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underneathall/pinferencia

Python + Inference - Model Deployment library in Python. Simplest model inference server ever.

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Python Apache-2.0Created Apr 4, 2022

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Overview

Python + Inference - Model Deployment library in Python. Simplest model inference server ever.

Capability facts

CLI
CLI entrypoint

Source: pyproject.toml:[project.scripts] · Jul 11, 2026

Languages
python

Source: github.language+pyproject.toml · Jul 11, 2026

Categories

Compatibility

Sourced claims from the README excerpt - not unsourced marketing copy.

Python runtimePython

Source: README excerpt (regex_v1, Jul 11, 2026)

```python title="app.py"
Source link

Tags

README

Quick Start

Serve Any Model

from pinferencia import Server


class MyModel:
    def predict(self, data):
        return sum(data)


model = MyModel()

service = Server()
service.register(model_name="mymodel", model=model, entrypoint="predict")

Just run:

pinfer app:service

Hooray, your service is alive. Go to http://127.0.0.1:8501/ and have fun.

Any Deep Learning Models? Just as easy. Simple train or load your model, and register it with the service. Go alive immediately.

Hugging Face

Details: HuggingFace Pipeline - Vision

from transformers import pipeline

from pinferencia import Server

vision_classifier = pipeline(task="image-classification")


def predict(data):
    return vision_classifier(images=data)


service = Server()
service.register(model_name="vision", model=predict)

Pytorch

import torch

from pinferencia import Server