[main][Docs] Fix spelling errors across documentation

[SlightwindSec]

Fix various spelling mistakes in the project documentation to improve clarity and correctness.

• vLLM version: v0.15.0
• vLLM main: vllm-project/vllm@d7e17aa

[gemini-code-assist]

Summary of Changes

Hello @SlightwindSec, I'm Gemini Code Assist¹! I'm currently reviewing this pull request and will post my feedback shortly. In the meantime, here's a summary to help you and other reviewers quickly get up to speed!

This pull request focuses on enhancing the clarity and correctness of the project's documentation by addressing a wide array of spelling and grammatical errors. The changes span across various guides, tutorials, and policy documents, ensuring that the information presented is accurate and professional. The primary goal is to improve the overall quality of the user and developer-facing content.

Highlights

• General Spelling Corrections: Corrected various common spelling errors such as 'senond' to 'seconds', 'largly' to 'largely', 'inhereits' to 'inherits', 'thrid-party' to 'third-party', 'Similaly' to 'Similarly', 'Supplemnet' to 'Supplement', 'Finnall' to 'Finally', 'recomanded' to 'recommended', 'forcely' to 'forcibly', 'framewrok' to 'framework', 'customs' to 'custom', 'knonwn' to 'known', 'mismtaches' to 'mismatches', 'prefetch_ration' to 'prefetch_ratio', and 'lineaer_layer_weight_size' to 'linear_layer_weight_size' across multiple documentation files.
• Grammar and Phrasing Improvements: Updated grammatical constructions like 'should works' to 'should work' and 'You can using' to 'You can use' in several tutorial and policy documents for better readability.
• Consistency in Headings: Standardized section headings from '## Limitation' to '## Limitations' in several feature guide documents (ACL_Graph, KV_Cache_Pool_Guide, eplb_swift_balancer, patch, Multi_Token_Prediction) for consistency.
• Technical Terminology Fixes: Corrected specific technical terms like 'MooncakestoreConnectorV1' to 'MooncakeStoreConnectorV1', 'Prefiil Nodes' to 'Prefill Nodes', 'done_reciving' to 'done_receiving', 'vllm-ascned' to 'vllm-ascend', 'ascend_scheudler' to 'ascend_scheduler', 'visiable_devices' to 'visible_devices', and 'subcommand' to 'subcommands' in relevant documentation.

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Changelog

• benchmarks/README.md
  • Corrected 'senond' to 'seconds' in benchmarking duration.
• docs/source/community/versioning_policy.md
  • Changed 'should works' to 'should work' for grammatical correctness.
• docs/source/developer_guide/feature_guide/ACL_Graph.md
  • Updated section heading from '## Limitation' to '## Limitations'.
• docs/source/developer_guide/feature_guide/KV_Cache_Pool_Guide.md
  • Corrected 'largly' to 'largely'.
  • Standardized 'MooncakestoreConnectorV1' to 'MooncakeStoreConnectorV1'.
  • Corrected 'Prefiil Nodes' to 'Prefill Nodes'.
  • Changed 'inhereits' to 'inherits'.
  • Corrected 'thrid-party' to 'third-party'.
  • Changed 'largly inspried' to 'largely inspired'.
  • Corrected 'in term of' to 'in terms of'.
  • Changed 'done_reciving' to 'done_receiving'.
  • Corrected 'Similaly' to 'Similarly'.
  • Updated section heading from '## Limitation' to '## Limitations'.
• docs/source/developer_guide/feature_guide/eplb_swift_balancer.md
  • Updated section heading from '## Limitation' to '## Limitations'.
• docs/source/developer_guide/feature_guide/npugraph_ex.md
  • Corrected 'vllm-ascned' to 'vllm-ascend'.
• docs/source/developer_guide/feature_guide/patch.md
  • Updated section heading from '## Limitation' to '## Limitations'.
• docs/source/developer_guide/feature_guide/quantization.md
  • Corrected 'Supplemnet' to 'Supplement'.
• docs/source/faqs.md
  • Changed 'Finnall' to 'Finally'.
• docs/source/locale/zh_CN/LC_MESSAGES/faqs.po
  • Corrected 'tutorail' to 'tutorial' in msgid.
  • Changed 'determinitic' to 'deterministic' in msgid.
  • Corrected 'enveriments' to 'environment' in msgid.
• docs/source/locale/zh_CN/LC_MESSAGES/user_guide/release_notes.po
  • Changed 'recomanded' to 'recommended' in msgid.
  • Corrected 'forcely' to 'forcibly' in msgid.
  • Changed 'framewrok' to 'framework' in msgid.
  • Corrected 'customs' to 'custom' in msgid.
  • Changed 'knonwn' to 'known' in msgid.
  • Corrected 'mismtaches' to 'mismatches' in msgid.
• docs/source/tutorials/DeepSeek-R1.md
  • Corrected 'deepseek- R1-W8A8' to 'DeepSeek-R1-W8A8'.
  • Changed 'You can using' to 'You can use'.
  • Updated 'subcommand' to 'subcommands'.
• docs/source/tutorials/DeepSeek-V3.1.md
  • Changed 'You can using' to 'You can use'.
  • Corrected 'install' to 'installed' in multiple comments.
  • Updated 'subcommand' to 'subcommands'.
• docs/source/tutorials/DeepSeek-V3.2.md
  • Changed 'You can using' to 'You can use'.
  • Corrected 'visiable_devices' to 'visible_devices' in function arguments and variable assignments.
  • Updated 'subcommand' to 'subcommands'.
• docs/source/tutorials/GLM4.x.md
  • Changed 'You can using' to 'You can use'.
  • Updated 'subcommand' to 'subcommands'.
• docs/source/tutorials/PaddleOCR-VL.md
  • Changed 'You can using' to 'You can use'.
• docs/source/tutorials/Qwen-VL-Dense.md
  • Updated 'subcommand' to 'subcommands'.
• docs/source/tutorials/Qwen2.5-7B.md
  • Changed 'You can using' to 'You can use'.
  • Updated 'subcommand' to 'subcommands'.
• docs/source/tutorials/Qwen2.5-Omni.md
  • Corrected 'deafultly' to 'by default'.
  • Changed 'You can using' to 'You can use'.
  • Corrected 'yous know' to 'you know'.
  • Updated 'subcommand' to 'subcommands'.
• docs/source/tutorials/Qwen3-235B-A22B.md
  • Updated 'subcommand' to 'subcommands'.
• docs/source/tutorials/Qwen3-Coder-30B-A3B.md
  • Changed 'You can using' to 'You can use'.
• docs/source/tutorials/Qwen3-Dense.md
  • Changed 'You can using' to 'You can use'.
  • Corrected 'install' to 'installed' in a comment.
  • Updated 'subcommand' to 'subcommands'.
• docs/source/tutorials/Qwen3-Next.md
  • Updated 'subcommand' to 'subcommands'.
• docs/source/tutorials/Qwen3-Omni-30B-A3B-Thinking.md
  • Changed 'You can using' to 'You can use'.
  • Updated 'subcommand' to 'subcommands'.
• docs/source/tutorials/Qwen3-VL-235B-A22B-Instruct.md
  • Updated 'subcommand' to 'subcommands'.
• docs/source/tutorials/long_sequence_context_parallel_multi_node.md
  • Changed 'You can using' to 'You can use'.
  • Updated 'subcommand' to 'subcommands'.
• docs/source/tutorials/long_sequence_context_parallel_single_node.md
  • Updated 'subcommand' to 'subcommands'.
• docs/source/user_guide/feature_guide/Multi_Token_Prediction.md
  • Updated section heading from '## Limitation' to '## Limitations'.
• docs/source/user_guide/feature_guide/weight_prefetch.md
  • Corrected 'prefetch_ration' to 'prefetch_ratio'.
  • Changed 'lineaer_layer_weight_size' to 'linear_layer_weight_size'.
• docs/source/user_guide/release_notes.md
  • Corrected 'ascend_scheudler' to 'ascend_scheduler'.
  • Changed 'mismtaches' to 'mismatches'.

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[gemini-code-assist]

Code Review

This pull request corrects numerous spelling and grammatical errors throughout the documentation, which improves its overall quality and readability.

The pull request title and description do not follow the format specified in the repository's style guide. Please update them as follows:

Suggested PR Title:

[main][Doc][BugFix] Fix spelling errors across documentation

Suggested PR Summary:

### What this PR does / why we need it?

This pull request fixes various spelling and grammatical errors across the project's documentation files. These changes improve the clarity, correctness, and professionalism of the documentation, making it easier for users and developers to understand.

### Does this PR introduce _any_ user-facing change?

No, this PR contains documentation-only updates.

### How was this patch tested?

The changes were manually reviewed to ensure the corrections are accurate. CI checks will also be run.

No other issues were found in the code changes.

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