", un) + crp.prob("hi", un) + crp.prob("baz", un) + crp.prob("foo", un); + cout << " tot=" << x << endl; + EXPECT_FLOAT_EQ(1.0, x); + tt += crp.decrement("hi", &rng); + tt += crp.decrement("bar", &rng); + cout << crp << endl; + tt += crp.decrement("bar", &rng); + cout << crp << endl; + cout << "tt=" << tt << endl; +} + +TEST_F(CRPTest, Exchangability) { + double tot = 0; + double xt = 0; + CCRP<int> crp(0.5, 1.0); + int cust = 10; + vector<int> hist(cust + 1, 0); + for (int i = 0; i < cust; ++i) { crp.increment(1, 1.0, &rng); } + const int samples = 100000; + const bool simulate = true; + for (int k = 0; k < samples; ++k) { + if (!simulate) { + crp.clear(); + for (int i = 0; i < cust; ++i) { crp.increment(1, 1.0, &rng); } + } else { + int da = rng.next() * cust; + bool a = rng.next() < 0.5; + if (a) { + for (int i = 0; i < da; ++i) { crp.increment(1, 1.0, &rng); } + for (int i = 0; i < da; ++i) { crp.decrement(1, &rng); } + xt += 1.0; + } else { + for (int i = 0; i < da; ++i) { crp.decrement(1, &rng); } + for (int i = 0; i < da; ++i) { crp.increment(1, 1.0, &rng); } + } + } + int c = crp.num_tables(1); + ++hist[c]; + tot += c; + } + EXPECT_EQ(cust, crp.num_customers()); + cerr << "P(a) = " << (xt / samples) << endl; + cerr << "E[num tables] = " << (tot / samples) << endl; + double error = fabs((tot / samples) - 5.4); + cerr << " error = " << error << endl; + EXPECT_LT(error, 0.1); // it's possible for this to fail, but + // very, very unlikely + for (int i = 1; i <= cust; ++i) + cerr << i << ' ' << (hist[i]) << endl; +} + +TEST_F(CRPTest, LP) { + CCRP<string> crp(1,1,1,1,0.1,50.0); + crp.increment("foo", 1.0, &rng); + cerr << crp.log_crp_prob() << endl; +} + +int main(int argc, char** argv) { + testing::InitGoogleTest(&argc, argv); + return RUN_ALL_TESTS(); +} |