diff --git a/.gitignore b/.gitignore
index 9f603bf0..bf3c21e9 100644
--- a/.gitignore
+++ b/.gitignore
@@ -1,4 +1,5 @@
 # Python
+.venv
 venv
 venv2
 __pycache__
diff --git a/.python-version b/.python-version
new file mode 100644
index 00000000..c8cfe395
--- /dev/null
+++ b/.python-version
@@ -0,0 +1 @@
+3.10
diff --git a/config example.toml b/config example.toml
index fff12555..3ab9609a 100644
--- a/config example.toml	
+++ b/config example.toml	
@@ -2,7 +2,7 @@
 # Edit the values to suit your needs
 
 [settings]
-use_shell = false # Use shell furing process run of sd-scripts oython code. Most secure is false but some systems may require it to be true to properly run sd-scripts.
+use_shell = false # Use shell during process run of sd-scripts oython code. Most secure is false but some systems may require it to be true to properly run sd-scripts.
 
 # Default folders location
 [model]
diff --git a/gui-uv.bat b/gui-uv.bat
new file mode 100644
index 00000000..45c890d6
--- /dev/null
+++ b/gui-uv.bat
@@ -0,0 +1,47 @@
+#!/usr/bin/env bash
+
+# Checks to see if variable is set and non-empty.
+# This is defined first, so we can use the function for some default variable values
+env_var_exists() {
+  if [[ -n "${!1}" ]]; then
+    return 0
+  else
+    return 1
+  fi
+}
+
+# Define the directory path for WSL2
+lib_path="/usr/lib/wsl/lib/"
+
+# Check if the directory exists
+if [ -d "$lib_path" ]; then
+    # Check if LD_LIBRARY_PATH is already set
+    if [ -z "${LD_LIBRARY_PATH}" ]; then
+        # LD_LIBRARY_PATH is not set, set it to the lib_path
+        export LD_LIBRARY_PATH="$lib_path"
+        # echo "LD_LIBRARY_PATH set to: $LD_LIBRARY_PATH"
+    fi
+fi
+
+# If it is run with the sudo command, get the complete LD_LIBRARY_PATH environment variable of the system and assign it to the current environment,
+# because it will be used later.
+if [ -n "$SUDO_USER" ] || [ -n "$SUDO_COMMAND" ]; then
+    echo "The sudo command resets the non-essential environment variables, we keep the LD_LIBRARY_PATH variable."
+    export LD_LIBRARY_PATH=$(sudo -i printenv LD_LIBRARY_PATH)
+fi
+
+# This gets the directory the script is run from so pathing can work relative to the script where needed.
+SCRIPT_DIR=$(cd -- "$(dirname -- "$0")" && pwd)
+
+# Step into GUI local directory
+cd "$SCRIPT_DIR" || exit 1
+
+# Check if uv is already installed
+if [ ! -f "$HOME/.local/bin/uv" ]; then
+  # Setup uv
+  curl -LsSf https://astral.sh/uv/install.sh | sh
+  source $HOME/.local/bin/env
+fi
+
+git submodule update --init --recursive
+uv run kohya_gui.py --noverify "$@"
diff --git a/gui-uv.sh b/gui-uv.sh
new file mode 100755
index 00000000..0ec6ca16
--- /dev/null
+++ b/gui-uv.sh
@@ -0,0 +1,47 @@
+#!/usr/bin/env bash
+
+# Checks to see if variable is set and non-empty.
+# This is defined first, so we can use the function for some default variable values
+env_var_exists() {
+  if [[ -n "${!1}" ]]; then
+    return 0
+  else
+    return 1
+  fi
+}
+
+# Define the directory path for WSL2
+lib_path="/usr/lib/wsl/lib/"
+
+# Check if the directory exists
+if [ -d "$lib_path" ]; then
+    # Check if LD_LIBRARY_PATH is already set
+    if [ -z "${LD_LIBRARY_PATH}" ]; then
+        # LD_LIBRARY_PATH is not set, set it to the lib_path
+        export LD_LIBRARY_PATH="$lib_path"
+        # echo "LD_LIBRARY_PATH set to: $LD_LIBRARY_PATH"
+    fi
+fi
+
+# If it is run with the sudo command, get the complete LD_LIBRARY_PATH environment variable of the system and assign it to the current environment,
+# because it will be used later.
+if [ -n "$SUDO_USER" ] || [ -n "$SUDO_COMMAND" ]; then
+    echo "The sudo command resets the non-essential environment variables, we keep the LD_LIBRARY_PATH variable."
+    export LD_LIBRARY_PATH=$(sudo -i printenv LD_LIBRARY_PATH)
+fi
+
+# This gets the directory the script is run from so pathing can work relative to the script where needed.
+SCRIPT_DIR=$(cd -- "$(dirname -- "$0")" && pwd)
+
+# Step into GUI local directory
+cd "$SCRIPT_DIR" || exit 1
+
+# Check if uv is already installed
+if ! command -v uv &> /dev/null; then
+    # Setup uv
+    curl -LsSf https://astral.sh/uv/install.sh | sh
+    source $HOME/.local/bin/env
+fi
+
+git submodule update --init --recursive
+uv run kohya_gui.py --noverify "$@"
diff --git a/kohya_gui/class_flux1.py b/kohya_gui/class_flux1.py
index ba421820..a16d1102 100644
--- a/kohya_gui/class_flux1.py
+++ b/kohya_gui/class_flux1.py
@@ -212,7 +212,7 @@ def noise_offset_type_change(
                     #     interactive=True,
                     # )
                     self.single_blocks_to_swap = gr.Slider(
-                        label="Single Blocks to swap (depercated)",
+                        label="Single Blocks to swap (deprecated)",
                         value=self.config.get("flux1.single_blocks_to_swap", 0),
                         info="[Experimental] Sets the number of 'single_blocks' (~320MB) to swap during the forward and backward passes.",
                         minimum=0,
@@ -221,7 +221,7 @@ def noise_offset_type_change(
                         interactive=True,
                     )
                     self.double_blocks_to_swap = gr.Slider(
-                        label="Double Blocks to swap (depercated)",
+                        label="Double Blocks to swap (deprecated)",
                         value=self.config.get("flux1.double_blocks_to_swap", 0),
                         info="[Experimental] Sets the number of 'double_blocks' (~640MB) to swap during the forward and backward passes.",
                         minimum=0,
diff --git a/kohya_ss b/kohya_ss
new file mode 160000
index 00000000..e5e8be05
--- /dev/null
+++ b/kohya_ss
@@ -0,0 +1 @@
+Subproject commit e5e8be05fe0475a04e61ef668afffc632aa178f5
diff --git a/pyproject.toml b/pyproject.toml
new file mode 100644
index 00000000..f5de6867
--- /dev/null
+++ b/pyproject.toml
@@ -0,0 +1,57 @@
+[project]
+name = "kohya-ss"
+version = "0.1.0"
+description = "Add your description here"
+readme = "README.md"
+requires-python = ">=3.10,<3.11"
+dependencies = [
+    "accelerate==0.33.0",
+    "aiofiles==23.2.1",
+    "altair==4.2.2",
+    "bitsandbytes==0.44.0",
+    "dadaptation==3.2",
+    "diffusers[torch]==0.25.0",
+    "easygui==0.98.3",
+    "einops==0.7.0",
+    "fairscale==0.4.13",
+    "ftfy==6.1.1",
+    "gradio>=5.4.0",
+    "huggingface-hub==0.25.2",
+    "imagesize==1.4.1",
+    "invisible-watermark==0.2.0",
+    "library",
+    "lion-pytorch==0.0.6",
+    "lycoris-lora==3.1.0",
+    "omegaconf==2.3.0",
+    "onnx==1.16.1",
+    "onnxruntime-gpu==1.19.2",
+    "open-clip-torch==2.20.0",
+    "opencv-python==4.10.0.84",
+    "prodigy-plus-schedule-free==1.8.0",
+    "prodigyopt==1.0",
+    "protobuf==3.20.3",
+    "pytorch-lightning==1.9.0",
+    "rich>=13.7.1",
+    "safetensors==0.4.4",
+    "schedulefree==1.4",
+    "scipy==1.11.4",
+    "sentencepiece==0.2.0",
+    "tensorboard>=2.18.0",
+    "tensorflow>=2.16.1",
+    "tensorflow-io-gcs-filesystem==0.31.0",
+    "timm==0.6.12",
+    "tk==0.1.0",
+    "toml==0.10.2",
+    "torch>=2.5.0",
+    "torchvision>=0.20.0",
+    "transformers==4.44.2",
+    "voluptuous==0.13.1",
+    "wandb==0.18.0",
+    "xformers>=0.0.28.post2",
+]
+
+[tool.uv.sources]
+library = { path = "sd-scripts" }
+
+[[tool.uv.index]]
+url = "https://download.pytorch.org/whl/cu124"
diff --git a/setup-uv.bat b/setup-uv.bat
new file mode 100644
index 00000000..beebe701
--- /dev/null
+++ b/setup-uv.bat
@@ -0,0 +1,32 @@
+@echo off
+
+IF NOT EXIST venv (
+    echo Creating venv...
+    python -m venv venv
+)
+
+:: Create the directory if it doesn't exist
+mkdir ".\logs\setup" > nul 2>&1
+
+:: Deactivate the virtual environment to prevent error
+call .\venv\Scripts\deactivate.bat
+
+call .\venv\Scripts\activate.bat
+
+REM first make sure we have setuptools and uv available in the venv    
+python -m pip install --require-virtualenv --no-input -q -q  setuptools uv
+
+REM upgrade pip if needed
+python -m pip install --upgrade pip -q
+
+REM Check if the batch was started via double-click
+IF /i "%comspec% /c %~0 " equ "%cmdcmdline:"=%" (
+    REM echo This script was started by double clicking.
+    cmd /k python .\setup\setup_windows.py
+) ELSE (
+    REM echo This script was started from a command prompt.
+    python .\setup\setup_windows.py %*
+)
+
+:: Deactivate the virtual environment
+call .\venv\Scripts\deactivate.bat
\ No newline at end of file
diff --git a/setup/setup_common.py b/setup/setup_common.py
index 69d1d6b6..b7dec4b6 100644
--- a/setup/setup_common.py
+++ b/setup/setup_common.py
@@ -162,6 +162,9 @@ def install_requirements_inbulk(
 
     # Build the command as a list
     cmd = ["pip", "install", "-r", requirements_file]
+    if installed("uv") and shutil.which("uv"):
+        log.info("Using uv for pip...")
+        cmd.insert(0, "uv")
     if upgrade:
         cmd.append("--upgrade")
     if not show_stdout:
@@ -179,8 +182,11 @@ def install_requirements_inbulk(
         )
 
         for line in process.stdout:
-            if "Requirement already satisfied" not in line:
-                log.info(line.strip()) if show_stdout else None
+            if installed("uv"):
+                print(line)
+            else:
+                if "Requirement already satisfied" not in line:
+                    log.info(line.strip()) if show_stdout else None
 
         # Capture and log any errors
         _, stderr = process.communicate()
@@ -447,9 +453,13 @@ def pip(arg: str, ignore: bool = False, quiet: bool = False, show_stdout: bool =
         log.info(
             f'Installing package: {arg.replace("install", "").replace("--upgrade", "").replace("--no-deps", "").replace("--force", "").replace("  ", " ").strip()}'
         )
+    # pip_cmd = [rf"{sys.executable}", "-m", "pip"] + arg.split(" ")
     pip_cmd = [rf"{sys.executable}", "-m", "pip"] + arg.split(" ")
+    if installed("uv"):
+        log.info("Using uv for pip...")
+        pip_cmd.insert(2, "uv")
     log.debug(f"Running pip: {pip_cmd}")
-    if show_stdout:
+    if show_stdout or installed("uv"):
         subprocess.run(pip_cmd, shell=False, check=False, env=os.environ)
     else:
         result = subprocess.run(
@@ -653,7 +663,7 @@ def ensure_base_requirements():
     try:
         import rich  # pylint: disable=unused-import
     except ImportError:
-        install("--upgrade rich", "rich")
+        install("rich", "rich")
 
     try:
         import packaging
diff --git a/uv.lock b/uv.lock
new file mode 100644
index 00000000..2eaef9dd
--- /dev/null
+++ b/uv.lock
@@ -0,0 +1,2437 @@
+version = 1
+requires-python = "==3.10.*"
+resolution-markers = [
+    "sys_platform == 'darwin'",
+    "platform_machine == 'aarch64' and sys_platform == 'linux'",
+    "platform_machine != 'aarch64' and sys_platform == 'linux'",
+    "sys_platform != 'darwin' and sys_platform != 'linux'",
+]
+
+[[package]]
+name = "absl-py"
+version = "2.1.0"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/7a/8f/fc001b92ecc467cc32ab38398bd0bfb45df46e7523bf33c2ad22a505f06e/absl-py-2.1.0.tar.gz", hash = "sha256:7820790efbb316739cde8b4e19357243fc3608a152024288513dd968d7d959ff", size = 118055 }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/a2/ad/e0d3c824784ff121c03cc031f944bc7e139a8f1870ffd2845cc2dd76f6c4/absl_py-2.1.0-py3-none-any.whl", hash = "sha256:526a04eadab8b4ee719ce68f204172ead1027549089702d99b9059f129ff1308", size = 133706 },
+]
+
+[[package]]
+name = "accelerate"
+version = "0.33.0"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "huggingface-hub" },
+    { name = "numpy" },
+    { name = "packaging" },
+    { name = "psutil" },
+    { name = "pyyaml" },
+    { name = "safetensors" },
+    { name = "torch", version = "2.5.1", source = { registry = "https://download.pytorch.org/whl/cu124" }, marker = "platform_machine == 'aarch64' and sys_platform == 'linux'" },
+    { name = "torch", version = "2.5.1+cu124", source = { registry = "https://download.pytorch.org/whl/cu124" }, marker = "platform_machine != 'aarch64' or sys_platform != 'linux'" },
+]
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deleted file mode 100644
index 8655d9d5..00000000
Binary files a/venv3/Scripts/python.exe and /dev/null differ