[MLIR][Quant] Fix equations in `Quantization.md`

This patch fixes the equations on the Quantization page
(https://mlir.llvm.org/docs/Quantization/).

I don't know what caused the equations to be bro

[MLIR][Quant] Fix equations in `Quantization.md`

This patch fixes the equations on the Quantization page
(https://mlir.llvm.org/docs/Quantization/).

I don't know what caused the equations to be broken, it
might be https://github.com/llvm/mlir-www/pull/152, but
I'm not sure. Irregardless, let's just fix it and be
done with it.

I've fixed the equations by moving some subscripts to
the text. For some reason, the large number of subscripts
caused Mathjax to fail. I've also tried KaTeX, which
failed at exactly the same number of subscripts.

The workflow to inspect the fix is as follows:

```
$ git clone --depth=1 https://github.com/llvm/mlir-www.git /some/path/mlir-www

$ git clone --depth=1 https://github.com/llvm/llvm-project.git /some/path/llvm-project

$ cp /some/path/llvm-project/mlir/docs/Quantization.md \
/some/path/mlir-www/website/content/Quantization.md

$ cd /some/path/mlir-www/website

$ hugo serve
[...]
Web Server is available at http://localhost:1313/ (bind address 127.0.0.1)
Press Ctrl+C to stop
```
and view the page at http://localhost:1313/Quantization/.

Reviewed By: stellaraccident

Differential Revision: https://reviews.llvm.org/D152651

show more ...

Fix invalid math formulas in quantization doc

A single backslash is not properly escaped in the web documentation. We can make sure to escape for rendering subscripts.

Additionally, it also fixed t

Fix invalid math formulas in quantization doc

A single backslash is not properly escaped in the web documentation. We can make sure to escape for rendering subscripts.

Additionally, it also fixed the mal-formed equations in //"Affine to fixed point"// and //"Fixed point to affine"// sections. With this fix, the page is rendered as follows.

Reviewed By: mehdi_amini

Differential Revision: https://reviews.llvm.org/D101252

show more ...

[mlir][doc] Fix links and references in top level docs directory

This is the fourth and final patch in a series of patches fixing markdown links and references inside the mlir documentation. This pa

[mlir][doc] Fix links and references in top level docs directory

This is the fourth and final patch in a series of patches fixing markdown links and references inside the mlir documentation. This patch combined with the other three should fix almost every broken link on mlir.llvm.org as far as I can tell.

This patch in particular addresses all Markdown files in the top level docs directory.

Differential Revision: https://reviews.llvm.org/D103032

show more ...

[mlir][NFC] Remove usernames and google bug numbers from TODO comments.

These were largely leftover from when MLIR was a google project, and don't really follow LLVM guidelines.

[mlir] NFC: fix trivial typo

Differential Revision: https://reviews.llvm.org/D79065

[mlir][docs] Remove the MLIR prefix from several titles.

This prefix is already implied by the doc location and functions only as
filler.

Remove FxpMathOps dialect and Quantizer tool.

Summary:
* Removal of FxpMathOps was discussed on the mailing list.
* Will send a courtesy note about also removing the Quantizer (which had some depend

Remove FxpMathOps dialect and Quantizer tool.

Summary:
* Removal of FxpMathOps was discussed on the mailing list.
* Will send a courtesy note about also removing the Quantizer (which had some dependencies on FxpMathOps).
* These were only ever used for experimental purposes and we know how to get them back from history as needed.
* There is a new proposal for more generalized quantization tooling, so moving these older experiments out of the way helps clean things up.

Subscribers: mgorny, mehdi_amini, rriddle, jpienaar, burmako, shauheen, antiagainst, nicolasvasilache, arpith-jacob, mgester, lucyrfox, liufengdb, Joonsoo, grosul1, llvm-commits

Tags: #llvm

Differential Revision: https://reviews.llvm.org/D77479

show more ...

Update Quantization.md

Various typographic, grammatical and formatting edits and tidy ups.

Adjust some MLIR paths and docs