Need help getting the following error
IndexError Traceback (most recent call last)
in
8 Z, cache_conv = conv_forward(A_prev, W, b, hparameters)
9 z_mean = np.mean(Z)
—> 10 z_0_2_1 = Z[0, 2, 1]
11 cache_0_1_2_3 = cache_conv[0][1][2][3]
12 print(“Z’s mean =\n”, z_mean)
IndexError: index 2 is out of bounds for axis 1 with size 2
Please mention the week and assignment number.
The thread Saif gave is definitely a great guide. If you also want to approach this just from a general debugging point of view, the error is telling you that your Z value is the wrong shape. So the first question is “Ok, what shape is it?” And then “What shape should it be?” I added some print statements to my conv_forward
logic to see what is going on and here’s what I get with correct code:
stride 2 pad 1
New dimensions = 3 by 4
Shape Z = (2, 3, 4, 8)
Shape A_prev_pad = (2, 7, 9, 4)
Z[0,0,0,0] = -2.651123629553914
Z[1,2,3,7] = 0.4427056509973153
Z's mean =
0.5511276474566768
Z[0,2,1] =
[-2.17796037 8.07171329 -0.5772704 3.36286738 4.48113645 -2.89198428
10.99288867 3.03171932]
cache_conv[0][1][2][3] =
[-1.1191154 1.9560789 -0.3264995 -1.34267579]
First Test: All tests passed!
So based on the wrong size you’ve got, it should tell you which section of that thread Saif points to is relevant to your mistake(s). ![:nerd_face: :nerd_face:](https://emoji.discourse-cdn.com/google/nerd_face.png?v=12)
Thanks Paual and Saif, these details helped me debug and solve the problem