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[Tracking Feature]: Support vLLM with Python 3.14 #34096

Description

@mgoin

🚀 The feature, motivation and pitch

PyTorch has had official wheels for the past few releases (2.9, 2.10) with Python 3.14 support and we should consider supporting it as well in vLLM. There should be no need to update the vLLM wheel since we already support multiple python versions with one wheel, however we face the issue of needing to resolve vLLM's important dependencies that haven't published compatible 3.14 wheels yet.

I tested using a CUDA 13.0 system and updating pyproject.toml to have requires-python = ">=3.10,<3.15"
This is my attempt to catalog dependency issues known for CUDA as of Feb 8, 2026:

  × No solution found when resolving dependencies:
  ╰─▶ Because all versions of cuda-tile have no wheels with a matching Python ABI tag (e.g., `cp314`) and flashinfer-python==0.6.8.post1 depends on cuda-tile, we can conclude
      that flashinfer-python==0.6.8.post1 cannot be used.
      And because vllm==0.20.2rc1.dev47+g2228fe686.precompiled depends on flashinfer-python==0.6.8.post1, we can conclude that vllm==0.20.2rc1.dev47+g2228fe686.precompiled
      cannot be used.
      And because only vllm==0.20.2rc1.dev47+g2228fe686.precompiled is available and you require vllm, we can conclude that your requirements are unsatisfiable.

      hint: Pre-releases are available for `cuda-tile` in the requested range (e.g., 1.0.0rc6), but pre-releases weren't enabled (try: `--prerelease=allow`)

      hint: You require CPython 3.14 (`cp314`), but we only found wheels for `cuda-tile` (v1.3.0) with the following Python ABI tags: `cp310`, `cp311`, `cp312`, `cp313`
  × No solution found when resolving dependencies:
  ╰─▶ Because only the following versions of ray[cgraph] are available:
          ray[cgraph]<=2.48.0
          ray[cgraph]==2.49.0
          ray[cgraph]==2.49.1
          ray[cgraph]==2.49.2
          ray[cgraph]==2.50.0
          ray[cgraph]==2.50.1
          ray[cgraph]==2.51.0
          ray[cgraph]==2.51.1
          ray[cgraph]==2.51.2
          ray[cgraph]==2.52.0
          ray[cgraph]==2.52.1
          ray[cgraph]==2.53.0
      and ray[cgraph]>=2.48.0 has no wheels with a matching Python ABI tag (e.g., `cp314`), we can conclude that ray[cgraph]>=2.48.0 cannot be used.
      And because vllm==0.15.2rc1.dev112+g179ae7da8.d20260208.precompiled depends on ray[cgraph]>=2.48.0, we can conclude that
      vllm==0.15.2rc1.dev112+g179ae7da8.d20260208.precompiled cannot be used.
      And because only vllm==0.15.2rc1.dev112+g179ae7da8.d20260208.precompiled is available and you require vllm, we can conclude that your requirements are unsatisfiable.

      hint: You require CPython 3.14 (`cp314`), but we only found wheels for `ray` (v2.53.0) with the following Python ABI tags: `cp310`, `cp311`, `cp312`, `cp313`

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