From b40d4d1f02bea695f0ae462161f13ef966eee2e1 Mon Sep 17 00:00:00 2001 From: Thien Nguyen Date: Tue, 13 Aug 2024 02:53:28 +0000 Subject: [PATCH] Add a property flag in kraus_op to identify whether it is a 'scaled' unitary matrix --- runtime/common/NoiseModel.cpp | 31 +++++++++++++++++++++++++ runtime/common/NoiseModel.h | 11 +++++++++ unittests/integration/noise_tester.cpp | 32 ++++++++++++++++++++++++++ 3 files changed, 74 insertions(+) diff --git a/runtime/common/NoiseModel.cpp b/runtime/common/NoiseModel.cpp index 5cb37cfaf8..fbdf5ccf13 100644 --- a/runtime/common/NoiseModel.cpp +++ b/runtime/common/NoiseModel.cpp @@ -149,4 +149,35 @@ noise_model::get_channels(const std::string &quantumOp, return iter->second; } +template +bool isScaledUnitaryImpl(const std::vector> &mat) { + typedef Eigen::Matrix, Eigen::Dynamic, Eigen::Dynamic, + Eigen::RowMajor> + RowMajorMatTy; + const int dim = std::log2(mat.size()); + Eigen::Map kMat(mat.data(), dim, dim); + if (kMat.isZero()) + return true; + // Check that (K_dag * K) is a scaled identity matrix + // i.e., the K matrix is a scaled unitary. + auto kdK = kMat.adjoint() * kMat; + if (!kdK.isDiagonal()) + return false; + // First element + std::complex val = kdK(0, 0); + constexpr T eps = 1e-12; + if (std::abs(val) > eps) { + auto scaledKdK = (std::complex{1.0} / val) * kdK; + return scaledKdK.isIdentity(); + } + return false; +} + +bool kraus_op::isScaledUnitary(const std::vector> &mat) { + return isScaledUnitaryImpl(mat); +} + +bool kraus_op::isScaledUnitary(const std::vector> &mat) { + return isScaledUnitaryImpl(mat); +} } // namespace cudaq diff --git a/runtime/common/NoiseModel.h b/runtime/common/NoiseModel.h index 4823134faf..37e1ba7db2 100644 --- a/runtime/common/NoiseModel.h +++ b/runtime/common/NoiseModel.h @@ -34,6 +34,9 @@ struct kraus_op { /// NOTE we currently assume nRows == nCols std::size_t nCols = 0; + /// @brief If true, the Kraus operator is a unitary operator times a constant. + bool unitary = false; + /// @brief Copy constructor kraus_op(const kraus_op &) = default; @@ -47,6 +50,7 @@ struct kraus_op { nRows = (std::size_t)std::round(sqrtNEl); nCols = nRows; + unitary = isScaledUnitary(data); } /// @brief Constructor, initialize from initializer_list @@ -61,11 +65,13 @@ struct kraus_op { nRows = (std::size_t)std::round(sqrtNEl); nCols = nRows; + unitary = isScaledUnitary(data); } /// @brief Set this kraus_op equal to the other kraus_op &operator=(const kraus_op &other) { data = other.data; + unitary = other.unitary; return *this; } @@ -78,6 +84,11 @@ struct kraus_op { newData[i * nRows + j] = std::conj(data[j * nCols + i]); return kraus_op(newData); } + +private: + /// @brief Return true if the input matrix is a scaled unitary matrix. + static bool isScaledUnitary(const std::vector> &mat); + static bool isScaledUnitary(const std::vector> &mat); }; void validateCompletenessRelation_fp32(const std::vector &ops); diff --git a/unittests/integration/noise_tester.cpp b/unittests/integration/noise_tester.cpp index 6d67613950..236d272b20 100644 --- a/unittests/integration/noise_tester.cpp +++ b/unittests/integration/noise_tester.cpp @@ -290,4 +290,36 @@ CUDAQ_TEST(NoiseTest, checkPhaseFlipType) { cudaq::unset_noise(); // clear for subsequent tests } +CUDAQ_TEST(NoiseTest, checkNoiseModelUtils) { + { + cudaq::depolarization_channel depol(0.1); + for (const auto &op : depol.get_ops()) + EXPECT_TRUE(op.unitary); + } + { + cudaq::depolarization_channel depol(1.0); + for (const auto &op : depol.get_ops()) + EXPECT_TRUE(op.unitary); + } + { + cudaq::bit_flip_channel bf(0.1); + for (const auto &op : bf.get_ops()) + EXPECT_TRUE(op.unitary); + } + { + cudaq::phase_flip_channel pf(0.1); + for (const auto &op : pf.get_ops()) + EXPECT_TRUE(op.unitary); + } + { + // Amplitude damping has a non-unitary Kraus matrix. + cudaq::amplitude_damping_channel ad(0.1); + const auto krausOps = ad.get_ops(); + const bool hasNonUnitaryOp = + std::any_of(krausOps.begin(), krausOps.end(), + [](const auto &op) { return !op.unitary; }); + EXPECT_TRUE(hasNonUnitaryOp); + } +} + #endif