diff --git a/setup_mac_zsh.sh b/setup_mac_zsh.sh
new file mode 100644
index 00000000000..69b2c72c456
--- /dev/null
+++ b/setup_mac_zsh.sh
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+#!/usr/bin/env zsh -l
+
+if ! command -v conda &> /dev/null
+then
+    echo "conda is not installed. Installing miniconda"
+
+    # Install conda
+    wget https://repo.anaconda.com/miniconda/Miniconda3-latest-MacOSX-arm64.sh
+
+    # Install conda
+    bash Miniconda3-latest-MacOSX-arm64.sh -b -p $HOME/miniconda
+    
+    # Add conda to path
+    export PATH="$HOME/miniconda/bin:$PATH"
+
+else
+    echo "conda is installed."
+
+fi
+
+# Initialize conda
+conda init zsh
+
+# Remove previous conda environment
+conda remove -n web-ui --all
+
+# Create conda environment
+conda create -n web-ui python=3.10
+
+# Activate conda environment
+conda activate web-ui
+
+# Remove previous git repository
+rm -rf stable-diffusion-webui
+
+# Clone the repo
+git clone https://github.com/AUTOMATIC1111/stable-diffusion-webui.git
+
+# Enter the repo
+cd stable-diffusion-webui
+
+echo "============================================="
+echo "============================================="
+echo "===========STABLE DIFFUSION MODEL============"
+echo "============================================="
+echo "============================================="
+
+# Prompt the user to ask if they've already installed the model
+echo "If you've already downloaded the model, you now have time to copy it yourself to stable-diffusion-webui/models/Stable-diffusion/"
+echo "If you haven't downloaded the model yet, you can enter n to downloaded the model from hugging face."
+while true; do
+    read "yn?Have you already installed the model? (y/n) "
+    case $yn in
+        [Yy]* ) echo "Skipping model installation"; break;;
+        [Nn]* ) echo "Installing model"; 
+        # Prompt the user for their hugging face token and store it in a variable
+        echo "Register an account on huggingface.co and then create a token (read) on https://huggingface.co/settings/tokens"
+        echo "Also make sure to accept the disclaimer here: https://huggingface.co/CompVis/stable-diffusion-v-1-4-original"
+        read "hf_token?Please enter your hugging face token: " 
+        # Install the model
+        headertoken="Authorization: Bearer $hf_token"
+        curl -L -H "$headertoken" -o models/Stable-diffusion/sd-v1-4.ckpt https://huggingface.co/CompVis/stable-diffusion-v-1-4-original/resolve/main/sd-v1-4.ckpt 
+        break;;
+        * ) echo "Please answer yes or no.";;
+    esac
+done
+
+# Clone required repos
+git clone https://github.com/CompVis/stable-diffusion.git repositories/stable-diffusion
+ 
+git clone https://github.com/CompVis/taming-transformers.git repositories/taming-transformers
+
+git clone https://github.com/sczhou/CodeFormer.git repositories/CodeFormer
+    
+git clone https://github.com/salesforce/BLIP.git repositories/BLIP
+
+git clone https://github.com/Birch-san/k-diffusion repositories/k-diffusion
+
+# Before we continue, check if 1) the model is in place 2) the repos are cloned
+if ( [ -f "models/sd-v1-4.ckpt" ] || [ -f "models/Stable-diffusion/sd-v1-4.ckpt" ] ) && [ -d "repositories/stable-diffusion" ] && [ -d "repositories/taming-transformers" ] && [ -d "repositories/CodeFormer" ] && [ -d "repositories/BLIP" ]; then
+    echo "All files are in place. Continuing installation."
+else
+    echo "============================================="
+    echo "====================ERROR===================="
+    echo "============================================="
+    echo "The check for the models & required repositories has failed."
+    echo "Please check if the model is in place and the repos are cloned."
+    echo "You can find the model in stable-diffusion-webui/models/Stable-diffusion/sd-v1-4.ckpt"
+    echo "You can find the repos in stable-diffusion-webui/repositories/"
+    echo "============================================="
+    echo "====================ERROR===================="
+    echo "============================================="
+    exit 1
+fi
+
+# Install dependencies
+pip install -r requirements.txt
+
+pip install git+https://github.com/openai/CLIP.git@d50d76daa670286dd6cacf3bcd80b5e4823fc8e1
+
+pip install git+https://github.com/TencentARC/GFPGAN.git@8d2447a2d918f8eba5a4a01463fd48e45126a379
+
+# Remove torch and all related packages
+pip uninstall torch torchvision torchaudio -y
+
+# Normally, we would install the latest nightly build of PyTorch here,
+# But there's currently a performance regression in the latest nightly releases.
+# Therefore, we're going to use this old version which doesn't have it.
+# TODO: go back once fixed on PyTorch side
+pip install --pre torch==1.13.0.dev20220922 torchvision==0.14.0.dev20220924 -f https://download.pytorch.org/whl/nightly/cpu/torch_nightly.html --no-deps
+
+# Missing dependencie(s)
+pip install gdown fastapi
+
+# Activate the MPS_FALLBACK conda environment variable
+conda env config vars set PYTORCH_ENABLE_MPS_FALLBACK=1
+
+# We need to reactivate the conda environment for the variable to take effect
+conda deactivate
+conda activate web-ui
+
+# Check if the config var is set
+if [ -z "$PYTORCH_ENABLE_MPS_FALLBACK" ]; then
+    echo "============================================="
+    echo "====================ERROR===================="
+    echo "============================================="
+    echo "The PYTORCH_ENABLE_MPS_FALLBACK variable is not set."
+    echo "This means that the script will either fall back to CPU or fail."
+    echo "To fix this, please run the following command:"
+    echo "conda env config vars set PYTORCH_ENABLE_MPS_FALLBACK=1"
+    echo "Or, try running the script again."
+    echo "============================================="
+    echo "====================ERROR===================="
+    echo "============================================="
+    exit 1
+fi
+
+# Create a shell script to run the web ui
+echo "#!/usr/bin/env bash -l
+# This should not be needed since it's configured during installation, but might as well have it here.
+conda env config vars set PYTORCH_ENABLE_MPS_FALLBACK=1
+# Activate conda environment
+conda activate web-ui
+# Pull the latest changes from the repo
+git pull --rebase
+# Run the web ui
+python webui.py --precision full --no-half --use-cpu GFPGAN CodeFormer BSRGAN ESRGAN SCUNet
+# Deactivate conda environment
+conda deactivate
+" > run_webui_mac.sh
+
+# Give run permissions to the shell script
+chmod +x run_webui_mac.sh
+
+echo "============================================="
+echo "============================================="
+echo "==============MORE INFORMATION==============="
+echo "============================================="
+echo "============================================="
+echo "If you want to run the web UI again, you can run the following command:"
+echo "./stable-diffusion-webui/run_webui_mac.sh"
+echo "or"
+echo "cd stable-diffusion-webui && ./run_webui_mac.sh"
+echo "============================================="
+echo "============================================="
+echo "============================================="
+echo "============================================="
+
+
+# Run the web UI
+python webui.py --precision full --no-half --use-cpu GFPGAN CodeFormer BSRGAN ESRGAN SCUNet