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Building a High-Performance and Portable vLLM Linear Backend with Helion

PyTorch Blog · 2 October 2026 · 14 min read

A post on pytorch.org, published 2 October 2026, has not been cited by any blog yet (corpus.blog, measured 12 October 2026).

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https://helionlang.com/index.html Who cites this page

helionlang.com

https://docs.vllm.ai/en/latest/api/vllm/model_executor/kernels/linear/ Who cites this page

docs.vllm.ai

https://docs.vllm.ai/en/latest/ Who cites this page

docs.vllm.ai

https://docs.vllm.ai/en/latest/features/quantization/llm_compressor/fp8/ Who cites this page

docs.vllm.ai

https://docs.vllm.ai/en/latest/features/quantization/llm_compressor/int8_w8a8/ Who cites this page

docs.vllm.ai

https://github.com/pytorch/helion/pull/3377 Who cites this page

github.com

Introducing Claude Opus 4.8 Read at anthropic.com

anthropic.com

https://huggingface.co/AzatAI/Qwen3.8-27B-FP8-dynamic Who cites this page

huggingface.co

https://huggingface.co/Freaksterz/Qwen3.8-27B-SmoothQuant-W8A8-INT8 Who cites this page

huggingface.co

https://huggingface.co/Qwen/Qwen3.8-27B-FP8 Who cites this page

huggingface.co

https://docs.vllm.ai/en/latest/api/vllm/model_executor/kernels/linear/scaled_mm/ Who cites this page

docs.vllm.ai

https://github.com/redhat-et/vllm-helion Who cites this page

github.com

https://github.com/vllm-project/vllm/issues/53788 Who cites this page

github.com

https://github.com/vllm-project/vllm/issues/46526 Who cites this page

github.com

Elsewhere on pytorch.org (5)

https://pytorch.org/projects/helion/

pytorch.org

https://pytorch.org/projects/vllm/

pytorch.org

Portable vLLM Model Inference Kernels in Helion Read at pytorch.org

pytorch.org

From Minutes to Seconds: LLM-Guided Autotuning for Helion Kernels Read at pytorch.org

pytorch.org

Helion on TPU: Towards Hardware Heterogeneous Kernel Authoring Read at pytorch.org

pytorch.org

Building a High-Performance and Portable vLLM Linear Backend with Helion

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