Repository: stable-diffusion-webui
Issue: [Bug]: When FP8 is enabled, Only one lora applied
Labels: bug-report

### Checklist

- [X] The issue exists after disabling all extensions
- [X] The issue exists on a clean installation of webui
- [X] The issue is caused by an extension, but I believe it is caused by a bug in the webui
- [X] The issue exists in the current version of the webui
- [X] The issue has not been reported before recently
- [ ] The issue has been reported before but has not been fixed yet

### What happened?

branch: dev
When FP8 is enabled, all but the last LoRA will no longer apply. In other words, applying more than one LoRA will not work
This log is for ROCm, but the same problem was confirmed for NVIDIA

### Steps to reproduce the problem

1. Go to setting and enable FP8
2. use 2+ LoRA at the same time

### What should have happened?

Two or more LoRAs should be applied at the same time

### What browsers do you use to access the UI ?

_No response_

### Sysinfo

<details><summary>Sysinfo</summary>
<p>

```json
{
    "Platform": "Linux-6.8.11-1-liquorix-amd64-x86_64-with-glibc2.35",
    "Python": "3.10.12",
    "Version": "v1.9.4-160-ge33bb8fe",
    "Commit": "e33bb8febeec70f11c630d9d4df3d73bd8c30330",
    "Script path": "/home/moon/softwares/stable-diffusion-webui",
    "Data path": "/home/moon/softwares/stable-diffusion-webui",
    "Extensions dir": "/home/moon/softwares/stable-diffusion-webui/extensions",
    "Checksum": "e9f2fe6bbe8bb28e150be80a179938c173850c4f7614235315e12acf6309e4e4",
    "Commandline": [
        "launch.py",
        "--medvram-sdxl",
        "--opt-sdp-attention"
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    "Torch env info": {
        "torch_version": "2.4.0",
        "is_debug_build": "False",
        "cuda_compiled_version": "N/A",
        "gcc_version": "(Ubuntu 11.4.0-1ubuntu1~22.04) 11.4.0",
        "clang_version": null,
        "cmake_version": "version 3.22.1",
        "os": "Ubuntu 22.04.4 LTS (x86_64)",
        "libc_version": "glibc-2.35",
        "python_version": "3.10.12 (main, Nov 20 2023, 15:14:05) [GCC 11.4.0] (64-bit runtime)",
        "python_platform": "Linux-6.8.11-1-liquorix-amd64-x86_64-with-glibc2.35",
        "is_cuda_available": "True",
        "cuda_runtime_version": null,
        "cuda_module_loading": "LAZY",
        "nvidia_driver_version": null,
        "nvidia_gpu_models": "AMD Radeon RX 6600 (gfx1030)",
        "cudnn_version": null,
        "pip_version": "pip3",
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            "onnxruntime==1.18.0",
            "open-clip-torch==2.20.0",
            "optree==0.11.0",
            "pytorch-lightning==1.9.4",
            "pytorch-triton-rocm==3.0.0+bbe6246e37",
            "torch==2.4.0.dev20240607+rocm6.1",
            "torchaudio==2.4.0.dev20240608+rocm6.1",
            "torchdiffeq==0.2.3",
            "torchmetrics==1.4.0.post0",
            "torchsde==0.2.6",
            "torchvision==0.19.0.dev20240608+rocm6.1"
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        "is_xnnpack_available": "True",
        "cpu_info": [
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            "CPU op-mode(s):                       32-bit, 64-bit",
            "Address sizes:                        48 bits physical, 48 bits virtual",
            "Byte Order:                           Little Endian",
            "CPU(s):                               12",
            "On-line CPU(s) list:                  0-11",
            "Vendor ID:                            AuthenticAMD",
            "Model name:                           AMD Ryzen 5 5500",
            "CPU family:                           25",
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            "Thread(s) per core:                   2",
            "Core(s) per socket:                   6",
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            "Virtualization:                       AMD-V",
            "L1d cache:                            192 KiB (6 instances)",
            "L1i cache:                            192 KiB (6 instances)",
            "L2 cache:                             3 MiB (6 instances)",
            "L3 cache:                             16 MiB (1 instance)",
            "NUMA node(s):                         1",
            "NUMA node0 CPU(s):                    0-11",
            "Vulnerability Gather data sampling:   Not affected",
            "Vulnerability Itlb multihit:          Not affected",
            "Vulnerability L1tf:                   Not affected",
            "Vulnerability Mds:                    Not affected",
            "Vulnerability Meltdown:               Not affected",
            "Vulnerability Mmio stale data:        Not affected",
            "Vulnerability Reg file data sampling: Not affected",
            "Vulnerability Retbleed:               Not affected",
            "Vulnerability Spec rstack overflow:   Mitigation; Safe RET",
            "Vulnerability Spec store bypass:      Mitigation; Speculative Store Bypass disabled via prctl",
            "Vulnerability Spectre v1:             Mitigation; usercopy/swapgs barriers and __user pointer sanitization",
            "Vulnerability Spectre v2:             Mitigation; Retpolines; IBPB conditional; IBRS_FW; STIBP always-on; RSB filling; PBRSB-eIBRS Not affected; BHI Not affected",
            "Vulnerability Srbds:                  Not affected",
            "Vulnerability Tsx async abort:        Not affected"
        ]
    },
    "Exceptions": [],
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        "count logical": 12,
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        {
            "name": "adetailer",
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        {
            "name": "multidiffusion-upscaler-for-automatic1111",
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        {
            "name": "sd-webui-lora-block-weight",
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            "name": "sd-webui-regional-prompter",
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            "version": "4802faca",
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        },
        {
            "name": "sdweb-easy-generate-forever",
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            "remote": "https://github.com/blue-pen5805/sdweb-easy-generate-forever"
        },
        {
            "name": "stable-diffusion-webui-dataset-tag-editor",
            "path": "/home/moon/softwares/stable-diffusion-webui/extensions/stable-diffusion-webui-dataset-tag-editor",
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            "remote": "https://github.com/toshiaki1729/stable-diffusion-webui-dataset-tag-editor"
        },
        {
            "name": "stable-diffusion-webui-localization-ja_JP",
            "path": "/home/moon/softwares/stable-diffusion-webui/extensions/stable-diffusion-webui-localization-ja_JP",
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        "pydantic==1.10.15",
        "pydub==0.25.1",
        "pygments==2.18.0",
        "pymatting==1.1.12",
        "pyparsing==3.1.2",
        "python-dateutil==2.9.0.post0",
        "python-multipart==0.0.9",
        "pytorch-lightning==1.9.4",
        "pytorch-triton-rocm==3.0.0+bbe6246e37",
        "pytz==2024.1",
        "pywavelets==1.6.0",
        "pyyaml==6.0.1",
        "referencing==0.35.1",
        "regex==2024.5.15",
        "rembg==2.0.50",
        "requests==2.32.3",
        "resize-right==0.0.2",
        "rich==13.7.1",
        "rpds-py==0.18.1",
        "safetensors==0.4.2",
        "scikit-image==0.21.0",
        "scikit-learn==1.5.0",
        "scipy==1.13.1",
        "seaborn==0.13.2",
        "semantic-version==2.10.0",
        "sentencepiece==0.2.0",
        "setuptools==69.5.1",
        "six==1.16.0",
        "smmap==5.0.1",
        "sniffio==1.3.1",
        "sounddevice==0.4.7",
        "spandrel==0.1.6",
        "starlette==0.26.1",
        "sympy==1.12",
        "tensorboard-data-server==0.7.2",
        "tensorboard==2.16.2",
        "tensorflow-io-gcs-filesystem==0.37.0",
        "tensorflow==2.16.1",
        "termcolor==2.4.0",
        "threadpoolctl==3.5.0",
        "tifffile==2024.5.22",
        "timm==1.0.3",
        "tokenizers==0.13.3",
        "tomesd==0.1.3",
        "toolz==0.12.1",
        "torch==2.4.0.dev20240607+rocm6.1",
        "torchaudio==2.4.0.dev20240608+rocm6.1",
        "torchdiffeq==0.2.3",
        "torchmetrics==1.4.0.post0",
        "torchsde==0.2.6",
        "torchvision==0.19.0.dev20240608+rocm6.1",
        "tqdm==4.66.4",
        "trampoline==0.1.2",
        "transformers==4.30.2",
        "typing-extensions==4.8.0",
        "tzdata==2024.1",
        "ultralytics-thop==0.2.7",
        "ultralytics==8.2.29",
        "urllib3==2.2.1",
        "uvicorn==0.30.1",
        "wcwidth==0.2.13",
        "websockets==11.0.3",
        "werkzeug==3.0.3",
        "wheel==0.43.0",
        "wrapt==1.16.0",
        "yarl==1.9.4",
        "zipp==3.19.2"
    ]
}

```

</p>
</details> 

### Console logs

<details><summary>Console logs</summary>
<p>

```Shell
################################################################
Launching launch.py...
################################################################
Python 3.10.12 (main, Nov 20 2023, 15:14:05) [GCC 11.4.0]
Version: v1.9.4-160-ge33bb8fe
Commit hash: e33bb8febeec70f11c630d9d4df3d73bd8c30330
loading WD14-tagger reqs from /home/moon/softwares/stable-diffusion-webui/extensions/stable-diffusion-webui-wd14-tagger/requirements.txt
Checking WD14-tagger requirements.
Launching Web UI with arguments: --medvram-sdxl --opt-sdp-attention
2024-06-11 11:33:24.694685: I external/local_tsl/tsl/cuda/cudart_stub.cc:32] Could not find cuda drivers on your machine, GPU will not be used.
2024-06-11 11:33:24.696844: I external/local_tsl/tsl/cuda/cudart_stub.cc:32] Could not find cuda drivers on your machine, GPU will not be used.
2024-06-11 11:33:24.719289: I tensorflow/core/platform/cpu_feature_guard.cc:210] This TensorFlow binary is optimized to use available CPU instructions in performance-critical operations.
To enable the following instructions: AVX2 FMA, in other operations, rebuild TensorFlow with the appropriate compiler flags.
2024-06-11 11:33:25.285292: W tensorflow/compiler/tf2tensorrt/utils/py_utils.cc:38] TF-TRT Warning: Could not find TensorRT
no module 'xformers'. Processing without...
no module 'xformers'. Processing without...
No module 'xformers'. Proceeding without it.
Tag Autocomplete: Could not locate model-keyword extension, Lora trigger word completion will be limited to those added through the extra networks menu.
[-] ADetailer initialized. version: 24.5.1, num models: 10
/home/moon/softwares/stable-diffusion-webui/venv/lib/python3.10/site-packages/diffusers/models/transformers/transformer_2d.py:34: FutureWarning: `Transformer2DModelOutput` is deprecated and will be removed in version 1.0.0. Importing `Transformer2DModelOutput` from `diffusers.models.transformer_2d` is deprecated and this will be removed in a future version. Please use `from diffusers.models.modeling_outputs import Transformer2DModelOutput`, instead.
  deprecate("Transformer2DModelOutput", "1.0.0", deprecation_message)
dirname:  /home/moon/softwares/stable-diffusion-webui/localizations
localizations:  {'ja_JP': '/home/moon/softwares/stable-diffusion-webui/extensions/stable-diffusion-webui-localization-ja_JP/localizations/ja_JP.json', 'ks_JP': '/home/moon/softwares/stable-diffusion-webui/extensions/stable-diffusion-webui-localization-ja_JP/localizations/ks_JP.json'}
== WD14 tagger /gpu:0, uname_result(system='Linux', node='moon-desktop', release='6.8.11-1-liquorix-amd64', version='#1 ZEN SMP PREEMPT liquorix 6.8-17ubuntu1~jammy (2024-05-27)', machine='x86_64') ==
Loading weights [67ab2fd8ec] from /home/moon/softwares/stable-diffusion-webui/models/Stable-diffusion/ponyDiffusionV6XL_v6StartWithThisOne.safetensors
[tag-editor] Settings has been read from config.json
Creating model from config: /home/moon/softwares/stable-diffusion-webui/repositories/generative-models/configs/inference/sd_xl_base.yaml
[tag-editor] Custom taggers loaded: ['wd aesthetic classifier', 'Improved Aesthetic Predictor', 'aesthetic shadow', 'cafeai aesthetic classifier']
/home/moon/softwares/stable-diffusion-webui/venv/lib/python3.10/site-packages/huggingface_hub/file_download.py:1132: FutureWarning: `resume_download` is deprecated and will be removed in version 1.0.0. Downloads always resume when possible. If you want to force a new download, use `force_download=True`.
  warnings.warn(
Running on local URL:  http://127.0.0.1:7860

To create a public link, set `share=True` in `launch()`.
Startup time: 12.6s (prepare environment: 3.5s, import torch: 2.2s, import gradio: 0.4s, setup paths: 3.3s, other imports: 0.3s, load scripts: 1.6s, create ui: 0.9s, gradio launch: 0.1s).
Applying attention optimization: sdp... done.
Model loaded in 8.3s (load weights from disk: 0.5s, create model: 0.8s, apply weights to model: 2.8s, apply fp8: 3.6s, calculate empty prompt: 0.6s).
 40%|████████████████████████████████████████████████████▍                                                                              | 12/30 [00:28<00:33,  1.87s/it]kf.service.services: KApplicationTrader: mimeType "x-scheme-handler/file" not found                                                     | 12/30 [00:20<00:32,  1.81s/it]
kf.service.services: KApplicationTrader: mimeType "x-scheme-handler/file" not found
100%|███████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 30/30 [01:01<00:00,  2.05s/it]
[Tiled VAE]: the input size is tiny and unnecessary to tile.████████████████████████████████████████████████████████████████████████████| 30/30 [00:53<00:00,  1.83s/it]
Total progress: 100%|███████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 30/30 [00:55<00:00,  1.85s/it]
Total progress: 100%|███████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 30/30 [00:55<00:00,  1.83s/it]
```

</p>
</details> 

### Additional information

_No response_