Skip to main content

🚀 Add MinifiedPydanticOutputParser to Optimize Token Usage in LLM Outputs

Here's a new class: MinifiedPydanticOutputParser, a drop-in replacement for PydanticOutputParser that automatically reduces token usage by replacing field names with short identifiers (e.g., a, b, c, …), while preserving full descriptions and reversibility.

MinifiedPydanticOutputParser

✨ What It Does

  • Transforms a given Pydantic schema by replacing verbose field names with shorter aliases.
  • Retains all Field(..., description=...) information — essential for prompt construction and LLM understanding.
  • Accepts minified JSON outputs from the LLM and reconstructs the original schema transparently.
  • Supports nested models and list fields recursively.
  • Compatible with strict=True mode used with with_structured_output.

✅ Benefits

  • Reduces prompt and completion token count, leading to faster LLM response times and lower inference costs.
  • Maintains clarity in the LLM's understanding of the field semantics thanks to preserved descriptions.
  • No code change required downstream — consumers receive the original schema post-parsing.

📉 Performance Impact

In personal benchmarks, this optimization led to a ~30% reduction in LLM response time, due to:

  • Fewer tokens needing generation
  • Reduced I/O and parsing overhead

💸 This also translates to lower API costs, especially in high-throughput or large-output scenarios.

Examples

🧪 What it does

Given:

class User(BaseModel):
    first_name: str = Field(..., description="The user's first name")
    last_name: str = Field(..., description="The user's last name")

The model is transformed into:

class MinifiedUser(BaseModel):
    a: str = Field(..., description="The user's first name")
    b: str = Field(..., description="The user's last name")

Then seamlessly restored to the original User class after parsing the LLM output.

Metadata

Release files for langchain-pydantic-minifier 1.0.2

For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.

Source distribution (sdist)

Source distribution for langchain-pydantic-minifier 1.0.2
File Size Uploaded
langchain_pydantic_minifier-1.0.2.tar.gz 4.3 kB Details

Built distribution (wheel)

Table of built distributions (wheels) for langchain-pydantic-minifier 1.0.2
File Interpreter ABI Platform
langchain_pydantic_minifier-1.0.2-py3-none-any.whl Python 3 none any Details

Total release size: 9.5 kB

Release files / langchain_pydantic_minifier-1.0.2.tar.gz

Download URL langchain_pydantic_minifier-1.0.2.tar.gz
Size 4.3 kB
Tags Source
SHA-256 checksum
How to use checksums
a86572c36827eab67c681afd095be42fa18f288f13936bc14878b89917c2438f
BLAKE2b-256 checksum
How to use checksums
2f399fb71d9b1aba5fc75b3616d2a313d15db5686261187f1ea7f4e60bc01013
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
No
Uploaded via poetry/2.1.3 CPython/3.13.5 Linux/6.11.0-1015-azure

Release files / langchain_pydantic_minifier-1.0.2-py3-none-any.whl

Download URL langchain_pydantic_minifier-1.0.2-py3-none-any.whl
Size 5.2 kB
Tags Python 3
SHA-256 checksum
How to use checksums
1fcba3ff73390fe6f33a4f2fb6e3c062b9e3680505dc01eb61568175984d8fbe
BLAKE2b-256 checksum
How to use checksums
08eee9467beab070fbecddbfe2de620d3c84d3b7488b79de018726c75dcb3e77
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
No
Uploaded via poetry/2.1.3 CPython/3.13.5 Linux/6.11.0-1015-azure

Release history Release notifications | RSS feed

This release

1.0.2 This release

2 release files

1.0.1

2 release files

0.2.2

2 release files

0.2.1

2 release files

0.2.0

2 release files

0.1.9

2 release files

0.1.8

2 release files

0.1.7

2 release files

0.1.6

2 release files

0.1.5

2 release files

0.1.4

2 release files

0.1.3

2 release files

0.1.2

2 release files

0.1.1

2 release files

0.1.0

2 release files

Anthropic, PBC Visionary sponsor Bloomberg Visionary sponsor Hudson River Trading Visionary sponsor Meta Visionary sponsor NVIDIA Visionary sponsor Microsoft Sustainability sponsor Depot Continuous Integration AWS Cloud computing and Security Sponsor Datadog Monitoring Fastly CDN Google Download Analytics Sentry Error logging StatusPage Status page