How to
Tutorials
References
Deep Dive
MISC
Quick Start Tutorial for Compiling Deep Learning Models¶
Get Started with Tensor Expression¶
Getting Started with TVM command line driver - TVMC¶
Cross Compilation and RPC¶
Compile PyTorch Models¶
Compile Tensorflow Models¶
Compile MXNet Models¶
Compile ONNX Models¶
Compile Keras Models¶
Compile TFLite Models¶
Compile CoreML Models¶
Compile YOLO-V2 and YOLO-V3 in DarkNet Models¶
Compile Caffe2 Models¶
Building a Graph Convolutional Network¶
Deploy the Pretrained Model on Android¶
Deploy the Pretrained Model on Raspberry Pi¶
Compile PyTorch Object Detection Models¶
Deploy a Framework-prequantized Model with TVM¶
Deploy a Framework-prequantized Model with TVM - Part 3 (TFLite)¶
Deploy a Quantized Model on Cuda¶
Deploy a Hugging Face Pruned Model on CPU¶
Deploy Single Shot Multibox Detector(SSD) model¶
Using External Libraries in Relay¶
Schedule Primitives in TVM¶
Intrinsics and Math Functions¶
Scan and Recurrent Kernel¶
External Tensor Functions¶
Use Tensorize to Leverage Hardware Intrinsics¶
Compute and Reduce with Tuple Inputs¶
Use Tensor Expression Debug Display (TEDD) for Visualization¶
Reduction¶
How to optimize GEMM on CPU¶
How to optimize convolution on GPU¶
How to optimize convolution using TensorCores¶
How to optimize matmul with Auto TensorCore CodeGen¶
Writing Tunable Templates and Using the Auto-tuner¶
Tuning High Performance Convolution on NVIDIA GPUs¶
Auto-tuning a Convolutional Network for NVIDIA GPU¶
Auto-tuning a Convolutional Network for x86 CPU¶
Auto-tuning a Convolutional Network for ARM CPU¶
Auto-tuning a Convolutional Network for Mobile GPU¶
Auto-scheduling Matrix Multiplication for CPU¶
Auto-scheduling a Convolution Layer for GPU¶
Auto-scheduling a Neural Network for x86 CPU¶
Auto-scheduling a Neural Network for NVIDIA GPU¶
Auto-scheduling a Neural Network for ARM CPU¶
Auto-scheduling a Neural Network for mali GPU¶
Writing a Customized Pass¶
How to Use TVM Pass Infra¶
Bring Your Own Datatypes to TVM¶
Introduction to TOPI¶
microTVM Reference Virtual Machines¶
microTVM with TFLite Models¶
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