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ca6be0a6
编写于
2月 21, 2020
作者:
Y
yiicy
提交者:
GitHub
2月 21, 2020
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差异文件
[doc]update v2.3.0 benchmark, test=develop, test=document_fix (#2942)
上级
74205118
变更
1
隐藏空白更改
内联
并排
Showing
1 changed file
with
31 addition
and
59 deletion
+31
-59
docs/benchmark/benchmark.md
docs/benchmark/benchmark.md
+31
-59
未找到文件。
docs/benchmark/benchmark.md
浏览文件 @
ca6be0a6
...
@@ -15,14 +15,12 @@
...
@@ -15,14 +15,12 @@
*
int8模型
*
int8模型
*
mobilenet_v1
*
mobilenet_v1
*
mobilenet_v2
*
mobilenet_v2
*
resnet50
*
测试机器(android ndk ndk-r17c)
*
测试机器(android ndk ndk-r17c)
*
骁龙855
*
骁龙855
*
xiaomi mi9, snapdragon 855
*
xiaomi mi9, snapdragon 855
*
4xA76(1@2.84GHz + 3@2.4GHz) + 4xA55@1.78GHz
*
4xA76(1@2.84GHz + 3@2.4GHz) + 4xA55@1.78GHz
*
骁龙845
*
骁龙845
*
xiaomi mi8, 845
*
xiaomi mi8, 845
*
2.8GHz(大四核),1.7GHz(小四核)
*
2.8GHz(大四核),1.7GHz(小四核)
...
@@ -30,20 +28,12 @@
...
@@ -30,20 +28,12 @@
*
骁龙835
*
骁龙835
*
xiaomi mix2, snapdragon 835
*
xiaomi mix2, snapdragon 835
*
2.45GHz(大四核),1.9GHz(小四核)
*
2.45GHz(大四核),1.9GHz(小四核)
*
骁龙625
*
oppo R9s, snapdragon625
*
A53 x 8, big core@2.0GHz
*
骁龙653
*
360 N5, snapdragon 653
*
4 x A73@2.0GHz + 4 x A53@1.4GHz
*
麒麟970
*
麒麟970
*
HUAWEI Mate10
*
HUAWEI Mate10
*
测试说明
*
测试说明
*
branch: release/
2.0
.0
*
branch: release/
v2.3
.0
*
warmup=10, repeats=30,统计平均时间,单位是ms
*
warmup=10, repeats=30,统计平均时间,单位是ms
*
当线程数为1时,
```DeviceInfo::Global().SetRunMode```
设置LITE_POWER_HIGH,否者设置LITE_POWER_NO_BIND
*
当线程数为1时,
```DeviceInfo::Global().SetRunMode```
设置LITE_POWER_HIGH,否者设置LITE_POWER_NO_BIND
*
模型的输入图像的维度是{1, 3, 224, 224},输入图像的每一位数值是1
*
模型的输入图像的维度是{1, 3, 224, 224},输入图像的每一位数值是1
...
@@ -55,78 +45,59 @@
...
@@ -55,78 +45,59 @@
#### paddlepaddle model
#### paddlepaddle model
骁龙855|armv7 | armv7 | armv7 |armv8 | armv8 |armv8
骁龙855|armv7 | armv7 | armv7 |armv8 | armv8 |armv8
----| ---- | ---- | ---- | ---- |---- |----
----| ---- | ---- | ---- | ---- |---- |----
threads num|1 |2 |4 |1 |2 |4
threads num|1 |2 |4 |1 |2 |4
mobilenet_v1 |3
2.19 |18.81 |10.90 |30.92 |18.31 |10.15
mobilenet_v1 |3
3.27 |19.52 |11.14 |31.72 |18.76 |10.24 |
mobilenet_v2 |2
2.91 |13.75 |8.64 |21.15 |12.79 |7.84
mobilenet_v2 |2
9.08 |15.79 |9.25 |25.89 |14.17 |8.38 |
shufflenet_v2 |4.
67 |3.37 |2.65 |4.43 |3.15 |2.66
shufflenet_v2 |4.
40 |3.09 |2.30 |4.28 |3.02 |2.35 |
squeezenet_v1.1 |
25.10 |15.93 |9.68 |23.28 |14.61 |8.71
squeezenet_v1.1 |
19.96 |12.61 |8.76 |18.25 |11.46 |7.97 |
mnasnet |21.
84 |13.14 |7.96 |19.61 |11.88 |7.55
mnasnet |21.
00 |12.54 |7.28 |19.65 |11.65 |6.96 |
骁龙845|armv7 | armv7 | armv7 |armv8 | armv8 |armv8
骁龙835|armv7 | armv7 | armv7 |armv8 | armv8 |armv8
----| ---- | ---- | ---- | ---- |---- |----
----| ---- | ---- | ---- | ---- |---- |----
threads num|1 |2 |4 |1 |2 |4
threads num|1 |2 |4 |1 |2 |4
mobilenet_v1 |94.13 |52.17 |30.68 |88.28 |47.58 |26.64
mobilenet_v1 |66.36 |35.97 |19.45 |62.66 |33.87 |17.85 |
mobilenet_v2 |61.24 |34.64 |22.36 |56.66 |32.19 |19.63
mobilenet_v2 |45.86 |25.53 |14.6 |41.58 |23.24 |13.39 |
shufflenet_v2 |10.87 |6.92 |5.12 |10.41 |6.76 |4.97
shufflenet_v2 |7.58 |4.89 |3.41 |7.44 |4.91 |3.58 |
squeezenet_v1.1 |73.61 |42.25 |24.44 |64.87 |38.43 |23.06
squeezenet_v1.1 |37.15 |22.74 |13.51 |34.69 |21.27 |12.74 |
mnasnet |58.22 |33.43 |20.44 |53.43 |30.20 |18.09
mnasnet |40.09 |21.73 |11.91 |38.19 |21.02 |12.11 |
麒麟980|armv7 | armv7 | armv7 |armv8 | armv8 |armv8
----| ---- | ---- | ---- | ---- |---- |----
threads num|1 |2 |4 |1 |2 |4
mobilenet_v1 |55.11 |28.24 |13.27 |34.24 |17.74 |12.41
mobilenet_v2 |37.03 |19.80 |51.94 |23.64 |12.98 |9.38
shufflenet_v2 |7.26 |4.94 |15.06 |5.32 |3.33 |2.82
squeezenet_v1.1 |42.73 |23.66 |57.39 |26.03 |14.53 |13.66
mnasnet |36.87 |20.15 |46.04 |21.85 |12.06 |8.68
麒麟970
|armv7 | armv7 | armv7 |armv8 | armv8 |armv8
骁龙835
|armv7 | armv7 | armv7 |armv8 | armv8 |armv8
----| ---- | ---- | ---- | ---- |---- |----
----| ---- | ---- | ---- | ---- |---- |----
threads num|1 |2 |4 |1 |2 |4
threads num|1 |2 |4 |1 |2 |4
mobilenet_v1 |9
7.80 |52.64 |34.46 |94.51 |49.36 |28.43
mobilenet_v1 |9
6.98 |53.92 |32.24 |89.31 |48.02 |27.58 |
mobilenet_v2 |6
6.55 |38.52 |23.19 |62.89 |34.93 |21.53
mobilenet_v2 |6
7.72 |37.66 |23.82 |60.10 |34.36 |21.05 |
shufflenet_v2 |1
3.78 |8.11 |5.93 |11.95 |7.90 |5.91
shufflenet_v2 |1
0.72 |6.62 |4.63 |10.10 |6.44 |4.63 |
squeezenet_v1.1 |
77.64 |43.67 |25.72 |69.91 |40.66 |24.62
squeezenet_v1.1 |
53.89 |33.28 |20.73 |50.83 |32.31 |19.51 |
mnasnet |
61.86 |34.62 |22.68 |59.61 |32.79 |19.56
mnasnet |
59.55 |33.53 |20.32 |56.21 |31.58 |19.06 |
#### caffe model
#### caffe model
骁龙855|armv7 | armv7 | armv7 |armv8 | armv8 |armv8
骁龙855|armv7 | armv7 | armv7 |armv8 | armv8 |armv8
----| ---- | ---- | ---- | ---- |---- |----
----| ---- | ---- | ---- | ---- |---- |----
threads num|1 |2 |4 |1 |2 |4 |
threads num|1 |2 |4 |1 |2 |4 |
mobilenet_v1 |32.42 |18.68 |10.86 |30.92 |18.35 |10.07 |
mobilenet_v1 |33.36 |19.45 |11.26 |31.63 |18.74 |10.31 |
mobilenet_v2 |29.53 |17.76 |10.89 |27.19 |16.53 |9.75 |
mobilenet_v2 |31.63 |19.21 |11.61 |28.34 |17.14 |10.16 |
shufflenet_v2 |4.61 |3.29 |2.61 |4.36 |3.11 |2.51 |
shufflenet_v2 |4.46 |3.08 |2.32 |4.26 |2.98 |2.35 |
骁龙835|armv7 | armv7 | armv7 |armv8 | armv8 |armv8
----| ---- | ---- | ---- | ---- |---- |----
threads num|1 |2 |4 |1 |2 |4 |
mobilenet_v1 |92.52 |52.34 |30.37 |88.31 |49.75 |27.29 |
mobilenet_v2 |79.50 |45.67 |28.79 |76.13 |44.01 |26.13 |
shufflenet_v2 |10.94 |7.08 |5.16 |10.64 |6.83 |5.01 |
麒麟980
|armv7 | armv7 | armv7 |armv8 | armv8 |armv8
骁龙845
|armv7 | armv7 | armv7 |armv8 | armv8 |armv8
----| ---- | ---- | ---- | ---- |---- |----
----| ---- | ---- | ---- | ---- |---- |----
threads num|1 |2 |4 |1 |2 |4 |
threads num|1 |2 |4 |1 |2 |4 |
mobilenet_v1 |
55.36 |28.18 |13.31 |34.42 |17.93 |12.52
|
mobilenet_v1 |
66.32 |35.83 |19.56 |62.52 |33.79 |17.91
|
mobilenet_v2 |
49.17 |26.10 |65.49 |30.50 |16.66 |11.72
|
mobilenet_v2 |
58.46 |32.69 |18.56 |53.72 |29.86 |16.80
|
shufflenet_v2 |
8.45 |5.00 |15.65 |4.58 |3.14 |2.83
|
shufflenet_v2 |
7.65 |4.82 |3.46 |7.55 |4.97 |3.62
|
麒麟970
|armv7 | armv7 | armv7 |armv8 | armv8 |armv8
骁龙835
|armv7 | armv7 | armv7 |armv8 | armv8 |armv8
----| ---- | ---- | ---- | ---- |---- |----
----| ---- | ---- | ---- | ---- |---- |----
threads num|1 |2 |4 |1 |2 |4 |
threads num|1 |2 |4 |1 |2 |4 |
mobilenet_v1 |9
7.85 |53.38 |33.85 |94.29 |49.42 |28.29
|
mobilenet_v1 |9
5.38 |54.09 |32.03 |95.05 |48.33 |27.54
|
mobilenet_v2 |8
7.40 |50.25 |31.85 |85.55 |48.11 |28.24
|
mobilenet_v2 |8
8.46 |48.98 |30.23 |79.28 |44.64 |27.10
|
shufflenet_v2 |1
2.16 |8.39 |6.21 |12.21 |8.33 |6.32
|
shufflenet_v2 |1
0.07 |6.51 |4.61 |10.31 |6.50 |4.66
|
#### int8量化模型测试数据
#### int8量化模型测试数据
...
@@ -136,6 +107,7 @@ threads num|1 |2 |4 |1 |2 |4 |
...
@@ -136,6 +107,7 @@ threads num|1 |2 |4 |1 |2 |4 |
mobilenet_v1 |36.80 |21.58 |11.12 | 14.01 |8.13 |4.32 |
mobilenet_v1 |36.80 |21.58 |11.12 | 14.01 |8.13 |4.32 |
mobilenet_v2 |28.72 |19.08 |12.49 | 17.24 |11.55 |7.82 |
mobilenet_v2 |28.72 |19.08 |12.49 | 17.24 |11.55 |7.82 |
骁龙835|armv7 | armv7 | armv7 |armv8 | armv8 |armv8
骁龙835|armv7 | armv7 | armv7 |armv8 | armv8 |armv8
----| ---- | ---- | ---- | ---- |---- |----
----| ---- | ---- | ---- | ---- |---- |----
threads num|1 |2 |4 |1 |2 |4 |
threads num|1 |2 |4 |1 |2 |4 |
...
...
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