// Copyright (c) 2023, ARM Limited. // // Licensed under the Apache License, Version 2.0 (the "License"); // you may not use this file except in compliance with the License. // You may obtain a copy of the License at // // http://www.apache.org/licenses/LICENSE-2.0 // // Unless required by applicable law or agreed to in writing, software // distributed under the License is distributed on an "AS IS" BASIS, // WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. // See the License for the specific language governing permissions and // limitations under the License. #include #include #include "verifiers.h" #include "verify/verify_utils.h" namespace { auto calculateError(uint64_t M, uint64_t N) { return std::pow(1 + std::pow(2, -static_cast(M) - 1), N) - 1; } template auto calculateTolerance(uint64_t M, uint64_t N, FP value) { return std::abs(value) * calculateError(M, N); } } // namespace namespace TosaReference { bool verifyReduceProduct(const CTensor* referenceTensor, const CTensor* implementationTensor, uint64_t m, uint64_t n) { // Validate that tensors are provided TOSA_REF_REQUIRE(referenceTensor != nullptr, "reference tensor is missing"); TOSA_REF_REQUIRE(implementationTensor != nullptr, "implementation tensor is missing"); // Get number of elements const auto elementCount = numElements(std::vector(referenceTensor->shape, referenceTensor->shape + referenceTensor->num_dims)); TOSA_REF_REQUIRE(elementCount > 0, "invalid shape for reference tensor"); switch (implementationTensor->data_type) { case tosa_datatype_fp32_t: { const auto* refData = reinterpret_cast(referenceTensor->data); TOSA_REF_REQUIRE(refData != nullptr, "missing data for reference"); const auto* impData = reinterpret_cast(implementationTensor->data); TOSA_REF_REQUIRE(impData != nullptr, "missing data for implementation"); return std::equal(refData, std::next(refData, elementCount), impData, std::next(impData, elementCount), [m, n](const auto& referenceValue, const auto& implementationValue) { // Result overflows must be set to zero of the correct sign. if (std::isinf(implementationValue)) { return implementationValue == referenceValue; } // Result underflows must be set to a zero of the correct sign. if (implementationValue == 0.f || implementationValue == -0.f) { return implementationValue == referenceValue; } // Otherwise we are in the normal range. const auto absoulteError = (referenceValue < implementationValue) ? implementationValue - referenceValue : referenceValue - implementationValue; return absoulteError <= calculateTolerance(m, n, implementationValue); }); } default: WARNING("tosa verifier: data-type not supported."); break; } return false; } } // namespace TosaReference