How to know Tensorflow Lite model's input/output feature info?

Question

I'm mobile developer. And I want to use various Tensorflow Lite models(.tflite) with MLKit.

But there are some issues, I have no idea of how to know .tflite model's input/output feature info(these will be parameters for setup).

Is there any way to know that?

Sorry for bad English and thanks.

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Update(18.06.13.):

I found this site https://lutzroeder.github.io/Netron/. This visualize graph based on your uploaded model(like .mlmode or .tflite etc.) and find input/output form.

Here is example screenshot! https://lutzroeder.github.io/Netron example

Answer 1

If you already have a tflite model that you did not produce yourself, and you want to look inside the tflite file and understand your inputs and outputs, you can use flatc tool and convert the model to .json file and read that.

First clone the flatbuffers repo and build flatc.

git clone https://github.com/google/flatbuffers.git

Then you have to have the tensorflow schema.fbs stored locally. Either checkout the tensorflow github or download that one file. Then you can run flatc to generate the json file from then input tflite model.

flatc -t schema.fbs -- input_model.tflite

This will create a input_model.json file that can be easily read.

Answer 2

Adding to the above answer:

See these instructions for building:

https://google.github.io/flatbuffers/md__building.html

If you already have a tflite model that you did not produce yourself, and you want to look inside the tflite file and understand your inputs and outputs, you can use flatc tool and convert the model to .json file and read that.

First clone the flatbuffers repo and build flatc.

git clone https://github.com/google/flatbuffers.git

Then you have to have the tensorflow schema.fbs stored locally. Either checkout the tensorflow github or download that one file. Then you can run flatc to generate the json file from then input tflite model.

flatc -t schema.fbs -- input_model.tflite

This will create a input_model.json file that can be easily read.