

TITLE
Docs link to deepspeed infinity redirect to a 404

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### System Info

```shell
Docs related
```


### Who can help?

@stas00 @sgugger 

### Information

- [ ] The official example scripts
- [ ] My own modified scripts

### Tasks

- [ ] An officially supported task in the `examples` folder (such as GLUE/SQuAD, ...)
- [ ] My own task or dataset (give details below)

### Reproduction

1. Go to In https://huggingface.co/docs/transformers/performance
2. Click link with "DeepSpeed-Infinity" text
3. Get site that says "The documentation page DEEPSPEED doesn’t exist in v4.18.0, but exists on the main version. Click here to redirect to the main version of the documentation."
4. Redirects to https://huggingface.co/docs/transformers/main/en/deepspeed, which is 404

### Expected behavior

```shell
Ideally this should not link to an error.
```
