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How Can I Serialize Decimal Objects to JSON in Python While Preserving Precision?

Dec 29, 2024 pm 06:42 PM

How Can I Serialize Decimal Objects to JSON in Python While Preserving Precision?

Serializing Decimal Objects to JSON in Python

A common issue arises when attempting to encode a Decimal object into a JSON string, preserving its precision. The default approach of converting to a float results in loss of precision.

Solution 1: SimpleJSON (Python 2.1 and above)

SimpleJSON provides intuitive support for Decimal objects through its 'use_decimal' flag:

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import simplejson as json

 

json.dumps(Decimal('3.9'), use_decimal=True)

# Output: '3.9'

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By default, 'use_decimal' is set to True, eliminating the need for explicit specification:

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json.dumps(Decimal('3.9'))

# Output: '3.9'

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Solution 2: Custom JSON Encoder

If SimpleJSON is not an option, you can create a custom JSON encoder that handles Decimal objects:

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import decimal

import json

 

class DecimalEncoder(json.JSONEncoder):

    def default(self, obj):

        if isinstance(obj, decimal.Decimal):

            return float(obj)

        # Handle other object types as needed

        return super().default(obj)

 

json.dumps(Decimal('3.9'), cls=DecimalEncoder)

# Output: '3.8999999999999999'

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Note that this approach will convert the Decimal object to a float, potentially causing precision loss.

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