Week 1 A3. Question about djmodel

shaya_kahn · August 5, 2024, 10:46am

Can somebody explain to me how to read the summary of the model? for example, in this part of the summary:

Layer (type) Output Shape Param # Connected to

input_1 (InputLayer) [(None, 30, 90)] 0

tf_op_layer_strided_slice (Tens [(None, 90)] 0 input_1[0][0]

reshape (Reshape) (None, 1, 90) 0 tf_op_layer_strided_slice[0][0]
tf_op_layer_strided_slice_1[0][0]
tf_op_layer_strided_slice_2[0][0]
tf_op_layer_strided_slice_3[0][0]
tf_op_layer_strided_slice_4[0][0]
tf_op_layer_strided_slice_5[0][0]
tf_op_layer_strided_slice_6[0][0]
tf_op_layer_strided_slice_7[0][0]
tf_op_layer_strided_slice_8[0][0]
tf_op_layer_strided_slice_9[0][0]
tf_op_layer_strided_slice_10[0][0
tf_op_layer_strided_slice_11[0][0
tf_op_layer_strided_slice_12[0][0
tf_op_layer_strided_slice_13[0][0
tf_op_layer_strided_slice_14[0][0
tf_op_layer_strided_slice_15[0][0
tf_op_layer_strided_slice_16[0][0
tf_op_layer_strided_slice_17[0][0
tf_op_layer_strided_slice_18[0][0
tf_op_layer_strided_slice_19[0][0
tf_op_layer_strided_slice_20[0][0
tf_op_layer_strided_slice_21[0][0
tf_op_layer_strided_slice_22[0][0
tf_op_layer_strided_slice_23[0][0
tf_op_layer_strided_slice_24[0][0
tf_op_layer_strided_slice_25[0][0
tf_op_layer_strided_slice_26[0][0
tf_op_layer_strided_slice_27[0][0
tf_op_layer_strided_slice_28[0][0
tf_op_layer_strided_slice_29[0][0

What is the meaning of ‘tf_op_layer_strided_slice (Tens [(None, 90)]’? and here: tf_op_layer_strided_slice_20[0][0]. What does the ‘_20’ notation and the [0][0] indexing mean?

balaji.ambresh · August 5, 2024, 12:18pm

Why are you concerned about the internal name assigned by tensorflow framework to a layer?

shaya_kahn · August 5, 2024, 1:14pm

What is the reason to show the summary if I’m not able to understand it?

balaji.ambresh · August 5, 2024, 3:06pm

Alright.

The layer type is TensorFlowOpLayer and not Tens
The output shape is [(None, 90)]

My guess based on the output shape is that [0][0] represents 2D output. Let us know what you find from tensorflow source code.

Striding refers to slicing operation applied to a tensor (see StridedSlice).
Layer names are generated dynamically. So, you’ll see _22 once and _somethingelse another time.

Here’s the output of the code snippet over 2 runs:

model = djmodel(Tx=30, LSTM_cell=LSTM_cell, densor=densor, reshaper=reshaper)
model.summary(line_length=200)

Run # 1:

Model: "functional_7"
________________________________________________________________________________________________________________________________________________________________________________________________________
Layer (type)                                                      Output Shape                                Param #                 Connected to                                                      
========================================================================================================================================================================================================
input_4 (InputLayer)                                              [(None, 30, 90)]                            0                                                                                         
________________________________________________________________________________________________________________________________________________________________________________________________________
tf_op_layer_strided_slice_90 (TensorFlowOpLayer)                  [(None, 90)]                                0                       input_4[0][0]                                                     
________________________________________________________________________________________________________________________________________________________________________________________________________
reshape (Reshape)                                                 (None, 1, 90)                               0                       tf_op_layer_strided_slice_90[0][0]                                
                                                                                                                                      tf_op_layer_strided_slice_91[0][0]                                
                                                                                                                                      tf_op_layer_strided_slice_92[0][0]                                
                                                                                                                                      tf_op_layer_strided_slice_93[0][0]                                
                                                                                                                                      tf_op_layer_strided_slice_94[0][0]                                
                                                                                                                                      tf_op_layer_strided_slice_95[0][0]                                
                                                                                                                                      tf_op_layer_strided_slice_96[0][0]                                
                                                                                                                                      tf_op_layer_strided_slice_97[0][0]                                
                                                                                                                                      tf_op_layer_strided_slice_98[0][0]                                
                                                                                                                                      tf_op_layer_strided_slice_99[0][0]                                
                                                                                                                                      tf_op_layer_strided_slice_100[0][0]                               
                                                                                                                                      tf_op_layer_strided_slice_101[0][0]                               
                                                                                                                                      tf_op_layer_strided_slice_102[0][0]                               
                                                                                                                                      tf_op_layer_strided_slice_103[0][0]                               
                                                                                                                                      tf_op_layer_strided_slice_104[0][0]                               
                                                                                                                                      tf_op_layer_strided_slice_105[0][0]                               
                                                                                                                                      tf_op_layer_strided_slice_106[0][0]                               
                                                                                                                                      tf_op_layer_strided_slice_107[0][0]                               
                                                                                                                                      tf_op_layer_strided_slice_108[0][0]                               
                                                                                                                                      tf_op_layer_strided_slice_109[0][0]                               
                                                                                                                                      tf_op_layer_strided_slice_110[0][0]                               
                                                                                                                                      tf_op_layer_strided_slice_111[0][0]                               
                                                                                                                                      tf_op_layer_strided_slice_112[0][0]                               
                                                                                                                                      tf_op_layer_strided_slice_113[0][0]                               
                                                                                                                                      tf_op_layer_strided_slice_114[0][0]                               
                                                                                                                                      tf_op_layer_strided_slice_115[0][0]                               
                                                                                                                                      tf_op_layer_strided_slice_116[0][0]                               
                                                                                                                                      tf_op_layer_strided_slice_117[0][0]                               
                                                                                                                                      tf_op_layer_strided_slice_118[0][0]                               
                                                                                                                                      tf_op_layer_strided_slice_119[0][0]                               
________________________________________________________________________________________________________________________________________________________________________________________________________
a0 (InputLayer)                                                   [(None, 64)]                                0                                                                                         
________________________________________________________________________________________________________________________________________________________________________________________________________
c0 (InputLayer)                                                   [(None, 64)]                                0                                                                                         
________________________________________________________________________________________________________________________________________________________________________________________________________
tf_op_layer_strided_slice_91 (TensorFlowOpLayer)                  [(None, 90)]                                0                       input_4[0][0]                                                     
________________________________________________________________________________________________________________________________________________________________________________________________________
lstm (LSTM)                                                       [(None, 64), (None, 64), (None, 64)]        39680                   reshape[90][0]                                                    
                                                                                                                                      a0[0][0]                                                          
                                                                                                                                      c0[0][0]                                                          
                                                                                                                                      reshape[91][0]                                                    
                                                                                                                                      lstm[90][0]                                                       
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                                                                                                                                      reshape[117][0]                                                   
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________________________________________________________________________________________________________________________________________________________________________________________________________
tf_op_layer_strided_slice_92 (TensorFlowOpLayer)                  [(None, 90)]                                0                       input_4[0][0]                                                     
________________________________________________________________________________________________________________________________________________________________________________________________________
tf_op_layer_strided_slice_93 (TensorFlowOpLayer)                  [(None, 90)]                                0                       input_4[0][0]                                                     
________________________________________________________________________________________________________________________________________________________________________________________________________
tf_op_layer_strided_slice_94 (TensorFlowOpLayer)                  [(None, 90)]                                0                       input_4[0][0]                                                     
________________________________________________________________________________________________________________________________________________________________________________________________________
tf_op_layer_strided_slice_95 (TensorFlowOpLayer)                  [(None, 90)]                                0                       input_4[0][0]                                                     
________________________________________________________________________________________________________________________________________________________________________________________________________
tf_op_layer_strided_slice_96 (TensorFlowOpLayer)                  [(None, 90)]                                0                       input_4[0][0]                                                     
________________________________________________________________________________________________________________________________________________________________________________________________________
tf_op_layer_strided_slice_97 (TensorFlowOpLayer)                  [(None, 90)]                                0                       input_4[0][0]                                                     
________________________________________________________________________________________________________________________________________________________________________________________________________
tf_op_layer_strided_slice_98 (TensorFlowOpLayer)                  [(None, 90)]                                0                       input_4[0][0]                                                     
________________________________________________________________________________________________________________________________________________________________________________________________________
tf_op_layer_strided_slice_99 (TensorFlowOpLayer)                  [(None, 90)]                                0                       input_4[0][0]                                                     
________________________________________________________________________________________________________________________________________________________________________________________________________
tf_op_layer_strided_slice_100 (TensorFlowOpLayer)                 [(None, 90)]                                0                       input_4[0][0]                                                     
________________________________________________________________________________________________________________________________________________________________________________________________________
tf_op_layer_strided_slice_101 (TensorFlowOpLayer)                 [(None, 90)]                                0                       input_4[0][0]                                                     
________________________________________________________________________________________________________________________________________________________________________________________________________
tf_op_layer_strided_slice_102 (TensorFlowOpLayer)                 [(None, 90)]                                0                       input_4[0][0]                                                     
________________________________________________________________________________________________________________________________________________________________________________________________________
tf_op_layer_strided_slice_103 (TensorFlowOpLayer)                 [(None, 90)]                                0                       input_4[0][0]                                                     
________________________________________________________________________________________________________________________________________________________________________________________________________
tf_op_layer_strided_slice_104 (TensorFlowOpLayer)                 [(None, 90)]                                0                       input_4[0][0]                                                     
________________________________________________________________________________________________________________________________________________________________________________________________________
tf_op_layer_strided_slice_105 (TensorFlowOpLayer)                 [(None, 90)]                                0                       input_4[0][0]                                                     
________________________________________________________________________________________________________________________________________________________________________________________________________
tf_op_layer_strided_slice_106 (TensorFlowOpLayer)                 [(None, 90)]                                0                       input_4[0][0]                                                     
________________________________________________________________________________________________________________________________________________________________________________________________________
tf_op_layer_strided_slice_107 (TensorFlowOpLayer)                 [(None, 90)]                                0                       input_4[0][0]                                                     
________________________________________________________________________________________________________________________________________________________________________________________________________
tf_op_layer_strided_slice_108 (TensorFlowOpLayer)                 [(None, 90)]                                0                       input_4[0][0]                                                     
________________________________________________________________________________________________________________________________________________________________________________________________________
tf_op_layer_strided_slice_109 (TensorFlowOpLayer)                 [(None, 90)]                                0                       input_4[0][0]                                                     
________________________________________________________________________________________________________________________________________________________________________________________________________
tf_op_layer_strided_slice_110 (TensorFlowOpLayer)                 [(None, 90)]                                0                       input_4[0][0]                                                     
________________________________________________________________________________________________________________________________________________________________________________________________________
tf_op_layer_strided_slice_111 (TensorFlowOpLayer)                 [(None, 90)]                                0                       input_4[0][0]                                                     
________________________________________________________________________________________________________________________________________________________________________________________________________
tf_op_layer_strided_slice_112 (TensorFlowOpLayer)                 [(None, 90)]                                0                       input_4[0][0]                                                     
________________________________________________________________________________________________________________________________________________________________________________________________________
tf_op_layer_strided_slice_113 (TensorFlowOpLayer)                 [(None, 90)]                                0                       input_4[0][0]                                                     
________________________________________________________________________________________________________________________________________________________________________________________________________
tf_op_layer_strided_slice_114 (TensorFlowOpLayer)                 [(None, 90)]                                0                       input_4[0][0]                                                     
________________________________________________________________________________________________________________________________________________________________________________________________________
tf_op_layer_strided_slice_115 (TensorFlowOpLayer)                 [(None, 90)]                                0                       input_4[0][0]                                                     
________________________________________________________________________________________________________________________________________________________________________________________________________
tf_op_layer_strided_slice_116 (TensorFlowOpLayer)                 [(None, 90)]                                0                       input_4[0][0]                                                     
________________________________________________________________________________________________________________________________________________________________________________________________________
tf_op_layer_strided_slice_117 (TensorFlowOpLayer)                 [(None, 90)]                                0                       input_4[0][0]                                                     
________________________________________________________________________________________________________________________________________________________________________________________________________
tf_op_layer_strided_slice_118 (TensorFlowOpLayer)                 [(None, 90)]                                0                       input_4[0][0]                                                     
________________________________________________________________________________________________________________________________________________________________________________________________________
tf_op_layer_strided_slice_119 (TensorFlowOpLayer)                 [(None, 90)]                                0                       input_4[0][0]                                                     
________________________________________________________________________________________________________________________________________________________________________________________________________
dense (Dense)                                                     (None, 90)                                  5850                    lstm[90][0]                                                       
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========================================================================================================================================================================================================
Total params: 45,530
Trainable params: 45,530
Non-trainable params: 0

Run # 2:

Model: "functional_5"
________________________________________________________________________________________________________________________________________________________________________________________________________
Layer (type)                                                      Output Shape                                Param #                 Connected to                                                      
========================================================================================================================================================================================================
input_3 (InputLayer)                                              [(None, 30, 90)]                            0                                                                                         
________________________________________________________________________________________________________________________________________________________________________________________________________
tf_op_layer_strided_slice_60 (TensorFlowOpLayer)                  [(None, 90)]                                0                       input_3[0][0]                                                     
________________________________________________________________________________________________________________________________________________________________________________________________________
reshape (Reshape)                                                 (None, 1, 90)                               0                       tf_op_layer_strided_slice_60[0][0]                                
                                                                                                                                      tf_op_layer_strided_slice_61[0][0]                                
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________________________________________________________________________________________________________________________________________________________________________________________________________
a0 (InputLayer)                                                   [(None, 64)]                                0                                                                                         
________________________________________________________________________________________________________________________________________________________________________________________________________
c0 (InputLayer)                                                   [(None, 64)]                                0                                                                                         
________________________________________________________________________________________________________________________________________________________________________________________________________
tf_op_layer_strided_slice_61 (TensorFlowOpLayer)                  [(None, 90)]                                0                       input_3[0][0]                                                     
________________________________________________________________________________________________________________________________________________________________________________________________________
lstm (LSTM)                                                       [(None, 64), (None, 64), (None, 64)]        39680                   reshape[60][0]                                                    
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                                                                                                                                      reshape[85][0]                                                    
                                                                                                                                      lstm[84][0]                                                       
                                                                                                                                      lstm[84][2]                                                       
                                                                                                                                      reshape[86][0]                                                    
                                                                                                                                      lstm[85][0]                                                       
                                                                                                                                      lstm[85][2]                                                       
                                                                                                                                      reshape[87][0]                                                    
                                                                                                                                      lstm[86][0]                                                       
                                                                                                                                      lstm[86][2]                                                       
                                                                                                                                      reshape[88][0]                                                    
                                                                                                                                      lstm[87][0]                                                       
                                                                                                                                      lstm[87][2]                                                       
                                                                                                                                      reshape[89][0]                                                    
                                                                                                                                      lstm[88][0]                                                       
                                                                                                                                      lstm[88][2]                                                       
________________________________________________________________________________________________________________________________________________________________________________________________________
tf_op_layer_strided_slice_62 (TensorFlowOpLayer)                  [(None, 90)]                                0                       input_3[0][0]                                                     
________________________________________________________________________________________________________________________________________________________________________________________________________
tf_op_layer_strided_slice_63 (TensorFlowOpLayer)                  [(None, 90)]                                0                       input_3[0][0]                                                     
________________________________________________________________________________________________________________________________________________________________________________________________________
tf_op_layer_strided_slice_64 (TensorFlowOpLayer)                  [(None, 90)]                                0                       input_3[0][0]                                                     
________________________________________________________________________________________________________________________________________________________________________________________________________
tf_op_layer_strided_slice_65 (TensorFlowOpLayer)                  [(None, 90)]                                0                       input_3[0][0]                                                     
________________________________________________________________________________________________________________________________________________________________________________________________________
tf_op_layer_strided_slice_66 (TensorFlowOpLayer)                  [(None, 90)]                                0                       input_3[0][0]                                                     
________________________________________________________________________________________________________________________________________________________________________________________________________
tf_op_layer_strided_slice_67 (TensorFlowOpLayer)                  [(None, 90)]                                0                       input_3[0][0]                                                     
________________________________________________________________________________________________________________________________________________________________________________________________________
tf_op_layer_strided_slice_68 (TensorFlowOpLayer)                  [(None, 90)]                                0                       input_3[0][0]                                                     
________________________________________________________________________________________________________________________________________________________________________________________________________
tf_op_layer_strided_slice_69 (TensorFlowOpLayer)                  [(None, 90)]                                0                       input_3[0][0]                                                     
________________________________________________________________________________________________________________________________________________________________________________________________________
tf_op_layer_strided_slice_70 (TensorFlowOpLayer)                  [(None, 90)]                                0                       input_3[0][0]                                                     
________________________________________________________________________________________________________________________________________________________________________________________________________
tf_op_layer_strided_slice_71 (TensorFlowOpLayer)                  [(None, 90)]                                0                       input_3[0][0]                                                     
________________________________________________________________________________________________________________________________________________________________________________________________________
tf_op_layer_strided_slice_72 (TensorFlowOpLayer)                  [(None, 90)]                                0                       input_3[0][0]                                                     
________________________________________________________________________________________________________________________________________________________________________________________________________
tf_op_layer_strided_slice_73 (TensorFlowOpLayer)                  [(None, 90)]                                0                       input_3[0][0]                                                     
________________________________________________________________________________________________________________________________________________________________________________________________________
tf_op_layer_strided_slice_74 (TensorFlowOpLayer)                  [(None, 90)]                                0                       input_3[0][0]                                                     
________________________________________________________________________________________________________________________________________________________________________________________________________
tf_op_layer_strided_slice_75 (TensorFlowOpLayer)                  [(None, 90)]                                0                       input_3[0][0]                                                     
________________________________________________________________________________________________________________________________________________________________________________________________________
tf_op_layer_strided_slice_76 (TensorFlowOpLayer)                  [(None, 90)]                                0                       input_3[0][0]                                                     
________________________________________________________________________________________________________________________________________________________________________________________________________
tf_op_layer_strided_slice_77 (TensorFlowOpLayer)                  [(None, 90)]                                0                       input_3[0][0]                                                     
________________________________________________________________________________________________________________________________________________________________________________________________________
tf_op_layer_strided_slice_78 (TensorFlowOpLayer)                  [(None, 90)]                                0                       input_3[0][0]                                                     
________________________________________________________________________________________________________________________________________________________________________________________________________
tf_op_layer_strided_slice_79 (TensorFlowOpLayer)                  [(None, 90)]                                0                       input_3[0][0]                                                     
________________________________________________________________________________________________________________________________________________________________________________________________________
tf_op_layer_strided_slice_80 (TensorFlowOpLayer)                  [(None, 90)]                                0                       input_3[0][0]                                                     
________________________________________________________________________________________________________________________________________________________________________________________________________
tf_op_layer_strided_slice_81 (TensorFlowOpLayer)                  [(None, 90)]                                0                       input_3[0][0]                                                     
________________________________________________________________________________________________________________________________________________________________________________________________________
tf_op_layer_strided_slice_82 (TensorFlowOpLayer)                  [(None, 90)]                                0                       input_3[0][0]                                                     
________________________________________________________________________________________________________________________________________________________________________________________________________
tf_op_layer_strided_slice_83 (TensorFlowOpLayer)                  [(None, 90)]                                0                       input_3[0][0]                                                     
________________________________________________________________________________________________________________________________________________________________________________________________________
tf_op_layer_strided_slice_84 (TensorFlowOpLayer)                  [(None, 90)]                                0                       input_3[0][0]                                                     
________________________________________________________________________________________________________________________________________________________________________________________________________
tf_op_layer_strided_slice_85 (TensorFlowOpLayer)                  [(None, 90)]                                0                       input_3[0][0]                                                     
________________________________________________________________________________________________________________________________________________________________________________________________________
tf_op_layer_strided_slice_86 (TensorFlowOpLayer)                  [(None, 90)]                                0                       input_3[0][0]                                                     
________________________________________________________________________________________________________________________________________________________________________________________________________
tf_op_layer_strided_slice_87 (TensorFlowOpLayer)                  [(None, 90)]                                0                       input_3[0][0]                                                     
________________________________________________________________________________________________________________________________________________________________________________________________________
tf_op_layer_strided_slice_88 (TensorFlowOpLayer)                  [(None, 90)]                                0                       input_3[0][0]                                                     
________________________________________________________________________________________________________________________________________________________________________________________________________
tf_op_layer_strided_slice_89 (TensorFlowOpLayer)                  [(None, 90)]                                0                       input_3[0][0]                                                     
________________________________________________________________________________________________________________________________________________________________________________________________________
dense (Dense)                                                     (None, 90)                                  5850                    lstm[60][0]                                                       
                                                                                                                                      lstm[61][0]                                                       
                                                                                                                                      lstm[62][0]                                                       
                                                                                                                                      lstm[63][0]                                                       
                                                                                                                                      lstm[64][0]                                                       
                                                                                                                                      lstm[65][0]                                                       
                                                                                                                                      lstm[66][0]                                                       
                                                                                                                                      lstm[67][0]                                                       
                                                                                                                                      lstm[68][0]                                                       
                                                                                                                                      lstm[69][0]                                                       
                                                                                                                                      lstm[70][0]                                                       
                                                                                                                                      lstm[71][0]                                                       
                                                                                                                                      lstm[72][0]                                                       
                                                                                                                                      lstm[73][0]                                                       
                                                                                                                                      lstm[74][0]                                                       
                                                                                                                                      lstm[75][0]                                                       
                                                                                                                                      lstm[76][0]                                                       
                                                                                                                                      lstm[77][0]                                                       
                                                                                                                                      lstm[78][0]                                                       
                                                                                                                                      lstm[79][0]                                                       
                                                                                                                                      lstm[80][0]                                                       
                                                                                                                                      lstm[81][0]                                                       
                                                                                                                                      lstm[82][0]                                                       
                                                                                                                                      lstm[83][0]                                                       
                                                                                                                                      lstm[84][0]                                                       
                                                                                                                                      lstm[85][0]                                                       
                                                                                                                                      lstm[86][0]                                                       
                                                                                                                                      lstm[87][0]                                                       
                                                                                                                                      lstm[88][0]                                                       
                                                                                                                                      lstm[89][0]                                                       
========================================================================================================================================================================================================
Total params: 45,530
Trainable params: 45,530
Non-trainable params: 0
________________________________________________________________________________________________________________________________________________________________________________________________________