tensorrt-llm
Community10-100x faster LLM inference on NVIDIA GPUs.
Authorovachiever
Version1.0.0
Installs0
System Documentation
What problem does it solve?
TensorRT-LLM optimizes inference for large language models on NVIDIA GPUs, delivering maximum throughput and minimal latency with quantization, in-flight batching, and multi-GPU scaling.
Core Features & Use Cases
- FP8/INT4 quantization, in-flight batching, CUDA graphs
- Tensor/pipeline/expert parallelism for scalable multi-GPU deployments
- Production serving via trtllm-serve API
Quick Start
Install tensorrt_llm, instantiate an LLM with FP8 quantization, and run sample inferences; optionally deploy with trtllm-serve.
Dependency Matrix
Required Modules
tensorrt_llmtorch
Components
scriptsreferencestemplates
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