RKNN async inference Python bindings

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  • License: GNU Affero General Public License v3 (GNU AFFERO GENERAL PUBLIC LICENSE)
  • Author: hallo1
  • Requires: Python >=3.7
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Project description

ztu_somemodelruntime_ez_rknn_async

A better RKNPU2 python API

Supported Python versions: 3.7+

🚀 Feature Comparison

Feature This Project Official SDK
Model Loading & Basic Inference ✅ Supported ✅ Supported
Multi-core Tensor Parallel Inference ✅ Supported ✅ Supported
Multi-core Data Parallel Inference ✅ Supported ❌ Not Supported
Pipeline-based Async Inference ✅ Supported ⚠️ Limited (Depth = 1)
True Async Inference (Callback/Future) ✅ Supported ❌ Not Supported
Multi-batch Data Parallel Inference ✅ Supported ⚠️ Limited (Fixed batch/4D only)
Custom Operator Plugins ✅ Supported ❌ Not Supported
API Style 🚀 ORT-like (Easy migration) ⚙️ Proprietary (Complex)
Zero Dependencies ✅ Yes (NumPy only) ❌ No
Break Other Packages ✅ No ⚠️ Yes (https://github.com/airockchip/rknn-toolkit2/issues/414)
Open Source 🔓 Yes (AGPLv3) 🔒 No

Documentation

I don't know if it's a good idea to document this library, but anyway, there's an AI generated one that's generally okay: https://deepwiki.com/happyme531/ztu_somemodelruntime_ez_rknn_async

Project details

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  • License: GNU Affero General Public License v3 (GNU AFFERO GENERAL PUBLIC LICENSE)
  • Author: hallo1
  • Requires: Python >=3.7
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0.8.4

0.8.3

0.8.2

0.8.1

0.7.5

0.7.4

0.7.3

This version

0.7.2

0.7.1

0.7.0

0.6.2

0.5.2

0.5.0

0.4.0

0.3.2

0.3.0

0.2.1

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