python-tensorflowHow do I convert an unrecognized type class 'tensorflow.python.framework.ops.eagertensor' to JSON?

The tensorflow.python.framework.ops.eagertensor type class cannot be directly converted to JSON. However, it can be converted to a Python dictionary, which can then be converted to a JSON string.

Example code

import json
import tensorflow as tf

tensor_object = tf.constant([[1, 2], [3, 4]])

# Convert tensor to a numpy array
numpy_array = tensor_object.numpy()

# Convert numpy array to a dictionary
dict_object = numpy_array.tolist()

# Convert dictionary to JSON string
json_string = json.dumps(dict_object)

print(json_string)

Output example

[[1, 2], [3, 4]]

The code above consists of the following parts:

1. Import the json and tensorflow modules.
2. Create a tensor_object using the tf.constant function.
3. Convert the tensor_object to a numpy_array using the tensor_object.numpy() method.
4. Convert the numpy_array to a dict_object using the numpy_array.tolist() method.
5. Convert the dict_object to a json_string using the json.dumps() function.
6. Print the json_string.

Helpful links

• json.dumps()
• tf.constant()
• tensor_object.numpy()
• numpy_array.tolist()

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