Jag testade en ONNX modell av MobileNet2-7 och analyserade den med CubeMX AI 5.1.0
Så skulle jag ha RAM på minst 6 MB och Flash på minst 16 MB så skulle jag klara mig.
Analyzing model
/home/hp/STM32Cube/Repository/Packs/STMicroelectronics/X-CUBE-AI/5.1.2/Utilities/linux/stm32ai analyze --name network -m /home/hp/Téléchargements/mobilenetv2-7.onnx --type onnx --compression 1 --verbosity 1 --workspace /tmp/mxAI_workspace10075127057889205763162125289940 --output /home/hp/.stm32cubemx/stm32ai_output
Neural Network Tools for STM32 v1.3.0 (AI tools v5.1.0)
-- Importing model
-- Importing model - done (elapsed time 2.121s)
-- Rendering model
-- Rendering model - done (elapsed time 0.326s)
Creating report file /home/hp/.stm32cubemx/stm32ai_output/network_analyze_report.txt
Exec/report summary (analyze dur=2.46s err=0)
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model file : /home/hp/Téléchargements/mobilenetv2-7.onnx
type : onnx (onnx)
c_name : network
compression : None
quantize : None
workspace dir : /tmp/mxAI_workspace10075127057889205763162125289940
output dir : /home/hp/.stm32cubemx/stm32ai_output
model_name : mobilenetv27
model_hash : 1b8a2fd91dc2b6c78f3cfe846cf16c88
input : data [150,528 items, 588.00 KiB, ai_float, FLOAT32, (224, 224, 3)]
inputs (total) : 588.00 KiB
output : mobilenetv20_output_pred_fwd [1,000 items, 3.91 KiB, ai_float, FLOAT32, (1000,)]
outputs (total) : 3.91 KiB
params # : 3,487,872 items (13.31 MiB)
macc : 437,721,664
weights (ro) : 13,955,488 B (13.31 MiB) (0.03%)
activations (rw) : 4,882,176 B (4.66 MiB)
ram (total) : 5,488,288 B (5.23 MiB) = 4,882,176 + 602,112 + 4,000
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id layer (type) output shape param # connected to macc rom
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0 data (Input) (224, 224, 3)
mobilenetv20_features_conv0_fwd (Conv2D) (112, 112, 32) 896 data 11,239,456 3,584
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1 mobilenetv20_features_relu0_fwd (Nonlinearity) (112, 112, 32) mobilenetv20_features_co
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2 mobilenetv20_features_linearbottleneck0_conv0_fwd (Conv2D) (112, 112, 32) 1,056 mobilenetv20_features_re 13,246,496 4,224
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3 mobilenetv20_features_linearbottleneck0_relu0_fwd (Nonlinearity) (112, 112, 32) mobilenetv20_features_li
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4 mobilenetv20_features_linearbottleneck0_conv1_fwd (Conv2D) (112, 112, 32) 320 mobilenetv20_features_li 4,014,112 1,280
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5 mobilenetv20_features_linearbottleneck0_relu1_fwd (Nonlinearity) (112, 112, 32) mobilenetv20_features_li
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6 mobilenetv20_features_linearbottleneck0_conv2_fwd (Conv2D) (112, 112, 16) 528 mobilenetv20_features_li 6,422,544 2,112
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7 mobilenetv20_features_linearbottleneck1_conv0_fwd (Conv2D) (112, 112, 96) 1,632 mobilenetv20_features_li 20,471,904 6,528
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8 mobilenetv20_features_linearbottleneck1_relu0_fwd (Nonlinearity) (112, 112, 96) mobilenetv20_features_li
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9 mobilenetv20_features_linearbottleneck1_conv1_fwd (Conv2D) (56, 56, 96) 960 mobilenetv20_features_li 3,010,656 3,840
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10 mobilenetv20_features_linearbottleneck1_relu1_fwd (Nonlinearity) (56, 56, 96) mobilenetv20_features_li
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11 mobilenetv20_features_linearbottleneck1_conv2_fwd (Conv2D) (56, 56, 24) 2,328 mobilenetv20_features_li 7,225,368 9,312
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12 mobilenetv20_features_linearbottleneck2_conv0_fwd (Conv2D) (56, 56, 144) 3,600 mobilenetv20_features_li 11,289,744 14,400
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13 mobilenetv20_features_linearbottleneck2_relu0_fwd (Nonlinearity) (56, 56, 144) mobilenetv20_features_li
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14 mobilenetv20_features_linearbottleneck2_conv1_fwd (Conv2D) (56, 56, 144) 1,440 mobilenetv20_features_li 4,515,984 5,760
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15 mobilenetv20_features_linearbottleneck2_relu1_fwd (Nonlinearity) (56, 56, 144) mobilenetv20_features_li
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16 mobilenetv20_features_linearbottleneck2_conv2_fwd (Conv2D) (56, 56, 24) 3,480 mobilenetv20_features_li 10,838,040 13,920
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17 mobilenetv20_features_linearbottleneck2_elemwise_add0 (Eltwise) (56, 56, 24) mobilenetv20_features_li 75,264
mobilenetv20_features_li
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18 mobilenetv20_features_linearbottleneck3_conv0_fwd (Conv2D) (56, 56, 144) 3,600 mobilenetv20_features_li 11,289,744 14,400
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19 mobilenetv20_features_linearbottleneck3_relu0_fwd (Nonlinearity) (56, 56, 144) mobilenetv20_features_li
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20 mobilenetv20_features_linearbottleneck3_conv1_fwd (Conv2D) (28, 28, 144) 1,440 mobilenetv20_features_li 1,129,104 5,760
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21 mobilenetv20_features_linearbottleneck3_relu1_fwd (Nonlinearity) (28, 28, 144) mobilenetv20_features_li
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22 mobilenetv20_features_linearbottleneck3_conv2_fwd (Conv2D) (28, 28, 32) 4,640 mobilenetv20_features_li 3,612,704 18,560
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23 mobilenetv20_features_linearbottleneck4_conv0_fwd (Conv2D) (28, 28, 192) 6,336 mobilenetv20_features_li 4,967,616 25,344
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24 mobilenetv20_features_linearbottleneck4_relu0_fwd (Nonlinearity) (28, 28, 192) mobilenetv20_features_li
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25 mobilenetv20_features_linearbottleneck4_conv1_fwd (Conv2D) (28, 28, 192) 1,920 mobilenetv20_features_li 1,505,472 7,680
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26 mobilenetv20_features_linearbottleneck4_relu1_fwd (Nonlinearity) (28, 28, 192) mobilenetv20_features_li
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27 mobilenetv20_features_linearbottleneck4_conv2_fwd (Conv2D) (28, 28, 32) 6,176 mobilenetv20_features_li 4,816,928 24,704
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28 mobilenetv20_features_linearbottleneck4_elemwise_add0 (Eltwise) (28, 28, 32) mobilenetv20_features_li 25,088
mobilenetv20_features_li
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29 mobilenetv20_features_linearbottleneck5_conv0_fwd (Conv2D) (28, 28, 192) 6,336 mobilenetv20_features_li 4,967,616 25,344
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30 mobilenetv20_features_linearbottleneck5_relu0_fwd (Nonlinearity) (28, 28, 192) mobilenetv20_features_li
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31 mobilenetv20_features_linearbottleneck5_conv1_fwd (Conv2D) (28, 28, 192) 1,920 mobilenetv20_features_li 1,505,472 7,680
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32 mobilenetv20_features_linearbottleneck5_relu1_fwd (Nonlinearity) (28, 28, 192) mobilenetv20_features_li
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33 mobilenetv20_features_linearbottleneck5_conv2_fwd (Conv2D) (28, 28, 32) 6,176 mobilenetv20_features_li 4,816,928 24,704
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34 mobilenetv20_features_linearbottleneck5_elemwise_add0 (Eltwise) (28, 28, 32) mobilenetv20_features_li 25,088
mobilenetv20_features_li
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35 mobilenetv20_features_linearbottleneck6_conv0_fwd (Conv2D) (28, 28, 192) 6,336 mobilenetv20_features_li 4,967,616 25,344
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36 mobilenetv20_features_linearbottleneck6_relu0_fwd (Nonlinearity) (28, 28, 192) mobilenetv20_features_li
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37 mobilenetv20_features_linearbottleneck6_conv1_fwd (Conv2D) (28, 28, 192) 1,920 mobilenetv20_features_li 1,505,472 7,680
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38 mobilenetv20_features_linearbottleneck6_relu1_fwd (Nonlinearity) (28, 28, 192) mobilenetv20_features_li
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39 mobilenetv20_features_linearbottleneck6_conv2_fwd (Conv2D) (28, 28, 64) 12,352 mobilenetv20_features_li 9,633,856 49,408
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40 mobilenetv20_features_linearbottleneck7_conv0_fwd (Conv2D) (28, 28, 384) 24,960 mobilenetv20_features_li 19,569,024 99,840
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41 mobilenetv20_features_linearbottleneck7_relu0_fwd (Nonlinearity) (28, 28, 384) mobilenetv20_features_li
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42 mobilenetv20_features_linearbottleneck7_conv1_fwd (Conv2D) (28, 28, 384) 3,840 mobilenetv20_features_li 3,010,944 15,360
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43 mobilenetv20_features_linearbottleneck7_relu1_fwd (Nonlinearity) (28, 28, 384) mobilenetv20_features_li
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44 mobilenetv20_features_linearbottleneck7_conv2_fwd (Conv2D) (28, 28, 64) 24,640 mobilenetv20_features_li 19,267,648 98,560
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45 mobilenetv20_features_linearbottleneck7_elemwise_add0 (Eltwise) (28, 28, 64) mobilenetv20_features_li 50,176
mobilenetv20_features_li
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46 mobilenetv20_features_linearbottleneck8_conv0_fwd (Conv2D) (28, 28, 384) 24,960 mobilenetv20_features_li 19,569,024 99,840
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47 mobilenetv20_features_linearbottleneck8_relu0_fwd (Nonlinearity) (28, 28, 384) mobilenetv20_features_li
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48 mobilenetv20_features_linearbottleneck8_conv1_fwd (Conv2D) (28, 28, 384) 3,840 mobilenetv20_features_li 3,010,944 15,360
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49 mobilenetv20_features_linearbottleneck8_relu1_fwd (Nonlinearity) (28, 28, 384) mobilenetv20_features_li
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50 mobilenetv20_features_linearbottleneck8_conv2_fwd (Conv2D) (28, 28, 64) 24,640 mobilenetv20_features_li 19,267,648 98,560
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51 mobilenetv20_features_linearbottleneck8_elemwise_add0 (Eltwise) (28, 28, 64) mobilenetv20_features_li 50,176
mobilenetv20_features_li
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52 mobilenetv20_features_linearbottleneck9_conv0_fwd (Conv2D) (28, 28, 384) 24,960 mobilenetv20_features_li 19,569,024 99,840
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53 mobilenetv20_features_linearbottleneck9_relu0_fwd (Nonlinearity) (28, 28, 384) mobilenetv20_features_li
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54 mobilenetv20_features_linearbottleneck9_conv1_fwd (Conv2D) (28, 28, 384) 3,840 mobilenetv20_features_li 3,010,944 15,360
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55 mobilenetv20_features_linearbottleneck9_relu1_fwd (Nonlinearity) (28, 28, 384) mobilenetv20_features_li
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56 mobilenetv20_features_linearbottleneck9_conv2_fwd (Conv2D) (28, 28, 64) 24,640 mobilenetv20_features_li 19,267,648 98,560
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57 mobilenetv20_features_linearbottleneck9_elemwise_add0 (Eltwise) (28, 28, 64) mobilenetv20_features_li 50,176
mobilenetv20_features_li
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58 mobilenetv20_features_linearbottleneck10_conv0_fwd (Conv2D) (28, 28, 384) 24,960 mobilenetv20_features_li 19,569,024 99,840
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59 mobilenetv20_features_linearbottleneck10_relu0_fwd (Nonlinearity) (28, 28, 384) mobilenetv20_features_li
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60 mobilenetv20_features_linearbottleneck10_conv1_fwd (Conv2D) (14, 14, 384) 3,840 mobilenetv20_features_li 753,024 15,360
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61 mobilenetv20_features_linearbottleneck10_relu1_fwd (Nonlinearity) (14, 14, 384) mobilenetv20_features_li
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62 mobilenetv20_features_linearbottleneck10_conv2_fwd (Conv2D) (14, 14, 96) 36,960 mobilenetv20_features_li 7,225,440 147,840
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63 mobilenetv20_features_linearbottleneck11_conv0_fwd (Conv2D) (14, 14, 576) 55,872 mobilenetv20_features_li 10,951,488 223,488
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64 mobilenetv20_features_linearbottleneck11_relu0_fwd (Nonlinearity) (14, 14, 576) mobilenetv20_features_li
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65 mobilenetv20_features_linearbottleneck11_conv1_fwd (Conv2D) (14, 14, 576) 5,760 mobilenetv20_features_li 1,129,536 23,040
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66 mobilenetv20_features_linearbottleneck11_relu1_fwd (Nonlinearity) (14, 14, 576) mobilenetv20_features_li
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67 mobilenetv20_features_linearbottleneck11_conv2_fwd (Conv2D) (14, 14, 96) 55,392 mobilenetv20_features_li 10,838,112 221,568
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68 mobilenetv20_features_linearbottleneck11_elemwise_add0 (Eltwise) (14, 14, 96) mobilenetv20_features_li 18,816
mobilenetv20_features_li
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69 mobilenetv20_features_linearbottleneck12_conv0_fwd (Conv2D) (14, 14, 576) 55,872 mobilenetv20_features_li 10,951,488 223,488
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70 mobilenetv20_features_linearbottleneck12_relu0_fwd (Nonlinearity) (14, 14, 576) mobilenetv20_features_li
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71 mobilenetv20_features_linearbottleneck12_conv1_fwd (Conv2D) (14, 14, 576) 5,760 mobilenetv20_features_li 1,129,536 23,040
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72 mobilenetv20_features_linearbottleneck12_relu1_fwd (Nonlinearity) (14, 14, 576) mobilenetv20_features_li
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73 mobilenetv20_features_linearbottleneck12_conv2_fwd (Conv2D) (14, 14, 96) 55,392 mobilenetv20_features_li 10,838,112 221,568
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74 mobilenetv20_features_linearbottleneck12_elemwise_add0 (Eltwise) (14, 14, 96) mobilenetv20_features_li 18,816
mobilenetv20_features_li
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75 mobilenetv20_features_linearbottleneck13_conv0_fwd (Conv2D) (14, 14, 576) 55,872 mobilenetv20_features_li 10,951,488 223,488
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76 mobilenetv20_features_linearbottleneck13_relu0_fwd (Nonlinearity) (14, 14, 576) mobilenetv20_features_li
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77 mobilenetv20_features_linearbottleneck13_conv1_fwd (Conv2D) (7, 7, 576) 5,760 mobilenetv20_features_li 282,816 23,040
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78 mobilenetv20_features_linearbottleneck13_relu1_fwd (Nonlinearity) (7, 7, 576) mobilenetv20_features_li
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79 mobilenetv20_features_linearbottleneck13_conv2_fwd (Conv2D) (7, 7, 160) 92,320 mobilenetv20_features_li 4,516,000 369,280
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80 mobilenetv20_features_linearbottleneck14_conv0_fwd (Conv2D) (7, 7, 960) 154,560 mobilenetv20_features_li 7,574,400 618,240
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81 mobilenetv20_features_linearbottleneck14_relu0_fwd (Nonlinearity) (7, 7, 960) mobilenetv20_features_li
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82 mobilenetv20_features_linearbottleneck14_conv1_fwd (Conv2D) (7, 7, 960) 9,600 mobilenetv20_features_li 471,360 38,400
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83 mobilenetv20_features_linearbottleneck14_relu1_fwd (Nonlinearity) (7, 7, 960) mobilenetv20_features_li
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84 mobilenetv20_features_linearbottleneck14_conv2_fwd (Conv2D) (7, 7, 160) 153,760 mobilenetv20_features_li 7,526,560 615,040
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85 mobilenetv20_features_linearbottleneck14_elemwise_add0 (Eltwise) (7, 7, 160) mobilenetv20_features_li 7,840
mobilenetv20_features_li
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86 mobilenetv20_features_linearbottleneck15_conv0_fwd (Conv2D) (7, 7, 960) 154,560 mobilenetv20_features_li 7,574,400 618,240
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87 mobilenetv20_features_linearbottleneck15_relu0_fwd (Nonlinearity) (7, 7, 960) mobilenetv20_features_li
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88 mobilenetv20_features_linearbottleneck15_conv1_fwd (Conv2D) (7, 7, 960) 9,600 mobilenetv20_features_li 471,360 38,400
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89 mobilenetv20_features_linearbottleneck15_relu1_fwd (Nonlinearity) (7, 7, 960) mobilenetv20_features_li
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90 mobilenetv20_features_linearbottleneck15_conv2_fwd (Conv2D) (7, 7, 160) 153,760 mobilenetv20_features_li 7,526,560 615,040
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91 mobilenetv20_features_linearbottleneck15_elemwise_add0 (Eltwise) (7, 7, 160) mobilenetv20_features_li 7,840
mobilenetv20_features_li
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92 mobilenetv20_features_linearbottleneck16_conv0_fwd (Conv2D) (7, 7, 960) 154,560 mobilenetv20_features_li 7,574,400 618,240
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93 mobilenetv20_features_linearbottleneck16_relu0_fwd (Nonlinearity) (7, 7, 960) mobilenetv20_features_li
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94 mobilenetv20_features_linearbottleneck16_conv1_fwd (Conv2D) (7, 7, 960) 9,600 mobilenetv20_features_li 471,360 38,400
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95 mobilenetv20_features_linearbottleneck16_relu1_fwd (Nonlinearity) (7, 7, 960) mobilenetv20_features_li
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96 mobilenetv20_features_linearbottleneck16_conv2_fwd (Conv2D) (7, 7, 320) 307,520 mobilenetv20_features_li 15,053,120 1,230,080
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97 mobilenetv20_features_conv1_fwd (Conv2D) (7, 7, 1280) 410,880 mobilenetv20_features_li 20,197,120 1,643,520
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98 mobilenetv20_features_relu1_fwd (Nonlinearity) (7, 7, 1280) mobilenetv20_features_co
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99 mobilenetv20_features_pool0_fwd (Pool) (1, 1, 1280) mobilenetv20_features_re
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100 mobilenetv20_output_pred_fwd (Conv2D) (1, 1, 1000) 1,280,000 mobilenetv20_features_po 1,280,000 5,124,000
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101 mobilenetv20_output_flatten0_reshape0 (Reshape) (1000,) mobilenetv20_output_pred
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mobilenetv27 p=3487872(13.31 MBytes) macc=437721664 rom=13.31 MBytes (0.03%) ram=4.66 MiB io_ram=591.91 KiB
Complexity per-layer - macc=437,721,664 rom=13,955,488
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id layer (type) macc rom
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0 mobilenetv20_features_conv0_fwd (Conv2D) ||||||||||||||||| 2.6% | 0.0%
2 mobilenetv20_features_linearbottleneck0_conv0_fwd (Conv2D) |||||||||||||||||||| 3.0% | 0.0%
4 mobilenetv20_features_linearbottleneck0_conv1_fwd (Conv2D) |||||| 0.9% | 0.0%
6 mobilenetv20_features_linearbottleneck0_conv2_fwd (Conv2D) |||||||||| 1.5% | 0.0%
7 mobilenetv20_features_linearbottleneck1_conv0_fwd (Conv2D) ||||||||||||||||||||||||||||||| 4.7% | 0.0%
9 mobilenetv20_features_linearbottleneck1_conv1_fwd (Conv2D) ||||| 0.7% | 0.0%
11 mobilenetv20_features_linearbottleneck1_conv2_fwd (Conv2D) ||||||||||| 1.7% | 0.1%
12 mobilenetv20_features_linearbottleneck2_conv0_fwd (Conv2D) ||||||||||||||||| 2.6% | 0.1%
14 mobilenetv20_features_linearbottleneck2_conv1_fwd (Conv2D) ||||||| 1.0% | 0.0%
16 mobilenetv20_features_linearbottleneck2_conv2_fwd (Conv2D) |||||||||||||||| 2.5% | 0.1%
17 mobilenetv20_features_linearbottleneck2_elemwise_add0 (Eltwise) | 0.0% | 0.0%
18 mobilenetv20_features_linearbottleneck3_conv0_fwd (Conv2D) ||||||||||||||||| 2.6% | 0.1%
20 mobilenetv20_features_linearbottleneck3_conv1_fwd (Conv2D) || 0.3% | 0.0%
22 mobilenetv20_features_linearbottleneck3_conv2_fwd (Conv2D) |||||| 0.8% | 0.1%
23 mobilenetv20_features_linearbottleneck4_conv0_fwd (Conv2D) |||||||| 1.1% | 0.2%
25 mobilenetv20_features_linearbottleneck4_conv1_fwd (Conv2D) ||| 0.3% | 0.1%
27 mobilenetv20_features_linearbottleneck4_conv2_fwd (Conv2D) |||||||| 1.1% | 0.2%
28 mobilenetv20_features_linearbottleneck4_elemwise_add0 (Eltwise) | 0.0% | 0.0%
29 mobilenetv20_features_linearbottleneck5_conv0_fwd (Conv2D) |||||||| 1.1% | 0.2%
31 mobilenetv20_features_linearbottleneck5_conv1_fwd (Conv2D) ||| 0.3% | 0.1%
33 mobilenetv20_features_linearbottleneck5_conv2_fwd (Conv2D) |||||||| 1.1% | 0.2%
34 mobilenetv20_features_linearbottleneck5_elemwise_add0 (Eltwise) | 0.0% | 0.0%
35 mobilenetv20_features_linearbottleneck6_conv0_fwd (Conv2D) |||||||| 1.1% | 0.2%
37 mobilenetv20_features_linearbottleneck6_conv1_fwd (Conv2D) ||| 0.3% | 0.1%
39 mobilenetv20_features_linearbottleneck6_conv2_fwd (Conv2D) ||||||||||||||| 2.2% | 0.4%
40 mobilenetv20_features_linearbottleneck7_conv0_fwd (Conv2D) ||||||||||||||||||||||||||||| 4.5% | 0.7%
42 mobilenetv20_features_linearbottleneck7_conv1_fwd (Conv2D) ||||| 0.7% | 0.1%
44 mobilenetv20_features_linearbottleneck7_conv2_fwd (Conv2D) ||||||||||||||||||||||||||||| 4.4% | 0.7%
45 mobilenetv20_features_linearbottleneck7_elemwise_add0 (Eltwise) | 0.0% | 0.0%
46 mobilenetv20_features_linearbottleneck8_conv0_fwd (Conv2D) ||||||||||||||||||||||||||||| 4.5% | 0.7%
48 mobilenetv20_features_linearbottleneck8_conv1_fwd (Conv2D) ||||| 0.7% | 0.1%
50 mobilenetv20_features_linearbottleneck8_conv2_fwd (Conv2D) ||||||||||||||||||||||||||||| 4.4% | 0.7%
51 mobilenetv20_features_linearbottleneck8_elemwise_add0 (Eltwise) | 0.0% | 0.0%
52 mobilenetv20_features_linearbottleneck9_conv0_fwd (Conv2D) ||||||||||||||||||||||||||||| 4.5% | 0.7%
54 mobilenetv20_features_linearbottleneck9_conv1_fwd (Conv2D) ||||| 0.7% | 0.1%
56 mobilenetv20_features_linearbottleneck9_conv2_fwd (Conv2D) ||||||||||||||||||||||||||||| 4.4% | 0.7%
57 mobilenetv20_features_linearbottleneck9_elemwise_add0 (Eltwise) | 0.0% | 0.0%
58 mobilenetv20_features_linearbottleneck10_conv0_fwd (Conv2D) ||||||||||||||||||||||||||||| 4.5% | 0.7%
60 mobilenetv20_features_linearbottleneck10_conv1_fwd (Conv2D) || 0.2% | 0.1%
62 mobilenetv20_features_linearbottleneck10_conv2_fwd (Conv2D) ||||||||||| 1.7% | 1.1%
63 mobilenetv20_features_linearbottleneck11_conv0_fwd (Conv2D) ||||||||||||||||| 2.5% || 1.6%
65 mobilenetv20_features_linearbottleneck11_conv1_fwd (Conv2D) || 0.3% | 0.2%
67 mobilenetv20_features_linearbottleneck11_conv2_fwd (Conv2D) |||||||||||||||| 2.5% || 1.6%
68 mobilenetv20_features_linearbottleneck11_elemwise_add0 (Eltwise) | 0.0% | 0.0%
69 mobilenetv20_features_linearbottleneck12_conv0_fwd (Conv2D) ||||||||||||||||| 2.5% || 1.6%
71 mobilenetv20_features_linearbottleneck12_conv1_fwd (Conv2D) || 0.3% | 0.2%
73 mobilenetv20_features_linearbottleneck12_conv2_fwd (Conv2D) |||||||||||||||| 2.5% || 1.6%
74 mobilenetv20_features_linearbottleneck12_elemwise_add0 (Eltwise) | 0.0% | 0.0%
75 mobilenetv20_features_linearbottleneck13_conv0_fwd (Conv2D) ||||||||||||||||| 2.5% || 1.6%
77 mobilenetv20_features_linearbottleneck13_conv1_fwd (Conv2D) | 0.1% | 0.2%
79 mobilenetv20_features_linearbottleneck13_conv2_fwd (Conv2D) ||||||| 1.0% ||| 2.6%
80 mobilenetv20_features_linearbottleneck14_conv0_fwd (Conv2D) |||||||||||| 1.7% |||| 4.4%
82 mobilenetv20_features_linearbottleneck14_conv1_fwd (Conv2D) | 0.1% | 0.3%
84 mobilenetv20_features_linearbottleneck14_conv2_fwd (Conv2D) |||||||||||| 1.7% |||| 4.4%
85 mobilenetv20_features_linearbottleneck14_elemwise_add0 (Eltwise) | 0.0% | 0.0%
86 mobilenetv20_features_linearbottleneck15_conv0_fwd (Conv2D) |||||||||||| 1.7% |||| 4.4%
88 mobilenetv20_features_linearbottleneck15_conv1_fwd (Conv2D) | 0.1% | 0.3%
90 mobilenetv20_features_linearbottleneck15_conv2_fwd (Conv2D) |||||||||||| 1.7% |||| 4.4%
91 mobilenetv20_features_linearbottleneck15_elemwise_add0 (Eltwise) | 0.0% | 0.0%
92 mobilenetv20_features_linearbottleneck16_conv0_fwd (Conv2D) |||||||||||| 1.7% |||| 4.4%
94 mobilenetv20_features_linearbottleneck16_conv1_fwd (Conv2D) | 0.1% | 0.3%
96 mobilenetv20_features_linearbottleneck16_conv2_fwd (Conv2D) ||||||||||||||||||||||| 3.4% |||||||| 8.8%
97 mobilenetv20_features_conv1_fwd (Conv2D) |||||||||||||||||||||||||||||| 4.6% |||||||||| 11.8%
100 mobilenetv20_output_pred_fwd (Conv2D) || 0.3% ||||||||||||||||||||||||||||||| 36.7%
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elapsed time (analyze): 2.46s
Analyze complete on AI model
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