Neural Network Tools for STM32 v1.4.0 (AI tools v5.2.0)
Created date       : 2024-05-21 19:17:52
Parameters         : generate --model out/deploy/stm32cubeai/uci-har_resnetv1_8_q8_force_qoff_e1_LSQFalse_qint8_ocmsis-nn_c1_r1.tflite --output /home/piernov/devel/qualia/qualia-core/src/qualia_core/assets/projects/stm32cubeai/NucleoL452REP/X-CUBE-AI/App --compression 1 --workspace out/deploy/NucleoL452REP/workspace

Exec/report summary (generate dur=0.38s err=0)
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model file         : /home/piernov/devel/qualia/qualia-core/out/deploy/stm32cubeai/uci-har_resnetv1_8_q8_force_qoff_e1_LSQFalse_qint8_ocmsis-nn_c1_r1.tflite
type               : tflite (tflite) 
c_name             : network
compression        : None
quantize           : None
workspace dir      : /home/piernov/devel/qualia/qualia-core/out/deploy/NucleoL452REP/workspace
output dir         : /home/piernov/devel/qualia/qualia-core/src/qualia_core/assets/projects/stm32cubeai/NucleoL452REP/X-CUBE-AI/App

model_name         : ucihar_resnetv1_8_q8_force_qoff_e1_LSQFalse_qint8_ocmsisnn_c1_r1
model_hash         : c512936526370e16350bb20859d13c63
input              : inputs [1152 items, 4.50 KiB, ai_float, FLOAT32, (1, 128, 9)]
inputs (total)     : 4.50 KiB
output             : conversion_41 [6 items, 24 B, ai_float, FLOAT32, (1, 1, 6)]
outputs (total)    : 24 B
params #           : 1,198 items (1.33 KiB)
macc               : 108,396
weights (ro)       : 1,360 B (1.33 KiB) 
activations (rw)   : 3,168 B (3.09 KiB) 
ram (total)        : 7,800 B (7.62 KiB) = 3,168 + 4,608 + 24

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id  layer (type)                     output shape      param #     connected to             macc           rom                
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0   inputs (Input)                   (1, 128, 9)                                                                              
    conversion_0 (Conversion)        (1, 128, 9)                   inputs                   2,304                             
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1   pad_1 (Pad)                      (1, 130, 9)                   conversion_0                                               
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2   reshape_2 (Reshape)              (1, 130, 9)                   pad_1                                                      
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3   conv2d_3 (Conv2D)                (1, 128, 8)       224         reshape_2                27,656         248 (i)            
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4   reshape_4 (Reshape)              (1, 128, 8)                   conv2d_3                                                   
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5   tflpseudo_qconst12 (Placeholder) (1, 1, 8)         8                                                                      
    eltwise_5 (Eltwise)              (1, 128, 8)                   reshape_4                1,024                             
                                                                   tflpseudo_qconst12      
    nl_5 (Nonlinearity)              (1, 128, 8)                   eltwise_5                                                  
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6   pad_6 (Pad)                      (1, 130, 8)                   nl_5                                                       
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7   reshape_7 (Reshape)              (1, 128, 8)                   nl_5                                                       
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8   reshape_8 (Reshape)              (1, 130, 8)                   pad_6                                                      
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9   conv2d_9 (Conv2D)                (1, 128, 8)       72          reshape_7                8,200          96 (i)             
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10  conv2d_10 (Conv2D)               (1, 128, 8)       200         reshape_8                24,584         224 (i)            
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11  reshape_11 (Reshape)             (1, 128, 8)                   conv2d_9                                                   
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12  reshape_12 (Reshape)             (1, 128, 8)                   conv2d_10                                                  
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13  tflpseudo_qconst9 (Placeholder)  (1, 1, 8)         8                                                                      
    eltwise_13 (Eltwise)             (1, 128, 8)                   reshape_11               1,024                             
                                                                   tflpseudo_qconst9       
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14  tflpseudo_qconst8 (Placeholder)  (1, 1, 8)         8                                                                      
    eltwise_14 (Eltwise)             (1, 128, 8)                   reshape_12               1,024                             
                                                                   tflpseudo_qconst8       
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15  reshape_15 (Reshape)             (1, 128, 8)                   eltwise_13                                                 
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16  reshape_16 (Reshape)             (1, 128, 8)                   eltwise_14                                                 
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17  pool_17 (Pool)                   (1, 64, 8)                    reshape_15               1,024                             
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18  pool_18 (Pool)                   (1, 64, 8)                    reshape_16               1,024                             
    nl_18 (Nonlinearity)             (1, 64, 8)                    pool_18                  512                               
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19  reshape_19 (Reshape)             (1, 64, 8)                    pool_17                                                    
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20  reshape_20 (Reshape)             (1, 64, 8)                    nl_18                                                      
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21  pad_21 (Pad)                     (1, 66, 8)                    reshape_20                                                 
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22  reshape_22 (Reshape)             (1, 66, 8)                    pad_21                                                     
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23  conv2d_23 (Conv2D)               (1, 64, 8)        200         reshape_22               12,296         224 (i)            
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24  reshape_24 (Reshape)             (1, 64, 8)                    conv2d_23                                                  
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25  tflpseudo_qconst6 (Placeholder)  (1, 1, 8)         8                                                                      
    eltwise_25 (Eltwise)             (1, 64, 8)                    reshape_24               512                               
                                                                   tflpseudo_qconst6       
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26  eltwise_26 (Eltwise)             (1, 64, 8)                    eltwise_25               512                               
                                                                   reshape_19              
    nl_26 (Nonlinearity)             (1, 64, 8)                    eltwise_26                                                 
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27  pad_27 (Pad)                     (1, 66, 8)                    nl_26                                                      
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28  reshape_28 (Reshape)             (1, 66, 8)                    pad_27                                                     
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29  conv2d_29 (Conv2D)               (1, 64, 8)        200         reshape_28               12,296         224 (i)            
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30  reshape_30 (Reshape)             (1, 64, 8)                    conv2d_29                                                  
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31  tflpseudo_qconst4 (Placeholder)  (1, 1, 8)         8                                                                      
    eltwise_31 (Eltwise)             (1, 64, 8)                    reshape_30               512                               
                                                                   tflpseudo_qconst4       
    nl_31 (Nonlinearity)             (1, 64, 8)                    eltwise_31                                                 
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32  pad_32 (Pad)                     (1, 66, 8)                    nl_31                                                      
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33  reshape_33 (Reshape)             (1, 66, 8)                    pad_32                                                     
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34  conv2d_34 (Conv2D)               (1, 64, 8)        200         reshape_33               12,296         224 (i)            
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35  reshape_35 (Reshape)             (1, 64, 8)                    conv2d_34                                                  
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36  tflpseudo_qconst2 (Placeholder)  (1, 1, 8)         8                                                                      
    eltwise_36 (Eltwise)             (1, 64, 8)                    reshape_35               512                               
                                                                   tflpseudo_qconst2       
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37  eltwise_37 (Eltwise)             (1, 64, 8)                    eltwise_36               512                               
                                                                   nl_26                   
    nl_37 (Nonlinearity)             (1, 64, 8)                    eltwise_37                                                 
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38  reshape_38 (Reshape)             (1, 64, 8)                    nl_37                                                      
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39  pool_39 (Pool)                   (1, 1, 8)                     reshape_38               512                               
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40  reshape_40 (Reshape)             (8,)                          pool_39                                                    
    dense_40 (Dense)                 (6,)              54          reshape_40               48             72 (i)             
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41  conversion_41 (Conversion)       (6,)                          dense_40                 12                                
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ucihar_resnetv1_8_q8_force_qoff_e1_LSQFalse_qint8_ocmsisnn_c1_r1 p=1198(1.33 KBytes) macc=108396 rom=1.33 KBytes ram=3.09 KiB io_ram=4.52 KiB



Generated C-graph summary
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model name         : ucihar_resnetv1_8_q8_force_qoff_e1_lsqfalse_qint8_ocmsisnn_c1_r1
c-name             : network
c-node #           : 26
c-array #          : 53
activations size   : 3168
weights size       : 1360
macc               : 108396
inputs             : ['inputs_output_array']
outputs            : ['conversion_41_output_array']


C-Arrays (53)
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c_id  name (*_array)        item/size           mem-pool     c-type         fmt                 comment            
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0     conv2d_34_scratch0    592/592             activations  uint8_t        fxp/q(8,0)                             
1     conv2d_29_scratch0    592/592             activations  uint8_t        fxp/q(8,0)                             
2     conv2d_23_scratch0    592/592             activations  uint8_t        fxp/q(8,0)                             
3     conv2d_10_scratch0    592/592             activations  uint8_t        fxp/q(8,0)                             
4     conv2d_9_scratch0     112/112             activations  uint8_t        fxp/q(8,0)                             
5     conv2d_3_scratch0     652/652             activations  uint8_t        fxp/q(8,0)                             
6     dense_40_bias         6/24                weights      const int32_t  int/ss                                 
7     dense_40_weights      48/48               weights      const int8_t   int/ss                                 
8     tflpseudo_qconst2     8/8                 weights      const int8_t   int/sa                                 
9     conv2d_34_bias        8/32                weights      const int32_t  int/ss/channel (8)                     
10    conv2d_34_weights     192/192             weights      const int8_t   int/ss/channel (8)                     
11    tflpseudo_qconst4     8/8                 weights      const int8_t   int/sa                                 
12    conv2d_29_bias        8/32                weights      const int32_t  int/ss/channel (8)                     
13    conv2d_29_weights     192/192             weights      const int8_t   int/ss/channel (8)                     
14    tflpseudo_qconst6     8/8                 weights      const int8_t   int/sa                                 
15    conv2d_23_bias        8/32                weights      const int32_t  int/ss/channel (8)                     
16    conv2d_23_weights     192/192             weights      const int8_t   int/ss/channel (8)                     
17    tflpseudo_qconst8     8/8                 weights      const int8_t   int/sa                                 
18    tflpseudo_qconst9     8/8                 weights      const int8_t   int/sa                                 
19    conv2d_10_bias        8/32                weights      const int32_t  int/ss/channel (8)                     
20    conv2d_10_weights     192/192             weights      const int8_t   int/ss/channel (8)                     
21    conv2d_9_bias         8/32                weights      const int32_t  int/ss/channel (8)                     
22    conv2d_9_weights      64/64               weights      const int8_t   int/ss/channel (8)                     
23    tflpseudo_qconst12    8/8                 weights      const int8_t   int/sa                                 
24    conv2d_3_bias         8/32                weights      const int32_t  int/ss/channel (8)                     
25    conv2d_3_weights      216/216             weights      const int8_t   int/ss/channel (8)                     
26    inputs_output         1152/4608           user         float          float               /input             
27    conversion_0_output   1152/1152           activations  int8_t         int/sa                                 
28    pad_1_output          1170/1172           activations  int8_t         int/sa                                 
29    conv2d_3_output       1024/1024           activations  int8_t         int/sa                                 
30    eltwise_5_output      1024/1024           activations  int8_t         int/sa                                 
31    conv2d_9_output       1024/1024           activations  int8_t         int/sa                                 
32    eltwise_13_output     1024/1024           activations  int8_t         int/sa                                 
33    pool_17_output        512/512             activations  int8_t         int/sa                                 
34    pad_6_output          1040/1040           activations  int8_t         int/sa                                 
35    conv2d_10_output      1024/1024           activations  int8_t         int/sa                                 
36    eltwise_14_output     1024/1024           activations  int8_t         int/sa                                 
37    pool_18_output        512/512             activations  int8_t         int/sa                                 
38    nl_18_output          512/512             activations  int8_t         int/sa                                 
39    pad_21_output         528/528             activations  int8_t         int/sa                                 
40    conv2d_23_output      512/512             activations  int8_t         int/sa                                 
41    eltwise_25_output     512/512             activations  int8_t         int/sa                                 
42    eltwise_26_output     512/512             activations  int8_t         int/sa                                 
43    pad_27_output         528/528             activations  int8_t         int/sa                                 
44    conv2d_29_output      512/512             activations  int8_t         int/sa                                 
45    eltwise_31_output     512/512             activations  int8_t         int/sa                                 
46    pad_32_output         528/528             activations  int8_t         int/sa                                 
47    conv2d_34_output      512/512             activations  int8_t         int/sa                                 
48    eltwise_36_output     512/512             activations  int8_t         int/sa                                 
49    eltwise_37_output     512/512             activations  int8_t         int/sa                                 
50    pool_39_output        8/8                 activations  int8_t         int/sa                                 
51    dense_40_output       6/8                 activations  int8_t         int/sa                                 
52    conversion_41_output  6/24                user         float          float               /output            
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C-Layers (26)
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c_id  name (*_layer)  id  type     macc        rom         tensors                  shape (array id)                       
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0     conversion_0    0   nl       2304        0           I: inputs_output         [1, 1, 128, 9] (26)                    
                                                           O: conversion_0_output   [1, 1, 128, 9] (27)                    
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1     pad_1           1   pad      0           0           I: conversion_0_output   [1, 1, 128, 9] (27)                    
                                                           O: pad_1_output          [1, 1, 130, 9] (28)                    
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2     conv2d_3        3   conv2d   27656       248         I: pad_1_output          [1, 1, 130, 9] (28)                    
                                                           S: conv2d_3_scratch0                                            
                                                           W: conv2d_3_weights                                             
                                                           W: conv2d_3_bias                                                
                                                           O: conv2d_3_output       [1, 1, 128, 8] (29)                    
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3     eltwise_5       5   eltwise  1024        8           I: conv2d_3_output       [1, 1, 128, 8] (29)                    
                                                           I: tflpseudo_qconst12    [1, 1, 1, 8] (23)                      
                                                           O: eltwise_5_output      [1, 1, 128, 8] (30)                    
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4     conv2d_9        9   conv2d   8200        96          I: eltwise_5_output      [1, 1, 128, 8] (30)                    
                                                           S: conv2d_9_scratch0                                            
                                                           W: conv2d_9_weights                                             
                                                           W: conv2d_9_bias                                                
                                                           O: conv2d_9_output       [1, 1, 128, 8] (31)                    
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5     eltwise_13      13  eltwise  1024        8           I: conv2d_9_output       [1, 1, 128, 8] (31)                    
                                                           I: tflpseudo_qconst9     [1, 1, 1, 8] (18)                      
                                                           O: eltwise_13_output     [1, 1, 128, 8] (32)                    
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6     pool_17         17  pool     1024        0           I: eltwise_13_output     [1, 1, 128, 8] (32)                    
                                                           O: pool_17_output        [1, 1, 64, 8] (33)                     
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7     pad_6           6   pad      0           0           I: eltwise_5_output      [1, 1, 128, 8] (30)                    
                                                           O: pad_6_output          [1, 1, 130, 8] (34)                    
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8     conv2d_10       10  conv2d   24584       224         I: pad_6_output          [1, 1, 130, 8] (34)                    
                                                           S: conv2d_10_scratch0                                           
                                                           W: conv2d_10_weights                                            
                                                           W: conv2d_10_bias                                               
                                                           O: conv2d_10_output      [1, 1, 128, 8] (35)                    
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9     eltwise_14      14  eltwise  1024        8           I: conv2d_10_output      [1, 1, 128, 8] (35)                    
                                                           I: tflpseudo_qconst8     [1, 1, 1, 8] (17)                      
                                                           O: eltwise_14_output     [1, 1, 128, 8] (36)                    
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10    pool_18         18  pool     1024        0           I: eltwise_14_output     [1, 1, 128, 8] (36)                    
                                                           O: pool_18_output        [1, 1, 64, 8] (37)                     
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11    nl_18           18  nl       512         0           I: pool_18_output        [1, 1, 64, 8] (37)                     
                                                           O: nl_18_output          [1, 1, 64, 8] (38)                     
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12    pad_21          21  pad      0           0           I: nl_18_output          [1, 1, 64, 8] (38)                     
                                                           O: pad_21_output         [1, 1, 66, 8] (39)                     
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13    conv2d_23       23  conv2d   12296       224         I: pad_21_output         [1, 1, 66, 8] (39)                     
                                                           S: conv2d_23_scratch0                                           
                                                           W: conv2d_23_weights                                            
                                                           W: conv2d_23_bias                                               
                                                           O: conv2d_23_output      [1, 1, 64, 8] (40)                     
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14    eltwise_25      25  eltwise  512         8           I: conv2d_23_output      [1, 1, 64, 8] (40)                     
                                                           I: tflpseudo_qconst6     [1, 1, 1, 8] (14)                      
                                                           O: eltwise_25_output     [1, 1, 64, 8] (41)                     
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15    eltwise_26      26  eltwise  512         0           I: eltwise_25_output     [1, 1, 64, 8] (41)                     
                                                           I: pool_17_output        [1, 1, 64, 8] (33)                     
                                                           O: eltwise_26_output     [1, 1, 64, 8] (42)                     
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16    pad_27          27  pad      0           0           I: eltwise_26_output     [1, 1, 64, 8] (42)                     
                                                           O: pad_27_output         [1, 1, 66, 8] (43)                     
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17    conv2d_29       29  conv2d   12296       224         I: pad_27_output         [1, 1, 66, 8] (43)                     
                                                           S: conv2d_29_scratch0                                           
                                                           W: conv2d_29_weights                                            
                                                           W: conv2d_29_bias                                               
                                                           O: conv2d_29_output      [1, 1, 64, 8] (44)                     
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18    eltwise_31      31  eltwise  512         8           I: conv2d_29_output      [1, 1, 64, 8] (44)                     
                                                           I: tflpseudo_qconst4     [1, 1, 1, 8] (11)                      
                                                           O: eltwise_31_output     [1, 1, 64, 8] (45)                     
------------------------------------------------------------------------------------------------------------------------
19    pad_32          32  pad      0           0           I: eltwise_31_output     [1, 1, 64, 8] (45)                     
                                                           O: pad_32_output         [1, 1, 66, 8] (46)                     
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20    conv2d_34       34  conv2d   12296       224         I: pad_32_output         [1, 1, 66, 8] (46)                     
                                                           S: conv2d_34_scratch0                                           
                                                           W: conv2d_34_weights                                            
                                                           W: conv2d_34_bias                                               
                                                           O: conv2d_34_output      [1, 1, 64, 8] (47)                     
------------------------------------------------------------------------------------------------------------------------
21    eltwise_36      36  eltwise  512         8           I: conv2d_34_output      [1, 1, 64, 8] (47)                     
                                                           I: tflpseudo_qconst2     [1, 1, 1, 8] (8)                       
                                                           O: eltwise_36_output     [1, 1, 64, 8] (48)                     
------------------------------------------------------------------------------------------------------------------------
22    eltwise_37      37  eltwise  512         0           I: eltwise_36_output     [1, 1, 64, 8] (48)                     
                                                           I: eltwise_26_output     [1, 1, 64, 8] (42)                     
                                                           O: eltwise_37_output     [1, 1, 64, 8] (49)                     
------------------------------------------------------------------------------------------------------------------------
23    pool_39         39  pool     512         0           I: eltwise_37_output     [1, 1, 64, 8] (49)                     
                                                           O: pool_39_output        [1, 1, 1, 8] (50)                      
------------------------------------------------------------------------------------------------------------------------
24    dense_40        40  dense    48          72          I: pool_39_output        [1, 1, 1, 8] (50)                      
                                                           W: dense_40_weights                                             
                                                           W: dense_40_bias                                                
                                                           O: dense_40_output       [1, 1, 1, 6] (51)                      
------------------------------------------------------------------------------------------------------------------------
25    conversion_41   41  nl       12          0           I: dense_40_output       [1, 1, 1, 6] (51)                      
                                                           O: conversion_41_output  [1, 1, 1, 6] (52)                      
------------------------------------------------------------------------------------------------------------------------


 
Complexity per-layer - macc=108,396 rom=1,360
------------------------------------------------------------------------------------------------------------------------
id      layer (type)                     macc                                    rom                                    
------------------------------------------------------------------------------------------------------------------------
0       conversion_0 (Conversion)        |||                               2.1%  |                                 0.0% 
3       conv2d_3 (Conv2D)                |||||||||||||||||||||||||||||||  25.5%  |||||||||||||||||||||||||||||||  18.2% 
5       tflpseudo_qconst12 (Placeholder) |                                 0.0%  |                                 0.6% 
5       eltwise_5 (Eltwise)              ||                                0.9%  |                                 0.0% 
9       conv2d_9 (Conv2D)                |||||||||                         7.6%  ||||||||||||                      7.1% 
10      conv2d_10 (Conv2D)               |||||||||||||||||||||||||||      22.7%  ||||||||||||||||||||||||||||     16.5% 
13      tflpseudo_qconst9 (Placeholder)  |                                 0.0%  |                                 0.6% 
13      eltwise_13 (Eltwise)             ||                                0.9%  |                                 0.0% 
14      tflpseudo_qconst8 (Placeholder)  |                                 0.0%  |                                 0.6% 
14      eltwise_14 (Eltwise)             ||                                0.9%  |                                 0.0% 
17      pool_17 (Pool)                   ||                                0.9%  |                                 0.0% 
18      pool_18 (Pool)                   ||                                0.9%  |                                 0.0% 
18      nl_18 (Nonlinearity)             |                                 0.5%  |                                 0.0% 
23      conv2d_23 (Conv2D)               ||||||||||||||                   11.3%  ||||||||||||||||||||||||||||     16.5% 
25      tflpseudo_qconst6 (Placeholder)  |                                 0.0%  |                                 0.6% 
25      eltwise_25 (Eltwise)             |                                 0.5%  |                                 0.0% 
26      eltwise_26 (Eltwise)             |                                 0.5%  |                                 0.0% 
29      conv2d_29 (Conv2D)               ||||||||||||||                   11.3%  ||||||||||||||||||||||||||||     16.5% 
31      tflpseudo_qconst4 (Placeholder)  |                                 0.0%  |                                 0.6% 
31      eltwise_31 (Eltwise)             |                                 0.5%  |                                 0.0% 
34      conv2d_34 (Conv2D)               ||||||||||||||                   11.3%  ||||||||||||||||||||||||||||     16.5% 
36      tflpseudo_qconst2 (Placeholder)  |                                 0.0%  |                                 0.6% 
36      eltwise_36 (Eltwise)             |                                 0.5%  |                                 0.0% 
37      eltwise_37 (Eltwise)             |                                 0.5%  |                                 0.0% 
39      pool_39 (Pool)                   |                                 0.5%  |                                 0.0% 
40      dense_40 (Dense)                 |                                 0.0%  |||||||||                         5.3% 
41      conversion_41 (Conversion)       |                                 0.0%  |                                 0.0% 
------------------------------------------------------------------------------------------------------------------------


Evaluation report (summary)
---------------------------------------------
NOT EVALUATED
