昇腾310分别使用CPU及NPU推理，所需时间相差很小 #10625

WindLWQ · 2025-01-17T09:22:46Z

使用自己训练的pployoe-sod模型，在昇腾310上分别使用NPU与CPU进行推理，结果如下。
NPU：

root@davinci-mini:~/PaddleLite-generic-demo/object_detection_demo/shell# ./run_copy.sh ppyoloe_crn_l_80e_sliced_smoke_640_025_1 ppyoloe_sod.txt test linux arm64 huawei_ascend_npu
dir: ../assets/configs
type: 2
width: 640
height: 640
mean: 0.485000,0.456000,0.406000
std: 0.229000,0.224000,0.225000
draw_threshold: 0.300000
label_list size: 1
[1/3] Processing dog.jpg
[0] smoke - 0.741850 [432.773621,422.524902,477.681427,451.029205]
[0] Preprocess time: 66.098000 ms Prediction time: 11423.041000 ms Postprocess time: 60.360000 ms
[2/3] Processing 1.jpg
[0] smoke - 0.698924 [632.772034,216.875748,657.614258,236.303238]
[1] Preprocess time: 60.823000 ms Prediction time: 11417.789000 ms Postprocess time: 62.201000 ms
[3/3] Processing 2.jpg
[0] smoke - 0.573598 [554.316223,467.568420,620.494446,508.032013]
[1] smoke - 0.347224 [896.048035,129.854141,917.889526,149.210571]
[2] Preprocess time: 62.395000 ms Prediction time: 11447.121000 ms Postprocess time: 62.434000 ms
Preprocess time: avg 63.105333 ms, max 66.098000 ms, min 60.823000 ms
Prediction time: avg 11429.317000 ms, max 11447.121000 ms, min 11417.789000 ms
Postprocess time: avg 61.665000 ms, max 62.434000 ms, min 60.360000 ms
Done.

CPU：

root@davinci-mini:~/PaddleLite-generic-demo/object_detection_demo/shell# ./run_copy.sh ppyoloe_crn_l_80e_sliced_smoke_640_025_1 ppyoloe_sod.txt test linux arm64
dir: ../assets/configs
type: 2
width: 640
height: 640
mean: 0.485000,0.456000,0.406000
std: 0.229000,0.224000,0.225000
draw_threshold: 0.300000
label_list size: 1
[1/3] Processing dog.jpg
[0] smoke - 0.741850 [432.773621,422.524902,477.681427,451.029205]
[0] Preprocess time: 65.947000 ms Prediction time: 11407.603000 ms Postprocess time: 60.438000 ms
[2/3] Processing 1.jpg
[0] smoke - 0.698924 [632.772034,216.875748,657.614258,236.303238]
[1] Preprocess time: 60.879000 ms Prediction time: 11408.036000 ms Postprocess time: 61.690000 ms
[3/3] Processing 2.jpg
[0] smoke - 0.573598 [554.316223,467.568420,620.494446,508.032013]
[1] smoke - 0.347224 [896.048035,129.854141,917.889526,149.210571]
[2] Preprocess time: 62.177000 ms Prediction time: 11423.436000 ms Postprocess time: 62.605000 ms
Preprocess time: avg 63.001000 ms, max 65.947000 ms, min 60.879000 ms
Prediction time: avg 11413.025000 ms, max 11423.436000 ms, min 11407.603000 ms
Postprocess time: avg 61.577667 ms, max 62.605000 ms, min 60.438000 ms
Done.

而且调用NPU进行推理期间，CPU被大量占用：

  PID USER      PR  NI    VIRT    RES    SHR S  %CPU %MEM     TIME+ COMMAND                                                                                      
 6840 root      20   0 1875272 1.275g   7228 R 100.0 16.8   0:59.56 demo

之前有用直接下载的模型对比过，NPU推理和CPU推理所用的时间是有明显差距的。请问运行命令有什么问题吗？

The text was updated successfully, but these errors were encountered:

MuShangCC · 2025-01-22T06:54:25Z

可以 export GLOG_v=5，看一下完整的日志，确认一下是否算子都执行在 NPU 上。

WindLWQ · 2025-01-23T08:53:33Z

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这边好像没有看到具体的信息呢

MuShangCC · 2025-01-23T08:57:09Z

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  link line: [ /usr/lib/gcc/aarch64-linux-gnu/7/collect2 -plugin /usr/lib/gcc/aarch64-linux-gnu/7/liblto_plugin.so -plugin-opt=/usr/lib/gcc/aarch64-linux-gnu/7/lto-wrapper -plugin-opt=-fresolution=/tmp/ccOfpIXw.res -plugin-opt=-pass-through=-lgcc_s -plugin-opt=-pass-through=-lgcc -plugin-opt=-pass-through=-lpthread -plugin-opt=-pass-through=-lc -plugin-opt=-pass-through=-lgcc_s -plugin-opt=-pass-through=-lgcc --build-id --eh-frame-hdr --hash-style=gnu --as-needed -dynamic-linker /lib/ld-linux-aarch64.so.1 -X -EL -maarch64linux --fix-cortex-a53-843419 -pie -z now -z relro -o cmTC_7fe8d /usr/lib/gcc/aarch64-linux-gnu/7/../../../aarch64-linux-gnu/Scrt1.o /usr/lib/gcc/aarch64-linux-gnu/7/../../../aarch64-linux-gnu/crti.o /usr/lib/gcc/aarch64-linux-gnu/7/crtbeginS.o -L/usr/lib/gcc/aarch64-linux-gnu/7 -L/usr/lib/gcc/aarch64-linux-gnu/7/../../../aarch64-linux-gnu -L/usr/lib/gcc/aarch64-linux-gnu/7/../../../../lib -L/lib/aarch64-linux-gnu -L/lib/../lib -L/usr/lib/aarch64-linux-gnu -L/usr/lib/../lib -L/usr/lib/gcc/aarch64-linux-gnu/7/../../.. --allow-shlib-undefined CMakeFiles/cmTC_7fe8d.dir/OpenMPTryFlag.cpp.o -lstdc++ -lm -lgomp -lgcc_s -lgcc -lpthread -lc -lgcc_s -lgcc /usr/lib/gcc/aarch64-linux-gnu/7/crtendS.o /usr/lib/gcc/aarch64-linux-gnu/7/../../../aarch64-linux-gnu/crtn.o]
    arg [/usr/lib/gcc/aarch64-linux-gnu/7/collect2] ==> ignore
    arg [-plugin] ==> ignore
    arg [/usr/lib/gcc/aarch64-linux-gnu/7/liblto_plugin.so] ==> ignore
    arg [-plugin-opt=/usr/lib/gcc/aarch64-linux-gnu/7/lto-wrapper] ==> ignore
    arg [-plugin-opt=-fresolution=/tmp/ccOfpIXw.res] ==> ignore
    arg [-plugin-opt=-pass-through=-lgcc_s] ==> ignore
    arg [-plugin-opt=-pass-through=-lgcc] ==> ignore
    arg [-plugin-opt=-pass-through=-lpthread] ==> ignore
    arg [-plugin-opt=-pass-through=-lc] ==> ignore
    arg [-plugin-opt=-pass-through=-lgcc_s] ==> ignore
    arg [-plugin-opt=-pass-through=-lgcc] ==> ignore
    arg [--build-id] ==> ignore
    arg [--eh-frame-hdr] ==> ignore
    arg [--hash-style=gnu] ==> ignore
    arg [--as-needed] ==> ignore
    arg [-dynamic-linker] ==> ignore
    arg [/lib/ld-linux-aarch64.so.1] ==> ignore
    arg [-X] ==> ignore
    arg [-EL] ==> ignore
    arg [-maarch64linux] ==> ignore
    arg [--fix-cortex-a53-843419] ==> ignore
    arg [-pie] ==> ignore
    arg [-znow] ==> ignore
    arg [-zrelro] ==> ignore
    arg [-o] ==> ignore
    arg [cmTC_7fe8d] ==> ignore
    arg [/usr/lib/gcc/aarch64-linux-gnu/7/../../../aarch64-linux-gnu/Scrt1.o] ==> ignore
    arg [/usr/lib/gcc/aarch64-linux-gnu/7/../../../aarch64-linux-gnu/crti.o] ==> ignore
    arg [/usr/lib/gcc/aarch64-linux-gnu/7/crtbeginS.o] ==> ignore
    arg [-L/usr/lib/gcc/aarch64-linux-gnu/7] ==> dir [/usr/lib/gcc/aarch64-linux-gnu/7]
    arg [-L/usr/lib/gcc/aarch64-linux-gnu/7/../../../aarch64-linux-gnu] ==> dir [/usr/lib/gcc/aarch64-linux-gnu/7/../../../aarch64-linux-gnu]
    arg [-L/usr/lib/gcc/aarch64-linux-gnu/7/../../../../lib] ==> dir [/usr/lib/gcc/aarch64-linux-gnu/7/../../../../lib]
    arg [-L/lib/aarch64-linux-gnu] ==> dir [/lib/aarch64-linux-gnu]
    arg [-L/lib/../lib] ==> dir [/lib/../lib]
    arg [-L/usr/lib/aarch64-linux-gnu] ==> dir [/usr/lib/aarch64-linux-gnu]
    arg [-L/usr/lib/../lib] ==> dir [/usr/lib/../lib]
    arg [-L/usr/lib/gcc/aarch64-linux-gnu/7/../../..] ==> dir [/usr/lib/gcc/aarch64-linux-gnu/7/../../..]
    arg [--allow-shlib-undefined] ==> ignore
    arg [CMakeFiles/cmTC_7fe8d.dir/OpenMPTryFlag.cpp.o] ==> ignore
    arg [-lstdc++] ==> lib [stdc++]
    arg [-lm] ==> lib [m]
    arg [-lgomp] ==> lib [gomp]
    arg [-lgcc_s] ==> lib [gcc_s]
    arg [-lgcc] ==> lib [gcc]
    arg [-lpthread] ==> lib [pthread]
    arg [-lc] ==> lib [c]
    arg [-lgcc_s] ==> lib [gcc_s]
    arg [-lgcc] ==> lib [gcc]
    arg [/usr/lib/gcc/aarch64-linux-gnu/7/crtendS.o] ==> ignore
    arg [/usr/lib/gcc/aarch64-linux-gnu/7/../../../aarch64-linux-gnu/crtn.o] ==> ignore
  collapse library dir [/usr/lib/gcc/aarch64-linux-gnu/7] ==> [/usr/lib/gcc/aarch64-linux-gnu/7]
  collapse library dir [/usr/lib/gcc/aarch64-linux-gnu/7/../../../aarch64-linux-gnu] ==> [/usr/lib/aarch64-linux-gnu]
  collapse library dir [/usr/lib/gcc/aarch64-linux-gnu/7/../../../../lib] ==> [/usr/lib]
  collapse library dir [/lib/aarch64-linux-gnu] ==> [/lib/aarch64-linux-gnu]
  collapse library dir [/lib/../lib] ==> [/lib]
  collapse library dir [/usr/lib/aarch64-linux-gnu] ==> [/usr/lib/aarch64-linux-gnu]
  collapse library dir [/usr/lib/../lib] ==> [/usr/lib]
  collapse library dir [/usr/lib/gcc/aarch64-linux-gnu/7/../../..] ==> [/usr/lib]
  implicit libs: [stdc++;m;gomp;gcc_s;gcc;pthread;c;gcc_s;gcc]
  implicit dirs: [/usr/lib/gcc/aarch64-linux-gnu/7;/usr/lib/aarch64-linux-gnu;/usr/lib;/lib/aarch64-linux-gnu;/lib]
  implicit fwks: []

这边好像没有看到具体的信息呢

这是啥啊？编译日志？

WindLWQ · 2025-01-23T08:58:37Z

./PaddleLite-generic-demo/object_detection_demo/shell/build.linux.arm64/CMakeFiles/CMakeOutput.log是这个吗

MuShangCC · 2025-01-23T12:54:08Z

./PaddleLite-generic-demo/object_detection_demo/shell/build.linux.arm64/CMakeFiles/CMakeOutput.log是这个吗

是在运行脚本里加 export GLOG_v=5，打印推理的日志信息。

WindLWQ · 2025-02-05T02:06:55Z

./PaddleLite-generic-demo/object_detection_demo/shell/build.linux.arm64/CMakeFiles/CMakeOutput.log是这个吗

是在运行脚本里加 export GLOG_v=5，打印推理的日志信息。

运行脚本里原本就设定的export GLOG_v=5，后来我又换成了 GLOG_v=6，但打印出来的日志信息还是不完整，跟issue中提的保持一致

paddle-bot bot assigned MuShangCC Jan 22, 2025

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昇腾310分别使用CPU及NPU推理，所需时间相差很小 #10625

昇腾310分别使用CPU及NPU推理，所需时间相差很小 #10625

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