[Bug] Failiure to generate Diffusion images / AI language responses when upgrading past 4.19.2
### System Info

I've posted this to both Auto1x4 and Opinionated, but I don't think it's an issue on their end. So here I am.

For some reason, I am completely unable to generate images or use ai language models if I upgrade my transformers past 4.19.2.

This ticket details my enite [install/diagnostic workflow](https://github.com/AUTOMATIC1111/stable-diffusion-webui/issues/7351) and other examples of the issue.

In a nut-shell, I can git-pull any of my AI based generators, and they will all exhibit this issue until I change requirements.txt to transformers = 4.19.2

My Auto1x4 & Opinionated Environ and prompts are as follow:

1.5 ema-only safetensor from [runwayml](https://huggingface.co/runwayml/stable-diffusion-v1-5/tree/main)
On vae-ft-mse-840000-ema-pruned.ckpt from [stabilityai](https://huggingface.co/stabilityai/sd-vae-ft-mse-original/tree/main)
ETA weight: 31337, CFG: 7

30 Step Euler A
"3d rendering of a small metal cube sitting on a glass table"

4.19.2
![00183-2512420455](https://user-images.githubusercontent.com/7834910/233856974-771adabf-fdb3-47f6-8ee8-206191ef1466.png)

4.25.1
![00182-2512420455](https://user-images.githubusercontent.com/7834910/233856981-c73ef918-857c-45c4-8412-acec871f5675.png)

4.26.1
![00001-2512420455-3d rendering of a small metal cube sitting on a glass table](https://user-images.githubusercontent.com/7834910/233857561-95454cef-85c5-49d1-a92f-7dbbdcb9890c.jpg)

4.28.1
![00012-2512420455-3d rendering of a small metal cube sitting on a glass table](https://user-images.githubusercontent.com/7834910/236566215-77c1caa9-656a-42ae-80b1-3555ec71f35c.jpg)

The strangest thing is that after 4.19.2 all versions are wrong, but they're all CONSISTENTLY wrong. I don't really know where else to turn.

```
- `transformers` version: 4.29.0.dev0
- Platform: Windows-10-10.0.19045-SP0
- Python version: 3.10.6
- Huggingface_hub version: 0.13.3
- Safetensors version: 0.3.0
- PyTorch version (GPU?): 2.0.0+cu118 (True)
- Tensorflow version (GPU?): not installed (NA)
- Flax version (CPU?/GPU?/TPU?): not installed (NA)
- Jax version: not installed
- JaxLib version: not installed
- Using GPU in script?: Presumably
- Using distributed or parallel set-up in script?: No idea
```

Launch details from Opinionated
```
13:48:03-071493 INFO     Starting SD.Next
13:48:03-092427 INFO     Python 3.10.6 on Windows
13:48:03-350737 INFO     Version: f6898c9a Fri May 5 13:40:53 2023 -0400
13:48:03-741693 INFO     Setting environment tuning
13:48:03-745682 INFO     nVidia CUDA toolkit detected
13:48:05-379334 INFO     Torch 2.0.0+cu118
13:48:05-397286 INFO     Torch backend: nVidia CUDA 11.8 cuDNN 8700
13:48:05-400261 INFO     Torch detected GPU: NVIDIA GeForce RTX 3080 VRAM 10240 Arch (8, 6) Cores 68
```

### Who can help?

_No response_

### 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

Personally reproducible by changing requirements.txt in any project to any version of transformers higher than 4.19.2

I have not gotten confirmation of anyone else having or being able to reproduce this issue.

### Expected behavior

Parity or near parity of model generation.