// Copyright (c) 2023-2024, 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 #include #include #include "half.hpp" #include "verifiers.h" namespace TosaReference { namespace { template double calcErrorBound(double referenceValue, double boundsValue, const void* cfgPtr) { const auto cfg = reinterpret_cast(cfgPtr); unused(boundsValue); double errBound = 0.0; if (std::isfinite(referenceValue) && std::abs(referenceValue) != 0.0) { // Find the exponent of the reference value. int32_t refExponent = ilog2(std::abs(referenceValue)); // Work out the values magnitude - by raising 2 to the power of the // exponent and taking the normalized minimum for denormal values const double refPower2 = std::max(exp2(refExponent), AccPrecision::normal_min); // Get the value of changing the last bit - by shifting the least significant bit to this magnitude // i.e. the ULP. double ulpValue = refPower2 * exp2(-AccPrecision::normal_frac); errBound = ulpValue * cfg->ulp; } return errBound; } } // namespace bool verifyULP(const CTensor* referenceTensor, const CTensor* implementationTensor, const UlpVerifyInfo& ulpInfo) { // Validate that tensors are provided TOSA_REF_REQUIRE(referenceTensor != nullptr, "[ULP] Reference tensor is missing"); TOSA_REF_REQUIRE(implementationTensor != nullptr, "[ULP] Implementation tensor is missing"); const std::vector refShape(referenceTensor->shape, referenceTensor->shape + referenceTensor->num_dims); const auto* refData = reinterpret_cast(referenceTensor->data); TOSA_REF_REQUIRE(refData != nullptr, "[ULP] Missing data for reference"); const std::string modeStr = "ULP"; switch (implementationTensor->data_type) { case tosa_datatype_fp32_t: { const auto* impData = reinterpret_cast(implementationTensor->data); TOSA_REF_REQUIRE(impData != nullptr, "[ULP] Missing data for implementation"); return validateData(refData, nullptr, impData, refShape, modeStr, &ulpInfo, &calcErrorBound); } case tosa_datatype_fp16_t: { const auto* impData = reinterpret_cast(implementationTensor->data); TOSA_REF_REQUIRE(impData != nullptr, "[ULP] Missing data for implementation"); return validateData(refData, nullptr, impData, refShape, modeStr, &ulpInfo, &calcErrorBound); } default: WARNING("[Verifier][ULP] Data-type not supported."); break; } return false; } } // namespace TosaReference