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-rw-r--r--reference_model/src/verify/verify_reduce_product.cc78
1 files changed, 37 insertions, 41 deletions
diff --git a/reference_model/src/verify/verify_reduce_product.cc b/reference_model/src/verify/verify_reduce_product.cc
index 625e2cf..5306ef7 100644
--- a/reference_model/src/verify/verify_reduce_product.cc
+++ b/reference_model/src/verify/verify_reduce_product.cc
@@ -1,5 +1,5 @@
-// Copyright (c) 2023, ARM Limited.
+// 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.
@@ -19,64 +19,60 @@
#include "verifiers.h"
#include "verify/verify_utils.h"
-namespace
+namespace TosaReference
{
-auto calculateError(uint64_t M, uint64_t N)
+namespace
{
- return std::pow(1 + std::pow(2, -static_cast<int64_t>(M) - 1), N) - 1;
-}
-
-template <typename FP>
-auto calculateTolerance(uint64_t M, uint64_t N, FP value)
+template <typename OutDtype>
+bool validateData(const double* ref,
+ const OutDtype* imp,
+ const std::vector<int32_t>& shape,
+ const ReduceProductVerifyInfo& cfg)
{
- return std::abs(value) * calculateError(M, N);
+ const size_t T = static_cast<size_t>(numElements(shape));
+ TOSA_REF_REQUIRE(T > 0, "[RP] Invalid shape for reference tensor");
+
+ for (size_t i = 0; i < T; ++i)
+ {
+ double errBound =
+ std::abs(ref[i]) * (std::pow(1 + std::pow(2, -AccPrecision<OutDtype>::normal_frac - 1), cfg.n) - 1);
+ bool valid = tosaCheckFloatBound(imp[i], ref[i], errBound);
+ if (!valid)
+ {
+ auto pos = indexToPosition(T, shape);
+ WARNING("[Verifier][RP] Location %s", positionToString(pos).c_str());
+ return false;
+ }
+ }
+ return true;
}
} // namespace
-namespace TosaReference
-{
-
-bool verifyReduceProduct(const CTensor* referenceTensor, const CTensor* implementationTensor, uint64_t m, uint64_t n)
+bool verifyReduceProduct(const CTensor* referenceTensor,
+ const CTensor* implementationTensor,
+ const ReduceProductVerifyInfo& rpInfo)
{
// Validate that tensors are provided
TOSA_REF_REQUIRE(referenceTensor != nullptr, "[RP] Reference tensor is missing");
TOSA_REF_REQUIRE(implementationTensor != nullptr, "[RP] Implementation tensor is missing");
- // Get number of elements
- const auto elementCount =
- numElements(std::vector<int32_t>(referenceTensor->shape, referenceTensor->shape + referenceTensor->num_dims));
- TOSA_REF_REQUIRE(elementCount > 0, "[RP] Invalid shape for reference tensor");
+ const std::vector<int32_t> refShape(referenceTensor->shape, referenceTensor->shape + referenceTensor->num_dims);
+
+ const double* refData = reinterpret_cast<const double*>(referenceTensor->data);
+ TOSA_REF_REQUIRE(refData != nullptr, "[RP] Missing data for reference");
switch (implementationTensor->data_type)
{
case tosa_datatype_fp32_t: {
- const auto* refData = reinterpret_cast<const float*>(referenceTensor->data);
- TOSA_REF_REQUIRE(refData != nullptr, "[RP] Missing data for reference");
-
const auto* impData = reinterpret_cast<const float*>(implementationTensor->data);
TOSA_REF_REQUIRE(impData != nullptr, "[RP] 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);
- });
+ return validateData(refData, impData, refShape, rpInfo);
+ }
+ case tosa_datatype_fp16_t: {
+ const auto* impData = reinterpret_cast<const half_float::half*>(implementationTensor->data);
+ TOSA_REF_REQUIRE(impData != nullptr, "[RP] Missing data for implementation");
+ return validateData(refData, impData, refShape, rpInfo);
}
default:
WARNING("[Verifier][RP] Data-type not supported.");