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-rw-r--r--reference_model/src/verify/verify_utils.cc121
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+
+// 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 "verify_utils.h"
+
+#include <nlohmann/json.hpp>
+
+#include <algorithm>
+#include <map>
+
+namespace tosa
+{
+
+NLOHMANN_JSON_SERIALIZE_ENUM(DType,
+ {
+ { DType::DType_BOOL, "BOOL" },
+ { DType::DType_INT4, "INT4" },
+ { DType::DType_INT8, "INT8" },
+ { DType::DType_INT16, "INT16" },
+ { DType::DType_INT32, "INT32" },
+ { DType::DType_INT48, "INT48" },
+ { DType::DType_FP16, "FP16" },
+ { DType::DType_BF16, "BF16" },
+ { DType::DType_FP32, "FP32" },
+ })
+
+} // namespace tosa
+
+namespace TosaReference
+{
+
+NLOHMANN_JSON_SERIALIZE_ENUM(VerifyMode,
+ {
+ { VerifyMode::Exact, "EXACT" },
+ { VerifyMode::Ulp, "ULP" },
+ { VerifyMode::DotProduct, "DOT_PRODUCT" },
+ { VerifyMode::ReduceProduct, "REDUCE_PRODUCT" },
+ { VerifyMode::FpSpecial, "FP_SPECIAL" },
+ })
+
+void from_json(const nlohmann::json& j, UlpInfo& ulpInfo)
+{
+ j.at("ulp").get_to(ulpInfo.ulp);
+}
+
+void from_json(const nlohmann::json& j, DotProductVerifyInfo& dotProductInfo)
+{
+ j.at("data_type").get_to(dotProductInfo.dataType);
+ j.at("s").get_to(dotProductInfo.s);
+ j.at("ks").get_to(dotProductInfo.ks);
+}
+
+void from_json(const nlohmann::json& j, VerifyConfig& cfg)
+{
+ j.at("mode").get_to(cfg.mode);
+ if (j.contains("ulp_info"))
+ {
+ j.at("ulp_info").get_to(cfg.ulpInfo);
+ }
+ if (j.contains("dot_product_info"))
+ {
+ j.at("dot_product_info").get_to(cfg.dotProductInfo);
+ }
+}
+
+std::optional<VerifyConfig> parseVerifyConfig(const char* tensorName, const char* json)
+{
+ if (!tensorName)
+ return std::nullopt;
+
+ auto jsonCfg = nlohmann::json::parse(json, nullptr, /* allow exceptions */ false);
+
+ if (jsonCfg.is_discarded())
+ return std::nullopt;
+ if (!jsonCfg.contains("tensors"))
+ return std::nullopt;
+
+ const auto& tensors = jsonCfg["tensors"];
+ if (!tensors.contains(tensorName))
+ return std::nullopt;
+
+ const auto& namedTensor = tensors[tensorName];
+ return namedTensor.get<VerifyConfig>();
+}
+
+int64_t numElements(const std::vector<int32_t>& shape)
+{
+ return std::accumulate(std::begin(shape), std::end(shape), 1, std::multiplies<int64_t>());
+}
+
+DType mapToDType(tosa_datatype_t dataType)
+{
+ static std::map<tosa_datatype_t, DType> typeMap = {
+ { tosa_datatype_bool_t, DType_BOOL }, { tosa_datatype_int4_t, DType_INT4 },
+ { tosa_datatype_int8_t, DType_INT8 }, { tosa_datatype_uint16_t, DType_UINT16 },
+ { tosa_datatype_int16_t, DType_INT16 }, { tosa_datatype_int32_t, DType_INT32 },
+ { tosa_datatype_int48_t, DType_INT48 }, { tosa_datatype_fp16_t, DType_FP16 },
+ { tosa_datatype_bf16_t, DType_BF16 }, { tosa_datatype_fp32_t, DType_FP32 },
+ { tosa_datatype_shape_t, DType_SHAPE },
+ };
+
+ if (typeMap.count(dataType))
+ {
+ return typeMap[dataType];
+ }
+
+ return DType_UNKNOWN;
+}
+} // namespace TosaReference