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Upload Konyha_Trainer_Colab_(LoRA).ipynb

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  1. Konyha_Trainer_Colab_(LoRA).ipynb +878 -0
Konyha_Trainer_Colab_(LoRA).ipynb ADDED
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+ {
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+ "cells": [
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+ {
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+ "cell_type": "code",
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+ "execution_count": null,
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+ "metadata": {
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+ "cellView": "form",
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+ "id": "GynLmIhlfe9-"
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+ },
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+ "outputs": [],
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+ "source": [
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+ "#@title Mount your google drive.\n",
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+ "from google.colab import drive\n",
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+ "drive.mount('/content/drive')\n",
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+ "!cd /content/drive/MyDrive/\n",
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+ "!mkdir /content/drive/MyDrive/kohya_ss/\n",
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+ "!mkdir /content/drive/MyDrive/kohya_ss/configs\n",
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+ "!mkdir /content/drive/MyDrive/kohya_ss/datasets\n",
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+ "!mkdir /content/drive/MyDrive/kohya_ss/output\n",
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+ "!mkdir /content/drive/MyDrive/kohya_ss/log"
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+ ]
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+ },
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+ {
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+ "cell_type": "code",
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+ "execution_count": 2,
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+ "metadata": {
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+ "id": "9gQv3aDDfytc",
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+ "outputId": "37771f13-3b6a-4d6b-f279-24599c169af5",
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+ "colab": {
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+ "base_uri": "https://localhost:8080/"
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+ }
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+ },
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+ "outputs": [
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+ {
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+ "output_type": "stream",
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+ "name": "stdout",
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+ "text": [
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+ "\r0% [Working]\r \rGet:1 https://cloud.r-project.org/bin/linux/ubuntu focal-cran40/ InRelease [3,622 B]\n",
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+ "\r0% [Connecting to archive.ubuntu.com] [Connecting to security.ubuntu.com] [1 In\r0% [Connecting to archive.ubuntu.com] [Connecting to security.ubuntu.com] [Wait\r \rHit:2 http://archive.ubuntu.com/ubuntu focal InRelease\n",
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+ "\r0% [Waiting for headers] [Connecting to security.ubuntu.com (185.125.190.39)] [\r \rHit:3 http://archive.ubuntu.com/ubuntu focal-updates InRelease\n",
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+ "\r0% [Waiting for headers] [Connecting to security.ubuntu.com (185.125.190.39)] [\r \rHit:4 http://archive.ubuntu.com/ubuntu focal-backports InRelease\n",
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+ "\r0% [Connecting to security.ubuntu.com (185.125.190.39)] [Waiting for headers] [\r \rHit:5 http://ppa.launchpad.net/c2d4u.team/c2d4u4.0+/ubuntu focal InRelease\n",
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+ "\r0% [Connecting to security.ubuntu.com (185.125.190.39)] [Waiting for headers] [\r \rIgn:6 https://developer.download.nvidia.com/compute/machine-learning/repos/ubuntu2004/x86_64 InRelease\n",
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+ "\r0% [Waiting for headers] [Waiting for headers] [Connecting to ppa.launchpad.net\r0% [Waiting for headers] [Waiting for headers] [Connecting to ppa.launchpad.net\r \rHit:7 https://developer.download.nvidia.com/compute/cuda/repos/ubuntu2004/x86_64 InRelease\n",
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+ "\r \r0% [Waiting for headers] [Connecting to ppa.launchpad.net (185.125.190.52)]\r \rHit:8 https://developer.download.nvidia.com/compute/machine-learning/repos/ubuntu2004/x86_64 Release\n",
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+ "Hit:9 http://security.ubuntu.com/ubuntu focal-security InRelease\n",
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+ "Hit:10 http://ppa.launchpad.net/cran/libgit2/ubuntu focal InRelease\n",
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+ "Hit:11 http://ppa.launchpad.net/deadsnakes/ppa/ubuntu focal InRelease\n",
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+ "Hit:12 http://ppa.launchpad.net/graphics-drivers/ppa/ubuntu focal InRelease\n",
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+ "Hit:13 http://ppa.launchpad.net/ubuntugis/ppa/ubuntu focal InRelease\n",
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+ "Fetched 3,622 B in 1s (2,544 B/s)\n",
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+ "Reading package lists... Done\n",
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+ "Reading package lists... Done\n",
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+ "Building dependency tree \n",
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+ "Reading state information... Done\n",
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+ "libpython3.10-dev is already the newest version (3.10.10-1+focal1).\n",
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+ "python3.10 is already the newest version (3.10.10-1+focal1).\n",
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+ "python3.10-dev is already the newest version (3.10.10-1+focal1).\n",
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+ "python3.10-distutils is already the newest version (3.10.10-1+focal1).\n",
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+ "python3.10-tk is already the newest version (3.10.10-1+focal1).\n",
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+ "python3.10-venv is already the newest version (3.10.10-1+focal1).\n",
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+ "The following package was automatically installed and is no longer required:\n",
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+ " libnvidia-common-510\n",
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+ "Use 'sudo apt autoremove' to remove it.\n",
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+ "0 upgraded, 0 newly installed, 0 to remove and 23 not upgraded.\n",
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+ "/bin/bash: python3.9: command not found\n",
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+ "curl: (23) Failed writing body (1354 != 1371)\n",
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+ "Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n",
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+ "Collecting ipython==7.9.0\n",
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+ " - Validating...\n",
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+ " google.colab._serverextension \u001b[32mOK\u001b[0m\n",
352
+ "\u001b[32m[I 06:17:17.448 NotebookApp]\u001b[m google.colab serverextension initialized.\n",
353
+ "\u001b[35m[C 06:17:17.450 NotebookApp]\u001b[m Running as root is not recommended. Use --allow-root to bypass.\n",
354
+ "Looking in links: /tmp/tmpntl560_8\n",
355
+ "Requirement already satisfied: setuptools in /usr/local/lib/python3.10/dist-packages (65.5.0)\n",
356
+ "Requirement already satisfied: pip in /usr/local/lib/python3.10/dist-packages (22.3.1)\n",
357
+ "\u001b[33mWARNING: Running pip as the 'root' user can result in broken permissions and conflicting behaviour with the system package manager. It is recommended to use a virtual environment instead: https://pip.pypa.io/warnings/venv\u001b[0m\u001b[33m\n",
358
+ "\u001b[0m/content\n",
359
+ "fatal: destination path 'kohya_ss' already exists and is not an empty directory.\n",
360
+ "/content/kohya_ss\n",
361
+ "HEAD is now at 20e62af Update to latest kohya_ss sd-script code\n",
362
+ "Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/, https://download.pytorch.org/whl/cu116\n",
363
+ "Requirement already satisfied: torch==1.12.1+cu116 in /usr/local/lib/python3.10/dist-packages (1.12.1+cu116)\n",
364
+ "Requirement already satisfied: torchvision==0.13.1+cu116 in /usr/local/lib/python3.10/dist-packages (0.13.1+cu116)\n",
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+ "Requirement already satisfied: typing-extensions in /usr/local/lib/python3.10/dist-packages (from torch==1.12.1+cu116) (4.5.0)\n",
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+ "Requirement already satisfied: numpy in /usr/local/lib/python3.10/dist-packages (from torchvision==0.13.1+cu116) (1.24.2)\n",
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+ "Requirement already satisfied: pillow!=8.3.*,>=5.3.0 in /usr/local/lib/python3.10/dist-packages (from torchvision==0.13.1+cu116) (9.4.0)\n",
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+ "Requirement already satisfied: requests in /usr/local/lib/python3.10/dist-packages (from torchvision==0.13.1+cu116) (2.28.2)\n",
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+ "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.10/dist-packages (from requests->torchvision==0.13.1+cu116) (2022.12.7)\n",
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+ "Requirement already satisfied: charset-normalizer<4,>=2 in /usr/local/lib/python3.10/dist-packages (from requests->torchvision==0.13.1+cu116) (3.0.1)\n",
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+ "Requirement already satisfied: urllib3<1.27,>=1.21.1 in /usr/local/lib/python3.10/dist-packages (from requests->torchvision==0.13.1+cu116) (1.26.14)\n",
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+ "Requirement already satisfied: idna<4,>=2.5 in /usr/local/lib/python3.10/dist-packages (from requests->torchvision==0.13.1+cu116) (3.4)\n",
373
+ "\u001b[33mWARNING: Running pip as the 'root' user can result in broken permissions and conflicting behaviour with the system package manager. It is recommended to use a virtual environment instead: https://pip.pypa.io/warnings/venv\u001b[0m\u001b[33m\n",
374
+ "\u001b[0mLooking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n",
375
+ "Requirement already satisfied: accelerate==0.15.0 in /usr/local/lib/python3.10/dist-packages (0.15.0)\n",
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+ "Requirement already satisfied: transformers==4.26.0 in /usr/local/lib/python3.10/dist-packages (4.26.0)\n",
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+ "Requirement already satisfied: ftfy==6.1.1 in /usr/local/lib/python3.10/dist-packages (6.1.1)\n",
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+ "Requirement already satisfied: albumentations==1.3.0 in /usr/local/lib/python3.10/dist-packages (1.3.0)\n",
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+ "Requirement already satisfied: opencv-python==4.7.0.68 in /usr/local/lib/python3.10/dist-packages (4.7.0.68)\n",
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+ "Requirement already satisfied: einops==0.6.0 in /usr/local/lib/python3.10/dist-packages (0.6.0)\n",
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+ "Requirement already satisfied: diffusers[torch]==0.10.2 in /usr/local/lib/python3.10/dist-packages (0.10.2)\n",
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+ "Requirement already satisfied: pytorch-lightning==1.9.0 in /usr/local/lib/python3.10/dist-packages (1.9.0)\n",
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+ "Requirement already satisfied: bitsandbytes==0.35.0 in /usr/local/lib/python3.10/dist-packages (0.35.0)\n",
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+ "Requirement already satisfied: tensorboard==2.10.1 in /usr/local/lib/python3.10/dist-packages (2.10.1)\n",
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+ "Requirement already satisfied: safetensors==0.2.6 in /usr/local/lib/python3.10/dist-packages (0.2.6)\n",
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+ "Requirement already satisfied: gradio==3.16.2 in /usr/local/lib/python3.10/dist-packages (3.16.2)\n",
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+ "Requirement already satisfied: altair==4.2.2 in /usr/local/lib/python3.10/dist-packages (4.2.2)\n",
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+ "Requirement already satisfied: easygui==0.98.3 in /usr/local/lib/python3.10/dist-packages (0.98.3)\n",
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+ "Requirement already satisfied: tk==0.1.00 in /usr/local/lib/python3.10/dist-packages (0.1.0)\n",
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+ "Requirement already satisfied: numpy>=1.17 in /usr/local/lib/python3.10/dist-packages (from accelerate==0.15.0) (1.24.2)\n",
391
+ "Requirement already satisfied: torch>=1.4.0 in /usr/local/lib/python3.10/dist-packages (from accelerate==0.15.0) (1.12.1+cu116)\n",
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+ "Requirement already satisfied: packaging>=20.0 in /usr/local/lib/python3.10/dist-packages (from accelerate==0.15.0) (23.0)\n",
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+ "Requirement already satisfied: psutil in /usr/local/lib/python3.10/dist-packages (from accelerate==0.15.0) (5.9.4)\n",
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+ "Requirement already satisfied: pyyaml in /usr/local/lib/python3.10/dist-packages (from accelerate==0.15.0) (6.0)\n",
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+ "Requirement already satisfied: regex!=2019.12.17 in /usr/local/lib/python3.10/dist-packages (from transformers==4.26.0) (2022.10.31)\n",
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+ "Requirement already satisfied: tqdm>=4.27 in /usr/local/lib/python3.10/dist-packages (from transformers==4.26.0) (4.64.1)\n",
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+ "Requirement already satisfied: huggingface-hub<1.0,>=0.11.0 in /usr/local/lib/python3.10/dist-packages (from transformers==4.26.0) (0.12.0)\n",
399
+ "Requirement already satisfied: tokenizers!=0.11.3,<0.14,>=0.11.1 in /usr/local/lib/python3.10/dist-packages (from transformers==4.26.0) (0.13.2)\n",
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+ "Requirement already satisfied: requests in /usr/local/lib/python3.10/dist-packages (from transformers==4.26.0) (2.28.2)\n",
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+ "Requirement already satisfied: wcwidth>=0.2.5 in /usr/local/lib/python3.10/dist-packages (from ftfy==6.1.1) (0.2.6)\n",
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+ "Requirement already satisfied: qudida>=0.0.4 in /usr/local/lib/python3.10/dist-packages (from albumentations==1.3.0) (0.0.4)\n",
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+ "Requirement already satisfied: scipy in /usr/local/lib/python3.10/dist-packages (from albumentations==1.3.0) (1.10.0)\n",
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+ "Requirement already satisfied: scikit-image>=0.16.1 in /usr/local/lib/python3.10/dist-packages (from albumentations==1.3.0) (0.19.3)\n",
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+ "Requirement already satisfied: opencv-python-headless>=4.1.1 in /usr/local/lib/python3.10/dist-packages (from albumentations==1.3.0) (4.7.0.68)\n",
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+ "Requirement already satisfied: Pillow in /usr/local/lib/python3.10/dist-packages (from diffusers[torch]==0.10.2) (9.4.0)\n",
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+ "Requirement already satisfied: importlib-metadata in /usr/local/lib/python3.10/dist-packages (from diffusers[torch]==0.10.2) (6.0.0)\n",
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+ "Requirement already satisfied: lightning-utilities>=0.4.2 in /usr/local/lib/python3.10/dist-packages (from pytorch-lightning==1.9.0) (0.6.0.post0)\n",
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+ "Requirement already satisfied: torchmetrics>=0.7.0 in /usr/local/lib/python3.10/dist-packages (from pytorch-lightning==1.9.0) (0.11.1)\n",
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+ "Requirement already satisfied: typing-extensions>=4.0.0 in /usr/local/lib/python3.10/dist-packages (from pytorch-lightning==1.9.0) (4.5.0)\n",
411
+ "Requirement already satisfied: fsspec[http]>2021.06.0 in /usr/local/lib/python3.10/dist-packages (from pytorch-lightning==1.9.0) (2023.1.0)\n",
412
+ "Requirement already satisfied: absl-py>=0.4 in /usr/local/lib/python3.10/dist-packages (from tensorboard==2.10.1) (1.4.0)\n",
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+ "Requirement already satisfied: wheel>=0.26 in /usr/local/lib/python3.10/dist-packages (from tensorboard==2.10.1) (0.38.4)\n",
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+ "Requirement already satisfied: protobuf<3.20,>=3.9.2 in /usr/local/lib/python3.10/dist-packages (from tensorboard==2.10.1) (3.19.6)\n",
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+ "Requirement already satisfied: tensorboard-data-server<0.7.0,>=0.6.0 in /usr/local/lib/python3.10/dist-packages (from tensorboard==2.10.1) (0.6.1)\n",
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+ "Requirement already satisfied: google-auth-oauthlib<0.5,>=0.4.1 in /usr/local/lib/python3.10/dist-packages (from tensorboard==2.10.1) (0.4.6)\n",
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+ "Requirement already satisfied: google-auth<3,>=1.6.3 in /usr/local/lib/python3.10/dist-packages (from tensorboard==2.10.1) (2.16.0)\n",
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+ "Requirement already satisfied: markdown>=2.6.8 in /usr/local/lib/python3.10/dist-packages (from tensorboard==2.10.1) (3.4.1)\n",
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+ "Requirement already satisfied: setuptools>=41.0.0 in /usr/local/lib/python3.10/dist-packages (from tensorboard==2.10.1) (65.5.0)\n",
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+ "Requirement already satisfied: tensorboard-plugin-wit>=1.6.0 in /usr/local/lib/python3.10/dist-packages (from tensorboard==2.10.1) (1.8.1)\n",
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+ "Requirement already satisfied: pydantic in /usr/local/lib/python3.10/dist-packages (from gradio==3.16.2) (1.10.5)\n",
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+ "Requirement already satisfied: pandas in /usr/local/lib/python3.10/dist-packages (from gradio==3.16.2) (1.5.3)\n",
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+ "Requirement already satisfied: markdown-it-py[linkify,plugins] in /usr/local/lib/python3.10/dist-packages (from gradio==3.16.2) (2.1.0)\n",
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+ "Requirement already satisfied: pydub in /usr/local/lib/python3.10/dist-packages (from gradio==3.16.2) (0.25.1)\n",
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+ "Requirement already satisfied: toolz in /usr/local/lib/python3.10/dist-packages (from altair==4.2.2) (0.12.0)\n",
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+ "Requirement already satisfied: entrypoints in /usr/local/lib/python3.10/dist-packages (from altair==4.2.2) (0.4)\n",
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+ "Requirement already satisfied: jsonschema>=3.0 in /usr/local/lib/python3.10/dist-packages (from altair==4.2.2) (4.17.3)\n",
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+ "Requirement already satisfied: charset-normalizer<4.0,>=2.0 in /usr/local/lib/python3.10/dist-packages (from aiohttp->gradio==3.16.2) (3.0.1)\n",
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+ "Requirement already satisfied: multidict<7.0,>=4.5 in /usr/local/lib/python3.10/dist-packages (from aiohttp->gradio==3.16.2) (6.0.4)\n",
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+ "Requirement already satisfied: attrs>=17.3.0 in /usr/local/lib/python3.10/dist-packages (from aiohttp->gradio==3.16.2) (22.2.0)\n",
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+ "Requirement already satisfied: frozenlist>=1.1.1 in /usr/local/lib/python3.10/dist-packages (from aiohttp->gradio==3.16.2) (1.3.3)\n",
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+ "Requirement already satisfied: aiosignal>=1.1.2 in /usr/local/lib/python3.10/dist-packages (from aiohttp->gradio==3.16.2) (1.3.1)\n",
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+ "Requirement already satisfied: cachetools<6.0,>=2.0.0 in /usr/local/lib/python3.10/dist-packages (from google-auth<3,>=1.6.3->tensorboard==2.10.1) (5.3.0)\n",
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+ "Requirement already satisfied: six>=1.9.0 in /usr/local/lib/python3.10/dist-packages (from google-auth<3,>=1.6.3->tensorboard==2.10.1) (1.16.0)\n",
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+ "Requirement already satisfied: rsa<5,>=3.1.4 in /usr/local/lib/python3.10/dist-packages (from google-auth<3,>=1.6.3->tensorboard==2.10.1) (4.9)\n",
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+ "Requirement already satisfied: pyasn1-modules>=0.2.1 in /usr/local/lib/python3.10/dist-packages (from google-auth<3,>=1.6.3->tensorboard==2.10.1) (0.2.8)\n",
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+ "Requirement already satisfied: requests-oauthlib>=0.7.0 in /usr/local/lib/python3.10/dist-packages (from google-auth-oauthlib<0.5,>=0.4.1->tensorboard==2.10.1) (1.3.1)\n",
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+ "Requirement already satisfied: pyrsistent!=0.17.0,!=0.17.1,!=0.17.2,>=0.14.0 in /usr/local/lib/python3.10/dist-packages (from jsonschema>=3.0->altair==4.2.2) (0.19.3)\n",
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+ "Requirement already satisfied: python-dateutil>=2.8.1 in /usr/local/lib/python3.10/dist-packages (from pandas->gradio==3.16.2) (2.8.2)\n",
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+ "Requirement already satisfied: pytz>=2020.1 in /usr/local/lib/python3.10/dist-packages (from pandas->gradio==3.16.2) (2022.7.1)\n",
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+ "Requirement already satisfied: scikit-learn>=0.19.1 in /usr/local/lib/python3.10/dist-packages (from qudida>=0.0.4->albumentations==1.3.0) (1.2.1)\n",
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+ "Requirement already satisfied: idna<4,>=2.5 in /usr/local/lib/python3.10/dist-packages (from requests->transformers==4.26.0) (3.4)\n",
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+ "Requirement already satisfied: urllib3<1.27,>=1.21.1 in /usr/local/lib/python3.10/dist-packages (from requests->transformers==4.26.0) (1.26.14)\n",
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+ "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.10/dist-packages (from requests->transformers==4.26.0) (2022.12.7)\n",
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+ "Requirement already satisfied: imageio>=2.4.1 in /usr/local/lib/python3.10/dist-packages (from scikit-image>=0.16.1->albumentations==1.3.0) (2.25.1)\n",
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+ "Requirement already satisfied: PyWavelets>=1.1.1 in /usr/local/lib/python3.10/dist-packages (from scikit-image>=0.16.1->albumentations==1.3.0) (1.4.1)\n",
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+ "Requirement already satisfied: networkx>=2.2 in /usr/local/lib/python3.10/dist-packages (from scikit-image>=0.16.1->albumentations==1.3.0) (3.0)\n",
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+ "Requirement already satisfied: tifffile>=2019.7.26 in /usr/local/lib/python3.10/dist-packages (from scikit-image>=0.16.1->albumentations==1.3.0) (2023.2.3)\n",
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+ "Requirement already satisfied: starlette<0.26.0,>=0.25.0 in /usr/local/lib/python3.10/dist-packages (from fastapi->gradio==3.16.2) (0.25.0)\n",
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+ "Requirement already satisfied: httpcore<0.17.0,>=0.15.0 in /usr/local/lib/python3.10/dist-packages (from httpx->gradio==3.16.2) (0.16.3)\n",
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+ "Requirement already satisfied: rfc3986[idna2008]<2,>=1.3 in /usr/local/lib/python3.10/dist-packages (from httpx->gradio==3.16.2) (1.5.0)\n",
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+ "Requirement already satisfied: zipp>=0.5 in /usr/local/lib/python3.10/dist-packages (from importlib-metadata->diffusers[torch]==0.10.2) (3.13.0)\n",
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+ "Requirement already satisfied: mdurl~=0.1 in /usr/local/lib/python3.10/dist-packages (from markdown-it-py[linkify,plugins]->gradio==3.16.2) (0.1.2)\n",
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+ "Requirement already satisfied: linkify-it-py~=1.0 in /usr/local/lib/python3.10/dist-packages (from markdown-it-py[linkify,plugins]->gradio==3.16.2) (1.0.3)\n",
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+ "Requirement already satisfied: mdit-py-plugins in /usr/local/lib/python3.10/dist-packages (from markdown-it-py[linkify,plugins]->gradio==3.16.2) (0.3.3)\n",
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+ "Requirement already satisfied: contourpy>=1.0.1 in /usr/local/lib/python3.10/dist-packages (from matplotlib->gradio==3.16.2) (1.0.7)\n",
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+ "Requirement already satisfied: cycler>=0.10 in /usr/local/lib/python3.10/dist-packages (from matplotlib->gradio==3.16.2) (0.11.0)\n",
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+ "Requirement already satisfied: pyparsing>=2.3.1 in /usr/local/lib/python3.10/dist-packages (from matplotlib->gradio==3.16.2) (3.0.9)\n",
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+ "Requirement already satisfied: kiwisolver>=1.0.1 in /usr/local/lib/python3.10/dist-packages (from matplotlib->gradio==3.16.2) (1.4.4)\n",
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+ "Requirement already satisfied: fonttools>=4.22.0 in /usr/local/lib/python3.10/dist-packages (from matplotlib->gradio==3.16.2) (4.38.0)\n",
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+ "Requirement already satisfied: click>=7.0 in /usr/local/lib/python3.10/dist-packages (from uvicorn->gradio==3.16.2) (8.1.3)\n",
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+ "Requirement already satisfied: anyio<5.0,>=3.0 in /usr/local/lib/python3.10/dist-packages (from httpcore<0.17.0,>=0.15.0->httpx->gradio==3.16.2) (3.6.2)\n",
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+ "Requirement already satisfied: uc-micro-py in /usr/local/lib/python3.10/dist-packages (from linkify-it-py~=1.0->markdown-it-py[linkify,plugins]->gradio==3.16.2) (1.0.1)\n",
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+ "Requirement already satisfied: pyasn1<0.5.0,>=0.4.6 in /usr/local/lib/python3.10/dist-packages (from pyasn1-modules>=0.2.1->google-auth<3,>=1.6.3->tensorboard==2.10.1) (0.4.8)\n",
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+ "Requirement already satisfied: oauthlib>=3.0.0 in /usr/local/lib/python3.10/dist-packages (from requests-oauthlib>=0.7.0->google-auth-oauthlib<0.5,>=0.4.1->tensorboard==2.10.1) (3.2.2)\n",
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+ "Requirement already satisfied: joblib>=1.1.1 in /usr/local/lib/python3.10/dist-packages (from scikit-learn>=0.19.1->qudida>=0.0.4->albumentations==1.3.0) (1.2.0)\n",
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+ "Requirement already satisfied: threadpoolctl>=2.0.0 in /usr/local/lib/python3.10/dist-packages (from scikit-learn>=0.19.1->qudida>=0.0.4->albumentations==1.3.0) (3.1.0)\n",
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+ "\u001b[33mWARNING: Running pip as the 'root' user can result in broken permissions and conflicting behaviour with the system package manager. It is recommended to use a virtual environment instead: https://pip.pypa.io/warnings/venv\u001b[0m\u001b[33m\n",
488
+ "\u001b[0mLooking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n",
489
+ "Collecting xformers==0.0.14.dev0\n",
490
+ " Downloading https://github.com/C43H66N12O12S2/stable-diffusion-webui/releases/download/linux/xformers-0.0.14.dev0-cp310-cp310-linux_x86_64.whl (108.4 MB)\n",
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+ "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m108.4/108.4 MB\u001b[0m \u001b[31m8.5 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
492
+ "\u001b[?25hInstalling collected packages: xformers\n",
493
+ "Successfully installed xformers-0.0.14.dev0\n",
494
+ "\u001b[33mWARNING: Running pip as the 'root' user can result in broken permissions and conflicting behaviour with the system package manager. It is recommended to use a virtual environment instead: https://pip.pypa.io/warnings/venv\u001b[0m\u001b[33m\n",
495
+ "\u001b[0m"
496
+ ]
497
+ }
498
+ ],
499
+ "source": [
500
+ "#@title Upgrading to Python 3.10, preparing the kitchen for some delicious model cooking\n",
501
+ "!sudo apt-get update -y && sudo apt-get install python3.10 python3.10-dev python3.10-distutils libpython3.10-dev python3.10-venv python3.10-tk\n",
502
+ "\n",
503
+ "# Link python3 to 3.10.\n",
504
+ "!sudo update-alternatives --install /usr/bin/python3 python3 /usr/bin/python3.8 1\n",
505
+ "!sudo update-alternatives --install /usr/bin/python3 python3 /usr/bin/python3.10 2\n",
506
+ "\n",
507
+ "# Install pip.\n",
508
+ "!curl -sS https://bootstrap.pypa.io/get-pip.py | python3.9\n",
509
+ "\n",
510
+ "# Install your dependencies. Pin IPython and traitlets versions, as traitlets version 5.8 contains a breaking change that prevents google-colab server extension from working properly.\n",
511
+ "# Some of these packages may not be required.\n",
512
+ "!python3 -m pip install ipython==7.9.0 traitlets==5.7.1 jupyter psutil setuptools ipython_genutils ipykernel jupyter_console prompt_toolkit httplib2 astor\n",
513
+ "\n",
514
+ "# Copy the already installed `google-colab` package over. It depends on an _old version_ of pandas, so building the wheel won't work.\n",
515
+ "!ln -s /usr/local/lib/python3.8/dist-packages/google \\\n",
516
+ " /usr/local/lib/python3.10/dist-packages/google\n",
517
+ "\n",
518
+ "# Reinstall jupyter server extension.\n",
519
+ "!jupyter serverextension list\n",
520
+ "!jupyter notebook --config=/usr/local/etc/jupyter/jupyter_notebook_config.json\n",
521
+ "\n",
522
+ "#Reinstall pip\n",
523
+ "!python3 -m ensurepip --upgrade\n",
524
+ "\n",
525
+ "%cd /content\n",
526
+ "!git clone https://github.com/bmaltais/kohya_ss.git\n",
527
+ "%cd /content/kohya_ss\n",
528
+ "!git reset --hard 20e62af1a638270a11e299b8c14458a837b1bb24\n",
529
+ "\n",
530
+ "!pip install torch==1.12.1+cu116 torchvision==0.13.1+cu116 --extra-index-url https://download.pytorch.org/whl/cu116\n",
531
+ "#!pip install --upgrade -r requirements.txt\n",
532
+ "#!pip install accelerate diffusers transformers albumentations einops safetensors gradio tk easygui bitsandbytes\n",
533
+ "!pip install accelerate==0.15.0 transformers==4.26.0 ftfy==6.1.1 albumentations==1.3.0 opencv-python==4.7.0.68 einops==0.6.0 diffusers[torch]==0.10.2 pytorch-lightning==1.9.0 bitsandbytes==0.35.0 tensorboard==2.10.1 safetensors==0.2.6 gradio==3.16.2 altair==4.2.2 easygui==0.98.3 tk==0.1.00\n",
534
+ "!pip install -U -I --no-deps https://github.com/C43H66N12O12S2/stable-diffusion-webui/releases/download/linux/xformers-0.0.14.dev0-cp310-cp310-linux_x86_64.whl"
535
+ ]
536
+ },
537
+ {
538
+ "cell_type": "code",
539
+ "execution_count": null,
540
+ "metadata": {
541
+ "id": "OglZzI_ujZq-"
542
+ },
543
+ "outputs": [],
544
+ "source": [
545
+ "#@title Making the recipe\n",
546
+ "\n",
547
+ "project_name = \"Mamuru\" #@param {type:\"string\"}\n",
548
+ "#@markdown Put your trainsets in your `/content/drive/MyDrive/kohya_ss/datasets` folder with the same name as your `project_name`\n",
549
+ "\n",
550
+ "model_path = \"/content/drive/MyDrive/models/final-pruned.ckpt\" #@param {type:\"string\"}\n",
551
+ "train_data_dir = \"/content/drive/MyDrive/kohya_ss/datasets/\" + project_name\n",
552
+ "output_dir = \"/content/drive/MyDrive/kohya_ss/output/\" + project_name\n",
553
+ "logging_dir = \"/content/drive/MyDrive/kohya_ss/log\"\n",
554
+ "\n",
555
+ "resolution = 512 #@param {type:\"number\"}\n",
556
+ "train_batch_size = 8 #@param {type:\"slider\", min:1, max:8, step:1}\n",
557
+ "\n",
558
+ "#@markdown I haven't tested if every `lr_scheduler` besides cosine works as it intended.\n",
559
+ "constant = \"constant\"\n",
560
+ "constant_with_warmup = \"constant_with_warmup\"\n",
561
+ "cosine = \"cosine\"\n",
562
+ "cosine_with_restarts = \"cosine_with_restarts\"\n",
563
+ "linear = \"linear\"\n",
564
+ "polynomial = \"polynomial\"\n",
565
+ "lr_scheduler = cosine #@param [\"constant\", \"constant_with_warmup\", \"cosine\", \"cosine_with_restarts\", \"linear\", \"polynomial\"] {type:\"raw\"}\n",
566
+ "#@markdown ### A little guide for calculating the steps: <p> First you need to know how many images do you have multiplied by your repeats. That number will be one epoch.\n",
567
+ "#@markdown If I have 100 images and set it 6 repeats, one epoch is 600 steps. I've set the `train_batch_size` to 8, so the true steps count should be 600 / 8 = 75 for 1 epoch. <br>\n",
568
+ "#@markdown I'd like it to train for 10 epochs, so at the end `max_train_steps` should be 75 * 10 = 750.\n",
569
+ "lr_warmup_steps = 20 #@param {type:\"number\"}\n",
570
+ "max_train_steps = 750 #@param {type:\"number\"}\n",
571
+ "save_every_n_epochs = 4 #@param {type:\"number\"}\n",
572
+ "unet_lr = 1e-5 #@param {type:\"number\"}\n",
573
+ "network_dim = 128 #@param {type:\"slider\", min:1, max:128, step:1}\n",
574
+ "clip_skip = 2 #@param {type:\"slider\", min:1, max:7, step:1}\n",
575
+ "\n",
576
+ "#@markdown Leave `caption_extension` empty if you don't have captions for your images.\n",
577
+ "caption_extension = \"\" #@param {type:\"string\"}\n",
578
+ "\n",
579
+ "#@markdown Textual Encoder training, \n",
580
+ "text_encoder_lr = 5e-5 #@param {type:\"number\"}\n",
581
+ "stop_text_encoder_training = 0\n",
582
+ "\n",
583
+ "#@markdown Use `mem_eff_attn` if xformers doesn't work.\n",
584
+ "use_xformers = False #@param {type:\"boolean\"}\n",
585
+ "use_mem_eff_attn = True #@param {type:\"boolean\"}\n",
586
+ "\n",
587
+ "\n",
588
+ "if (caption_extension != \"\"):\n",
589
+ " caption_extension = \"--caption_extension=\" + caption_extension\n",
590
+ "\n",
591
+ "if (stop_text_encoder_training != 0):\n",
592
+ " stop_text_encoder_training = \"--stop_text_encoder_training=\" + str(stop_text_encoder_training)\n",
593
+ "else:\n",
594
+ " stop_text_encoder_training = \"\"\n",
595
+ "\n",
596
+ "if (use_xformers):\n",
597
+ " xformers = \"--xformers\"\n",
598
+ "else:\n",
599
+ " xformers = \"\"\n",
600
+ "\n",
601
+ "if (use_mem_eff_attn):\n",
602
+ " mem_eff_attn = \"--mem_eff_attn\"\n",
603
+ "else:\n",
604
+ " mem_eff_attn = \"\"\n"
605
+ ]
606
+ },
607
+ {
608
+ "cell_type": "code",
609
+ "execution_count": 3,
610
+ "metadata": {
611
+ "id": "OfjPeKh-GJ7J",
612
+ "outputId": "ae24ca12-d396-48e7-bb1d-39200bbb0531",
613
+ "colab": {
614
+ "base_uri": "https://localhost:8080/"
615
+ }
616
+ },
617
+ "outputs": [
618
+ {
619
+ "output_type": "stream",
620
+ "name": "stdout",
621
+ "text": [
622
+ "/content/kohya_ss\n",
623
+ "The following values were not passed to `accelerate launch` and had defaults used instead:\n",
624
+ "\t`--num_processes` was set to a value of `1`\n",
625
+ "\t`--num_machines` was set to a value of `1`\n",
626
+ "\t`--dynamo_backend` was set to a value of `'no'`\n",
627
+ "To avoid this warning pass in values for each of the problematic parameters or run `accelerate config`.\n",
628
+ "/lib/x86_64-linux-gnu/libc.so.6: version `GLIBC_2.32' not found (required by /usr/local/lib/python3.10/dist-packages/xformers/_C.so)\n",
629
+ "WARNING:root:WARNING: /lib/x86_64-linux-gnu/libc.so.6: version `GLIBC_2.32' not found (required by /usr/local/lib/python3.10/dist-packages/xformers/_C.so)\n",
630
+ "Need to compile C++ extensions to get sparse attention suport. Please run python setup.py build develop\n",
631
+ "usage: train_network.py\n",
632
+ " [-h]\n",
633
+ " [--v2]\n",
634
+ " [--v_parameterization]\n",
635
+ " [--pretrained_model_name_or_path PRETRAINED_MODEL_NAME_OR_PATH]\n",
636
+ " [--train_data_dir TRAIN_DATA_DIR]\n",
637
+ " [--shuffle_caption]\n",
638
+ " [--caption_extension CAPTION_EXTENSION]\n",
639
+ " [--caption_extention CAPTION_EXTENTION]\n",
640
+ " [--keep_tokens KEEP_TOKENS]\n",
641
+ " [--color_aug]\n",
642
+ " [--flip_aug]\n",
643
+ " [--face_crop_aug_range FACE_CROP_AUG_RANGE]\n",
644
+ " [--random_crop]\n",
645
+ " [--debug_dataset]\n",
646
+ " [--resolution RESOLUTION]\n",
647
+ " [--cache_latents]\n",
648
+ " [--enable_bucket]\n",
649
+ " [--min_bucket_reso MIN_BUCKET_RESO]\n",
650
+ " [--max_bucket_reso MAX_BUCKET_RESO]\n",
651
+ " [--reg_data_dir REG_DATA_DIR]\n",
652
+ " [--in_json IN_JSON]\n",
653
+ " [--dataset_repeats DATASET_REPEATS]\n",
654
+ " [--output_dir OUTPUT_DIR]\n",
655
+ " [--output_name OUTPUT_NAME]\n",
656
+ " [--save_precision {None,float,fp16,bf16}]\n",
657
+ " [--save_every_n_epochs SAVE_EVERY_N_EPOCHS]\n",
658
+ " [--save_n_epoch_ratio SAVE_N_EPOCH_RATIO]\n",
659
+ " [--save_last_n_epochs SAVE_LAST_N_EPOCHS]\n",
660
+ " [--save_last_n_epochs_state SAVE_LAST_N_EPOCHS_STATE]\n",
661
+ " [--save_state]\n",
662
+ " [--resume RESUME]\n",
663
+ " [--train_batch_size TRAIN_BATCH_SIZE]\n",
664
+ " [--max_token_length {None,150,225}]\n",
665
+ " [--use_8bit_adam]\n",
666
+ " [--mem_eff_attn]\n",
667
+ " [--xformers]\n",
668
+ " [--vae VAE]\n",
669
+ " [--learning_rate LEARNING_RATE]\n",
670
+ " [--max_train_steps MAX_TRAIN_STEPS]\n",
671
+ " [--max_train_epochs MAX_TRAIN_EPOCHS]\n",
672
+ " [--max_data_loader_n_workers MAX_DATA_LOADER_N_WORKERS]\n",
673
+ " [--seed SEED]\n",
674
+ " [--gradient_checkpointing]\n",
675
+ " [--gradient_accumulation_steps GRADIENT_ACCUMULATION_STEPS]\n",
676
+ " [--mixed_precision {no,fp16,bf16}]\n",
677
+ " [--full_fp16]\n",
678
+ " [--clip_skip CLIP_SKIP]\n",
679
+ " [--logging_dir LOGGING_DIR]\n",
680
+ " [--log_prefix LOG_PREFIX]\n",
681
+ " [--lr_scheduler LR_SCHEDULER]\n",
682
+ " [--lr_warmup_steps LR_WARMUP_STEPS]\n",
683
+ " [--prior_loss_weight PRIOR_LOSS_WEIGHT]\n",
684
+ " [--no_metadata]\n",
685
+ " [--save_model_as {None,ckpt,pt,safetensors}]\n",
686
+ " [--unet_lr UNET_LR]\n",
687
+ " [--text_encoder_lr TEXT_ENCODER_LR]\n",
688
+ " [--lr_scheduler_num_cycles LR_SCHEDULER_NUM_CYCLES]\n",
689
+ " [--lr_scheduler_power LR_SCHEDULER_POWER]\n",
690
+ " [--network_weights NETWORK_WEIGHTS]\n",
691
+ " [--network_module NETWORK_MODULE]\n",
692
+ " [--network_dim NETWORK_DIM]\n",
693
+ " [--network_alpha NETWORK_ALPHA]\n",
694
+ " [--network_args [NETWORK_ARGS ...]]\n",
695
+ " [--network_train_unet_only]\n",
696
+ " [--network_train_text_encoder_only]\n",
697
+ " [--training_comment TRAINING_COMMENT]\n",
698
+ "train_network.py: error: argument --train_batch_size: invalid int value: ''\n",
699
+ "Traceback (most recent call last):\n",
700
+ " File \"/usr/local/bin/accelerate\", line 8, in <module>\n",
701
+ " sys.exit(main())\n",
702
+ " File \"/usr/local/lib/python3.10/dist-packages/accelerate/commands/accelerate_cli.py\", line 45, in main\n",
703
+ " args.func(args)\n",
704
+ " File \"/usr/local/lib/python3.10/dist-packages/accelerate/commands/launch.py\", line 1104, in launch_command\n",
705
+ " simple_launcher(args)\n",
706
+ " File \"/usr/local/lib/python3.10/dist-packages/accelerate/commands/launch.py\", line 567, in simple_launcher\n",
707
+ " raise subprocess.CalledProcessError(returncode=process.returncode, cmd=cmd)\n",
708
+ "subprocess.CalledProcessError: Command '['/usr/bin/python3', 'train_network.py', '--cache_latents', '--enable_bucket', '--use_8bit_adam', '--pretrained_model_name_or_path=', '--train_data_dir=', '--resolution=,', '--output_dir=', '--train_batch_size=', '--lr_scheduler=', '--lr_warmup_steps=', '--max_train_steps=', '--use_8bit_adam', '--mixed_precision=fp16', '--save_every_n_epochs=', '--seed=4242', '--save_precision=fp16', '--logging_dir=', '--save_model_as=safetensors', '--network_module=networks.lora', '--text_encoder_lr=', '--unet_lr=', '--network_dim=', '--network_alpha=', '--clip_skip=', '--output_name=']' returned non-zero exit status 2.\n"
709
+ ]
710
+ }
711
+ ],
712
+ "source": [
713
+ "#@title # Start the cooking\n",
714
+ "%cd /content/kohya_ss\n",
715
+ "!accelerate launch \\\n",
716
+ " --mixed_precision 'fp16' \\\n",
717
+ " --num_cpu_threads_per_process=2 \\\n",
718
+ " \"train_network.py\" \\\n",
719
+ " --cache_latents \\\n",
720
+ " --enable_bucket \\\n",
721
+ " --use_8bit_adam \\\n",
722
+ " $xformers \\\n",
723
+ " $mem_eff_attn \\\n",
724
+ " --pretrained_model_name_or_path=$model_path \\\n",
725
+ " --train_data_dir=$train_data_dir \\\n",
726
+ " --resolution=$resolution,$resolution \\\n",
727
+ " --output_dir=$output_dir \\\n",
728
+ " --train_batch_size=$train_batch_size \\\n",
729
+ " --lr_scheduler=$lr_scheduler \\\n",
730
+ " --lr_warmup_steps=$lr_warmup_steps \\\n",
731
+ " --max_train_steps=$max_train_steps \\\n",
732
+ " --use_8bit_adam \\\n",
733
+ " --mixed_precision=fp16 \\\n",
734
+ " --save_every_n_epochs=$save_every_n_epochs \\\n",
735
+ " --seed=4242 \\\n",
736
+ " --save_precision=fp16 \\\n",
737
+ " --logging_dir=$logging_dir \\\n",
738
+ " --save_model_as=safetensors \\\n",
739
+ " --network_module=networks.lora \\\n",
740
+ " --text_encoder_lr=$text_encoder_lr \\\n",
741
+ " --unet_lr=$unet_lr \\\n",
742
+ " --network_dim=$network_dim \\\n",
743
+ " --network_alpha=$network_dim \\\n",
744
+ " --clip_skip=$clip_skip \\\n",
745
+ " $caption_extension \\\n",
746
+ " $stop_text_encoder_training \\\n",
747
+ " --output_name=$project_name"
748
+ ]
749
+ },
750
+ {
751
+ "cell_type": "markdown",
752
+ "metadata": {
753
+ "id": "051_UcZI08HV"
754
+ },
755
+ "source": [
756
+ "# *Dev things*"
757
+ ]
758
+ },
759
+ {
760
+ "cell_type": "code",
761
+ "execution_count": null,
762
+ "metadata": {
763
+ "cellView": "form",
764
+ "id": "g3rbIMD37F6H"
765
+ },
766
+ "outputs": [],
767
+ "source": [
768
+ "#@title Making konyha public\n",
769
+ "import os\n",
770
+ "\n",
771
+ "def replace_line(file_name, old_text, new_text):\n",
772
+ " with open(file_name, 'r') as file:\n",
773
+ " filedata = file.read()\n",
774
+ " newfiledata = filedata.replace(old_text, new_text)\n",
775
+ " # check if filedata has changed\n",
776
+ " if filedata != newfiledata:\n",
777
+ " with open(file_name, 'w') as file:\n",
778
+ " file.write(newfiledata)\n",
779
+ " print('File updated')\n",
780
+ " else:\n",
781
+ " print('!!! File not updated !!!')\n",
782
+ " \n",
783
+ "file_name = '/content/kohya_ss/kohya_gui.py'\n",
784
+ "old_text = \"interface.launch(auth=(username, password))\"\n",
785
+ "new_text = \"interface.launch(auth=(username, password),share=True)\"\n",
786
+ "replace_line(file_name, old_text, new_text)\n"
787
+ ]
788
+ },
789
+ {
790
+ "cell_type": "code",
791
+ "execution_count": null,
792
+ "metadata": {
793
+ "cellView": "form",
794
+ "id": "SyVwt63ccmIv",
795
+ "colab": {
796
+ "base_uri": "https://localhost:8080/"
797
+ },
798
+ "outputId": "b189f863-8692-4fb6-8b87-f8e6f504ceb4"
799
+ },
800
+ "outputs": [
801
+ {
802
+ "output_type": "stream",
803
+ "name": "stdout",
804
+ "text": [
805
+ "/content/kohya_ss\n",
806
+ "Load CSS...\n",
807
+ "Running on local URL: http://127.0.0.1:7860\n",
808
+ "\n",
809
+ "To create a public link, set `share=True` in `launch()`.\n",
810
+ "Keyboard interruption in main thread... closing server.\n",
811
+ "Traceback (most recent call last):\n",
812
+ " File \"/usr/local/lib/python3.10/dist-packages/gradio/blocks.py\", line 1664, in block_thread\n",
813
+ " time.sleep(0.1)\n",
814
+ "KeyboardInterrupt\n",
815
+ "\n",
816
+ "During handling of the above exception, another exception occurred:\n",
817
+ "\n",
818
+ "Traceback (most recent call last):\n",
819
+ " File \"/content/kohya_ss/kohya_gui.py\", line 74, in <module>\n",
820
+ " UI(username=args.username, password=args.password, inbrowser=args.inbrowser, server_port=args.server_port)\n",
821
+ " File \"/content/kohya_ss/kohya_gui.py\", line 56, in UI\n",
822
+ " interface.launch(**kwargs)\n",
823
+ " File \"/usr/local/lib/python3.10/dist-packages/gradio/blocks.py\", line 1581, in launch\n",
824
+ " self.block_thread()\n",
825
+ " File \"/usr/local/lib/python3.10/dist-packages/gradio/blocks.py\", line 1666, in block_thread\n",
826
+ " print(\"Keyboard interruption in main thread... closing server.\")\n",
827
+ "KeyboardInterrupt\n",
828
+ "^C\n"
829
+ ]
830
+ }
831
+ ],
832
+ "source": [
833
+ "#@title *Webui*\n",
834
+ "%cd /content/kohya_ss\n",
835
+ "!python kohya_gui.py --username lora --password anyád"
836
+ ]
837
+ },
838
+ {
839
+ "cell_type": "code",
840
+ "execution_count": null,
841
+ "metadata": {
842
+ "cellView": "form",
843
+ "id": "GKGTTn7uvDTC"
844
+ },
845
+ "outputs": [],
846
+ "source": [
847
+ "#@title dev \n",
848
+ "### DEV \n",
849
+ "\n",
850
+ "%cd /content\n",
851
+ "!git clone https://github.com/bmaltais/kohya_ss.git\n",
852
+ "%cd /content/kohya_ss\n",
853
+ "\n",
854
+ "!pip install torch==1.12.1+cu116 torchvision==0.13.1+cu116 --extra-index-url https://download.pytorch.org/whl/cu116\n",
855
+ "!pip install --upgrade -r requirements.txt"
856
+ ]
857
+ }
858
+ ],
859
+ "metadata": {
860
+ "accelerator": "GPU",
861
+ "colab": {
862
+ "collapsed_sections": [
863
+ "051_UcZI08HV"
864
+ ],
865
+ "provenance": []
866
+ },
867
+ "gpuClass": "standard",
868
+ "kernelspec": {
869
+ "display_name": "Python 3",
870
+ "name": "python3"
871
+ },
872
+ "language_info": {
873
+ "name": "python"
874
+ }
875
+ },
876
+ "nbformat": 4,
877
+ "nbformat_minor": 0
878
+ }