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While looking into documentation related to working with pre-quantized models I observed few maybe minor issues, related to doc appearance in the web browser, mentioned below:
- Deploy a Framework-prequantized Model with TVM
- Looks like there is an unnecessary highlighted block at the beginning of the document,
- At the bottom of the doocument looks like the TODO comment for TFLite model is obsolete since it is solved on the next page.
- It would also be good to have uniform title convention for different frontends as in Compile Deep Learning Models part (for example, Deploy a Framework-prequantized Model with TVM - PyTorch, Deploy a Framework-prequantized Model with TVM - TFLite, etc...)
- Deploy a Framework-prequantized Model with TVM - Part 3 (TFLite)
- Unnecessary highlighted block at the beginning of the document.
- Maybe discard Part 3 in the title of the document and just put TFLite without brackets on its place.
Also I get through all documentation pages, and found occurrence of similar highlighted box, mostly at the beginning of the document, in the following pages:
- Introduction
- Compiling and Optimizing a Model with TVMC
- Getting Starting using TVMC Python: a high-level API for TVM
- Compiling and Optimizing a Model with the Python Interface (AutoTVM)
- Working with Operators Using Tensor Expression
- Quick Start Tutorial for Compiling Deep Learning Models
- Making your Hardware Accelerator TVM-ready with UMA
- How to optimize GEMM on CPU
- How to optimize convolution on GPU
- Running TVM on bare metal Arm(R) Cortex(R)-M55 CPU and Ethos(TM)-U55 NPU with CMSIS-NN
- Bring Your Own Datatypes to TVM