TensorRT-LLMs/cpp/tests/unit_tests/executor/samplingConfigTest.cpp
2025-03-11 21:13:42 +08:00

156 lines
5.7 KiB
C++

/*
* SPDX-FileCopyrightText: Copyright (c) 2023-2024 NVIDIA CORPORATION & AFFILIATES. All rights reserved.
* SPDX-License-Identifier: NVIDIA TensorRT Source Code License Agreement
*
* NVIDIA CORPORATION, its affiliates and licensors retain all intellectual
* property and proprietary rights in and to this material, related
* documentation and any modifications thereto. Any use, reproduction,
* disclosure or distribution of this material and related documentation
* without an express license agreement from NVIDIA CORPORATION or
* its affiliates is strictly prohibited.
*/
#include "tensorrt_llm/common/tllmException.h"
#include "tensorrt_llm/executor/executor.h"
#include "tensorrt_llm/executor/serialization.h"
#include "tensorrt_llm/executor/types.h"
#include <gmock/gmock.h>
#include <gtest/gtest.h>
#include <sstream>
using ::testing::_;
using ::testing::Invoke;
using namespace tensorrt_llm::executor;
using namespace tensorrt_llm::common;
TEST(SamplingConfigTest, validInputs)
{
{
auto samplingConfig = SamplingConfig(1);
}
{
auto samplingConfig = SamplingConfig(4);
}
// TopK
{
auto samplingConfig = SamplingConfig(4, 1);
}
// TopP
{
auto samplingConfig = SamplingConfig(4, std::nullopt, 0.8);
}
// Temperature
{
auto samplingConfig
= SamplingConfig(4, std::nullopt, std::nullopt, std::nullopt, std::nullopt, std::nullopt, 0.9);
}
}
void testInvalid(SizeType32 beamWidth, std::optional<SizeType32> topK = std::nullopt,
std::optional<FloatType> topP = std::nullopt, std::optional<FloatType> topPMin = std::nullopt,
std::optional<FloatType> topPDecay = std::nullopt, std::optional<TokenIdType> topPResetIds = std::nullopt,
std::optional<RandomSeedType> randomSeed = std::nullopt, std::optional<FloatType> temperature = std::nullopt,
std::optional<SizeType32> minLength = std::nullopt, std::optional<FloatType> beamSearchDiversityRate = std::nullopt,
std::optional<FloatType> repetitionPenalty = std::nullopt, std::optional<FloatType> presencePenalty = std::nullopt,
std::optional<FloatType> frequencePenalty = std::nullopt, std::optional<FloatType> lengthPenalty = std::nullopt,
std::optional<SizeType32> earlyStopping = std::nullopt, std::optional<SizeType32> noRepeatNgramSize = std::nullopt,
std::optional<FloatType> minP = std::nullopt)
{
try
{
auto samplingConfig = SamplingConfig(beamWidth, topK, topP, topPMin, topPResetIds, topPDecay, randomSeed,
temperature, minLength, beamSearchDiversityRate, repetitionPenalty, presencePenalty, frequencePenalty,
lengthPenalty, earlyStopping, noRepeatNgramSize, minP);
FAIL() << "Expected TllmException";
}
catch (TllmException& e)
{
EXPECT_THAT(e.what(), testing::HasSubstr("Assertion failed"));
}
catch (std::exception const& e)
{
FAIL() << "Expected TllmException";
}
}
TEST(SamplingConfigTest, invalidInputs)
{
// TODO: Add more validation
// TODO: If adding setters, test setters
// BeamWidth
testInvalid(-1);
// Neg topK
testInvalid(1, -1);
// Neg topP
testInvalid(1, std::nullopt, -1.0f);
// Neg TopP min
testInvalid(4, std::nullopt, std::nullopt, -1.0f);
// Large TopP min
testInvalid(4, std::nullopt, std::nullopt, 2.0f);
// Neg TopP decay
testInvalid(4, std::nullopt, std::nullopt, std::nullopt, -1.0f);
// Large TopP decay
testInvalid(4, std::nullopt, std::nullopt, std::nullopt, 2.0f);
// Neg TopP reset ids
testInvalid(4, std::nullopt, std::nullopt, std::nullopt, std::nullopt, -1);
// Neg temperature
testInvalid(4, std::nullopt, std::nullopt, std::nullopt, std::nullopt, std::nullopt, std::nullopt, -0.9f);
// Neg min length
testInvalid(
4, std::nullopt, std::nullopt, std::nullopt, std::nullopt, std::nullopt, std::nullopt, std::nullopt, -1);
// Neg beam divirsity rate
testInvalid(4, std::nullopt, std::nullopt, std::nullopt, std::nullopt, std::nullopt, std::nullopt, std::nullopt,
std::nullopt, -1.0f);
// Zero repetition penalty
testInvalid(4, std::nullopt, std::nullopt, std::nullopt, std::nullopt, std::nullopt, std::nullopt, std::nullopt,
std::nullopt, std::nullopt, 0.0f);
// Neg repetition penalty
testInvalid(4, std::nullopt, std::nullopt, std::nullopt, std::nullopt, std::nullopt, std::nullopt, std::nullopt,
std::nullopt, std::nullopt, -1.0f);
// Zero no repeat ngram size
testInvalid(4, std::nullopt, std::nullopt, std::nullopt, std::nullopt, std::nullopt, std::nullopt, std::nullopt,
std::nullopt, std::nullopt, std::nullopt, std::nullopt, std::nullopt, std::nullopt, std::nullopt, 0);
// Neg no repeat ngram size
testInvalid(4, std::nullopt, std::nullopt, std::nullopt, std::nullopt, std::nullopt, std::nullopt, std::nullopt,
std::nullopt, std::nullopt, std::nullopt, std::nullopt, std::nullopt, std::nullopt, std::nullopt, -1);
// min_p = 0.5 under top_p 0.9
testInvalid(1, std::nullopt, 0.9, std::nullopt, std::nullopt, std::nullopt, std::nullopt, std::nullopt,
std::nullopt, std::nullopt, std::nullopt, std::nullopt, std::nullopt, std::nullopt, std::nullopt, std::nullopt,
0.5);
}
TEST(SamplingConfigTest, serializeDeserialize)
{
auto samplingConfig = SamplingConfig(1, 10, 0.77, std::nullopt, std::nullopt, std::nullopt, 999, 0.1);
auto serializedSize = Serialization::serializedSize(samplingConfig);
std::ostringstream os;
Serialization::serialize(samplingConfig, os);
EXPECT_EQ(os.str().size(), serializedSize);
std::istringstream is(os.str());
auto newSamplingConfig = Serialization::deserializeSamplingConfig(is);
EXPECT_EQ(newSamplingConfig, samplingConfig);
}