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Native-speed vLLM transformers modeling backend

Hugging Face · published 8 July 2026

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First cited: 22 Sept 2026
Most recent: 22 Sept 2026
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Hardware-Agnostic Models in vLLM Read at the source ↗

22 Sept 2026

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https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/blog/vllm-backend/pre-post-pr.png

huggingface.co

https://huggingface.co/datasets/ariG23498/useful-scripts/blob/main/transformers-backend-vllm-benchmark.sh

huggingface.co

https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/blog/vllm-backend/previous-pipeline.png

huggingface.co

https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/blog/vllm-backend/current-pipeline.png

huggingface.co

The Transformers Library: standardizing model definitions Read at the source ↗

https://vllm.ai/blog/2025-04-11-transformers-backend

vllm.ai

https://vllm.ai/blog/2025-12-17-large-scale-serving

vllm.ai

https://docs.pytorch.org/docs/2.12/fx.html

docs.pytorch.org

https://docs.python.org/3/library/ast.html

docs.python.org