vLLM vs TRT LLM - SqueezeBits

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[vLLM vs TensorRT-LLM] #13. Vision-Language Models

This article provides a comparative analysis of serving vision-language models on vLLM and TensorRT-LLM.

Jan 20, 2025

TechvLLM vs TRT LLM

[vLLM vs TensorRT-LLM] #12. Automatic Prefix Caching

This article provides a comparative analysis of automatic prefix caching.

Dec 23, 2024

TechvLLM vs TRT LLM

[vLLM vs TensorRT-LLM] #11. Speculative Decoding

This article provides a comparative analysis of speculative decoding.

Dec 09, 2024

TechvLLM vs TRT LLM

[vLLM vs TensorRT-LLM] #10 Serving Multiple LoRAs at Once

This article provides a comparative analysis of multi-LoRA serving capabilities of vLLM and TensorRT-LLM frameworks.

Dec 05, 2024

TechvLLM vs TRT LLM

[vLLM vs TensorRT-LLM] #9. Parallelism Strategies

This article provides a comparative analysis of different parallelism strategies on vLLM and TensorRT-LLM frameworks.

Nov 26, 2024

TechvLLM vs TRT LLM

[vLLM vs TensorRT-LLM] #13. Vision-Language Models

This article provides a comparative analysis of serving vision-language models on vLLM and TensorRT-LLM.

Jan 20, 2025

TechvLLM vs TRT LLM

[vLLM vs TensorRT-LLM] #12. Automatic Prefix Caching

This article provides a comparative analysis of automatic prefix caching.

Dec 23, 2024

TechvLLM vs TRT LLM

[vLLM vs TensorRT-LLM] #11. Speculative Decoding

This article provides a comparative analysis of speculative decoding.

Dec 09, 2024

TechvLLM vs TRT LLM

[vLLM vs TensorRT-LLM] #10 Serving Multiple LoRAs at Once

This article provides a comparative analysis of multi-LoRA serving capabilities of vLLM and TensorRT-LLM frameworks.

Dec 05, 2024

TechvLLM vs TRT LLM

[vLLM vs TensorRT-LLM] #9. Parallelism Strategies

This article provides a comparative analysis of different parallelism strategies on vLLM and TensorRT-LLM frameworks.

Nov 26, 2024

TechvLLM vs TRT LLM

[vLLM vs TensorRT-LLM] #8. KV Cache Quantization

This article provides a comparative analysis of the effects of KV cache quantization on vLLM and TensorRT-LLM frameworks.

Nov 18, 2024

TechvLLM vs TRT LLM

[vLLM vs TensorRT-LLM] #7. Weight-Activation Quantization

This article provides a comparative analysis of the effects of weight-activation quantization on vLLM and TensorRT-LLM frameworks.

Nov 11, 2024

TechvLLM vs TRT LLM

[vLLM vs TensorRT-LLM] #6. Weight-Only Quantization

This article provides a comparative analysis of the effects of weight-only quantization on vLLM and TensorRT-LLM frameworks.

Nov 01, 2024

TechvLLM vs TRT LLM

[vLLM vs TensorRT-LLM] #5. Dynamic Sequence Lengths

This article provides a comparative analysis of vLLM and TensorRT-LLM frameworks, focusing on performance with fixed and dynamic datasets.

Oct 30, 2024

TechvLLM vs TRT LLM

[vLLM vs TensorRT-LLM] #4. Which Scheduler Wins? 🔥

This article provides a comparative analysis of schedulers in vLLM and TensorRT-LLM frameworks.

Oct 24, 2024

TechvLLM vs TRT LLM

[vLLM vs TensorRT-LLM] #3. Understanding Sampling Methods and Their Performance Impact

This article provides a comparative analysis of vLLM and TensorRT-LLM frameworks with various sampling methods.

Oct 18, 2024

TechvLLM vs TRT LLM

[vLLM vs TensorRT-LLM] #2. Towards Optimal Batching for LLM Serving

This article provides a comparative analysis of vLLM and TensorRT-LLM frameworks, focusing on batching configurations and thoroughly examining the effects of maximum batch size and maximum number of tokens.

Oct 11, 2024

TechvLLM vs TRT LLM

[vLLM vs TensorRT-LLM] #1. An Overall Evaluation

This article provides a comparative analysis of vLLM and TensorRT-LLM frameworks for serving LLMs, evaluating their performance based on key metrics like throughput, TTFT, and TPOT to offer insights for practitioners in optimizing LLM deployment strategies.

Oct 01, 2024

TechvLLM vs TRT LLM