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Ask questionsConvert saved model - issue generated shapes

System information

  • OS: MAC
  • TensorFlow version 2.4.0-dev20200805

Command used to run the converter or code if you’re using the Python API

!pip install tf-nightly

import tensorflow as tf
converter = tf.lite.TFLiteConverter.from_saved_model('ssd_mobilenet_v2_320x320_coco17_tpu-8/saved_model')
converter.optimizations = [tf.lite.Optimize.DEFAULT]
converter.experimental_new_converter = True

converter.target_spec.supported_ops = [tf.lite.OpsSet.TFLITE_BUILTINS, tf.lite.OpsSet.SELECT_TF_OPS]
tflite_model = converter.convert()

open("m.tflite", "wb").write(tflite_model)

Original Model Input & Output shape

image

Converted Model Input & Output shape

image

Also, please include a link to the saved model {{LINK MODEL}}

Please let me know if I have missed anything here, I feel that the model has something wrong! (Shapes are not matched) As I replaced the model in the Android version of object detection, it gives me errors.

tensorflow/tensorflow

Answer questions renjie-liu

Current tflite has limited dynamic shape support.

You can either set a fixed shape or calling resizeInputShape

useful!

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