eIQ Machine Learning SoftwareのトピックRe: Error while profiling model

Error while profiling model

Hadrien — Tue, 11 Oct 2022 08:57:24 GMT

Hello to all,

I am new to eIQ, and I am trying to profile my own tensorflow model. I can import my model (.tflite or .h5). I checked that the different layers of the CNN were present, but when I launch the profiling, an error appears (see pictures). Unfortunately the error is not very explicit.

I get the same error as I profile the network:
- from a .tflite saved with the tensorflow library
- from a .h5 saved with the tensorflow library
- from a .tflite saved with eIQ from the loaded .h5

Does anyone have an idea where the error could be coming from?

Thanks in advance,

Re: Error while profiling model

david_piskula — Wed, 16 Nov 2022 11:27:52 GMT

Hello Hadrien, can you share your model or is it confidential? In order to provide the most efficient support, I need to reproduce your issue.

Thanks,

David

Re: Error while profiling model

Hadrien — Wed, 07 Dec 2022 14:50:04 GMT

Hello David, thank you for your interest,

Here is a very minimal exemple :

step 1 in python :

input1 = tf.keras.layers.Input(shape=(1,1024,4))

x_conv_sep = tf.keras.layers.SeparableConv2D(4,
[1,3],
strides=(1, 1),
padding='same',
data_format="channels_last",
dilation_rate=(1,1),
depth_multiplier=2,
use_bias=False,
input_shape =[1,1024, 4],
depthwise_initializer='he_normal',
pointwise_initializer='truncated_normal',
name = "conv_dilatation",
)(input1)

model.save("conv2d_sep.h5")

step 2 in EIQ:

import model

Convert to tflite with quantization (int8) (see picture)

import tflite model

try to profile...

It seems to be the same as explain in the eIQ Toolkit User Guide 1.5.2 (sec. 4.1) but it doesn't work.

Do you see where is the problem ?

Thanks in advance,

Hadrien

Re: Error while profiling model

david_piskula — Tue, 13 Dec 2022 08:05:46 GMT

Hello Hadrien,

I will report this behavior to our developers and let you know what's wrong once they figure it out.

Thanks,

David

Re: Error while profiling model

Hadrien — Tue, 13 Dec 2022 10:58:46 GMT

Thank you for your help

Hadrien

Re: Error while profiling model

david_piskula — Mon, 27 Feb 2023 12:02:25 GMT

Hello @Hadrien, I don't know if the question is still relevant but did you make sure you have the modelrunner application running on your target?