base on # Note This repository is no longer maintained and has been moved to https://github.com/airockchip/rknn-toolkit2/ . 本仓库不再维护，已经移到https://github.com/airockchip/rknn-toolkit2 。 # Description RKNN software stack can help users to quickly deploy AI models to Rockchip chips. The overall framework is as follows: <center class="half"> <div style="background-color:#ffffff;"> <img src="res/framework.png" title="RKNN"/> </center> In order to use RKNPU, users need to first run the RKNN-Toolkit2 tool on the computer, convert the trained model into an RKNN format model, and then inference on the development board using the RKNN C API or Python API. - RKNN-Toolkit2 is a software development kit for users to perform model conversion, inference and performance evaluation on PC and Rockchip NPU platforms. - RKNN-Toolkit-Lite2 provides Python programming interfaces for Rockchip NPU platform to help users deploy RKNN models and accelerate the implementation of AI applications. - RKNN Runtime provides C/C++ programming interfaces for Rockchip NPU platform to help users deploy RKNN models and accelerate the implementation of AI applications. - RKNPU kernel driver is responsible for interacting with NPU hardware. It has been open source and can be found in the Rockchip kernel code. # Support Platform - RK3566/RK3568 Series - RK3588 Series - RK3562 Series - RV1103/RV1106 Note: ​ **For RK1808/RV1109/RV1126/RK3399Pro, please refer to :** ​ https://github.com/airockchip/rknn-toolkit ​ https://github.com/airockchip/rknpu ​ https://github.com/airockchip/RK3399Pro_npu # Download - You can also download all packages, docker image, examples, docs and platform-tools from [RKNPU2_SDK](https://console.zbox.filez.com/l/I00fc3), fetch code: rknn - You can get more examples from [rknn mode zoo](https://github.com/airockchip/rknn_model_zoo) # Notes - RKNN-Toolkit2 is not compatible with [RKNN-Toolkit](https://github.com/airockchip/rknn-toolkit) - Currently only support on: - Ubuntu 18.04 python 3.6/3.7 - Ubuntu 20.04 python 3.8/3.9 - Ubuntu 22.04 python 3.10/3.11 - Latest version:1.6.0(Release version) # CHANGELOG ## 1.6.0 - Support ONNX model of OPSET 12~19 - Support custom operators (including CPU and GPU) - Optimization operators support such as dynamic weighted convolution, Layernorm, RoiAlign, Softmax, ReduceL2, Gelu, GLU, etc. - Added support for python3.7/3.9/3.11 - Add rknn_convert function - Optimize transformer support - Optimize the MatMul API, such as increasing the K limit length, RK3588 adding int4 * int4 -> int16 support, etc. - Optimize RV1106 rknn_init initialization time, memory consumption, etc. - RV1106 adds int16 support for some operators - Fixed the problem that the convolution operator of RV1106 platform may make random errors in some cases. - Optimize user manual - Reconstruct the rknn model zoo and add support for multiple models such as detection, segmentation, OCR, and license plate recognition. for older version, please refer [CHANGELOG](CHANGELOG.md) # Feedback and Community Support - [Redmine](https://redmine.rock-chips.com) (**Feedback recommended, Please consult our sales or FAE for the redmine account**) - QQ Group Chat: 1025468710 (full, please join group 3) - QQ Group Chat2: 547021958 (full, please join group 3) - QQ Group Chat3: 469385426 <center class="half"> <img width="200" height="200" src="res/QQGroupQRCode.png" title="QQ Group Chat"/> <img width="200" height="200" src="res/QQGroup2QRCode.png" title="QQ Group Chat2"/> <img width="200" height="200" src="res/QQGroup3QRCode.png" title="QQ Group Chat3"/> </center> ", Assign "at most 3 tags" to the expected json: {"id":"5997","tags":[]} "only from the tags list I provide: [{"id":77,"name":"3d"},{"id":89,"name":"agent"},{"id":17,"name":"ai"},{"id":54,"name":"algorithm"},{"id":24,"name":"api"},{"id":44,"name":"authentication"},{"id":3,"name":"aws"},{"id":27,"name":"backend"},{"id":60,"name":"benchmark"},{"id":72,"name":"best-practices"},{"id":39,"name":"bitcoin"},{"id":37,"name":"blockchain"},{"id":1,"name":"blog"},{"id":45,"name":"bundler"},{"id":58,"name":"cache"},{"id":21,"name":"chat"},{"id":49,"name":"cicd"},{"id":4,"name":"cli"},{"id":64,"name":"cloud-native"},{"id":48,"name":"cms"},{"id":61,"name":"compiler"},{"id":68,"name":"containerization"},{"id":92,"name":"crm"},{"id":34,"name":"data"},{"id":47,"name":"database"},{"id":8,"name":"declarative-gui "},{"id":9,"name":"deploy-tool"},{"id":53,"name":"desktop-app"},{"id":6,"name":"dev-exp-lib"},{"id":59,"name":"dev-tool"},{"id":13,"name":"ecommerce"},{"id":26,"name":"editor"},{"id":66,"name":"emulator"},{"id":62,"name":"filesystem"},{"id":80,"name":"finance"},{"id":15,"name":"firmware"},{"id":73,"name":"for-fun"},{"id":2,"name":"framework"},{"id":11,"name":"frontend"},{"id":22,"name":"game"},{"id":81,"name":"game-engine "},{"id":23,"name":"graphql"},{"id":84,"name":"gui"},{"id":91,"name":"http"},{"id":5,"name":"http-client"},{"id":51,"name":"iac"},{"id":30,"name":"ide"},{"id":78,"name":"iot"},{"id":40,"name":"json"},{"id":83,"name":"julian"},{"id":38,"name":"k8s"},{"id":31,"name":"language"},{"id":10,"name":"learning-resource"},{"id":33,"name":"lib"},{"id":41,"name":"linter"},{"id":28,"name":"lms"},{"id":16,"name":"logging"},{"id":76,"name":"low-code"},{"id":90,"name":"message-queue"},{"id":42,"name":"mobile-app"},{"id":18,"name":"monitoring"},{"id":36,"name":"networking"},{"id":7,"name":"node-version"},{"id":55,"name":"nosql"},{"id":57,"name":"observability"},{"id":46,"name":"orm"},{"id":52,"name":"os"},{"id":14,"name":"parser"},{"id":74,"name":"react"},{"id":82,"name":"real-time"},{"id":56,"name":"robot"},{"id":65,"name":"runtime"},{"id":32,"name":"sdk"},{"id":71,"name":"search"},{"id":63,"name":"secrets"},{"id":25,"name":"security"},{"id":85,"name":"server"},{"id":86,"name":"serverless"},{"id":70,"name":"storage"},{"id":75,"name":"system-design"},{"id":79,"name":"terminal"},{"id":29,"name":"testing"},{"id":12,"name":"ui"},{"id":50,"name":"ux"},{"id":88,"name":"video"},{"id":20,"name":"web-app"},{"id":35,"name":"web-server"},{"id":43,"name":"webassembly"},{"id":69,"name":"workflow"},{"id":87,"name":"yaml"}]" returns me the "expected json"