A high-performance Rust-backed accelerator for Django Rest Framework.
Project description
DRF Accelerator
[!CAUTION] Experimental / Under Development This project is currently an experiment to improve DRF performance using Rust. It is NOT production-ready and has strict scope limitations.
A high-performance Rust-backed accelerator for Django Rest Framework.
Performance Benchmark
| Method | Time (10k items) | Speedup |
|---|---|---|
| Standard DRF | 0.3288s | 1x |
| drf-accelerator | 0.0389s | ~8.45x |
Benchmark run on 10,000 Product models with 5 primitive fields in the examples project.
Installation & Setup
For Users (Stable)
Currently, the package is in early development. To install it from source:
- Prerequisites: Ensure you have Rust installed.
- Clone the repository:
git clone https://github.com/p-r-a-v-i-n/drf-accelerator.git cd drf-accelerator
- Build and Install:
pip install -e .
For Developers (Try it out)
If you want to run the benchmarks yourself:
-
Build the extension:
cd drf_accelerator maturin develop --release cd ..
-
Setup and Run Benchmark:
cd examples python manage.py migrate python bench.py
Usage
Simply inherit from FastSerializationMixin in your ModelSerializer:
from drf_accelerator import FastSerializationMixin
from rest_framework import serializers
class MySerializer(FastSerializationMixin, serializers.ModelSerializer):
class Meta:
model = MyModel
fields = ["id", "title", "author", "is_published"]
Limitations (Strict)
To maintain high performance and safety, the following are not supported:
- Dotted Sources:
source="user.profile.age"will error. - Nested Serializers: Cannot be used inside an accelerated serializer.
- Method Fields:
SerializerMethodFieldis not supported. - Non-Primitives: Only
int,str,float,bool, andNoneare supported. Non-primitive types (likeDecimalorDate) will currently trigger aTypeError.
How it works
The Mixin swaps the standard DRF ListSerializer for a FastListSerializer that offloads the object-to-dict conversion loop to a Rust extension using PyO3. This significantly reduces Python interpreter overhead for large list responses.
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