InvokeAI/Stable-Diffusion-local-Windows.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Easy-peasy Windows install"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Note that you will need NVIDIA drivers, Python 3.10, and Git installed\n",
    "beforehand - simplified\n",
    "[step-by-step instructions](https://github.com/lstein/stable-diffusion/wiki/Easy-peasy-Windows-install)\n",
    "are available in the wiki (you'll only need steps 1, 2, & 3 )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Run each cell in turn. In VSCode, either hit SHIFT-ENTER, or click on the little ▶️ to the left of the cell. In Jupyter/JupyterLab, you **must** hit SHIFT-ENTER"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "%pip install pew"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "%%cmd\n",
    "git clone https://github.com/lstein/stable-diffusion.git"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "%cd stable-diffusion"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "%%writefile requirements.txt\n",
    "albumentations==0.4.3\n",
    "einops==0.3.0\n",
    "huggingface-hub==0.8.1\n",
    "imageio-ffmpeg==0.4.2\n",
    "imageio==2.9.0\n",
    "kornia==0.6.0\n",
    "omegaconf==2.1.1\n",
    "opencv-python==4.6.0.66\n",
    "pillow==9.2.0\n",
    "pudb==2019.2\n",
    "pytorch-lightning==1.4.2\n",
    "streamlit==1.12.0\n",
    "# Regular \"taming-transformers\" doesn't seem to work\n",
    "taming-transformers-rom1504==0.0.6\n",
    "test-tube>=0.7.5\n",
    "torch-fidelity==0.3.0\n",
    "torchmetrics==0.6.0\n",
    "torchvision==0.12.0\n",
    "transformers==4.19.2\n",
    "git+https://github.com/openai/CLIP.git@main#egg=clip\n",
    "git+https://github.com/lstein/k-diffusion.git@master#egg=k-diffusion\n",
    "# No CUDA in PyPi builds\n",
    "torch@https://download.pytorch.org/whl/cu113/torch-1.11.0%2Bcu113-cp310-cp310-win_amd64.whl\n",
    "# No MKL in PyPi builds (faster, more robust than OpenBLAS)\n",
    "numpy@https://download.lfd.uci.edu/pythonlibs/archived/numpy-1.22.4+mkl-cp310-cp310-win_amd64.whl\n",
    "-e .\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "%%cmd\n",
    "pew new --python 3.10 -r requirements.txt --dont-activate ldm"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Switch the notebook kernel to the new 'ldm' environment!\n",
    "\n",
    "## VSCode: restart VSCode and come back to this cell\n",
    "\n",
    "1. Ctrl+Shift+P\n",
    "1. Type \"Select Interpreter\" and select \"Jupyter: Select Interpreter to Start Jupyter Server\"\n",
    "1. VSCode will say that it needs to install packages. Click the \"Install\" button.\n",
    "1. Once the install is finished, do 1 & 2 again\n",
    "1. Pick 'ldm'\n",
    "1. Run the following cell"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "%cd stable-diffusion"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "## Jupyter/JupyterLab\n",
    "\n",
    "1. Run the cell below\n",
    "1. Click on the toolbar where it says \"(ipyknel)\" ↗️. You should get a pop-up asking you to \"Select Kernel\". Pick 'ldm' from the drop-down.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### DO NOT RUN THE FOLLOWING CELL IF YOU ARE USING VSCODE!!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# DO NOT RUN THIS CELL IF YOU ARE USING VSCODE!!\n",
    "%%cmd\n",
    "pew workon ldm\n",
    "pip3 install ipykernel\n",
    "python -m ipykernel install --name=ldm"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### When running the next cell, Jupyter/JupyterLab users might get a warning saying \"IProgress not found\". This can be ignored."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "%run \"scripts/preload_models.py\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "%%cmd\n",
    "mkdir \"models/ldm/stable-diffusion-v1\""
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Now copy the SD model you downloaded from Hugging Face into the above new directory, and (if necessary) rename it to 'model.ckpt'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Now go create some magic!\n",
    "\n",
    "VSCode\n",
    "\n",
    "- The actual input box for the 'dream' prompt will appear at the very top of the VSCode window. Type in your commands and hit 'ENTER'.\n",
    "- To quit, hit the 'Interrupt' button in the toolbar up there ⬆️ a couple of times, then hit ENTER (you'll probably see a terrifying traceback from Python - just ignore it).\n",
    "\n",
    "Jupyter/JupyterLab\n",
    "\n",
    "- The input box for the 'dream' prompt will appear below. Type in your commands and hit 'ENTER'.\n",
    "- To quit, hit the interrupt button (⏹️) in the toolbar up there ⬆️ a couple of times, then hit ENTER (you'll probably see a terrifying traceback from Python - just ignore it)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "%run \"scripts/dream.py\""
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Once this seems to be working well, you can try opening a terminal\n",
    "\n",
    "- VSCode: type ('CTRL+`')\n",
    "- Jupyter/JupyterLab: File|New Terminal\n",
    "- Or jump out of the notebook entirely, and open Powershell/Command Prompt\n",
    "\n",
    "Now:\n",
    "\n",
    "1. `cd` to wherever the 'stable-diffusion' directory is\n",
    "1. Run `pew workon ldm`\n",
    "1. Run `winpty python scripts\\dream.py`"
   ]
  }
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