[sad-and-bad1231]

Summary

Fixes #33.

This PR reduces redundant Python list materialization in the v1 logprobs pipeline.

Changes:

• Keep sample logprobs rows as NumPy views while updating LogprobsProcessor.
• Keep prompt logprobs rows as tensor-like rows until appending to the output container.
• Move scalar normalization to append_logprobs_for_next_position, preserving Python int / float output values for both dict-backed and FlatLogprobs outputs.
• Add regression coverage to ensure rows are not materialized early and output equivalence is preserved.

Tests

python -m pytest -q tests/v1/engine/test_logprobs_processor.py

[github-actions]

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🚀

[mergify]

Documentation preview: https://vllm--43598.org.readthedocs.build/en/43598/

[mergify]

This pull request has merge conflicts that must be resolved before it can be
merged. Please rebase the PR, @sad-and-bad1231.

https://docs.github.com/en/pull-requests/collaborating-with-pull-requests/working-with-forks/syncing-a-fork

[gemini-code-assist]

Code Review

This pull request updates the vllm-hust fork with significant changes to the build system, documentation, and hardware support, including downgrading to Python 3.11 and CUDA 12.9.1. It adds Ascend NPU support to benchmarking scripts, introduces micro-benchmarks for xgrammar, and includes a large set of LaTeX-related files and hyphenation patterns. Reviewers identified several critical issues: the switch to SSH URLs in CMake will break automated builds, shell comments within multi-line Dockerfile commands will cause execution failures, and removing the FlashInfer cubin download will result in runtime delays. Furthermore, the documentation contains corrupted command syntax and environment variable mismatches that require correction.

[gemini-code-assist]

The inclusion of comments inside the multi-line apt-get install command will break the command execution, as the shell will treat the # as the start of a comment and ignore the trailing backslash. Additionally, libnuma-dev and numactl should be restored for fastsafetensors and NUMA support, and libcublas should use the -dev package for JIT compilation support.

        libcublas-dev-${CUDA_VERSION_DASH} \
        libnuma-dev \
        numactl \
        libnccl-dev && \

[gemini-code-assist]

Switching from HTTPS to SSH for external dependencies will break builds in environments where SSH keys are not configured (e.g., standard Docker builds, many CI/CD pipelines). It is generally better to use HTTPS for public repositories to ensure maximum compatibility.

                GIT_REPOSITORY https://github.com/ARM-software/ComputeLibrary.git

[gemini-code-assist]

Using SSH URLs for FetchContent is problematic for automated build environments. Please use HTTPS instead.

                GIT_REPOSITORY https://github.com/oneapi-src/oneDNN.git

[gemini-code-assist]

Using SSH URLs for FetchContent is problematic for automated build environments. Please use HTTPS instead.

                GIT_REPOSITORY https://github.com/oneapi-src/oneDNN.git

[gemini-code-assist]

There is a mismatch between the environment variable name mentioned in the text (VLLM_PRECOMPILED_WHEEL_LOCATION) and the one used in the code block below (VLLM_PRECOMPILED_WHEEL_COMMIT).

[gemini-code-assist]

The suggested command contains corrupted text (22629 22629 22632git) and is missing the opening parenthesis for the subshell. This will result in a command execution error for the user.

Suggested change

	export VLLM_PRECOMPILED_WHEEL_COMMIT=22629 22629 22632git rev-parse HEAD~1) # or earlier commit on main
	export VLLM_PRECOMPILED_WHEEL_COMMIT=$(git rev-parse HEAD~1) # or earlier commit on main

[gemini-code-assist]

The flashinfer download-cubin command was removed. This will cause cubins to be downloaded at runtime instead of being baked into the image, which can lead to significant delays during startup or failures in environments with restricted internet access.

    && flashinfer show-config && flashinfer download-cubin

[depthfirst-app]

🟡 Severity: MEDIUM

SSH private key is written to $HOME/.ssh/ on a self-hosted runner but never cleaned up in the if: always() cleanup steps. On persistent runners, this secret material remains on disk accessible to subsequent workflow runs.
Helpful? Add 👍 / 👎

💡 Fix Suggestion

Suggestion: Add a cleanup step with if: always() after the existing cleanup steps (around line 714) to securely remove the SSH private key, SSH config, and known_hosts files written during the 'Configure GitHub SSH checkout' step. For example, add a new step:

      - name: Cleanup SSH credentials
        if: always()
        shell: bash
        run: |
          rm -f "$HOME/.ssh/vllm_hust_benchmark_key"
          rm -f "$HOME/.ssh/config"
          rm -f "$HOME/.ssh/known_hosts"

This ensures that even if the workflow fails, the SSH private key and related configuration files are removed from the self-hosted runner, preventing secret material from persisting on disk for subsequent workflow runs.