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fast-DreamBooth.ipynb

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" !python /content/gdrive/MyDrive/sd/stable-diffusion-$blasphemy/webui.py $share --ckpt-dir \"$path_to_trained_model\" $auth $configf"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {
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"id": "d_mQ23XsOc5R"
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},
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"source": [
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"# Upload The Trained Model to Hugging Face "
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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": null,
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"metadata": {
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"cellView": "form",
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"id": "NTqUIuhROdH4"
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},
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"outputs": [],
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"source": [
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"from slugify import slugify\n",
1261-
"from huggingface_hub import HfApi, HfFolder, CommitOperationAdd\n",
1262-
"from huggingface_hub import create_repo\n",
1263-
"from IPython.display import display_markdown\n",
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"from IPython.display import clear_output\n",
1265-
"from IPython.utils import capture\n",
1266-
"from google.colab import files\n",
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"import shutil\n",
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"import time\n",
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"import os\n",
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"\n",
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"Upload_sample_images = False #@param {type:\"boolean\"}\n",
1272-
"#@markdown - Upload showcase images of your trained model\n",
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"\n",
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"Name_of_your_concept = \"\" #@param {type:\"string\"}\n",
1275-
"if(Name_of_your_concept == \"\"):\n",
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" Name_of_your_concept = Session_Name\n",
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"Name_of_your_concept=Name_of_your_concept.replace(\" \",\"-\") \n",
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" \n",
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"#@markdown - [Create a write access token](https://huggingface.co/settings/tokens) , go to \"New token\" -> Role : Write. A regular read token won't work here.\n",
1280-
"hf_token_write = \"\" #@param {type:\"string\"}\n",
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"if hf_token_write ==\"\":\n",
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" print('\u001b[1;32mYour Hugging Face write access token : ')\n",
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" hf_token_write=input()\n",
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"\n",
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"hf_token = hf_token_write\n",
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"\n",
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"api = HfApi()\n",
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"your_username = api.whoami(token=hf_token)[\"name\"]\n",
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"\n",
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"repo_id = f\"{your_username}/{slugify(Name_of_your_concept)}\"\n",
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"output_dir = f'/content/models/'+INSTANCE_NAME\n",
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"\n",
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"def bar(prg):\n",
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" br=\"\u001b[1;33mUploading to HuggingFace : \" '\u001b[0m|'+'█' * prg + ' ' * (25-prg)+'| ' +str(prg*4)+ \"%\"\n",
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" return br\n",
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"\n",
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"print(\"\u001b[1;32mLoading...\")\n",
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"\n",
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"NM=\"False\"\n",
1300-
"if os.path.getsize(OUTPUT_DIR+\"/text_encoder/pytorch_model.bin\") > 670901463:\n",
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" NM=\"True\"\n",
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"\n",
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"with capture.capture_output() as cap:\n",
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" if NM==\"False\":\n",
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" %cd $OUTPUT_DIR\n",
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" !rm -r safety_checker feature_extractor .git\n",
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" !rm model_index.json\n",
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" !git init\n",
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" !git lfs install --system --skip-repo\n",
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" !git remote add -f origin \"https://USER:{hf_token}@huggingface.co/runwayml/stable-diffusion-v1-5\"\n",
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" !git config core.sparsecheckout true\n",
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" !echo -e \"feature_extractor\\nsafety_checker\\nmodel_index.json\" > .git/info/sparse-checkout\n",
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" !git pull origin main\n",
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" !rm -r .git\n",
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" %cd /content\n",
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" else:\n",
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" %cd $OUTPUT_DIR\n",
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" !rm -r feature_extractor .git\n",
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" !git init\n",
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" !git lfs install --system --skip-repo\n",
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" !git remote add -f origin \"https://USER:{hf_token}@huggingface.co/stabilityai/stable-diffusion-2-1\"\n",
1322-
" !git config core.sparsecheckout true\n",
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" !echo -e \"feature_extractor\" > .git/info/sparse-checkout\n",
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" !git pull origin main\n",
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" !rm -r .git\n",
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" %cd /content\n",
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"\n",
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"\n",
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"image_string = \"\"\n",
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"\n",
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"if os.path.exists('/content/sample_images'):\n",
1332-
" !rm -r /content/sample_images\n",
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"Samples=\"/content/sample_images\"\n",
1334-
"!mkdir $Samples\n",
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"clear_output()\n",
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"\n",
1337-
"if Upload_sample_images:\n",
1338-
"\n",
1339-
" print(\"\u001b[1;32mUpload Sample images of the model\")\n",
1340-
" uploaded = files.upload()\n",
1341-
" for filename in uploaded.keys():\n",
1342-
" shutil.move(filename, Samples)\n",
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" %cd $Samples\n",
1344-
" !find . -name \"* *\" -type f | rename 's/ /_/g'\n",
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" %cd /content\n",
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" clear_output()\n",
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"\n",
1348-
" print(bar(1))\n",
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"\n",
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" images_upload = os.listdir(Samples)\n",
1351-
" instance_prompt_list = []\n",
1352-
" for i, image in enumerate(images_upload):\n",
1353-
" image_string = f'''\n",
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" {image_string}![{i}](https://huggingface.co/{repo_id}/resolve/main/sample_images/{image})\n",
1355-
" '''\n",
1356-
" \n",
1357-
"readme_text = f'''---\n",
1358-
"license: creativeml-openrail-m\n",
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"tags:\n",
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"- text-to-image\n",
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"- stable-diffusion\n",
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"---\n",
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"### {Name_of_your_concept} Dreambooth model trained by {api.whoami(token=hf_token)[\"name\"]} with [TheLastBen's fast-DreamBooth](https://colab.research.google.com/github/TheLastBen/fast-stable-diffusion/blob/main/fast-DreamBooth.ipynb) notebook\n",
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"\n",
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"\n",
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"Test the concept via A1111 Colab [fast-Colab-A1111](https://colab.research.google.com/github/TheLastBen/fast-stable-diffusion/blob/main/fast_stable_diffusion_AUTOMATIC1111.ipynb)\n",
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"\n",
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"Sample pictures of this concept:\n",
1369-
"{image_string}\n",
1370-
"'''\n",
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"#Save the readme to a file\n",
1372-
"readme_file = open(\"README.md\", \"w\")\n",
1373-
"readme_file.write(readme_text)\n",
1374-
"readme_file.close()\n",
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"\n",
1376-
"operations = [\n",
1377-
" CommitOperationAdd(path_in_repo=\"README.md\", path_or_fileobj=\"README.md\"),\n",
1378-
" CommitOperationAdd(path_in_repo=f\"{Session_Name}.ckpt\",path_or_fileobj=MDLPTH)\n",
1379-
"\n",
1380-
"]\n",
1381-
"create_repo(repo_id,private=True, token=hf_token)\n",
1382-
"\n",
1383-
"api.create_commit(\n",
1384-
" repo_id=repo_id,\n",
1385-
" operations=operations,\n",
1386-
" commit_message=f\"Upload the concept {Name_of_your_concept} embeds and token\",\n",
1387-
" token=hf_token\n",
1388-
")\n",
1389-
"\n",
1390-
"api.upload_folder(\n",
1391-
" folder_path=OUTPUT_DIR+\"/feature_extractor\",\n",
1392-
" path_in_repo=\"feature_extractor\",\n",
1393-
" repo_id=repo_id,\n",
1394-
" token=hf_token\n",
1395-
")\n",
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"\n",
1397-
"clear_output()\n",
1398-
"print(bar(4))\n",
1399-
"\n",
1400-
"if NM==\"False\":\n",
1401-
" api.upload_folder(\n",
1402-
" folder_path=OUTPUT_DIR+\"/safety_checker\",\n",
1403-
" path_in_repo=\"safety_checker\",\n",
1404-
" repo_id=repo_id,\n",
1405-
" token=hf_token\n",
1406-
" )\n",
1407-
"\n",
1408-
"clear_output()\n",
1409-
"print(bar(8))\n",
1410-
"\n",
1411-
"\n",
1412-
"api.upload_folder(\n",
1413-
" folder_path=OUTPUT_DIR+\"/scheduler\",\n",
1414-
" path_in_repo=\"scheduler\",\n",
1415-
" repo_id=repo_id,\n",
1416-
" token=hf_token\n",
1417-
")\n",
1418-
"\n",
1419-
"clear_output()\n",
1420-
"print(bar(9))\n",
1421-
"\n",
1422-
"api.upload_folder(\n",
1423-
" folder_path=OUTPUT_DIR+\"/text_encoder\",\n",
1424-
" path_in_repo=\"text_encoder\",\n",
1425-
" repo_id=repo_id,\n",
1426-
" token=hf_token\n",
1427-
")\n",
1428-
"\n",
1429-
"clear_output()\n",
1430-
"print(bar(12))\n",
1431-
"\n",
1432-
"api.upload_folder(\n",
1433-
" folder_path=OUTPUT_DIR+\"/tokenizer\",\n",
1434-
" path_in_repo=\"tokenizer\",\n",
1435-
" repo_id=repo_id,\n",
1436-
" token=hf_token\n",
1437-
")\n",
1438-
"\n",
1439-
"clear_output()\n",
1440-
"print(bar(13))\n",
1441-
"\n",
1442-
"api.upload_folder(\n",
1443-
" folder_path=OUTPUT_DIR+\"/unet\",\n",
1444-
" path_in_repo=\"unet\",\n",
1445-
" repo_id=repo_id,\n",
1446-
" token=hf_token\n",
1447-
")\n",
1448-
"\n",
1449-
"clear_output()\n",
1450-
"print(bar(21))\n",
1451-
"\n",
1452-
"api.upload_folder(\n",
1453-
" folder_path=OUTPUT_DIR+\"/vae\",\n",
1454-
" path_in_repo=\"vae\",\n",
1455-
" repo_id=repo_id,\n",
1456-
" token=hf_token\n",
1457-
")\n",
1458-
"\n",
1459-
"clear_output()\n",
1460-
"print(bar(23))\n",
1461-
"\n",
1462-
"api.upload_file(\n",
1463-
" path_or_fileobj=OUTPUT_DIR+\"/model_index.json\",\n",
1464-
" path_in_repo=\"model_index.json\",\n",
1465-
" repo_id=repo_id,\n",
1466-
" token=hf_token\n",
1467-
")\n",
1468-
"\n",
1469-
"clear_output()\n",
1470-
"print(bar(24))\n",
1471-
"\n",
1472-
"api.upload_folder(\n",
1473-
" folder_path=Samples,\n",
1474-
" path_in_repo=\"sample_images\",\n",
1475-
" repo_id=repo_id,\n",
1476-
" token=hf_token\n",
1477-
")\n",
1478-
"\n",
1479-
"clear_output()\n",
1480-
"print(bar(25))\n",
1481-
"\n",
1482-
"display_markdown(f'''## Your concept was saved successfully. [Click here to access it](https://huggingface.co/{repo_id})\n",
1483-
"''', raw=True)"
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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": null,

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