@@ -510,6 +512,7 @@
Curl Completion Client
Deepseek R1 Reasoning Parser
Genai Perf Client
+Genai Perf Client For Multimodal
OpenAI Chat Client
OpenAI Chat Client
OpenAI Completion Client
diff --git a/latest/genindex.html b/latest/genindex.html
index 79b43fff98..baa30c67e3 100644
--- a/latest/genindex.html
+++ b/latest/genindex.html
@@ -50,7 +50,7 @@
@@ -60,7 +60,7 @@
-
+
@@ -323,19 +323,19 @@
Examples
- |
+
- tensorrt_llm (C++ type), [1], [2], [3], [4], [5], [6], [7], [8], [9], [10], [11], [12], [13], [14], [15], [16], [17], [18], [19], [20], [21], [22], [23], [24], [25], [26], [27], [28], [29], [30], [31], [32], [33], [34], [35], [36], [37], [38], [39], [40], [41], [42], [43], [44], [45], [46]
+ tensorrt_llm (C++ type), [1], [2], [3], [4], [5], [6], [7], [8], [9], [10], [11], [12], [13], [14], [15], [16], [17], [18], [19], [20], [21], [22], [23], [24], [25], [26], [27], [28], [29], [30], [31], [32], [33], [34], [35], [36], [37], [38], [39], [40], [41]
tensorrt_llm.functional
@@ -3322,9 +3328,9 @@
module
- tensorrt_llm::batch_manager (C++ type), [1], [2], [3], [4], [5], [6], [7]
+ tensorrt_llm::batch_manager (C++ type), [1], [2], [3], [4], [5]
- tensorrt_llm::batch_manager::kv_cache_manager (C++ type), [1]
+ tensorrt_llm::batch_manager::kv_cache_manager (C++ type)
tensorrt_llm::executor (C++ type), [1], [2], [3], [4], [5], [6]
@@ -3866,7 +3872,7 @@
tensorrt_llm::executor::ExecutorConfig (C++ class)
- tensorrt_llm::executor::ExecutorConfig::ExecutorConfig (C++ function)
+ tensorrt_llm::executor::ExecutorConfig::ExecutorConfig (C++ function)
tensorrt_llm::executor::ExecutorConfig::getAdditionalModelOutputs (C++ function)
@@ -3927,8 +3933,6 @@
tensorrt_llm::executor::ExecutorConfig::getSpecDecConfig (C++ function)
tensorrt_llm::executor::ExecutorConfig::getUseGpuDirectStorage (C++ function)
-
- tensorrt_llm::executor::ExecutorConfig::getUseVariableBeamWidthSearch (C++ function)
tensorrt_llm::executor::ExecutorConfig::kDefaultIterStatsMaxIterations (C++ member)
@@ -3991,8 +3995,6 @@
tensorrt_llm::executor::ExecutorConfig::mSpeculativeDecodingConfig (C++ member)
tensorrt_llm::executor::ExecutorConfig::mUseGpuDirectStorage (C++ member)
-
- tensorrt_llm::executor::ExecutorConfig::mUseVariableBeamWidthSearch (C++ member)
tensorrt_llm::executor::ExecutorConfig::setAdditionalModelOutputs (C++ function)
@@ -4049,8 +4051,6 @@
tensorrt_llm::executor::ExecutorConfig::setSpecDecConfig (C++ function)
tensorrt_llm::executor::ExecutorConfig::setUseGpuDirectStorage (C++ function)
-
- tensorrt_llm::executor::ExecutorConfig::setUseVariableBeamWidthSearch (C++ function)
tensorrt_llm::executor::ExtendedRuntimePerfKnobConfig (C++ class)
@@ -4171,6 +4171,8 @@
tensorrt_llm::executor::GuidedDecodingParams::GuideType::kJSON_SCHEMA (C++ enumerator)
tensorrt_llm::executor::GuidedDecodingParams::GuideType::kREGEX (C++ enumerator)
+
+ tensorrt_llm::executor::GuidedDecodingParams::GuideType::kSTRUCTURAL_TAG (C++ enumerator)
tensorrt_llm::executor::GuidedDecodingParams::mGuide (C++ member)
@@ -5190,7 +5192,7 @@
tensorrt_llm::executor::SamplingConfig::checkBeamWidth (C++ function)
- tensorrt_llm::executor::SamplingConfig::checkBeamWidthArray (C++ function)
+ tensorrt_llm::executor::SamplingConfig::checkBeamWidthArray (C++ function)
tensorrt_llm::executor::SamplingConfig::checkEarlyStopping (C++ function)
@@ -5628,7 +5630,7 @@
tensorrt_llm::mpi (C++ type)
- tensorrt_llm::runtime (C++ type), [1], [2], [3], [4], [5], [6], [7], [8], [9], [10], [11], [12], [13], [14], [15], [16], [17], [18], [19], [20], [21], [22], [23], [24], [25], [26], [27], [28], [29], [30], [31], [32], [33], [34], [35], [36], [37], [38], [39], [40], [41]
+ tensorrt_llm::runtime (C++ type), [1], [2], [3], [4], [5], [6], [7], [8], [9], [10], [11], [12], [13], [14], [15], [16], [17], [18], [19], [20], [21], [22], [23], [24], [25], [26], [27], [28], [29], [30], [31], [32], [33], [34], [35], [36]
tensorrt_llm::runtime::AllReduceBuffers (C++ class)
@@ -5844,6 +5846,8 @@
tensorrt_llm::runtime::DataTypeTraits<nvinfer1::DataType::kINT64, true>::name (C++ member)
+ |
+
- tensorrt_llm::runtime::DataTypeTraits<nvinfer1::DataType::kINT64, true>::size (C++ member)
- tensorrt_llm::runtime::DataTypeTraits<nvinfer1::DataType::kINT64, true>::type (C++ type)
@@ -5872,7 +5876,7 @@
- tensorrt_llm::runtime::DataTypeTraits<nvinfer1::DataType::kUINT8, kUnsigned>::type (C++ type)
- - tensorrt_llm::runtime::decoder (C++ type), [1], [2]
+
- tensorrt_llm::runtime::decoder (C++ type), [1]
- tensorrt_llm::runtime::decoder::BeamSearchBuffers (C++ class)
@@ -5901,8 +5905,6 @@
- tensorrt_llm::runtime::decoder::DecoderState::getAcceptedLengthsCumSum (C++ function)
- tensorrt_llm::runtime::decoder::DecoderState::getAcceptedPackedPaths (C++ function)
-
- - tensorrt_llm::runtime::decoder::DecoderState::getActualBatchSize (C++ function)
- tensorrt_llm::runtime::decoder::DecoderState::getAllNewTokens (C++ function)
@@ -5949,8 +5951,6 @@
- tensorrt_llm::runtime::decoder::DecoderState::getSpeculativeDecodingMode (C++ function)
- tensorrt_llm::runtime::decoder::DecoderState::LlmRequestPtr (C++ type)
-
- - tensorrt_llm::runtime::decoder::DecoderState::mActualBatchSize (C++ member)
- tensorrt_llm::runtime::decoder::DecoderState::mBeamSearchBuffers (C++ member)
@@ -5975,8 +5975,6 @@
- tensorrt_llm::runtime::decoder::DecoderState::mSpeculativeDecodingMode (C++ member)
- tensorrt_llm::runtime::decoder::DecoderState::RequestVector (C++ type)
-
- - tensorrt_llm::runtime::decoder::DecoderState::setActualBatchSize (C++ function)
- tensorrt_llm::runtime::decoder::DecoderState::setNumDecodingEngineTokens (C++ function)
@@ -5991,26 +5989,6 @@
- tensorrt_llm::runtime::decoder::DecoderState::setupSpeculativeDecoding (C++ function)
- tensorrt_llm::runtime::decoder::DecoderState::TensorPtr (C++ type)
-
- - tensorrt_llm::runtime::decoder::Input (C++ class)
-
- - tensorrt_llm::runtime::decoder::Input::cacheIndirection (C++ member)
-
- - tensorrt_llm::runtime::decoder::Input::Input (C++ function)
-
- - tensorrt_llm::runtime::decoder::Input::logits (C++ member)
-
- - tensorrt_llm::runtime::decoder::Input::TensorPtr (C++ type)
-
- - tensorrt_llm::runtime::decoder::Output (C++ class)
-
- - tensorrt_llm::runtime::decoder::Output::cacheIndirection (C++ member)
-
- - tensorrt_llm::runtime::decoder::Output::Output (C++ function)
-
- - tensorrt_llm::runtime::decoder::Output::sequenceLengths (C++ member)
-
- - tensorrt_llm::runtime::decoder::Output::TensorPtr (C++ type)
- tensorrt_llm::runtime::decoder_batch (C++ type), [1]
@@ -6028,9 +6006,9 @@
- tensorrt_llm::runtime::decoder_batch::Input::explicitDraftTokensInputs (C++ member)
- |
-
- tensorrt_llm::runtime::decoder_batch::Input::explicitDraftTokensLastInputs (C++ member)
+
+ - tensorrt_llm::runtime::decoder_batch::Input::generationSteps (C++ member)
- tensorrt_llm::runtime::decoder_batch::Input::Input (C++ function), [1]
@@ -6203,6 +6181,8 @@
- tensorrt_llm::runtime::DecodingInput::ExternalDraftTokensInputs::useRandomAcceptanceThreshold (C++ member)
- tensorrt_llm::runtime::DecodingInput::finishReasons (C++ member)
+
+ - tensorrt_llm::runtime::DecodingInput::generationSteps (C++ member)
- tensorrt_llm::runtime::DecodingInput::lengths (C++ member)
@@ -6413,6 +6393,8 @@
- tensorrt_llm::runtime::EagleBuffers::Inputs::draftLens (C++ member)
- tensorrt_llm::runtime::EagleBuffers::Inputs::draftPaths (C++ member)
+
+ - tensorrt_llm::runtime::EagleBuffers::Inputs::draftPathsHost (C++ member)
- tensorrt_llm::runtime::EagleBuffers::Inputs::draftTokens (C++ member)
@@ -6595,70 +6577,6 @@
- tensorrt_llm::runtime::ExplicitDraftTokensBuffers::TensorMap (C++ type)
- tensorrt_llm::runtime::ExplicitDraftTokensBuffers::TensorPtr (C++ type)
-
- - tensorrt_llm::runtime::GenerationInput (C++ class)
-
- - tensorrt_llm::runtime::GenerationInput::Base (C++ type)
-
- - tensorrt_llm::runtime::GenerationInput::GenerationInput (C++ function)
-
- - tensorrt_llm::runtime::GenerationInput::TensorPtr (C++ type)
-
- - tensorrt_llm::runtime::GenerationOutput (C++ class)
-
- - tensorrt_llm::runtime::GenerationOutput::Base (C++ type)
-
- - tensorrt_llm::runtime::GenerationOutput::GenerationOutput (C++ function)
-
- - tensorrt_llm::runtime::GenerationOutput::TensorPtr (C++ type)
-
- - tensorrt_llm::runtime::GenericGenerationInput (C++ class)
-
- - tensorrt_llm::runtime::GenericGenerationInput::badWordsList (C++ member)
-
- - tensorrt_llm::runtime::GenericGenerationInput::embeddingBias (C++ member)
-
- - tensorrt_llm::runtime::GenericGenerationInput::endId (C++ member)
-
- - tensorrt_llm::runtime::GenericGenerationInput::GenericGenerationInput (C++ function)
-
- - tensorrt_llm::runtime::GenericGenerationInput::ids (C++ member)
-
- - tensorrt_llm::runtime::GenericGenerationInput::lengths (C++ member)
-
- - tensorrt_llm::runtime::GenericGenerationInput::maxNewTokens (C++ member)
-
- - tensorrt_llm::runtime::GenericGenerationInput::packed (C++ member)
-
- - tensorrt_llm::runtime::GenericGenerationInput::padId (C++ member)
-
- - tensorrt_llm::runtime::GenericGenerationInput::promptTuningParams (C++ member)
-
- - tensorrt_llm::runtime::GenericGenerationInput::stopWordsList (C++ member)
-
- - tensorrt_llm::runtime::GenericGenerationInput::TensorPtr (C++ type)
-
- - tensorrt_llm::runtime::GenericGenerationOutput (C++ class)
-
- - tensorrt_llm::runtime::GenericGenerationOutput::Callback (C++ type)
-
- - tensorrt_llm::runtime::GenericGenerationOutput::contextLogits (C++ member)
-
- - tensorrt_llm::runtime::GenericGenerationOutput::cumLogProbs (C++ member)
-
- - tensorrt_llm::runtime::GenericGenerationOutput::generationLogits (C++ member)
-
- - tensorrt_llm::runtime::GenericGenerationOutput::GenericGenerationOutput (C++ function)
-
- - tensorrt_llm::runtime::GenericGenerationOutput::ids (C++ member)
-
- - tensorrt_llm::runtime::GenericGenerationOutput::lengths (C++ member)
-
- - tensorrt_llm::runtime::GenericGenerationOutput::logProbs (C++ member)
-
- - tensorrt_llm::runtime::GenericGenerationOutput::onTokenGenerated (C++ member)
-
- - tensorrt_llm::runtime::GenericGenerationOutput::TensorPtr (C++ type)
- tensorrt_llm::runtime::GenericPromptTuningParams (C++ class)
@@ -6811,212 +6729,6 @@
- tensorrt_llm::runtime::GptJsonConfig::mVersion (C++ member)
- tensorrt_llm::runtime::GptJsonConfig::parse (C++ function), [1], [2]
-
- - tensorrt_llm::runtime::GptSession (C++ class)
-
- - tensorrt_llm::runtime::GptSession::BaseKVCacheManager (C++ type)
-
- - tensorrt_llm::runtime::GptSession::Config (C++ class)
-
- - tensorrt_llm::runtime::GptSession::Config::Config (C++ function)
-
- - tensorrt_llm::runtime::GptSession::Config::ctxMicroBatchSize (C++ member)
-
- - tensorrt_llm::runtime::GptSession::Config::cudaGraphMode (C++ member)
-
- - tensorrt_llm::runtime::GptSession::Config::decoderPerRequest (C++ member)
-
- - tensorrt_llm::runtime::GptSession::Config::decodingMode (C++ member)
-
- - tensorrt_llm::runtime::GptSession::Config::gatherGenerationLogits (C++ member)
-
- - tensorrt_llm::runtime::GptSession::Config::genMicroBatchSize (C++ member)
-
- - tensorrt_llm::runtime::GptSession::Config::gpuWeightsPercent (C++ member)
-
- - tensorrt_llm::runtime::GptSession::Config::kvCacheConfig (C++ member)
-
- - tensorrt_llm::runtime::GptSession::Config::maxBatchSize (C++ member)
-
- - tensorrt_llm::runtime::GptSession::Config::maxBeamWidth (C++ member)
-
- - tensorrt_llm::runtime::GptSession::Config::maxSequenceLength (C++ member)
-
- - tensorrt_llm::runtime::GptSession::Config::normalizeLogProbs (C++ member)
-
- - tensorrt_llm::runtime::GptSession::Config::useGpuDirectStorage (C++ member)
-
- - tensorrt_llm::runtime::GptSession::createBuffers (C++ function)
-
- - tensorrt_llm::runtime::GptSession::createContexts (C++ function)
-
- - tensorrt_llm::runtime::GptSession::createCustomAllReduceWorkspace (C++ function)
-
- - tensorrt_llm::runtime::GptSession::createDecoders (C++ function)
-
- - tensorrt_llm::runtime::GptSession::createKvCacheManager (C++ function)
-
- - tensorrt_llm::runtime::GptSession::createOnTokenGeneratedCallback (C++ function)
-
- - tensorrt_llm::runtime::GptSession::CudaGraphExecutor (C++ class)
-
- - tensorrt_llm::runtime::GptSession::CudaGraphExecutor::clear (C++ function)
-
- - tensorrt_llm::runtime::GptSession::CudaGraphExecutor::create (C++ function)
-
- - tensorrt_llm::runtime::GptSession::CudaGraphExecutor::CudaGraphExecutor (C++ function)
-
- - tensorrt_llm::runtime::GptSession::CudaGraphExecutor::hasInstance (C++ function)
-
- - tensorrt_llm::runtime::GptSession::CudaGraphExecutor::launch (C++ function)
-
- - tensorrt_llm::runtime::GptSession::CudaGraphExecutor::mInstance (C++ member)
-
- - tensorrt_llm::runtime::GptSession::CudaGraphExecutor::prepareNextGraph (C++ function)
-
- - tensorrt_llm::runtime::GptSession::CudaGraphExecutor::update (C++ function)
-
- - tensorrt_llm::runtime::GptSession::CudaGraphExecutor::uploadToStream (C++ function)
-
- - tensorrt_llm::runtime::GptSession::CudaGraphExecutor::~CudaGraphExecutor (C++ function)
-
- - tensorrt_llm::runtime::GptSession::decoderStepAsync (C++ function)
-
- - tensorrt_llm::runtime::GptSession::executeContextStep (C++ function)
-
- - tensorrt_llm::runtime::GptSession::executeGenerationStep (C++ function)
-
- - tensorrt_llm::runtime::GptSession::finalize (C++ function)
-
- - tensorrt_llm::runtime::GptSession::generate (C++ function)
-
- - tensorrt_llm::runtime::GptSession::generateBatched (C++ function)
-
- - tensorrt_llm::runtime::GptSession::GenerationProfiler (C++ class)
-
- - tensorrt_llm::runtime::GptSession::GenerationProfiler::end (C++ member)
-
- - tensorrt_llm::runtime::GptSession::GenerationProfiler::flags (C++ member)
-
- - tensorrt_llm::runtime::GptSession::GenerationProfiler::GenerationProfiler (C++ function)
-
- - tensorrt_llm::runtime::GptSession::GenerationProfiler::getElapsedTimeMs (C++ function)
-
- - tensorrt_llm::runtime::GptSession::GenerationProfiler::getEnd (C++ function)
-
- - tensorrt_llm::runtime::GptSession::GenerationProfiler::getStart (C++ function)
-
- - tensorrt_llm::runtime::GptSession::GenerationProfiler::start (C++ member)
-
- - tensorrt_llm::runtime::GptSession::getBufferManager (C++ function)
-
- - tensorrt_llm::runtime::GptSession::getDevice (C++ function)
-
- - tensorrt_llm::runtime::GptSession::getEngineInspector (C++ function)
-
- - tensorrt_llm::runtime::GptSession::getGatherGenerationLogits (C++ function)
-
- - tensorrt_llm::runtime::GptSession::getLayerProfileInfo (C++ function)
-
- - tensorrt_llm::runtime::GptSession::getLogger (C++ function)
-
- - tensorrt_llm::runtime::GptSession::getLogitDataType (C++ function)
-
- - tensorrt_llm::runtime::GptSession::getModelConfig (C++ function)
-
- - tensorrt_llm::runtime::GptSession::getNormalizeLogProbs (C++ function)
-
- - tensorrt_llm::runtime::GptSession::getRuntimeStreamPtr (C++ function)
-
- - tensorrt_llm::runtime::GptSession::getTensorDataType (C++ function)
-
- - tensorrt_llm::runtime::GptSession::getTensorShape (C++ function)
-
- - tensorrt_llm::runtime::GptSession::getWorldConfig (C++ function)
-
- - tensorrt_llm::runtime::GptSession::GptSession (C++ function), [1], [2], [3]
-
- - tensorrt_llm::runtime::GptSession::initDecoder (C++ function)
-
- - tensorrt_llm::runtime::GptSession::kvCacheAddSequences (C++ function)
-
- - tensorrt_llm::runtime::GptSession::KvCacheConfig (C++ type)
-
- - tensorrt_llm::runtime::GptSession::LoggerPtr (C++ type)
-
- - tensorrt_llm::runtime::GptSession::mAllReduceBuffers (C++ member)
-
- - tensorrt_llm::runtime::GptSession::mBuffers (C++ member)
-
- - tensorrt_llm::runtime::GptSession::mCommEvent (C++ member)
-
- - tensorrt_llm::runtime::GptSession::mCommStream (C++ member)
-
- - tensorrt_llm::runtime::GptSession::mCudaGraphInstances (C++ member)
-
- - tensorrt_llm::runtime::GptSession::mCudaGraphMode (C++ member)
-
- - tensorrt_llm::runtime::GptSession::mDecoderMaxAttentionWindow (C++ member)
-
- - tensorrt_llm::runtime::GptSession::mDecoderMaxAttentionWindowVec (C++ member)
-
- - tensorrt_llm::runtime::GptSession::mDecoderMaxSequenceLength (C++ member)
-
- - tensorrt_llm::runtime::GptSession::mDecoders (C++ member)
-
- - tensorrt_llm::runtime::GptSession::mDecoderSinkTokenLength (C++ member)
-
- - tensorrt_llm::runtime::GptSession::mDevice (C++ member)
-
- - tensorrt_llm::runtime::GptSession::mGatherGenerationLogits (C++ member)
-
- - tensorrt_llm::runtime::GptSession::MicroBatchConfig (C++ class)
-
- - tensorrt_llm::runtime::GptSession::MicroBatchConfig::ctxBatchSize (C++ member)
-
- - tensorrt_llm::runtime::GptSession::MicroBatchConfig::genBatchSize (C++ member)
-
- - tensorrt_llm::runtime::GptSession::MicroBatchConfig::getGenGraphId (C++ function)
-
- - tensorrt_llm::runtime::GptSession::MicroBatchConfig::MicroBatchConfig (C++ function), [1]
-
- - tensorrt_llm::runtime::GptSession::MicroBatchConfig::numCtxBatches (C++ member)
-
- - tensorrt_llm::runtime::GptSession::MicroBatchConfig::numCtxPerGen (C++ function)
-
- - tensorrt_llm::runtime::GptSession::MicroBatchConfig::numGenBatches (C++ member)
-
- - tensorrt_llm::runtime::GptSession::mKvCacheManager (C++ member)
-
- - tensorrt_llm::runtime::GptSession::mLogger (C++ member)
-
- - tensorrt_llm::runtime::GptSession::mMicroBatchConfig (C++ member)
-
- - tensorrt_llm::runtime::GptSession::mModelConfig (C++ member)
-
- - tensorrt_llm::runtime::GptSession::mNormalizeLogProbs (C++ member)
-
- - tensorrt_llm::runtime::GptSession::mPipelineComm (C++ member)
-
- - tensorrt_llm::runtime::GptSession::mReceivedEvents (C++ member)
-
- - tensorrt_llm::runtime::GptSession::mRuntime (C++ member)
-
- - tensorrt_llm::runtime::GptSession::mWorldConfig (C++ member)
-
- - tensorrt_llm::runtime::GptSession::setLayerProfiler (C++ function)
-
- - tensorrt_llm::runtime::GptSession::setup (C++ function)
-
- - tensorrt_llm::runtime::GptSession::shouldStopSync (C++ function)
-
- - tensorrt_llm::runtime::GptSession::shouldUseKVCacheManager (C++ function)
-
- - tensorrt_llm::runtime::GptSession::TensorPtr (C++ type)
-
- - tensorrt_llm::runtime::GptSession::TokenGeneratedCallback (C++ type)
-
- - tensorrt_llm::runtime::GptSession::useCudaGraphs (C++ function)
- tensorrt_llm::runtime::IBuffer (C++ class)
@@ -7163,40 +6875,6 @@
- tensorrt_llm::runtime::IpcNvlsHandle::uc_va (C++ member)
- tensorrt_llm::runtime::ipcNvlsSupported (C++ function)
-
- - tensorrt_llm::runtime::IStatefulGptDecoder (C++ class)
-
- - tensorrt_llm::runtime::IStatefulGptDecoder::CudaStreamPtr (C++ type)
-
- - tensorrt_llm::runtime::IStatefulGptDecoder::finalize (C++ function)
-
- - tensorrt_llm::runtime::IStatefulGptDecoder::forward (C++ function)
-
- - tensorrt_llm::runtime::IStatefulGptDecoder::forwardAsync (C++ function)
-
- - tensorrt_llm::runtime::IStatefulGptDecoder::forwardSync (C++ function)
-
- - tensorrt_llm::runtime::IStatefulGptDecoder::getCumLogProbs (C++ function)
-
- - tensorrt_llm::runtime::IStatefulGptDecoder::getGatheredIds (C++ function)
-
- - tensorrt_llm::runtime::IStatefulGptDecoder::getIds (C++ function)
-
- - tensorrt_llm::runtime::IStatefulGptDecoder::getLogProbs (C++ function)
-
- - tensorrt_llm::runtime::IStatefulGptDecoder::getNbFinished (C++ function)
-
- - tensorrt_llm::runtime::IStatefulGptDecoder::getNewTokens (C++ function)
-
- - tensorrt_llm::runtime::IStatefulGptDecoder::IStatefulGptDecoder (C++ function)
-
- - tensorrt_llm::runtime::IStatefulGptDecoder::newBatch (C++ function)
-
- - tensorrt_llm::runtime::IStatefulGptDecoder::setup (C++ function)
-
- - tensorrt_llm::runtime::IStatefulGptDecoder::TensorPtr (C++ type)
-
- - tensorrt_llm::runtime::IStatefulGptDecoder::~IStatefulGptDecoder (C++ function)
- tensorrt_llm::runtime::ITensor (C++ class)
@@ -8184,7 +7862,7 @@
- tensorrt_llm::runtime::PromptTuningParams (C++ class)
- - tensorrt_llm::runtime::PromptTuningParams::fillTasksTensor (C++ function)
+
- tensorrt_llm::runtime::PromptTuningParams::fillTasksTensor (C++ function)
- tensorrt_llm::runtime::PromptTuningParams::PromptTuningParams (C++ function)
@@ -8267,8 +7945,6 @@
- tensorrt_llm::runtime::SamplingConfig::frequencyPenalty (C++ member)
- tensorrt_llm::runtime::SamplingConfig::fuseValues (C++ function)
-
- - tensorrt_llm::runtime::SamplingConfig::getBeamWidthByIter (C++ function)
- tensorrt_llm::runtime::SamplingConfig::getMaxBeamWidth (C++ function)
@@ -8425,50 +8101,6 @@
- tensorrt_llm::runtime::SpeculativeDecodingModule::SpeculativeDecodingModule (C++ function), [1], [2]
- tensorrt_llm::runtime::SpeculativeDecodingModule::~SpeculativeDecodingModule (C++ function)
-
- - tensorrt_llm::runtime::StatefulGptDecoderBatched (C++ class)
-
- - tensorrt_llm::runtime::StatefulGptDecoderBatched::CudaStreamPtr (C++ type)
-
- - tensorrt_llm::runtime::StatefulGptDecoderBatched::finalize (C++ function)
-
- - tensorrt_llm::runtime::StatefulGptDecoderBatched::forwardAsync (C++ function)
-
- - tensorrt_llm::runtime::StatefulGptDecoderBatched::forwardSync (C++ function)
-
- - tensorrt_llm::runtime::StatefulGptDecoderBatched::getCumLogProbs (C++ function)
-
- - tensorrt_llm::runtime::StatefulGptDecoderBatched::getGatheredIds (C++ function)
-
- - tensorrt_llm::runtime::StatefulGptDecoderBatched::getIds (C++ function)
-
- - tensorrt_llm::runtime::StatefulGptDecoderBatched::getLogProbs (C++ function)
-
- - tensorrt_llm::runtime::StatefulGptDecoderBatched::getNbFinished (C++ function)
-
- - tensorrt_llm::runtime::StatefulGptDecoderBatched::getNewTokens (C++ function)
-
- - tensorrt_llm::runtime::StatefulGptDecoderBatched::mBatchSlotsDecoder (C++ member)
-
- - tensorrt_llm::runtime::StatefulGptDecoderBatched::mBatchSlotsSetup (C++ member)
-
- - tensorrt_llm::runtime::StatefulGptDecoderBatched::mDecoder (C++ member)
-
- - tensorrt_llm::runtime::StatefulGptDecoderBatched::mDecoderFinishEvent (C++ member)
-
- - tensorrt_llm::runtime::StatefulGptDecoderBatched::mFinishedSum (C++ member)
-
- - tensorrt_llm::runtime::StatefulGptDecoderBatched::mForwardEvent (C++ member)
-
- - tensorrt_llm::runtime::StatefulGptDecoderBatched::newBatch (C++ function)
-
- - tensorrt_llm::runtime::StatefulGptDecoderBatched::setup (C++ function)
-
- - tensorrt_llm::runtime::StatefulGptDecoderBatched::StatefulGptDecoderBatched (C++ function)
-
- - tensorrt_llm::runtime::StatefulGptDecoderBatched::TensorPtr (C++ type)
-
- - tensorrt_llm::runtime::StatefulGptDecoderBatched::~StatefulGptDecoderBatched (C++ function)
- tensorrt_llm::runtime::StringPtrMap (C++ type)
@@ -8553,10 +8185,6 @@
- tensorrt_llm::runtime::UniqueToken::tokenExtraId (C++ member)
- tensorrt_llm::runtime::UniqueToken::tokenId (C++ member)
-
- - tensorrt_llm::runtime::utils (C++ type)
-
- - tensorrt_llm::runtime::utils::loadEngine (C++ function)
- tensorrt_llm::runtime::VecTokenExtraIds (C++ type)
diff --git a/latest/index.html b/latest/index.html
index 275f11521f..c4e44cda0f 100644
--- a/latest/index.html
+++ b/latest/index.html
@@ -51,7 +51,7 @@
@@ -62,7 +62,7 @@
-
+
@@ -329,19 +329,19 @@
Examples
- Release Notes
- C++ GPT Runtime
- Executor API
@@ -672,10 +673,8 @@
Performance
- Overview
- Benchmarking
- Support Matrix
diff --git a/latest/installation/build-from-source-linux.html b/latest/installation/build-from-source-linux.html
index 3a17cf2a68..046660fea3 100644
--- a/latest/installation/build-from-source-linux.html
+++ b/latest/installation/build-from-source-linux.html
@@ -51,7 +51,7 @@
@@ -63,7 +63,7 @@
-
+
@@ -330,19 +330,19 @@
Examples
- LLM Examples Introduction
- LLM Common Customizations
- LLM Examples
@@ -506,7 +508,7 @@
Building from Source Code on Linux
-This document provides instructions for building TensorRT-LLM from source code on Linux. Building from source code is necessary if you want the best performance or debugging capabilities, or if the GNU C++11 ABI is required.
+This document provides instructions for building TensorRT-LLM from source code on Linux. Building from source is recommended for achieving optimal performance, enabling debugging capabilities, or when you need a different GNU CXX11 ABI configuration than what is available in the pre-built TensorRT-LLM wheel on PyPI. Note that the current pre-built TensorRT-LLM wheel on PyPI is linked against PyTorch 2.7.0, which uses the new CXX11 ABI.
Prerequisites
Use Docker to build and run TensorRT-LLM. Instructions to install an environment to run Docker containers for the NVIDIA platform can be found here.
@@ -627,7 +629,7 @@ python3 ./scripts/build_wheel.py -
Refer to the Hardware section for a list of architectures.
Building the Python Bindings for the C++ Runtime
-The C++ Runtime, in particular, GptSession can be exposed to Python via bindings. This feature can be turned on through the default build options.
+The C++ Runtime can be exposed to Python via bindings. This feature can be turned on through the default build options.
python3 ./scripts/build_wheel.py
python3 ./scripts/build_wheel.py --cuda_architectures "80-real;86-real" --cpp_only --clean
This is particularly useful to avoid linking problems which may be introduced by particular versions of torch related to the dual ABI support of GCC. The option --clean will remove the build directory before building. The default build directory is cpp/build, which may be overridden using the option
---build_dir. Run build_wheel.py --help for an overview of all supported options.
+This is particularly useful for avoiding linking issues that may arise with older versions of torch (prior to 2.7.0) due to the Dual ABI support in GCC. The --clean option removes the build directory before starting a new build. By default, TensorRT-LLM uses cpp/build as the build directory, but you can specify a different location with the --build_dir option. For a complete list of available build options, run python3 ./scripts/build_wheel.py --help.
The shared library can be found in the following location:
cpp/build/tensorrt_llm/libtensorrt_llm.so
@@ -679,7 +680,6 @@ pip install ./build/tensorrt_llm*.
Known Limitations
-Currently, our released TensorRT-LLM wheel packages are linked against public PyTorch hosted on PyPI, which disables C++11 ABI support. However, the Docker image built previously is based on an NGC container where PyTorch has C++11 ABI enabled; see NGC PyTorch container page. Therefore, we recommend performing a full build inside this container.
When using TRTLLM_PRECOMPILED_LOCATION, ensure that your wheel is compiled based on the same version of C++ code as your current directory; any discrepancies may lead to compatibility issues.
diff --git a/latest/installation/grace-hopper.html b/latest/installation/grace-hopper.html
index 7b09fbbbb4..6705d95cb5 100644
--- a/latest/installation/grace-hopper.html
+++ b/latest/installation/grace-hopper.html
@@ -51,7 +51,7 @@
@@ -63,7 +63,7 @@
-
+
@@ -326,19 +326,19 @@
Examples
- LLM Examples Introduction
- LLM Common Customizations
- LLM Examples
@@ -504,12 +506,12 @@
Installing on Grace Hopper
Install TensorRT-LLM (tested on Ubuntu 24.04).
-pip3 install torch==2.6.0 torchvision torchaudio --index-url https://download.pytorch.org/whl/cu126
+pip3 install torch==2.7.0 torchvision torchaudio --index-url https://download.pytorch.org/whl/cu128
sudo apt-get -y install libopenmpi-dev && pip3 install --upgrade pip setuptools && pip3 install tensorrt_llm
If using the PyTorch NGC Container image, the prerequisite step for installing CUDA-enabled PyTorch package is not required.
+If using the PyTorch NGC Container image, the prerequisite steps for installing CUDA-enabled PyTorch package and libopenmpi-dev are not required.
Sanity check the installation by running the following in Python (tested on Python 3.12):
1from tensorrt_llm import LLM, SamplingParams
diff --git a/latest/installation/linux.html b/latest/installation/linux.html
index b19235d4b5..060cf3df86 100644
--- a/latest/installation/linux.html
+++ b/latest/installation/linux.html
@@ -51,7 +51,7 @@
@@ -63,7 +63,7 @@
-
+
@@ -326,19 +326,19 @@
Examples
Installing on Linux
Install TensorRT-LLM (tested on Ubuntu 24.04).
-sudo apt-get -y install libopenmpi-dev && pip3 install --upgrade pip setuptools && pip3 install tensorrt_llm
+(Optional) pip3 install torch==2.7.0 torchvision torchaudio --index-url https://download.pytorch.org/whl/cu128
+
+sudo apt-get -y install libopenmpi-dev && pip3 install --upgrade pip setuptools && pip3 install tensorrt_llm
PyTorch CUDA 12.8 package is required for supporting NVIDIA Blackwell GPUs. On prior GPUs, this extra installation is not required.
+If using the PyTorch NGC Container image, the prerequisite steps for installing NVIDIA Blackwell-enabled PyTorch package and libopenmpi-dev are not required.
Sanity check the installation by running the following in Python (tested on Python 3.12):
1from tensorrt_llm import LLM, SamplingParams
@@ -543,13 +549,6 @@
Known limitations
There are some known limitations when you pip install pre-built TensorRT-LLM wheel package.
-C++11 ABI
-The pre-built TensorRT-LLM wheel has linked against the public pytorch hosted on pypi, which turned off C++11 ABI.
-While the NVIDIA optimized pytorch inside NGC container nvcr.io/nvidia/pytorch:xx.xx-py3 turned on the C++11 ABI,
-see NGC pytorch container page .
-Thus we recommend users to build from source inside when using the NGC pytorch container. Build from source guideline can be found in
-Build from Source Code on Linux
-MPI in the Slurm environment
If you encounter an error while running TensorRT-LLM in a Slurm-managed cluster, you need to reconfigure the MPI installation to work with Slurm.
The setup methods depends on your slurm configuration, pls check with your admin. This is not a TensorRT-LLM specific, rather a general mpi+slurm issue.
@@ -569,7 +568,17 @@ Please install CUDA toolkit when you see the following message when running Mode
Unable to load extension modelopt_cuda_ext and falling back to CPU version.
The installation of CUDA toolkit can be found in CUDA Toolkit Documentation
+The installation of CUDA toolkit can be found in CUDA Toolkit Documentation.
+
+ Install inside the PyTorch NGC Container
+The PyTorch NGC Container may lock Python package versions via the /etc/pip/constraint.txt file. When installing the pre-built TensorRT-LLM wheel inside the PyTorch NGC Container, you need to clear this file first.
+[ -f /etc/pip/constraint.txt ] && : > /etc/pip/constraint.txt
+
+ PyTorch NGC Container typically includes a pre-installed tensorrt Python package. If there is a version mismatch between this pre-installed package and the version required by the TensorRT-LLM wheel, you will need to uninstall the existing tensorrt package before installing TensorRT-LLM.
+pip uninstall -y tensorrt
+
+
diff --git a/latest/key-features.html b/latest/key-features.html
index cd899356b4..0776eb158c 100644
--- a/latest/key-features.html
+++ b/latest/key-features.html
@@ -51,7 +51,7 @@
@@ -63,7 +63,7 @@
-
+
@@ -326,19 +326,19 @@
Examples
Examples
Examples
- LLM Examples Introduction
- LLM Common Customizations
- LLM Examples
@@ -551,9 +553,7 @@
load_format (Literal['auto', 'dummy']) – The format to load the model. Defaults to auto. enable_tqdm (bool) – Enable tqdm for progress bar. Defaults to False. enable_lora (bool) – Enable LoRA. Defaults to False. max_lora_rank (Optional[int]) – The maximum LoRA rank. Defaults to None. max_loras (int) – The maximum number of LoRA. Defaults to 4. max_cpu_loras (int) – The maximum number of LoRA on CPU. Defaults to 4. lora_config (Optional[tensorrt_llm.lora_manager.LoraConfig]) – LoRA configuration for the model. Defaults to None. enable_prompt_adapter (bool) – Enable prompt adapter. Defaults to False. max_prompt_adapter_token (int) – The maximum number of prompt adapter tokens. Defaults to 0. quant_config (Optional[tensorrt_llm.models.modeling_utils.QuantConfig]) – Quantization config. Defaults to None. max_beam_width (int) – The maximum beam width. Defaults to 1. max_num_tokens (Optional[int]) – The maximum number of tokens. Defaults to None. backend (Optional[str]) – The backend to use. Defaults to None. lora_config (Optional[tensorrt_llm.lora_manager.LoraConfig]) – LoRA configuration for the model. Defaults to None. kwargs (Any) – Advanced arguments passed to LlmArgs.
@@ -1136,6 +1135,7 @@ after prompts have been submitted.
- regex: str | None = None,
- grammar: str | None = None,
- json_object: bool = False,
+- structural_tag: str | None = None,
)[source]
@@ -1148,6 +1148,7 @@ after prompts have been submitted.
regex (str, optional) – The generated text is amenable to the user-specified regular expression. Defaults to None. grammar (str, optional) – The generated text is amenable to the user-specified extended Backus-Naur form (EBNF) grammar. Defaults to None. json_object (bool) – If True, the generated text is amenable to json format. Defaults to False. structural_tag (str, optional) – The generated text is amenable to the user-specified structural tag. Defaults to None.
@@ -1161,6 +1162,7 @@ after prompts have been submitted.
- regex: str | None = None,
- grammar: str | None = None,
- json_object: bool = False,
+- structural_tag: str | None = None,
) → None
@@ -1186,6 +1188,11 @@ after prompts have been submitted.
regex: str | None
+
+-
+structural_tag: str | None
+
+
@@ -3271,6 +3278,7 @@ changed, you should remove the caches manually.
jsonjson_objectregexstructural_tag
SamplingParams
diff --git a/latest/objects.inv b/latest/objects.inv
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