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tensorrt

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TNN: developed by Tencent Youtu Lab and Guangying Lab, a uniform deep learning inference framework for mobile、desktop and server. TNN is distinguished by several outstanding features, including its cross-platform capability, high performance, model compression and code pruning. Based on ncnn and Rapidnet, TNN further strengthens the support and performance optimization for mobile devices, and also draws on the advantages of good extensibility and high performance from existed open source efforts. TNN has been deployed in multiple Apps from Tencent, such as Mobile QQ, Weishi, Pitu, etc. Contributions are welcome to work in collaborative with us and make TNN a better framework.

  • Updated Mar 15, 2022
  • C++

micronet, a model compression and deploy lib. compression: 1、quantization: quantization-aware-training(QAT), High-Bit(>2b)(DoReFa/Quantization and Training of Neural Networks for Efficient Integer-Arithmetic-Only Inference)、Low-Bit(≤2b)/Ternary and Binary(TWN/BNN/XNOR-Net); post-training-quantization(PTQ), 8-bit(tensorrt); 2、 pruning: normal、regular and group convolutional channel pruning; 3、 group convolution structure; 4、batch-normalization fuse for quantization. deploy: tensorrt, fp32/fp16/int8(ptq-calibration)、op-adapt(upsample)、dynamic_shape

  • Updated Oct 6, 2021
  • Python
morgoth95
morgoth95 commented Mar 2, 2022

The auto-installer fails to install TVM correctly due to llvm not being installed on Ubuntu 18.04 systems. In fact, the command

sudo apt-get install llvm12

fails in Ubuntu 18.04 since llvm12 seems to be not supported. I tested the OS with llvm10 and it seems to work.
So, to solve this issue it should be enough to locate the version of ubuntu and for 18.04 install lllvm10 instead of l

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