[Doc][v0.18.0] Fix documentation formatting and improve code examples (#8701)
### What this PR does / why we need it? This PR fixes various documentation issues and improves code examples throughout the project. Signed-off-by: MrZ20 <2609716663@qq.com>
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@@ -559,7 +559,7 @@ There are three `vllm bench` subcommands:
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Take the `serve` as an example. Run the code as follows.
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```shell
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export VLLM_USE_MODELSCOPE=true
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export VLLM_USE_MODELSCOPE=True
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vllm bench serve --model /path_to_weight/DeepSeek-V3.1_w8a8mix_mtp --dataset-name random --random-input 131072 --num-prompts 20 --request-rate 0 --save-result --result-dir ./
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```
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@@ -72,7 +72,7 @@ Run the following script to execute online 128k inference.
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```shell
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#!/bin/sh
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# Load model from ModelScope to speed up download
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export VLLM_USE_MODELSCOPE=true
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export VLLM_USE_MODELSCOPE=True
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# To reduce memory fragmentation and avoid out of memory
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export PYTORCH_NPU_ALLOC_CONF=expandable_segments:True
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export HCCL_BUFFSIZE=512
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@@ -166,7 +166,7 @@ There are three `vllm bench` subcommands:
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Take the `serve` as an example. Run the code as follows.
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```shell
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export VLLM_USE_MODELSCOPE=true
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export VLLM_USE_MODELSCOPE=True
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vllm bench serve --model vllm-ascend/Qwen3-235B-A22B-w8a8 --dataset-name random --random-input 131072 --num-prompts 1 --request-rate 1 --save-result --result-dir ./
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```
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