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Fix gpu special function tests.
Some checks used incorrect values, partly from copy-paste errors, partly from the change in behaviour introduced in !398. Modified results to match scipy, simplified tests by updating `VERIFY_IS_CWISE_APPROX` to work for scalars. (cherry picked from commit 701f5d1c91c770e558c7760da14ff3365757e275)
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18
test/main.h
18
test/main.h
@ -391,6 +391,8 @@ inline void verify_impl(bool condition, const char *testname, const char *file,
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#define VERIFY_IS_NOT_MUCH_SMALLER_THAN(a, b) VERIFY(!test_isMuchSmallerThan(a, b))
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#define VERIFY_IS_APPROX_OR_LESS_THAN(a, b) VERIFY(test_isApproxOrLessThan(a, b))
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#define VERIFY_IS_NOT_APPROX_OR_LESS_THAN(a, b) VERIFY(!test_isApproxOrLessThan(a, b))
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#define VERIFY_IS_CWISE_EQUAL(a, b) VERIFY(verifyIsCwiseApprox(a, b, true))
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#define VERIFY_IS_CWISE_APPROX(a, b) VERIFY(verifyIsCwiseApprox(a, b, false))
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#define VERIFY_IS_UNITARY(a) VERIFY(test_isUnitary(a))
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@ -598,6 +600,22 @@ inline bool verifyIsApprox(const Type1& a, const Type2& b)
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return ret;
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}
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// verifyIsCwiseApprox is a wrapper to test_isCwiseApprox that outputs the relative difference magnitude if the test fails.
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template<typename Type1, typename Type2>
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inline bool verifyIsCwiseApprox(const Type1& a, const Type2& b, bool exact)
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{
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bool ret = test_isCwiseApprox(a,b,exact);
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if(!ret) {
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if (exact) {
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std::cerr << "Values are not an exact match";
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} else {
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std::cerr << "Difference too large wrt tolerance " << get_test_precision(a);
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}
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std::cerr << ", relative error is: " << test_relative_error(a,b) << std::endl;
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}
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return ret;
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}
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// The idea behind this function is to compare the two scalars a and b where
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// the scalar ref is a hint about the expected order of magnitude of a and b.
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// WARNING: the scalar a and b must be positive
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@ -681,8 +681,8 @@ void test_gpu_digamma()
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expected_out(2) = Scalar(1.2561176684318);
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expected_out(3) = Scalar(2.398239129535781);
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expected_out(4) = Scalar(9.210340372392849);
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expected_out(5) = std::numeric_limits<Scalar>::infinity();
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expected_out(6) = std::numeric_limits<Scalar>::infinity();
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expected_out(5) = std::numeric_limits<Scalar>::quiet_NaN();
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expected_out(6) = std::numeric_limits<Scalar>::quiet_NaN();
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std::size_t bytes = in.size() * sizeof(Scalar);
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@ -704,11 +704,8 @@ void test_gpu_digamma()
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assert(gpuMemcpyAsync(out.data(), d_out, bytes, gpuMemcpyDeviceToHost, gpu_device.stream()) == gpuSuccess);
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assert(gpuStreamSynchronize(gpu_device.stream()) == gpuSuccess);
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for (int i = 0; i < 5; ++i) {
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VERIFY_IS_APPROX(out(i), expected_out(i));
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}
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for (int i = 5; i < 7; ++i) {
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VERIFY_IS_EQUAL(out(i), expected_out(i));
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for (int i = 0; i < 7; ++i) {
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VERIFY_IS_CWISE_APPROX(out(i), expected_out(i));
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}
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gpuFree(d_in);
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@ -741,7 +738,7 @@ void test_gpu_zeta()
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expected_out(0) = std::numeric_limits<Scalar>::infinity();
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expected_out(1) = Scalar(1.61237534869);
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expected_out(2) = Scalar(0.234848505667);
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expected_out(3) = Scalar(1.03086757337e-5);
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expected_out(3) = std::numeric_limits<Scalar>::quiet_NaN();
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expected_out(4) = Scalar(0.367879440865);
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expected_out(5) = Scalar(0.054102025820864097);
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@ -769,13 +766,8 @@ void test_gpu_zeta()
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assert(gpuMemcpyAsync(out.data(), d_out, bytes, gpuMemcpyDeviceToHost, gpu_device.stream()) == gpuSuccess);
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assert(gpuStreamSynchronize(gpu_device.stream()) == gpuSuccess);
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VERIFY_IS_EQUAL(out(0), expected_out(0));
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VERIFY((std::isnan)(out(3)));
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for (int i = 1; i < 6; ++i) {
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if (i != 3) {
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VERIFY_IS_APPROX(out(i), expected_out(i));
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}
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for (int i = 0; i < 6; ++i) {
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VERIFY_IS_CWISE_APPROX(out(i), expected_out(i));
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}
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gpuFree(d_in_x);
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@ -1117,13 +1109,8 @@ void test_gpu_ndtri()
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assert(gpuMemcpyAsync(out.data(), d_out, bytes, gpuMemcpyDeviceToHost, gpu_device.stream()) == gpuSuccess);
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assert(gpuStreamSynchronize(gpu_device.stream()) == gpuSuccess);
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VERIFY_IS_EQUAL(out(0), expected_out(0));
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VERIFY((std::isnan)(out(3)));
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for (int i = 1; i < 6; ++i) {
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if (i != 3) {
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VERIFY_IS_APPROX(out(i), expected_out(i));
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}
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for (int i = 0; i < 6; ++i) {
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VERIFY_IS_CWISE_APPROX(out(i), expected_out(i));
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}
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gpuFree(d_in_x);
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@ -1262,12 +1249,8 @@ void test_gpu_betainc()
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assert(gpuMemcpyAsync(out.data(), d_out, bytes, gpuMemcpyDeviceToHost, gpu_device.stream()) == gpuSuccess);
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assert(gpuStreamSynchronize(gpu_device.stream()) == gpuSuccess);
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for (int i = 1; i < 125; ++i) {
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if ((std::isnan)(expected_out(i))) {
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VERIFY((std::isnan)(out(i)));
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} else {
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VERIFY_IS_APPROX(out(i), expected_out(i));
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}
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for (int i = 0; i < 125; ++i) {
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VERIFY_IS_CWISE_APPROX(out(i), expected_out(i));
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}
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gpuFree(d_in_x);
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