{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "Dependencies" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Requirement already satisfied: pillow in /Users/jordanlegg/.pyenv/versions/3.10.14/lib/python3.10/site-packages (10.4.0)\n", "Requirement already satisfied: datasets in /Users/jordanlegg/.pyenv/versions/3.10.14/lib/python3.10/site-packages (2.20.0)\n", "Requirement already satisfied: pandas in /Users/jordanlegg/.pyenv/versions/3.10.14/lib/python3.10/site-packages (2.2.2)\n", "Requirement already satisfied: pypng in /Users/jordanlegg/.pyenv/versions/3.10.14/lib/python3.10/site-packages (0.20220715.0)\n", "Collecting uuid\n", " Downloading uuid-1.30.tar.gz (5.8 kB)\n", " Preparing metadata (setup.py) ... \u001b[?25ldone\n", "\u001b[?25hRequirement already satisfied: fsspec[http]<=2024.5.0,>=2023.1.0 in /Users/jordanlegg/.pyenv/versions/3.10.14/lib/python3.10/site-packages (from datasets) (2024.5.0)\n", "Requirement already satisfied: pyyaml>=5.1 in /Users/jordanlegg/.pyenv/versions/3.10.14/lib/python3.10/site-packages (from datasets) (6.0.1)\n", "Requirement already satisfied: pyarrow-hotfix in /Users/jordanlegg/.pyenv/versions/3.10.14/lib/python3.10/site-packages (from datasets) (0.6)\n", "Requirement already satisfied: numpy>=1.17 in /Users/jordanlegg/.pyenv/versions/3.10.14/lib/python3.10/site-packages (from datasets) (1.26.4)\n", "Requirement already satisfied: aiohttp in /Users/jordanlegg/.pyenv/versions/3.10.14/lib/python3.10/site-packages (from datasets) (3.9.5)\n", "Requirement already satisfied: dill<0.3.9,>=0.3.0 in /Users/jordanlegg/.pyenv/versions/3.10.14/lib/python3.10/site-packages (from datasets) (0.3.8)\n", "Requirement already satisfied: filelock in /Users/jordanlegg/.pyenv/versions/3.10.14/lib/python3.10/site-packages (from datasets) (3.15.4)\n", "Requirement already satisfied: xxhash in /Users/jordanlegg/.pyenv/versions/3.10.14/lib/python3.10/site-packages (from datasets) (3.4.1)\n", "Requirement already satisfied: tqdm>=4.66.3 in /Users/jordanlegg/.pyenv/versions/3.10.14/lib/python3.10/site-packages (from datasets) (4.66.4)\n", "Requirement already satisfied: packaging in /Users/jordanlegg/.pyenv/versions/3.10.14/lib/python3.10/site-packages (from datasets) (23.2)\n", "Requirement already satisfied: multiprocess in /Users/jordanlegg/.pyenv/versions/3.10.14/lib/python3.10/site-packages (from datasets) (0.70.16)\n", "Requirement already satisfied: requests>=2.32.2 in /Users/jordanlegg/.pyenv/versions/3.10.14/lib/python3.10/site-packages (from datasets) (2.32.3)\n", "Requirement already satisfied: huggingface-hub>=0.21.2 in /Users/jordanlegg/.pyenv/versions/3.10.14/lib/python3.10/site-packages (from datasets) (0.23.5)\n", "Requirement already satisfied: pyarrow>=15.0.0 in /Users/jordanlegg/.pyenv/versions/3.10.14/lib/python3.10/site-packages (from datasets) (17.0.0)\n", "Requirement already satisfied: pytz>=2020.1 in /Users/jordanlegg/.pyenv/versions/3.10.14/lib/python3.10/site-packages (from pandas) (2024.1)\n", "Requirement already satisfied: python-dateutil>=2.8.2 in /Users/jordanlegg/.pyenv/versions/3.10.14/lib/python3.10/site-packages (from pandas) (2.9.0.post0)\n", "Requirement already satisfied: tzdata>=2022.7 in /Users/jordanlegg/.pyenv/versions/3.10.14/lib/python3.10/site-packages (from pandas) (2024.1)\n", "Requirement already satisfied: frozenlist>=1.1.1 in /Users/jordanlegg/.pyenv/versions/3.10.14/lib/python3.10/site-packages (from aiohttp->datasets) (1.4.1)\n", "Requirement already satisfied: aiosignal>=1.1.2 in /Users/jordanlegg/.pyenv/versions/3.10.14/lib/python3.10/site-packages (from aiohttp->datasets) (1.3.1)\n", "Requirement already satisfied: attrs>=17.3.0 in /Users/jordanlegg/.pyenv/versions/3.10.14/lib/python3.10/site-packages (from aiohttp->datasets) (23.2.0)\n", "Requirement already satisfied: multidict<7.0,>=4.5 in /Users/jordanlegg/.pyenv/versions/3.10.14/lib/python3.10/site-packages (from aiohttp->datasets) (6.0.5)\n", "Requirement already satisfied: yarl<2.0,>=1.0 in /Users/jordanlegg/.pyenv/versions/3.10.14/lib/python3.10/site-packages (from aiohttp->datasets) (1.9.4)\n", "Requirement already satisfied: async-timeout<5.0,>=4.0 in /Users/jordanlegg/.pyenv/versions/3.10.14/lib/python3.10/site-packages (from aiohttp->datasets) (4.0.3)\n", "Requirement already satisfied: typing-extensions>=3.7.4.3 in /Users/jordanlegg/.pyenv/versions/3.10.14/lib/python3.10/site-packages (from huggingface-hub>=0.21.2->datasets) (4.12.2)\n", "Requirement already satisfied: six>=1.5 in /Users/jordanlegg/.pyenv/versions/3.10.14/lib/python3.10/site-packages (from python-dateutil>=2.8.2->pandas) (1.16.0)\n", "Requirement already satisfied: idna<4,>=2.5 in /Users/jordanlegg/.pyenv/versions/3.10.14/lib/python3.10/site-packages (from requests>=2.32.2->datasets) (3.7)\n", "Requirement already satisfied: urllib3<3,>=1.21.1 in /Users/jordanlegg/.pyenv/versions/3.10.14/lib/python3.10/site-packages (from requests>=2.32.2->datasets) (2.2.2)\n", "Requirement already satisfied: certifi>=2017.4.17 in /Users/jordanlegg/.pyenv/versions/3.10.14/lib/python3.10/site-packages (from requests>=2.32.2->datasets) (2024.6.2)\n", "Requirement already satisfied: charset-normalizer<4,>=2 in /Users/jordanlegg/.pyenv/versions/3.10.14/lib/python3.10/site-packages (from requests>=2.32.2->datasets) (3.3.2)\n", "Installing collected packages: uuid\n", "\u001b[33m DEPRECATION: uuid is being installed using the legacy 'setup.py install' method, because it does not have a 'pyproject.toml' and the 'wheel' package is not installed. pip 23.1 will enforce this behaviour change. A possible replacement is to enable the '--use-pep517' option. Discussion can be found at https://github.com/pypa/pip/issues/8559\u001b[0m\u001b[33m\n", "\u001b[0m Running setup.py install for uuid ... \u001b[?25ldone\n", "\u001b[?25hSuccessfully installed uuid-1.30\n", "\n", "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m A new release of pip is available: \u001b[0m\u001b[31;49m23.0.1\u001b[0m\u001b[39;49m -> \u001b[0m\u001b[32;49m24.1.2\u001b[0m\n", "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m To update, run: \u001b[0m\u001b[32;49mpip install --upgrade pip\u001b[0m\n", "Note: you may need to restart the kernel to use updated packages.\n" ] } ], "source": [ "pip install pillow datasets pandas pypng uuid\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Preproccessing" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Moved and renamed: images/japanese streetscapes_00125_.png -> train/63d84ebd-201f-45cc-8cfc-35e1ecbac724.png\n", "Moved and renamed: images/japanese streetscapes_00430_.png -> train/a4bf9402-0c76-44cc-9ee6-3e613539c393.png\n", "Moved and renamed: images/japanese streetscapes_00060_.png -> train/71ca8683-9822-4426-b338-a99e298dbbf5.png\n", "Moved and renamed: images/japanese streetscapes_00349_.png -> train/bbd6507a-deff-49cc-8605-2b1ff93c028f.png\n", "Moved and renamed: images/japanese streetscapes_00172_.png -> train/f32ef431-5ecc-4fbd-8983-db4cd7d9f778.png\n", "Moved and renamed: images/japanese streetscapes_00488_.png -> train/fd4988e7-37d3-46cc-9c4f-864cf3f7dd47.png\n", "Moved and renamed: images/japanese streetscapes_00037_.png -> train/efa318eb-fd21-4f1b-8878-356559aff973.png\n", "Moved and renamed: images/japanese streetscapes_00467_.png -> train/8bc842d3-565d-4a0a-b612-a9a175e0cdff.png\n", "Moved and renamed: images/japanese streetscapes_00164_.png -> train/0e3397d3-5d98-48a5-a19a-92498dddcff7.png\n", "Moved and 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train/5b84c15a-a26b-4c48-8231-e084452497dc.png\n", "Moved and renamed: images/japanese streetscapes_00326_.png -> train/613a2e4a-fb1f-441d-b276-b7eb4997af69.png\n", "Moved and renamed: images/japanese streetscapes_00263_.png -> train/1e70e8c6-3bfb-4aa5-8c7c-6a32cb5ed945.png\n", "Moved and renamed: images/japanese streetscapes_00218_.png -> train/195e8f1d-d8c7-420e-9079-7ce670934ab3.png\n", "Moved and renamed: images/japanese streetscapes_00074_.png -> train/aed6722b-fc35-44f3-86fd-e598c1cdc26f.png\n", "Moved and renamed: images/japanese streetscapes_00424_.png -> train/08456d6a-4076-4401-b10b-dd372ab4cbb3.png\n", "Moved and renamed: images/japanese streetscapes_00131_.png -> train/dce6a439-f722-41b1-9ddb-095540f762b4.png\n", "Moved and renamed: images/japanese streetscapes_00473_.png -> train/2f859938-1da3-4d62-b3ff-df6201833b65.png\n", "Moved and renamed: images/japanese streetscapes_00189_.png -> train/6852ec60-3d8c-470e-b9dc-f17d72a5c5db.png\n", "Moved and renamed: images/japanese streetscapes_00023_.png -> train/037b634e-b051-40ba-850d-8149bc473622.png\n", "Moved and renamed: images/japanese streetscapes_00166_.png -> train/82ca0e19-c175-407e-8789-48ba47f0f219.png\n", "Moved and renamed: images/japanese streetscapes_00259_.png -> train/99bc8a3b-162e-4e2c-aa57-71bd95c5e1ad.png\n", "Moved and renamed: images/japanese streetscapes_00035_.png -> train/01ff1ebd-abf6-48b5-9c28-1cfe906ae7a9.png\n", "Moved and renamed: images/japanese streetscapes_00465_.png -> train/2b13944b-1e9c-4aae-8224-fffab8011e72.png\n", "Moved and renamed: images/japanese streetscapes_00170_.png -> train/44b1dcfa-63c1-46b6-b28c-0b8989feb195.png\n", "Moved and renamed: images/japanese streetscapes_00432_.png -> train/0d83d08f-1eaa-4afc-9f5f-c0a7f2d6bd6e.png\n", "Moved and renamed: images/japanese streetscapes_00062_.png -> train/dba04227-1d2a-4378-9e3d-93ce04a4186e.png\n", "Moved and renamed: images/japanese streetscapes_00127_.png -> train/6b17e0e5-040d-4553-9e95-bd0bca1140e9.png\n", "Moved and 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streetscapes_00003_.png -> train/a4930a56-b7e4-4dde-8eeb-7847705c9be8.png\n", "Moved and renamed: images/japanese streetscapes_00280_.png -> train/ed972bef-cedf-4e83-af30-49c0432d1c50.png\n", "Moved and renamed: images/japanese streetscapes_00428_.png -> train/4a687736-6d68-46fd-8327-cfedabe39984.png\n", "Moved and renamed: images/japanese streetscapes_00078_.png -> train/9e130288-4adc-4304-915d-d998c8950971.png\n", "Moved and renamed: images/japanese streetscapes_00097_.png -> train/77954651-7102-493a-8405-edb31321c376.png\n", "Moved and renamed: images/japanese streetscapes_00214_.png -> train/fd5b31a0-7086-4bd5-a55d-5bf11fd87a63.png\n", "Moved and renamed: images/japanese streetscapes_00351_.png -> train/c9a010d2-411f-4923-883b-61b2db9939c9.png\n", "Moved and renamed: images/japanese streetscapes_00185_.png -> train/d2e6e71c-3ccc-470f-bc7c-06c3aec62dd8.png\n", "Moved and renamed: images/japanese streetscapes_00490_.png -> train/fd582f44-df49-4443-9fe7-e87d2038cf61.png\n", "Moved and 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train/469d34af-617c-440d-b5e4-9c1f43f61eae.png\n", "Moved and renamed: images/japanese streetscapes_00202_.png -> train/07290a75-fbc3-443c-bd49-4105b3c7e68c.png\n", "Moved and renamed: images/japanese streetscapes_00347_.png -> train/13da960a-e81f-410e-9a2f-b90cf2086c27.png\n", "Moved and renamed: images/japanese streetscapes_00203_.png -> train/1c4661d2-b50d-4458-bfac-13999af0cc75.png\n", "Moved and renamed: images/japanese streetscapes_00346_.png -> train/d7240e3b-ddd2-46da-96b6-118c89416d3f.png\n", "Moved and renamed: images/japanese streetscapes_00080_.png -> train/bcee1b0d-7de6-461f-b720-e43fdac1a214.png\n", "Moved and renamed: images/japanese streetscapes_00254_.png -> train/1863dacc-aa8b-41e1-8459-d55ac2049769.png\n", "Moved and renamed: images/japanese streetscapes_00311_.png -> train/a8035d5c-4dd3-4ddc-9c8f-4bfc1fd579ca.png\n", "Moved and renamed: images/japanese streetscapes_00468_.png -> train/e0a11780-b6c1-4e8f-809d-bd4f46724eeb.png\n", "Moved and renamed: images/japanese streetscapes_00192_.png -> train/1248e5b7-b3f8-4f0e-8e1a-3d420f1b426f.png\n", "Moved and renamed: images/japanese streetscapes_00038_.png -> train/6146ab2f-086e-4a43-9138-42682c8cfdcf.png\n", "Moved and renamed: images/japanese streetscapes_00487_.png -> train/5e1fbc1a-d3af-4d72-bc1b-1c10cc612a92.png\n", "Moved and renamed: images/japanese streetscapes_00242_.png -> train/8e942ff5-a55e-4f0a-ba78-c6dfcd06fc78.png\n", "Moved and renamed: images/japanese streetscapes_00307_.png -> train/88d010a6-8c74-46fa-b6db-d2d89a28c70f.png\n", "Moved and renamed: images/japanese streetscapes_00184_.png -> train/a22e0559-d4b0-43fb-9d51-c4de1922ce1c.png\n", "Moved and renamed: images/japanese streetscapes_00491_.png -> train/6b770cda-22ec-4940-8dac-c45faf8980b2.png\n", "Moved and renamed: images/japanese streetscapes_00215_.png -> train/21195dca-e549-45b7-8989-1217ca345f3a.png\n", "Moved and renamed: images/japanese streetscapes_00350_.png -> train/954ef632-75fe-4f9c-bbab-4e9b6db0d9f5.png\n", "Moved and 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train/84ecb31c-7945-4b60-91c3-5f111a44a352.png\n", "Moved and renamed: images/japanese streetscapes_00110_.png -> train/214f5271-8642-4f7b-8465-cfdd151f11eb.png\n", "Moved and renamed: images/japanese streetscapes_00055_.png -> train/b26367ae-60c3-4369-97c2-705c6bc5990b.png\n", "Moved and renamed: images/japanese streetscapes_00405_.png -> train/cd74d12e-b57a-40dc-9985-7018d4726264.png\n", "Moved and renamed: images/japanese streetscapes_00385_.png -> train/5e5c263c-a324-49dd-8e0c-d205dcf2f767.png\n", "Moved and renamed: images/japanese streetscapes_00106_.png -> train/44a2aeae-f16f-443e-8dc6-0e0d83be39a7.png\n", "Moved and renamed: images/japanese streetscapes_00413_.png -> train/b03cde05-97a6-445a-9541-b5b985f09d31.png\n", "Moved and renamed: images/japanese streetscapes_00043_.png -> train/6af3bcec-951a-4b03-ae96-a1c41b0441fe.png\n", "Moved and renamed: images/japanese streetscapes_00297_.png -> train/7af3c22d-b754-411e-b05b-ab028d57cfb3.png\n", "Moved and renamed: images/japanese streetscapes_00278_.png -> train/5b0c14ff-52aa-4d54-b991-bb9abae4348b.png\n", "Moved and renamed: images/japanese streetscapes_00151_.png -> train/728f61cf-19d0-4701-be18-dc08870353dc.png\n", "Moved and renamed: images/japanese streetscapes_00014_.png -> train/54f6dadd-8709-48fc-acaa-03124eae4be1.png\n", "Moved and renamed: images/japanese streetscapes_00444_.png -> train/97b21805-a92d-4f53-8193-252d0eb2aa29.png\n", "Moved and renamed: images/japanese streetscapes_00433_.png -> train/dc6d6887-3ee0-4b3e-b92e-6e778f2cf5c4.png\n", "Moved and renamed: images/japanese streetscapes_00063_.png -> train/9b30cfe5-1736-4764-b85d-21dd5044dc32.png\n", "Moved and renamed: images/japanese streetscapes_00126_.png -> train/7f1ad444-1b99-446e-a5a1-a0262c1cbd7f.png\n", "Moved and renamed: images/japanese streetscapes_00034_.png -> train/3bbf19de-fb1d-43ae-8688-b65bd73914c9.png\n", "Moved and renamed: images/japanese streetscapes_00464_.png -> train/a4b818df-9f00-4432-ac22-bef31151b847.png\n", "Moved and 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train/acfaafac-97b6-4d6a-82cb-0e90f6ac250d.png\n", "Moved and renamed: images/japanese streetscapes_00219_.png -> train/089043fb-9ecd-49b8-869c-0c8aca2997d8.png\n", "Moved and renamed: images/japanese streetscapes_00327_.png -> train/5dfd8135-817b-4456-97d5-459e85842d89.png\n", "Moved and renamed: images/japanese streetscapes_00262_.png -> train/64b3cf1e-ca82-4b69-acb3-acb85c3eb2ba.png\n", "Moved and renamed: images/japanese streetscapes_00409_.png -> train/4aaeb5f0-c718-4218-97d0-165f5f445dea.png\n", "Moved and renamed: images/japanese streetscapes_00059_.png -> train/547b22b6-207a-419e-a354-eebc21202122.png\n", "Moved and renamed: images/japanese streetscapes_00370_.png -> train/1d0988dd-ef0e-4bc6-a6b9-cf6a471c54a6.png\n", "Moved and renamed: images/japanese streetscapes_00235_.png -> train/2b311c2a-f8b1-4aa9-bf1c-6bc21c01f565.png\n", "Moved and renamed: images/japanese streetscapes_00366_.png -> train/908be575-4e18-464e-8958-fccf4480043b.png\n", "Moved and renamed: images/japanese streetscapes_00389_.png -> train/589cefa5-d6fd-4277-8e36-61b901b7ff5f.png\n", "Moved and renamed: images/japanese streetscapes_00223_.png -> train/f2ebed3f-cf22-4362-bb1b-4df8ede77489.png\n", "Moved and renamed: images/japanese streetscapes_00448_.png -> train/d4ed809a-e5f0-447e-9b8a-9b7810c14d0b.png\n", "Moved and renamed: images/japanese streetscapes_00018_.png -> train/dbb1738b-f8a9-45c4-bfc5-967a303144b7.png\n", "Moved and renamed: images/japanese streetscapes_00331_.png -> train/5e0a1232-bfa1-4cbb-9c6f-ddbe9f227a8a.png\n", "Moved and renamed: images/japanese streetscapes_00274_.png -> train/230fa78e-7e13-44b1-a005-62044ceec782.png\n" ] } ], "source": [ "import os\n", "import uuid\n", "import shutil\n", "\n", "def rename_and_move_images(source_dir, target_dir):\n", " # Create the target directory if it doesn't exist\n", " os.makedirs(target_dir, exist_ok=True)\n", "\n", " # List of common image file extensions\n", " image_extensions = ('.jpg', '.jpeg', '.png', '.gif', '.bmp', '.tiff')\n", "\n", " # Walk through the source directory and its subdirectories\n", " for root, dirs, files in os.walk(source_dir):\n", " for file in files:\n", " # Check if the file has an image extension\n", " if file.lower().endswith(image_extensions):\n", " # Generate a new filename with UUID\n", " new_filename = str(uuid.uuid4()) + os.path.splitext(file)[1]\n", " \n", " # Construct full file paths\n", " old_path = os.path.join(root, file)\n", " new_path = os.path.join(target_dir, new_filename)\n", " \n", " # Move and rename the file\n", " shutil.move(old_path, new_path)\n", " print(f\"Moved and renamed: {old_path} -> {new_path}\")\n", "\n", "# Usage\n", "source_directory = \"images\"\n", "target_directory = \"train\"\n", "\n", "rename_and_move_images(source_directory, target_directory)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Extract the Metadata" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Metadata extraction complete. Metadata saved to: train/metadata.csv\n" ] } ], "source": [ "import os\n", "import json\n", "import png\n", "import pandas as pd\n", "\n", "# Directory containing images\n", "image_dir = 'train'\n", "metadata_list = []\n", "\n", "# Function to extract the JSON data from the tEXt chunk in PNG images\n", "def extract_metadata_from_png(image_path):\n", " with open(image_path, 'rb') as f:\n", " reader = png.Reader(file=f)\n", " chunks = reader.chunks()\n", " for chunk_type, chunk_data in chunks:\n", " if chunk_type == b'tEXt':\n", " # Convert bytes to string\n", " chunk_text = chunk_data.decode('latin1')\n", " if 'prompt' in chunk_text:\n", " try:\n", " # Extract JSON string after \"prompt\\0\"\n", " json_str = chunk_text.split('prompt\\0', 1)[1]\n", " json_data = json.loads(json_str)\n", " inputs = json_data.get('3', {}).get('inputs', {})\n", " seed = inputs.get('seed', 'N/A')\n", " positive_prompt = json_data.get('6', {}).get('inputs', {}).get('text', 'N/A')\n", " negative_prompt = json_data.get('7', {}).get('inputs', {}).get('text', 'N/A')\n", " model = json_data.get('4', {}).get('inputs', {}).get('ckpt_name', 'N/A')\n", " steps = inputs.get('steps', 'N/A')\n", " cfg = inputs.get('cfg', 'N/A')\n", " sampler_name = inputs.get('sampler_name', 'N/A')\n", " scheduler = inputs.get('scheduler', 'N/A')\n", " denoise = inputs.get('denoise', 'N/A')\n", " return {\n", " 'seed': seed,\n", " 'positive_prompt': positive_prompt,\n", " 'negative_prompt': negative_prompt,\n", " 'model': model,\n", " 'steps': steps,\n", " 'cfg': cfg,\n", " 'sampler_name': sampler_name,\n", " 'scheduler': scheduler,\n", " 'denoise': denoise\n", " }\n", " except json.JSONDecodeError:\n", " pass\n", " return {}\n", "\n", "# Loop through all images in the directory\n", "for file_name in os.listdir(image_dir):\n", " if file_name.endswith('.png'):\n", " image_path = os.path.join(image_dir, file_name)\n", " metadata = extract_metadata_from_png(image_path)\n", " metadata['file_name'] = file_name\n", " metadata_list.append(metadata)\n", "\n", "# Convert metadata to DataFrame\n", "metadata_df = pd.DataFrame(metadata_list)\n", "\n", "# Ensure 'file_name' is the first column\n", "columns_order = ['file_name', 'seed', 'positive_prompt', 'negative_prompt', 'model', 'steps', 'cfg', 'sampler_name', 'scheduler', 'denoise']\n", "metadata_df = metadata_df[columns_order]\n", "\n", "# Save metadata to a CSV file\n", "metadata_csv_path = 'train/metadata.csv'\n", "metadata_df.to_csv(metadata_csv_path, index=False)\n", "\n", "print(\"Metadata extraction complete. Metadata saved to:\", metadata_csv_path)\n", "\n", "\n" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.10.14" } }, "nbformat": 4, "nbformat_minor": 2 }