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https://github.com/NVIDIA/TensorRT-LLM.git
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deaae40bd7
* Update TensorRT-LLM --------- Co-authored-by: Shixiaowei02 <39303645+Shixiaowei02@users.noreply.github.com>
470 lines
16 KiB
C++
470 lines
16 KiB
C++
/*
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* Copyright (c) 2022-2024, NVIDIA CORPORATION. All rights reserved.
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*
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* Licensed under the Apache License, Version 2.0 (the "License");
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* you may not use this file except in compliance with the License.
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* You may obtain a copy of the License at
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*
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* http://www.apache.org/licenses/LICENSE-2.0
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*
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* Unless required by applicable law or agreed to in writing, software
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* distributed under the License is distributed on an "AS IS" BASIS,
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* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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* See the License for the specific language governing permissions and
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* limitations under the License.
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*/
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#include "tests/layers/samplingLayerTest.h"
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namespace
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{
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using namespace tensorrt_llm::tests::layers::sampling;
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template <typename T>
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class TopPSamplingLayerTest : public SamplingLayerTest<T>
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{
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void SetUp() override
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{
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this->mStream = std::make_shared<tensorrt_llm::runtime::CudaStream>();
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this->mBufferManager = std::make_shared<tensorrt_llm::runtime::BufferManager>(this->mStream);
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this->mAllocator = std::make_shared<tensorrt_llm::common::CudaAllocator>(*this->mBufferManager);
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int device;
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cudaGetDevice(&device);
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cudaGetDeviceProperties(&mDeviceProp, device);
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this->mSamplingLayer = std::make_shared<tensorrt_llm::layers::TopPSamplingLayer<T>>(
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this->mVocabSize, this->mVocabSizePadded, this->mStream->get(), this->mAllocator, false, &mDeviceProp);
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}
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struct cudaDeviceProp mDeviceProp;
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};
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TYPED_TEST_SUITE(TopPSamplingLayerTest, FloatAndHalfTypes);
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TYPED_TEST(TopPSamplingLayerTest, TopKSkipDecode)
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{
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uint32_t topK = 2;
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float topP = 0.0f;
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SamplingParams params;
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params.topKs = {topK};
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params.topPs = {topP};
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std::vector<std::set<int32_t>> expectedOutputIds{
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// batch
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{0}, {0}, {0}, {0}, {0}, {0}, // step 0
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{0}, {0}, {0}, {0}, {0}, {0}, // step 1
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{0}, {0}, {0}, {0}, {0}, {0}, // step 2
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{0}, {0}, {0}, {0}, {0}, {0} // step 3
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};
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this->runTest(expectedOutputIds, params);
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}
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TYPED_TEST(TopPSamplingLayerTest, TopKTopPSkipDecode)
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{
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uint32_t topK = 2;
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float topP = 1.0f;
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SamplingParams params;
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params.topKs = {topK};
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params.topPs = {topP};
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std::vector<std::set<int32_t>> expectedOutputIds{
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// batch
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{0}, {0}, {0}, {0}, {0}, {0}, // step 0
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{0}, {0}, {0}, {0}, {0}, {0}, // step 1
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{0}, {0}, {0}, {0}, {0}, {0}, // step 2
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{0}, {0}, {0}, {0}, {0}, {0} // step 3
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};
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this->runTest(expectedOutputIds, params);
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}
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TYPED_TEST(TopPSamplingLayerTest, BatchTopKTopP)
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{
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std::vector<uint32_t> topKs = {0, 1, 1, 0, 1, 0};
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std::vector<float> topPs = {0.3f, 0.5f, 0.5f, 0.5f, 0.5f, 0.5f};
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SamplingParams params;
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params.topKs = topKs;
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params.topPs = topPs;
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std::vector<std::set<int32_t>> expectedOutputIds{
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// batch
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{4}, {0}, {0}, {4, 5}, {0}, {4, 5}, // step 0
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{0}, {0}, {0}, {0, 1}, {0}, {0, 1}, // step 1
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{2}, {0}, {0}, {2, 3}, {0}, {2, 3}, // step 2
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{0}, {0}, {0}, {0, 1}, {0}, {0, 1} // step 3
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};
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this->runTest(expectedOutputIds, params);
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}
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TYPED_TEST(TopPSamplingLayerTest, TopP)
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{
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uint32_t topK = 0;
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float topP = 0.3f;
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SamplingParams params;
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params.topKs = {topK};
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params.topPs = {topP};
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std::vector<std::set<int32_t>> expectedOutputIds{
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// batch
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{4}, {4}, {4}, {4}, {4}, {4}, // step 0
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{0}, {0}, {0}, {0}, {0}, {0}, // step 1
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{2}, {2}, {2}, {2}, {2}, {2}, // step 2
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{0}, {0}, {0}, {0}, {0}, {0} // step 3
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};
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this->runTest(expectedOutputIds, params);
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}
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TYPED_TEST(TopPSamplingLayerTest, BatchTopP)
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{
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std::vector<float> topPs = {0.3f, 0.3f, 0.5f, 0.8f, 0.5f, 0.8f};
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SamplingParams params;
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params.topPs = topPs;
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std::vector<std::set<int32_t>> expectedOutputIds{
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// batch
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{4}, {4}, {4, 5}, {4, 5, 6}, {4, 5}, {4, 5, 6}, // step 0
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{0}, {0}, {0, 1}, {0, 1, 2}, {0, 1}, {0, 1, 2}, // step 1
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{2}, {2}, {2, 3}, {2, 3, 4}, {2, 3}, {2, 3, 4}, // step 2
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{0}, {0}, {0, 1}, {0, 1, 2}, {0, 1}, {0, 1, 2} // step 3
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};
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this->runTest(expectedOutputIds, params);
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}
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TYPED_TEST(TopPSamplingLayerTest, TopKBatchTopP)
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{
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std::vector<float> topPs = {0.5f, 0.3f, 0.5f, 0.5f, 0.3f, 0.5f};
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SamplingParams params;
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params.topPs = topPs;
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std::vector<std::set<int32_t>> expectedOutputIds{
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// batch
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{4, 5}, {4}, {4, 5}, {4, 5}, {4}, {4, 5}, // step 0
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{0, 1}, {0}, {0, 1}, {0, 1}, {0}, {0, 1}, // step 1
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{2, 3}, {2}, {2, 3}, {2, 3}, {2}, {2, 3}, // step 2
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{0, 1}, {0}, {0, 1}, {0, 1}, {0}, {0, 1} // step 3
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};
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this->runTest(expectedOutputIds, params);
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}
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TYPED_TEST(TopPSamplingLayerTest, TopPTemperature)
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{
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float temperature = 0.05f;
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SamplingParams params;
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params.temperatures = {temperature};
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params.topPs = {1.0f};
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std::vector<std::set<int32_t>> expectedOutputIds{
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{4}, {4}, {4}, {4}, {4}, {4}, // step 0
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{0}, {0}, {0}, {0}, {0}, {0}, // step 1
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{2}, {2}, {2}, {2}, {2}, {2}, // step 2
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{0}, {0}, {0}, {0}, {0}, {0} // step 3
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};
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this->runTest(expectedOutputIds, params);
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}
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TYPED_TEST(TopPSamplingLayerTest, TopPTemperatureBatch)
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{
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std::vector<float> temperatures = {0.05f, 1e3f, 1.0f, 1.0f, 0.05f, 1.0f};
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SamplingParams params;
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params.temperatures = temperatures;
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params.topPs = {0.5f};
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std::vector<std::set<int32_t>> expectedOutputIds{
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{4}, {4, 5, 6, 7}, {4, 5}, {4, 5}, {4}, {4, 5}, // step 0
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{0}, {0, 1, 2, 3}, {0, 1}, {0, 1}, {0}, {0, 1}, // step 1
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{2}, {2, 3, 4, 5}, {2, 3}, {2, 3}, {2}, {2, 3}, // step 2
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{0}, {0, 1, 2, 3}, {0, 1}, {0, 1}, {0}, {0, 1} // step 3
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};
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this->runTest(expectedOutputIds, params);
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}
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TYPED_TEST(TopPSamplingLayerTest, TopPRepetitionPenalty)
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{
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uint32_t topK = 1;
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float repetitionPenalty = 1e9f;
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SamplingParams params;
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params.repetitionPenalties = {repetitionPenalty};
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params.topPs = {0.3f};
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std::vector<std::set<int32_t>> expectedOutputIds{
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// batch
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{4}, {4}, {4}, {4}, {4}, {4}, // step 0
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{0}, {0}, {0}, {0}, {0}, {0}, // step 1
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{2}, {2}, {2}, {2}, {2}, {2}, // step 2
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{1}, {1}, {1}, {1}, {1}, {1} // step 3
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};
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this->runTest(expectedOutputIds, params);
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}
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TYPED_TEST(TopPSamplingLayerTest, TopPRepetitionPenaltiesBatch)
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{
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std::vector<float> repetitionPenalties = {1e9f, 1e9f, 1.0f, 1.0f, 1.0f, 1e9f};
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SamplingParams params;
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params.repetitionPenalties = repetitionPenalties;
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params.topPs = {0.3f};
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std::vector<std::set<int32_t>> expectedOutputIds{
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// batch
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{4}, {4}, {4}, {4}, {4}, {4}, // step 0
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{0}, {0}, {0}, {0}, {0}, {0}, // step 1
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{2}, {2}, {2}, {2}, {2}, {2}, // step 2
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{1}, {1}, {0}, {0}, {0}, {1} // step 3
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};
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this->runTest(expectedOutputIds, params);
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}
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TYPED_TEST(TopPSamplingLayerTest, TopPPresencePenalty)
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{
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float presencePenalty = 1e9f;
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SamplingParams params;
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params.presencePenalties = {presencePenalty};
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params.topPs = {0.3f};
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std::vector<std::set<int32_t>> expectedOutputIds{
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// batch
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{4}, {4}, {4}, {4}, {4}, {4}, // step 0
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{0}, {0}, {0}, {0}, {0}, {0}, // step 1
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{2}, {2}, {2}, {2}, {2}, {2}, // step 2
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{1}, {1}, {1}, {1}, {1}, {1} // step 3
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};
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this->runTest(expectedOutputIds, params);
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}
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TYPED_TEST(TopPSamplingLayerTest, TopPPresencePenaltiesBatch)
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{
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std::vector<float> presencePenalties = {1e9f, 1e9f, 0.0f, 0.0f, 0.0f, 1e9f};
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SamplingParams params;
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params.presencePenalties = presencePenalties;
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params.topPs = {0.3f};
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std::vector<std::set<int32_t>> expectedOutputIds{
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// batch
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{4}, {4}, {4}, {4}, {4}, {4}, // step 0
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{0}, {0}, {0}, {0}, {0}, {0}, // step 1
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{2}, {2}, {2}, {2}, {2}, {2}, // step 2
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{1}, {1}, {0}, {0}, {0}, {1} // step 3
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};
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this->runTest(expectedOutputIds, params);
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}
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TYPED_TEST(TopPSamplingLayerTest, TopPFrequencyPenalty)
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{
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float frequencyPenalty = 1e9f;
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SamplingParams params;
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params.frequencyPenalties = {frequencyPenalty};
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params.topPs = {0.3f};
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std::vector<std::set<int32_t>> expectedOutputIds{
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// batch
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{4}, {4}, {4}, {4}, {4}, {4}, // step 0
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{0}, {0}, {0}, {0}, {0}, {0}, // step 1
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{2}, {2}, {2}, {2}, {2}, {2}, // step 2
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{1}, {1}, {1}, {1}, {1}, {1} // step 3
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};
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this->runTest(expectedOutputIds, params);
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}
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TYPED_TEST(TopPSamplingLayerTest, TopPFrequencyPenaltiesBatch)
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{
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std::vector<float> frequencyPenalties = {1e9f, 1e9f, 0.0f, 0.0f, 0.0f, 1e9f};
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SamplingParams params;
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params.frequencyPenalties = frequencyPenalties;
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params.topPs = {0.3f};
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std::vector<std::set<int32_t>> expectedOutputIds{
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// batch
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{4}, {4}, {4}, {4}, {4}, {4}, // step 0
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{0}, {0}, {0}, {0}, {0}, {0}, // step 1
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{2}, {2}, {2}, {2}, {2}, {2}, // step 2
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{1}, {1}, {0}, {0}, {0}, {1} // step 3
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};
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this->runTest(expectedOutputIds, params);
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}
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TYPED_TEST(TopPSamplingLayerTest, TopPRepetitionPresencePenalty)
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{
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float repetitionPenalty = 1e9f;
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float presencePenalty = 1e9f;
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SamplingParams params;
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params.repetitionPenalties = {repetitionPenalty};
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params.presencePenalties = {presencePenalty};
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params.topPs = {0.3f};
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std::vector<std::set<int32_t>> expectedOutputIds{
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// batch
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{4}, {4}, {4}, {4}, {4}, {4}, // step 0
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{0}, {0}, {0}, {0}, {0}, {0}, // step 1
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{2}, {2}, {2}, {2}, {2}, {2}, // step 2
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{1}, {1}, {1}, {1}, {1}, {1} // step 3
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};
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this->runTest(expectedOutputIds, params);
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}
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TYPED_TEST(TopPSamplingLayerTest, TopPRepetitionPresencePenaltiesBatch)
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{
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std::vector<float> repetitionPenalties = {1e9f, 1e9f, 1.0f, 1.0f, 1.0f, 1e9f};
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std::vector<float> presencePenalties = {1e9f, 1e9f, 0.0f, 0.0f, 0.0f, 1e9f};
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SamplingParams params;
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params.repetitionPenalties = {repetitionPenalties};
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params.presencePenalties = {presencePenalties};
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params.topPs = {0.3f};
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std::vector<std::set<int32_t>> expectedOutputIds{
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// batch
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{4}, {4}, {4}, {4}, {4}, {4}, // step 0
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{0}, {0}, {0}, {0}, {0}, {0}, // step 1
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{2}, {2}, {2}, {2}, {2}, {2}, // step 2
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{1}, {1}, {0}, {0}, {0}, {1} // step 3
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};
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this->runTest(expectedOutputIds, params);
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}
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TYPED_TEST(TopPSamplingLayerTest, TopPRepetitionFrequencyPenalty)
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{
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float repetitionPenalty = 1e9f;
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float frequencyPenalty = 1e9f;
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SamplingParams params;
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params.repetitionPenalties = {repetitionPenalty};
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params.frequencyPenalties = {frequencyPenalty};
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params.topPs = {0.3f};
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std::vector<std::set<int32_t>> expectedOutputIds{
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// batch
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{4}, {4}, {4}, {4}, {4}, {4}, // step 0
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{0}, {0}, {0}, {0}, {0}, {0}, // step 1
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{2}, {2}, {2}, {2}, {2}, {2}, // step 2
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{1}, {1}, {1}, {1}, {1}, {1} // step 3
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};
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this->runTest(expectedOutputIds, params);
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}
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TYPED_TEST(TopPSamplingLayerTest, TopPRepetitionFrequencyPenaltiesBatch)
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{
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std::vector<float> repetitionPenalties = {1e9f, 1e9f, 1.0f, 1.0f, 1.0f, 1e9f};
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std::vector<float> frequencyPenalties = {1e9f, 1e9f, 0.0f, 0.0f, 0.0f, 1e9f};
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SamplingParams params;
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params.repetitionPenalties = {repetitionPenalties};
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params.frequencyPenalties = {frequencyPenalties};
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params.topPs = {0.3f};
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std::vector<std::set<int32_t>> expectedOutputIds{
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// batch
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{4}, {4}, {4}, {4}, {4}, {4}, // step 0
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{0}, {0}, {0}, {0}, {0}, {0}, // step 1
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{2}, {2}, {2}, {2}, {2}, {2}, // step 2
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{1}, {1}, {0}, {0}, {0}, {1} // step 3
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};
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this->runTest(expectedOutputIds, params);
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}
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TYPED_TEST(TopPSamplingLayerTest, TopPPresenceFrequencyPenalty)
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{
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float presencePenalty = 1e9f;
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float frequencyPenalty = 1e9f;
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SamplingParams params;
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params.presencePenalties = {presencePenalty};
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params.frequencyPenalties = {frequencyPenalty};
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params.topPs = {0.3f};
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std::vector<std::set<int32_t>> expectedOutputIds{
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// batch
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{4}, {4}, {4}, {4}, {4}, {4}, // step 0
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{0}, {0}, {0}, {0}, {0}, {0}, // step 1
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{2}, {2}, {2}, {2}, {2}, {2}, // step 2
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{1}, {1}, {1}, {1}, {1}, {1} // step 3
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};
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this->runTest(expectedOutputIds, params);
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}
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TYPED_TEST(TopPSamplingLayerTest, TopPPresenceFrequencyPenaltiesBatch)
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{
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std::vector<float> presencePenalties = {1e9f, 1e9f, 0.0f, 0.0f, 0.0f, 1e9f};
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std::vector<float> frequencyPenalties = {1e9f, 1e9f, 0.0f, 0.0f, 0.0f, 1e9f};
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SamplingParams params;
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params.presencePenalties = {presencePenalties};
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params.frequencyPenalties = {frequencyPenalties};
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params.topPs = {0.3f};
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std::vector<std::set<int32_t>> expectedOutputIds{
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// batch
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{4}, {4}, {4}, {4}, {4}, {4}, // step 0
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{0}, {0}, {0}, {0}, {0}, {0}, // step 1
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{2}, {2}, {2}, {2}, {2}, {2}, // step 2
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{1}, {1}, {0}, {0}, {0}, {1} // step 3
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};
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this->runTest(expectedOutputIds, params);
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}
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TYPED_TEST(TopPSamplingLayerTest, TopPFullPenalty)
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{
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float repetitionPenalty = 1e9f;
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float presencePenalty = 1e9f;
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float frequencyPenalty = 1e9f;
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SamplingParams params;
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params.repetitionPenalties = {repetitionPenalty};
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params.presencePenalties = {presencePenalty};
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params.frequencyPenalties = {frequencyPenalty};
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params.topPs = {0.3f};
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std::vector<std::set<int32_t>> expectedOutputIds{
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// batch
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{4}, {4}, {4}, {4}, {4}, {4}, // step 0
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{0}, {0}, {0}, {0}, {0}, {0}, // step 1
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{2}, {2}, {2}, {2}, {2}, {2}, // step 2
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{1}, {1}, {1}, {1}, {1}, {1} // step 3
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};
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this->runTest(expectedOutputIds, params);
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}
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TYPED_TEST(TopPSamplingLayerTest, TopPFullPenaltiesBatch)
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{
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std::vector<float> repetitionPenalties = {1e9f, 1e9f, 1.0f, 1.0f, 1.0f, 1e9f};
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std::vector<float> presencePenalties = {1e9f, 1e9f, 0.0f, 0.0f, 0.0f, 1e9f};
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std::vector<float> frequencyPenalties = {1e9f, 1e9f, 0.0f, 0.0f, 0.0f, 1e9f};
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SamplingParams params;
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params.repetitionPenalties = {repetitionPenalties};
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params.presencePenalties = {presencePenalties};
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params.frequencyPenalties = {frequencyPenalties};
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params.topPs = {0.3f};
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std::vector<std::set<int32_t>> expectedOutputIds{
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// batch
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{4}, {4}, {4}, {4}, {4}, {4}, // step 0
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{0}, {0}, {0}, {0}, {0}, {0}, // step 1
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{2}, {2}, {2}, {2}, {2}, {2}, // step 2
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{1}, {1}, {0}, {0}, {0}, {1} // step 3
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};
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this->runTest(expectedOutputIds, params);
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}
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TYPED_TEST(TopPSamplingLayerTest, TopPMinLengthBatch)
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{
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std::vector<int32_t> minLengths = {3, 1, 1, 3, 0, 3};
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SamplingParams params;
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params.minLengths = minLengths;
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params.topPs = {0.3f};
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int32_t const endId = 0;
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std::vector<std::set<int32_t>> expectedOutputIds{
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|
// batch
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|
{4}, {4}, {4}, {4}, {4}, {4}, // step 0
|
|
{1}, {0}, {0}, {1}, {0}, {1}, // step 1
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{2}, {0}, {0}, {2}, {0}, {2}, // step 2
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|
{0}, {0}, {0}, {0}, {0}, {0} // step 3
|
|
};
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|
this->runTest(expectedOutputIds, params, endId);
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|
}
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|
|
|
TYPED_TEST(TopPSamplingLayerTest, TopPBias)
|
|
{
|
|
SamplingParams params;
|
|
params.topPs = {0.5f};
|
|
params.useBias = true;
|
|
std::vector<std::set<int32_t>> expectedOutputIds{
|
|
// batch
|
|
{4, 5}, {4, 5}, {4, 5}, {4, 5}, {4, 5}, {4, 5}, // step 0
|
|
{2, 3}, {2, 3}, {2, 3}, {2, 3}, {2, 3}, {2, 3}, // step 1
|
|
{2, 3}, {2, 3}, {2, 3}, {2, 3}, {2, 3}, {2, 3}, // step 2
|
|
{2, 3}, {2, 3}, {2, 3}, {2, 3}, {2, 3}, {2, 3} // step 3
|
|
};
|
|
this->runTest(expectedOutputIds, params);
|
|
}
|
|
|
|
TYPED_TEST(TopPSamplingLayerTest, TopPDecay)
|
|
{
|
|
SamplingParams params;
|
|
params.topPs = {0.8f, 0.5f, 0.3f, 0.2f, 0.5f, 1.0f};
|
|
params.decay = {0.3f, 0.3f, 0.3f, 0.9f, 0.3f, 0.8f};
|
|
params.topPResetIds = {2, -1, 2, -1, 2, -1};
|
|
params.minTopP = {0.5f, 0.1f, 0.3f, 0.1f, 0.1f, 0.1f};
|
|
std::vector<std::set<int32_t>> expectedOutputIds{
|
|
// batch
|
|
{4, 5, 6}, {4, 5}, {4}, {4}, {4, 5}, {4, 5, 6, 7}, // step 0
|
|
{0, 1}, {0}, {0}, {0}, {0}, {0, 1, 2}, // step 1
|
|
{2, 3}, {2}, {2}, {2}, {2}, {2, 3}, // step 2
|
|
{0, 1, 2}, {0}, {0}, {0}, {0, 1}, {0, 1} // step 3
|
|
};
|
|
this->runTest(expectedOutputIds, params);
|
|
}
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|
|
|
} // namespace
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