Commit
·
94445d6
1
Parent(s):
b616614
Upload Base_SD_SageMaker notebook03 (1).ipynb
Browse files
Base_SD_SageMaker notebook03 (1).ipynb
ADDED
|
@@ -0,0 +1,278 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"cells": [
|
| 3 |
+
{
|
| 4 |
+
"cell_type": "markdown",
|
| 5 |
+
"metadata": {
|
| 6 |
+
"id": "grG2f8fRZI6V",
|
| 7 |
+
"tags": []
|
| 8 |
+
},
|
| 9 |
+
"source": [
|
| 10 |
+
"# **StableDiffusion SageMaker version by @marat_ai**\n",
|
| 11 |
+
"\n",
|
| 12 |
+
"\n",
|
| 13 |
+
" **[YouTube](https://www.youtube.com/watch?v=dQw4w9WgXcQ)** |  **[sdg.marat@gmail.com]** |\n",
|
| 14 |
+
"\n",
|
| 15 |
+
"\n",
|
| 16 |
+
"_That notebook creates a local instance that constantly saves to your Amazon storage, so you don't need to download all models and install all requirements every time. Only once._"
|
| 17 |
+
]
|
| 18 |
+
},
|
| 19 |
+
{
|
| 20 |
+
"cell_type": "markdown",
|
| 21 |
+
"metadata": {
|
| 22 |
+
"id": "RE1n8kLOZI6Y",
|
| 23 |
+
"jp-MarkdownHeadingCollapsed": true,
|
| 24 |
+
"tags": []
|
| 25 |
+
},
|
| 26 |
+
"source": [
|
| 27 |
+
"# **STEP 1** (Runs only once!)\n",
|
| 28 |
+
"## Requirements 👇\n",
|
| 29 |
+
"* _Don't forget to specify your ngroc token_"
|
| 30 |
+
]
|
| 31 |
+
},
|
| 32 |
+
{
|
| 33 |
+
"cell_type": "code",
|
| 34 |
+
"execution_count": 1,
|
| 35 |
+
"metadata": {
|
| 36 |
+
"id": "A1p2bOziZI6Y",
|
| 37 |
+
"tags": []
|
| 38 |
+
},
|
| 39 |
+
"outputs": [
|
| 40 |
+
{
|
| 41 |
+
"name": "stdout",
|
| 42 |
+
"output_type": "stream",
|
| 43 |
+
"text": [
|
| 44 |
+
"\u001b[1;32mDone!\n"
|
| 45 |
+
]
|
| 46 |
+
}
|
| 47 |
+
],
|
| 48 |
+
"source": [
|
| 49 |
+
"print('\u001b[1;32mInstalling requirements...')\n",
|
| 50 |
+
"\n",
|
| 51 |
+
"from IPython.display import clear_output\n",
|
| 52 |
+
"!conda install -c conda-forge libglib -y & conda update -n base conda -y\n",
|
| 53 |
+
"\n",
|
| 54 |
+
"!pip install tqdm\n",
|
| 55 |
+
"\n",
|
| 56 |
+
"clear_output()\n",
|
| 57 |
+
"print('\u001b[1;32mDone! Conda installed!')\n",
|
| 58 |
+
"\n",
|
| 59 |
+
"!git clone https://github.com/rocketpal/stable-diffusion-webui\n",
|
| 60 |
+
"%cd stable-diffusion-webui\n",
|
| 61 |
+
"\n",
|
| 62 |
+
"'''\n",
|
| 63 |
+
"%pip install -r requirements.txt --quiet\n",
|
| 64 |
+
"'''\n",
|
| 65 |
+
"\n",
|
| 66 |
+
"#ControlNet ext\n",
|
| 67 |
+
"\n",
|
| 68 |
+
"%cd /home/studio-lab-user/stable-diffusion-webui/extensions/\n",
|
| 69 |
+
"!git clone https://github.com/rocketpal/sd-webui-controlnet\n",
|
| 70 |
+
"%cd /home/studio-lab-user/stable-diffusion-webui\n",
|
| 71 |
+
"\n",
|
| 72 |
+
"clear_output()\n",
|
| 73 |
+
"print('\u001b[1;32mDone!')"
|
| 74 |
+
]
|
| 75 |
+
},
|
| 76 |
+
{
|
| 77 |
+
"cell_type": "markdown",
|
| 78 |
+
"metadata": {
|
| 79 |
+
"id": "7tJLpUoHZI6Z",
|
| 80 |
+
"jp-MarkdownHeadingCollapsed": true,
|
| 81 |
+
"tags": []
|
| 82 |
+
},
|
| 83 |
+
"source": [
|
| 84 |
+
"# **STEP 2.1** (Runs only once!)\n",
|
| 85 |
+
"## Download Base models 👇\n",
|
| 86 |
+
"\n",
|
| 87 |
+
"* Don't forget to run the cell bellow!"
|
| 88 |
+
]
|
| 89 |
+
},
|
| 90 |
+
{
|
| 91 |
+
"cell_type": "code",
|
| 92 |
+
"execution_count": null,
|
| 93 |
+
"metadata": {
|
| 94 |
+
"id": "FQyXmO0fZI6a",
|
| 95 |
+
"tags": []
|
| 96 |
+
},
|
| 97 |
+
"outputs": [],
|
| 98 |
+
"source": [
|
| 99 |
+
"#Base models:\n",
|
| 100 |
+
"\n",
|
| 101 |
+
"model_link1 = 'https://huggingface.co/SG161222/Realistic_Vision_V5.1_noVAE/resolve/main/Realistic_Vision_V5.1.safetensors'\n",
|
| 102 |
+
"model_link2 = ''\n",
|
| 103 |
+
"model_link3 = ''\n",
|
| 104 |
+
"model_link4 = ''\n",
|
| 105 |
+
"model_link5 = ''\n",
|
| 106 |
+
"\n",
|
| 107 |
+
"\n",
|
| 108 |
+
"\n",
|
| 109 |
+
"\n",
|
| 110 |
+
"\n",
|
| 111 |
+
"\n",
|
| 112 |
+
"\n",
|
| 113 |
+
"\n",
|
| 114 |
+
"\n",
|
| 115 |
+
"\n",
|
| 116 |
+
"\n",
|
| 117 |
+
"\n",
|
| 118 |
+
"\n",
|
| 119 |
+
"\n",
|
| 120 |
+
"#Run this to download base models:\n",
|
| 121 |
+
"\n",
|
| 122 |
+
"import os\n",
|
| 123 |
+
"import requests\n",
|
| 124 |
+
"from tqdm import tqdm\n",
|
| 125 |
+
"\n",
|
| 126 |
+
"# Function to download a file with progress\n",
|
| 127 |
+
"def download_file(url, target_dir):\n",
|
| 128 |
+
" filename = url.split(\"/\")[-1] # Extract the filename from the URL\n",
|
| 129 |
+
" download_path = os.path.join(target_dir, filename)\n",
|
| 130 |
+
" response = requests.get(url, stream=True)\n",
|
| 131 |
+
" total_size = int(response.headers.get(\"content-length\", 0))\n",
|
| 132 |
+
" block_size = 1024 # 1 Kibibyte\n",
|
| 133 |
+
"\n",
|
| 134 |
+
" with open(download_path, \"wb\") as file, tqdm(\n",
|
| 135 |
+
" desc=filename,\n",
|
| 136 |
+
" total=total_size,\n",
|
| 137 |
+
" unit=\"B\",\n",
|
| 138 |
+
" unit_scale=True,\n",
|
| 139 |
+
" unit_divisor=1024,\n",
|
| 140 |
+
" ) as bar:\n",
|
| 141 |
+
" for data in response.iter_content(block_size):\n",
|
| 142 |
+
" file.write(data)\n",
|
| 143 |
+
" bar.update(len(data))\n",
|
| 144 |
+
"\n",
|
| 145 |
+
"\n",
|
| 146 |
+
"\n",
|
| 147 |
+
"#Base models\n",
|
| 148 |
+
"download_links = [model_link1,\n",
|
| 149 |
+
" model_link2,\n",
|
| 150 |
+
" model_link3,\n",
|
| 151 |
+
" model_link4,\n",
|
| 152 |
+
" model_link5\n",
|
| 153 |
+
" ]\n",
|
| 154 |
+
"\n",
|
| 155 |
+
"\n",
|
| 156 |
+
"target_dir = \"/home/studio-lab-user/stable-diffusion-webui/models/Stable-diffusion/\"\n",
|
| 157 |
+
"\n",
|
| 158 |
+
"# Loop through the download links and download files to the target directory\n",
|
| 159 |
+
"for link in download_links:\n",
|
| 160 |
+
" if link == '':\n",
|
| 161 |
+
" pass\n",
|
| 162 |
+
" else:\n",
|
| 163 |
+
" download_file(link, target_dir)"
|
| 164 |
+
]
|
| 165 |
+
},
|
| 166 |
+
{
|
| 167 |
+
"cell_type": "markdown",
|
| 168 |
+
"metadata": {
|
| 169 |
+
"id": "3wZXNNiHZI6c",
|
| 170 |
+
"jp-MarkdownHeadingCollapsed": true,
|
| 171 |
+
"tags": []
|
| 172 |
+
},
|
| 173 |
+
"source": [
|
| 174 |
+
"# **STEP 3**\n",
|
| 175 |
+
"## Run StableDiffusion 👇\n",
|
| 176 |
+
"Don't forget to specify your ngroc token!"
|
| 177 |
+
]
|
| 178 |
+
},
|
| 179 |
+
{
|
| 180 |
+
"cell_type": "code",
|
| 181 |
+
"execution_count": null,
|
| 182 |
+
"metadata": {
|
| 183 |
+
"_kg_hide-input": false,
|
| 184 |
+
"_kg_hide-output": false,
|
| 185 |
+
"id": "8af-hu-3ZI6c",
|
| 186 |
+
"tags": []
|
| 187 |
+
},
|
| 188 |
+
"outputs": [],
|
| 189 |
+
"source": [
|
| 190 |
+
"%cd ~/stable-diffusion-webui\n",
|
| 191 |
+
"!python launch.py --listen --xformers --enable-insecure-extension-access --gradio-queue --ngrok 2W3231xwzhftRMwLpIS0jiDd2lTNqs_6JmzFy51yhDQ85Q7NxeCT"
|
| 192 |
+
]
|
| 193 |
+
},
|
| 194 |
+
{
|
| 195 |
+
"cell_type": "markdown",
|
| 196 |
+
"metadata": {
|
| 197 |
+
"id": "xMNePTxDZI6c",
|
| 198 |
+
"jp-MarkdownHeadingCollapsed": true,
|
| 199 |
+
"tags": []
|
| 200 |
+
},
|
| 201 |
+
"source": [
|
| 202 |
+
"# **Maintenance**"
|
| 203 |
+
]
|
| 204 |
+
},
|
| 205 |
+
{
|
| 206 |
+
"cell_type": "code",
|
| 207 |
+
"execution_count": null,
|
| 208 |
+
"metadata": {
|
| 209 |
+
"id": "U3fphZyuZI6c",
|
| 210 |
+
"tags": []
|
| 211 |
+
},
|
| 212 |
+
"outputs": [],
|
| 213 |
+
"source": [
|
| 214 |
+
"#clean remove all env, cache and file\n",
|
| 215 |
+
"\n",
|
| 216 |
+
"!rm -r /home/studio-lab-user/.cache\n",
|
| 217 |
+
"!rm -r /home/studio-lab-user/.conda\n",
|
| 218 |
+
"!conda remove -n \"env_name\" --all\n",
|
| 219 |
+
"!rm -rf /home/studio-lab-user/*"
|
| 220 |
+
]
|
| 221 |
+
},
|
| 222 |
+
{
|
| 223 |
+
"cell_type": "code",
|
| 224 |
+
"execution_count": null,
|
| 225 |
+
"metadata": {
|
| 226 |
+
"id": "YApy5h6TZI6d"
|
| 227 |
+
},
|
| 228 |
+
"outputs": [],
|
| 229 |
+
"source": [
|
| 230 |
+
"#Check the storage available\n",
|
| 231 |
+
"!df -h | grep -E 'Avail|home'"
|
| 232 |
+
]
|
| 233 |
+
},
|
| 234 |
+
{
|
| 235 |
+
"cell_type": "code",
|
| 236 |
+
"execution_count": null,
|
| 237 |
+
"metadata": {
|
| 238 |
+
"id": "vwRdajvuZI6d",
|
| 239 |
+
"tags": []
|
| 240 |
+
},
|
| 241 |
+
"outputs": [],
|
| 242 |
+
"source": [
|
| 243 |
+
"#List all folders and sizes\n",
|
| 244 |
+
"!du -h --max-depth=1 /home/studio-lab-user"
|
| 245 |
+
]
|
| 246 |
+
}
|
| 247 |
+
],
|
| 248 |
+
"metadata": {
|
| 249 |
+
"colab": {
|
| 250 |
+
"collapsed_sections": [
|
| 251 |
+
"RE1n8kLOZI6Y",
|
| 252 |
+
"7tJLpUoHZI6Z",
|
| 253 |
+
"3wZXNNiHZI6c",
|
| 254 |
+
"xMNePTxDZI6c"
|
| 255 |
+
],
|
| 256 |
+
"provenance": []
|
| 257 |
+
},
|
| 258 |
+
"kernelspec": {
|
| 259 |
+
"display_name": "default:Python",
|
| 260 |
+
"language": "python",
|
| 261 |
+
"name": "conda-env-default-py"
|
| 262 |
+
},
|
| 263 |
+
"language_info": {
|
| 264 |
+
"codemirror_mode": {
|
| 265 |
+
"name": "ipython",
|
| 266 |
+
"version": 3
|
| 267 |
+
},
|
| 268 |
+
"file_extension": ".py",
|
| 269 |
+
"mimetype": "text/x-python",
|
| 270 |
+
"name": "python",
|
| 271 |
+
"nbconvert_exporter": "python",
|
| 272 |
+
"pygments_lexer": "ipython3",
|
| 273 |
+
"version": "3.9.16"
|
| 274 |
+
}
|
| 275 |
+
},
|
| 276 |
+
"nbformat": 4,
|
| 277 |
+
"nbformat_minor": 4
|
| 278 |
+
}
|