[Doc][Misc] Comprehensive documentation cleanup and grammatical fixes (#8073)
What this PR does / why we need it? This pull request performs a comprehensive cleanup of the vLLM Ascend documentation. It fixes numerous typos, grammatical errors, and phrasing issues across community guidelines, developer documents, hardware tutorials, and feature guides. Key improvements include correcting hardware names (e.g., Atlas 300I), fixing broken links, cleaning up code examples (removing duplicate flags and trailing commas), and improving the clarity of technical explanations. These changes are necessary to ensure the documentation is professional, accurate, and easy for users to follow. 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 for accuracy and grammatical correctness. No functional code changes were introduced. --------- Signed-off-by: herizhen <1270637059@qq.com> Signed-off-by: herizhen <59841270+herizhen@users.noreply.github.com>
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@@ -806,31 +806,31 @@ Refer to [Distributed DP Server With Large-Scale Expert Parallelism](https://doc
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1. Prefill node 0
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```shell
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# change ip to your own
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python launch_online_dp.py --dp-size 2 --tp-size 16 --dp-size-local 1 --dp-rank-start 0 --dp-address 141.61.39.105 --dp-rpc-port 12890 --vllm-start-port 9100
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```
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```shell
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# change ip to your own
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python launch_online_dp.py --dp-size 2 --tp-size 16 --dp-size-local 1 --dp-rank-start 0 --dp-address 141.61.39.105 --dp-rpc-port 12890 --vllm-start-port 9100
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```
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2. Prefill node 1
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```shell
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# change ip to your own
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python launch_online_dp.py --dp-size 2 --tp-size 16 --dp-size-local 1 --dp-rank-start 1 --dp-address 141.61.39.105 --dp-rpc-port 12890 --vllm-start-port 9100
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```
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```shell
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# change ip to your own
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python launch_online_dp.py --dp-size 2 --tp-size 16 --dp-size-local 1 --dp-rank-start 1 --dp-address 141.61.39.105 --dp-rpc-port 12890 --vllm-start-port 9100
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```
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3. Decode node 0
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```shell
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# change ip to your own
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python launch_online_dp.py --dp-size 8 --tp-size 4 --dp-size-local 4 --dp-rank-start 0 --dp-address 141.61.39.117 --dp-rpc-port 12777 --vllm-start-port 9100
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```
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```shell
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# change ip to your own
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python launch_online_dp.py --dp-size 8 --tp-size 4 --dp-size-local 4 --dp-rank-start 0 --dp-address 141.61.39.117 --dp-rpc-port 12777 --vllm-start-port 9100
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```
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4. Decode node 1
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```shell
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# change ip to your own
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python launch_online_dp.py --dp-size 8 --tp-size 4 --dp-size-local 4 --dp-rank-start 4 --dp-address 141.61.39.117 --dp-rpc-port 12777 --vllm-start-port 9100
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```
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```shell
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# change ip to your own
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python launch_online_dp.py --dp-size 8 --tp-size 4 --dp-size-local 4 --dp-rank-start 4 --dp-address 141.61.39.117 --dp-rpc-port 12777 --vllm-start-port 9100
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```
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### Request Forwarding
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@@ -896,13 +896,13 @@ As an example, take the `gsm8k` dataset as a test dataset, and run accuracy eval
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2. Run `lm_eval` to execute the accuracy evaluation.
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```shell
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lm_eval \
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--model local-completions \
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--model_args model=/root/.cache/Eco-Tech/DeepSeek-V3.2-w8a8-mtp-QuaRot,base_url=http://127.0.0.1:8000/v1/completions,tokenized_requests=False,trust_remote_code=True \
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--tasks gsm8k \
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--output_path ./
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```
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```shell
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lm_eval \
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--model local-completions \
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--model_args model=/root/.cache/Eco-Tech/DeepSeek-V3.2-w8a8-mtp-QuaRot,base_url=http://127.0.0.1:8000/v1/completions,tokenized_requests=False,trust_remote_code=True \
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--tasks gsm8k \
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--output_path ./
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```
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3. After execution, you can get the result.
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@@ -926,7 +926,7 @@ The performance result is:
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Run performance evaluation of `DeepSeek-V3.2-W8A8` as an example.
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Refer to [vllm benchmark](https://docs.vllm.ai/en/latest/contributing/benchmarks.html) for more details.
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Refer to [vllm benchmark](https://docs.vllm.ai/en/latest/benchmarking/) for more details.
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There are three `vllm bench` subcommands:
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