How to visualize the save model in TensorBoard

Talha_Naeem · September 5, 2022, 11:45am

I save a model and load it but I visualize this load model in TensorBoard. Is it possible then How?

chunduriv · September 5, 2022, 3:47pm

Model summary option is quite handy for understanding the overall architecture and input transformation through the network. It also provides information like output feature map size and no of trainable parameters in each layer of the network.

Netron provides a very easy to use graphical user interface for visualizing machine learning or deep learning models by loading the .h5 file or .pb or .tflite etc.

Talha_Naeem · September 5, 2022, 7:27pm

Thanks chunduriv, Netron gives architecture flow not visualization and I need visualization for my model. My model is built on Jupyter Notebbook.

Bhack · September 5, 2022, 7:43pm

Do you want to integrate your Notebook with the Tensorboard visualization?

Talha_Naeem · September 6, 2022, 6:28am

Thanks Bhack, but I want to visualize my save Models. I have many save models. I want to see the visualization result.

Bhack · September 6, 2022, 11:27am

You could use:

github.com

tensorflow/tensorflow/blob/master/tensorflow/python/tools/import_pb_to_tensorboard.py

# Copyright 2017 The TensorFlow Authors. All Rights Reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
#     http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
# ================================
"""Imports a protobuf model as a graph in Tensorboard."""

import argparse
import sys

from absl import app

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Talha_Naeem · September 14, 2022, 11:09am

Thanks Bhack, I try it but it cannot succeed it can visualize the model layers and I visualize the training and testing results for the save model then I search for a tool Hiplot. First, this tool is very slow, and second, I cannot understand how to visualize using this tool.

Bhack · September 14, 2022, 12:47pm

I don’t understand what are you looking for.