{"id":45912,"date":"2025-07-30T01:46:33","date_gmt":"2025-07-29T17:46:33","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/45912.html"},"modified":"2025-07-30T01:46:33","modified_gmt":"2025-07-29T17:46:33","slug":"qwq-32b%e6%a8%a1%e5%9e%8bw8a8%e9%87%8f%e5%8c%96%e7%89%88%e5%9c%a8%e6%98%87%e8%85%bea800-9000%e6%9c%8d%e5%8a%a1%e5%99%a8%e4%b8%8a%e7%a7%81%e6%9c%89%e5%8c%96%e6%8e%a8%e7%90%86%e9%83%a8%e7%bd%b2","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/45912.html","title":{"rendered":"QwQ-32B\u6a21\u578bW8A8\u91cf\u5316\u7248\u5728\u6607\u817eA800-9000\u670d\u52a1\u5668\u4e0a\u79c1\u6709\u5316\u63a8\u7406\u90e8\u7f72"},"content":{"rendered":"

\u80cc\u666f：\u6607\u817e\u670d\u52a1\u5668\u64cd\u4f5c\u7cfb\u7edf\u5df2\u5b89\u88c5，npu\u9a71\u52a8\u7248\u672c\u4e3a23.0.0，8\u5f20NPU\u5361\u79c1\u6709\u5316\u90e8\u7f72，docker\u73af\u5883\u5df2\u5b89\u88c5\u3002<\/p>\n

\u6b65\u9aa4\u4e00：\u5bb9\u5668\u955c\u50cf\u51c6\u5907<\/p>\n

\u955c\u50cf\u4e0b\u8f7d\u94fe\u63a5：\u955c\u50cf\u4ed3\u5e93\u7f51<\/p>\n

\u4e0b\u8f7d：docker pull swr.cn-central-221.ovaijisuan.com\/wh-aicc-fae\/mindie:910A-ascend_24.1.rc3-cann_8.0.t63-py_3.10-ubuntu_20.04-aarch64-mindie_1.0.T71.05<\/p>\n

\u6b65\u9aa4\u4e8c：\u6743\u91cd\u51c6\u5907<\/p>\n

\u6743\u91cd\u4e0b\u8f7d\u94fe\u63a5：QwQ-32B-W8A8<\/p>\n

\u5728\u4e0b\u8f7d\u524d，\u8bf7\u5148\u901a\u8fc7\u5982\u4e0b\u547d\u4ee4\u5b89\u88c5ModelScope<\/p>\n

pip install modelscope<\/p>\n

\u547d\u4ee4\u884c\u4e0b\u8f7d \u4e0b\u8f7d\u5b8c\u6574\u6a21\u578b\u5e93\u5230\u6307\u5b9a\u76ee\u5f55<\/p>\n

modelscope download –model yuqian1104\/QwQ-32B-W8A8 –local_dir .\/dir<\/p>\n

\u6b65\u9aa4\u4e09：\u5bb9\u5668\u521b\u5efa<\/p>\n

\u6302\u8f7d2\u5f20npu\u5361\u8fdb\u884c\u5bb9\u5668\u542f\u52a8：<\/p>\n

docker run -it -d –net=host –shm-size=128g \\\\<\/p>\n

\u00a0\u00a0\u00a0\u00a0–name QwQ-32B-W8A8\u00a0\\\\<\/p>\n

\u00a0\u00a0\u00a0\u00a0–device=\/dev\/davinci_manager \\\\<\/p>\n

\u00a0\u00a0\u00a0\u00a0–device=\/dev\/hisi_hdc \\\\<\/p>\n

\u00a0\u00a0\u00a0\u00a0–device=\/dev\/devmm_svm \\\\<\/p>\n

\u00a0\u00a0\u00a0\u00a0–device=\/dev\/davinci0\u00a0\\\\ #\u6307\u5b9a\u5bf9\u5e94npu\u5361<\/p>\n

\u00a0\u00a0\u00a0\u00a0–device=\/dev\/davinci1\u00a0\\\\\u00a0#\u6307\u5b9a\u5bf9\u5e94npu\u5361<\/p>\n

\u00a0\u00a0\u00a0\u00a0-v \/etc\/localtime:\/etc\/localtime:ro \\\\<\/p>\n

\u00a0\u00a0\u00a0\u00a0-v \/usr\/local\/Ascend\/driver:\/usr\/local\/Ascend\/driver:ro \\\\<\/p>\n

\u00a0\u00a0\u00a0\u00a0-v \/usr\/local\/sbin:\/usr\/local\/sbin:ro \\\\<\/p>\n

\u00a0\u00a0\u00a0\u00a0-v \/model:\/model \\\\ #\u6743\u91cd\u5b58\u653e\u8def\u5f84<\/p>\n

swr.cn-central-221.ovaijisuan.com\/wh-aicc-fae\/mindie:910A-ascend_24.1.rc3-cann_8.0.t63-py_3.10-ubuntu_20.04-aarch64-mindie_1.0.T71.02\u00a0\/bin\/bash<\/p>\n

\u6b65\u9aa4\u56db：\u7eaf\u6a21\u578b\u63a8\u7406<\/h5>\n

\u4f9d\u8d56\u914d\u7f6e<\/p>\n

transformers\u7248\u672c\u5347\u7ea7\u81f34.45.0，\u6216\u5c06tokenizers\u7248\u672c\u5347\u7ea7\u81f30.20.0\u3002<\/p>\n

\u5bf9\u8bdd\u6d4b\u8bd5<\/p>\n

\u8fdb\u5165llm_model\u8def\u5f84<\/p>\n

ATB_SPEED_HOME_PATH\u9ed8\u8ba4\/usr\/local\/Ascend\/llm_model,\u4ee5\u60c5\u51b5\u800c\u5b9a<\/p>\n

cd $ATB_SPEED_HOME_PATH<\/p>\n

\u6267\u884c\u5bf9\u8bdd\u6d4b\u8bd5<\/p>\n

torchrun –nproc_per_node 4 \\\\
\n –master_port 20037 \\\\
\n -m examples.run_pa \\\\
\n –model_path {\u6743\u91cd\u8def\u5f84} \\\\
\n –trust_remote_code \\\\
\n –max_output_length 32<\/p>\n

\u6027\u80fd\u6d4b\u8bd5<\/h6>\n

\u8fdb\u5165ModelTest\u8def\u5f84<\/p>\n

cd $ATB_SPEED_HOME_PATH\/tests\/modeltest\/<\/p>\n

\u8fd0\u884c\u6d4b\u8bd5\u811a\u672c<\/p>\n

bash run.sh pa_[data_type] performance [case_pair] [batch_size] ([prefill_batch_size]) [model_name] ([is_chat_model]) (lora [lora_data_path]) [weight_dir] ([trust_remote_code]) [chip_num] ([parallel_params]) ([max_position_embedding\/max_sequence_length])<\/p>\n

\u5177\u4f53\u6267\u884cbatch=1, \u8f93\u5165\u957f\u5ea6256, \u8f93\u51fa\u957f\u5ea6256\u7528\u4f8b\u76844\u5361\u5e76\u884c\u6027\u80fd\u6d4b\u8bd5\u547d\u4ee4\u4e3a：<\/p>\n

bash run.sh pa_bf16 performance [[256,256]] 1 qwen ${weight_path} 4 <\/p>\n

\u6b65\u9aa4\u4e94：\u6a21\u578b\u670d\u52a1\u5316\u63a8\u7406<\/p>\n

\u6a21\u578b\u63a8\u7406\u53c2\u8003\u94fe\u63a5：https:\/\/gitee.com\/ascend\/ModelZoo-PyTorch\/tree\/master\/MindIE\/LLM\/QwQ\/QwQ-32B<\/p>\n

1）\u4fee\u6539mindservice\u670d\u52a1\u914d\u7f6e\u6587\u4ef6<\/p>\n

\/usr\/local\/Ascend\/mindie\/latest\/mindie-service\u76ee\u5f55\u4e0bvim conf\/config.json<\/p>\n

\u4fee\u6539\u4f4d\u7f6e\u5982\u4e0b：<\/p>\n

\"\"<\/p>\n

\"\"<\/p>\n

mindie server\u7684config.json\u6587\u4ef6\u53c2\u6570\u8bf4\u660e\u6587\u6863\u94fe\u63a5：<\/p>\n

https:\/\/www.hiascend.com\/document\/detail\/zh\/mindie\/100\/envdeployment\/instg\/mindie_instg_0026.html<\/p>\n

\n

2）\u6a21\u578b\u670d\u52a1\u542f\u52a8<\/p>\n

\/usr\/local\/Ascend\/mindie\/latest\/mindie-service\u76ee\u5f55\u4e0b\u91c7\u7528\u540e\u53f0\u542f\u52a8\u65b9\u5f0f\u8fdb\u884c\u670d\u52a1\u542f\u52a8<\/p>\n

nohup .\/bin\/mindieservice_daemon > output.log 2>&1 &<\/p>\n

\u8be5\u76ee\u5f55\u4e0b\u91c7\u7528 tail -f output.log\u67e5\u770b\u670d\u52a1\u542f\u52a8\u60c5\u51b5<\/p>\n

3）\u670d\u52a1\u8c03\u7528<\/p>\n

\u793a\u4f8b：curl -H "Accept: application\/json" -H "Content-type: application\/json" \u00a0-X POST -d '<\/p>\n

{<\/p>\n

\u00a0\u00a0\u00a0\u00a0"model": "DeepSeek-R1-Distill-Qwen-32B-W8A8",<\/p>\n

\u00a0\u00a0\u00a0\u00a0"messages": [{<\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0"role": "user",<\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0"content": "\u4f60\u662f\u8c01？"<\/p>\n

\u00a0\u00a0\u00a0\u00a0}],<\/p>\n

\u00a0\u00a0\u00a0\u00a0"stream": false,<\/p>\n

\u00a0\u00a0\u00a0\u00a0"presence_penalty": 1.03,<\/p>\n

\u00a0\u00a0\u00a0\u00a0"frequency_penalty": 1.0,<\/p>\n

\u00a0\u00a0\u00a0\u00a0"repetition_penalty": 1.0,<\/p>\n

\u00a0\u00a0\u00a0\u00a0"temperature": 0.5,<\/p>\n

\u00a0\u00a0\u00a0\u00a0"top_p": 0.95,<\/p>\n

\u00a0\u00a0\u00a0\u00a0"top_k": 0,<\/p>\n

\u00a0\u00a0\u00a0\u00a0"seed": null,<\/p>\n

\u00a0\u00a0\u00a0\u00a0"stop": ["stop1", "stop2"],<\/p>\n

\u00a0\u00a0\u00a0\u00a0"stop_token_ids": [2, 13],<\/p>\n

\u00a0\u00a0\u00a0\u00a0"include_stop_str_in_output": false,<\/p>\n

\u00a0\u00a0\u00a0\u00a0"skip_special_tokens": true,<\/p>\n

\u00a0\u00a0\u00a0\u00a0"ignore_eos": false,<\/p>\n

\u00a0\u00a0\u00a0\u00a0"max_tokens": 500<\/p>\n

}' http:\/\/{ip#config.json\u6587\u4ef6\u4e2d\u914d\u7f6e\u7684ipaddres\u53c2\u6570\u503c}:{\u7aef\u53e3#config.json\u6587\u4ef6\u4e2d\u914d\u7f6e\u7684port\u53c2\u6570\u503c}\/v1\/chat\/completions<\/p>\n

\u63a8\u7406\u63a5\u53e3\u6587\u6863：<\/span><\/h2>\n

https:\/\/www.hiascend.com\/document\/detail\/zh\/mindie\/100\/mindieservice\/servicedev\/mindie_service0076.html<\/p>\n

\n","protected":false},"excerpt":{"rendered":"

\u6587\u7ae0\u6d4f\u89c8\u9605\u8bfb930\u6b21\uff0c\u70b9\u8d5e19\u6b21\uff0c\u6536\u85cf13\u6b21\u3002\u80cc\u666f\uff1a\u6607\u817e\u670d\u52a1\u5668\u64cd\u4f5c\u7cfb\u7edf\u5df2\u5b89\u88c5\uff0cnpu\u9a71\u52a8\u7248\u672c\u4e3a23.0.0\uff0c8\u5f20NPU\u5361\u79c1\u6709\u5316\u90e8\u7f72\uff0cdocker\u73af\u5883\u5df2\u5b89\u88c5\u3002\u4e0b\u8f7d\uff1adocker pull swr.cn-central-221.ovaijisuan.com\/wh-aicc-fae\/mindie:910A-ascend_24.1.rc3-cann_8.0.t63-py_3.10-ubuntu_20.04-aarch64-mindie_1.0.T71.05\u5728\u4e0b\u8f7d\u524d\uff0c\u8bf7\u5148\u901a\u8fc7\u5982\u4e0b\u547d\u4ee4\u5b89\u88c5ModelScope\u547d\u4ee4\u884c\u4e0b\u8f7d\u4e0b\u8f7d\u5b8c\u6574\u6a21\u578b\u5e93\u5230\u6307\u5b9a\u76ee\u5f55\u3002_qvq-max-latest\u79c1\u6709\u5316\u90e8\u7f72<\/p>\n","protected":false},"author":2,"featured_media":45910,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[50,43],"topic":[],"class_list":["post-45912","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-server","tag-50","tag-43"],"yoast_head":"\nQwQ-32B\u6a21\u578bW8A8\u91cf\u5316\u7248\u5728\u6607\u817eA800-9000\u670d\u52a1\u5668\u4e0a\u79c1\u6709\u5316\u63a8\u7406\u90e8\u7f72 - 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