diff --git a/README.md b/README.md
index bd07df31..9f79cf0d 100644
--- a/README.md
+++ b/README.md
@@ -1,16 +1,12 @@
-# Shoutout to <a href="https://www.paperspace.com" target="_blank"><img src='https://raw.githubusercontent.com/TheLastBen/fast-stable-diffusion/main/.github/Paperspace.png' width="170" height="40" style="vertical-align: middle; margin-bottom: 8px; background-color: black"></a> for sponsoring the project
+# Contact on [X](https://x.com/__TheBen) for highly advanced and optimized flux trainer or SDXL colab trainer (paid)
  
-# fast-stable-diffusion Notebooks, A1111 + ComfyUI + DreamBooth
-Paperspace adaptations AUTOMATIC1111 Webui, ComfyUI and Dreambooth.
+# fast-stable-diffusion Notebooks, A1111 + DreamBooth
+Soon will stop maintaining paperspace notebooks.
  
-<center><b>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;Paperspace
-
- 
-&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;
-<a href="https://console.paperspace.com/github/TheLastBen/PPS"><img src='https://github.com/TheLastBen/fast-stable-diffusion/raw/main/Dreambooth/2.png'></a>
+<b>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;Colab-AUTOMATIC1111&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;Colab-Dreambooth<br></a><a href="https://colab.research.google.com/github/TheLastBen/fast-stable-diffusion/blob/main/fast_stable_diffusion_AUTOMATIC1111.ipynb"><img src='https://github.com/TheLastBen/fast-stable-diffusion/raw/main/Dreambooth/1.jpg'></a>
+ &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</a><a href="https://colab.research.google.com/github/TheLastBen/fast-stable-diffusion/blob/main/fast-DreamBooth.ipynb"><img src='https://github.com/TheLastBen/fast-stable-diffusion/raw/main/Dreambooth/4.jpg'>
  
  
-
 Dreambooth paper : https://dreambooth.github.io/
 
 SD implementation by @XavierXiao : https://github.com/XavierXiao/Dreambooth-Stable-Diffusion
diff --git a/fast-DreamBooth.ipynb b/fast-DreamBooth.ipynb
index 0fe25432..7115c9e4 100644
--- a/fast-DreamBooth.ipynb
+++ b/fast-DreamBooth.ipynb
@@ -63,8 +63,8 @@
     "    else:\n",
     "        %env LD_PRELOAD=/content/gdrive/MyDrive/sd/libtcmalloc/libtcmalloc_minimal.so.4\n",
     "\n",
-    "    os.environ['TF_CPP_MIN_LOG_LEVEL'] = '3'\n",
     "    os.environ['PYTHONWARNINGS'] = 'ignore'\n",
+    "    !rm -r /usr/local/lib/python3.11/dist-packages/tensorflow*\n",
     "    !sed -i 's@raise AttributeError(f\"module {module!r} has no attribute {name!r}\")@@g' /usr/local/lib/python3.11/dist-packages/jax/_src/deprecations.py\n",
     "\n",
     "print('\u001b[1;32mDone, proceed')"
diff --git a/fast_stable_diffusion_AUTOMATIC1111.ipynb b/fast_stable_diffusion_AUTOMATIC1111.ipynb
index 91d5effe..84ba7916 100644
--- a/fast_stable_diffusion_AUTOMATIC1111.ipynb
+++ b/fast_stable_diffusion_AUTOMATIC1111.ipynb
@@ -144,7 +144,7 @@
     "\n",
     "  !pip install wandb==0.15.12 pydantic==1.10.2 controlnet_aux -qq\n",
     "  !pip install diffusers accelerate -U -qq\n",
-    "  os.environ['TF_CPP_MIN_LOG_LEVEL'] = '3'\n",
+    "  !rm -r /usr/local/lib/python3.11/dist-packages/tensorflow*\n",
     "  os.environ['PYTHONWARNINGS'] = 'ignore'\n",
     "  !sed -i 's@text = _formatwarnmsg(msg)@text =\\\"\\\"@g' /usr/lib/python3.11/warnings.py\n",
     "  !sed -i 's@raise AttributeError(f\"module {module!r} has no attribute {name!r}\")@@g' /usr/local/lib/python3.11/dist-packages/jax/_src/deprecations.py\n",