diff --git a/.gitignore b/.gitignore new file mode 100644 index 0000000000000000000000000000000000000000..90f8fbb3d428d59bd30344448b0c823d67a47016 --- /dev/null +++ b/.gitignore @@ -0,0 +1,176 @@ +# Created by https://www.toptal.com/developers/gitignore/api/python +# Edit at https://www.toptal.com/developers/gitignore?templates=python + +### Python ### +# Byte-compiled / optimized / DLL files +__pycache__/ +*.py[cod] +*$py.class + +# C extensions +*.so + +# Distribution / packaging +.Python +build/ +develop-eggs/ +dist/ +downloads/ +eggs/ +.eggs/ +lib/ +lib64/ +parts/ +sdist/ +var/ +wheels/ +share/python-wheels/ +*.egg-info/ +.installed.cfg +*.egg +MANIFEST + +# PyInstaller +# Usually these files are written by a python script from a template +# before PyInstaller builds the exe, so as to inject date/other infos into it. +*.manifest +*.spec + +# Installer logs +pip-log.txt +pip-delete-this-directory.txt + +# Unit test / coverage reports +htmlcov/ +.tox/ +.nox/ +.coverage +.coverage.* +.cache +nosetests.xml +coverage.xml +*.cover +*.py,cover +.hypothesis/ +.pytest_cache/ +cover/ + +# Translations +*.mo +*.pot + +# Django stuff: +*.log +local_settings.py +db.sqlite3 +db.sqlite3-journal + +# Flask stuff: +instance/ +.webassets-cache + +# Scrapy stuff: +.scrapy + +# Sphinx documentation +docs/_build/ + +# PyBuilder +.pybuilder/ +target/ + +# Jupyter Notebook +.ipynb_checkpoints + +# IPython +profile_default/ +ipython_config.py + +# pyenv +# For a library or package, you might want to ignore these files since the code is +# intended to run in multiple environments; otherwise, check them in: +# .python-version + +# pipenv +# According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control. +# However, in case of collaboration, if having platform-specific dependencies or dependencies +# having no cross-platform support, pipenv may install dependencies that don't work, or not +# install all needed dependencies. +#Pipfile.lock + +# poetry +# Similar to Pipfile.lock, it is generally recommended to include poetry.lock in version control. +# This is especially recommended for binary packages to ensure reproducibility, and is more +# commonly ignored for libraries. +# https://python-poetry.org/docs/basic-usage/#commit-your-poetrylock-file-to-version-control +#poetry.lock + +# pdm +# Similar to Pipfile.lock, it is generally recommended to include pdm.lock in version control. +#pdm.lock +# pdm stores project-wide configurations in .pdm.toml, but it is recommended to not include it +# in version control. +# https://pdm.fming.dev/#use-with-ide +.pdm.toml + +# PEP 582; used by e.g. github.com/David-OConnor/pyflow and github.com/pdm-project/pdm +__pypackages__/ + +# Celery stuff +celerybeat-schedule +celerybeat.pid + +# SageMath parsed files +*.sage.py + +# Environments +.env +.venv +env/ +venv/ +ENV/ +env.bak/ +venv.bak/ + +# Spyder project settings +.spyderproject +.spyproject + +# Rope project settings +.ropeproject + +# mkdocs documentation +/site + +# mypy +.mypy_cache/ +.dmypy.json +dmypy.json + +# Pyre type checker +.pyre/ + +# pytype static type analyzer +.pytype/ + +# Cython debug symbols +cython_debug/ + +# PyCharm +# JetBrains specific template is maintained in a separate JetBrains.gitignore that can +# be found at https://github.com/github/gitignore/blob/main/Global/JetBrains.gitignore +# and can be added to the global gitignore or merged into this file. For a more nuclear +# option (not recommended) you can uncomment the following to ignore the entire idea folder. +#.idea/ + +### Python Patch ### +# Poetry local configuration file - https://python-poetry.org/docs/configuration/#local-configuration +poetry.toml + +# ruff +.ruff_cache/ + +# LSP config files +pyrightconfig.json + +# End of https://www.toptal.com/developers/gitignore/api/python \ No newline at end of file diff --git a/README.md b/README.md new file mode 100644 index 0000000000000000000000000000000000000000..acfa3754cf3a331b6e17130c43ed0013cbbc2439 --- /dev/null +++ b/README.md @@ -0,0 +1,25 @@ +# Ghibli Real vs AI-Generated Dataset + +This dataset is provided in two forms: + +### 1. `default.jsonl` +- One sample per line +- Includes: `image`, `label`, `description`, `pair_id` +- Use this for standard classification or image-text training + +### 2. `pairs.jsonl` +- Real and fake images paired together +- Includes: `real_image`, `fake_image`, shared `description`, `pair_id` 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"description": "a woman is walking in front of a house"} +{"id": "real-00771", "image": "data/real/Whisper_of_the_Heart_12.jpg", "label": "real", "description": "a woman in a hat and a cat in a room"} +{"id": "real-00772", "image": "data/real/Whisper_of_the_Heart_13.jpg", "label": "real", "description": "a cat wearing a suit and bow tie"} +{"id": "real-00773", "image": "data/real/Whisper_of_the_Heart_14.jpg", "label": "real", "description": "an animated scene with two people looking at each other"} +{"id": "real-00774", "image": "data/real/Whisper_of_the_Heart_15.jpg", "label": "real", "description": "a boy and girl on bicycles with a bag"} +{"id": "real-00775", "image": "data/real/Whisper_of_the_Heart_16.jpg", "label": "real", "description": "a scene from the anime film kikis delivery service"} +{"id": "real-00776", "image": "data/real/Whisper_of_the_Heart_17.jpg", "label": "real", "description": "a scene from the anime film kikis delivery service"} +{"id": "real-00777", "image": 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"description": "a boy and girl playing violin in a room"} +{"id": "real-00784", "image": "data/real/Whisper_of_the_Heart_25.jpg", "label": "real", "description": "a group of people playing musical instruments in a room"} +{"id": "real-00785", "image": "data/real/Whisper_of_the_Heart_26.jpg", "label": "real", "description": "a boy and girl are standing next to each other"} +{"id": "real-00786", "image": "data/real/Whisper_of_the_Heart_27.jpg", "label": "real", "description": "a man and woman holding umbrellas in an anime scene"} +{"id": "real-00787", "image": "data/real/Whisper_of_the_Heart_28.jpg", "label": "real", "description": "a group of people sitting on the floor in front of a door"} +{"id": "real-00788", "image": "data/real/Whisper_of_the_Heart_29.jpg", "label": "real", "description": "a boy and girl standing on a balcony looking at each other"} +{"id": "real-00789", "image": "data/real/Whisper_of_the_Heart_30.jpg", "label": "real", "description": "a young girl and boy sitting on a bed with a teddy bear"} +{"id": "real-00790", "image": "data/real/Whisper_of_the_Heart_31.jpg", "label": "real", "description": "an anime girl holding a cell phone up to her face"} +{"id": "real-00791", "image": "data/real/Whisper_of_the_Heart_32.jpg", "label": "real", "description": "a cartoon cat in a top hat and suit standing on a hill"} +{"id": "real-00792", "image": "data/real/Whisper_of_the_Heart_33.jpg", "label": "real", "description": "a woman and a child standing on a hill looking at clouds"} +{"id": "real-00793", "image": "data/real/Whisper_of_the_Heart_34.jpg", "label": "real", "description": "an animated movie with a woman in a dress flying over a mountain"} +{"id": "real-00794", "image": "data/real/Whisper_of_the_Heart_35.jpg", "label": "real", "description": "a young girl in school uniform walking up some stairs"} +{"id": "real-00795", "image": "data/real/Whisper_of_the_Heart_36.jpg", "label": "real", "description": "two young boys sitting at a table in a library"} +{"id": "real-00796", "image": "data/real/Whisper_of_the_Heart_37.jpg", "label": "real", "description": "a young girl sitting at a desk writing in a book"} +{"id": "real-00797", "image": "data/real/Whisper_of_the_Heart_38.jpg", "label": "real", "description": "a woman sitting at a table with a laptop"} +{"id": "real-00798", "image": "data/real/Whisper_of_the_Heart_39.jpg", "label": "real", "description": "a scene from the anime film kikis delivery service"} +{"id": "real-00799", "image": "data/real/Whisper_of_the_Heart_40.jpg", "label": "real", "description": "a girl in a dress standing in front of a tunnel"} +{"id": "real-00800", "image": "data/real/Whisper_of_the_Heart_41.jpg", "label": "real", "description": "a young boy is holding a light up in the dark"} +{"id": "real-00801", "image": "data/real/Whisper_of_the_Heart_42.jpg", "label": "real", "description": "a girl sitting on a wooden deck with a cat"} +{"id": "real-00802", "image": "data/real/Whisper_of_the_Heart_43.jpg", "label": "real", "description": "a man and woman sitting at a table with a bowl of food"} +{"id": "real-00803", "image": "data/real/Whisper_of_the_Heart_44.jpg", "label": "real", "description": "a cat and a woman in a top hat and dress"} +{"id": "real-00804", "image": "data/real/Whisper_of_the_Heart_45.jpg", "label": "real", "description": "a man and woman are kissing in a scene from the anime"} +{"id": "real-00805", "image": "data/real/Whisper_of_the_Heart_46.jpg", "label": "real", "description": "a man and woman on a bike ride down a road"} +{"id": "real-00806", "image": "data/real/Whisper_of_the_Heart_47.jpg", "label": "real", "description": "anime the story of us"} +{"id": "real-00807", "image": "data/real/Whisper_of_the_Heart_48.jpg", "label": "real", "description": "a couple of people standing on a hill overlooking a city"} +{"id": "real-00808", "image": "data/real/Whisper_of_the_Heart_49.jpg", "label": "real", "description": "a young boy stands in front of a city"} +{"id": "real-00809", "image": "data/real/Whisper_of_the_Heart_50.jpg", "label": "real", "description": "an anime scene with a young boy and girl hugging"} diff --git a/pairs.jsonl b/pairs.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/scripts/gen_img.py b/scripts/gen_img.py new file mode 100644 index 0000000000000000000000000000000000000000..866e1898f5290ce17e6ec8210b0a8cc3c5acabeb --- /dev/null +++ b/scripts/gen_img.py @@ -0,0 +1,65 @@ +import os +from PIL.Image import Image +from diffusers import StableDiffusionPipeline as SDP +from diffusers import AutoPipelineForText2Image as AP +from diffusers import DiffusionPipeline as DP +import torch +import json +import random + +DEVICE = "mps" if torch.backends.mps.is_available() else \ + "cuda" if torch.cuda.is_available() else "cpu" + +# Model 1 +# pipe = SDP.from_pretrained("nitrosocke/Ghibli-Diffusion", torch_dtype=torch.float16).to(DEVICE) +# ID_PREFIX = "nitrosocke" +# Model 2 +# pipe = AP.from_pretrained("black-forest-labs/FLUX.1-dev", torch_dtype=torch.bfloat16).to(DEVICE) +# pipe.load_lora_weights('openfree/flux-chatgpt-ghibli-lora', weight_name='flux-chatgpt-ghibli-lora.safetensors') +ID_PREFIX = "openfree" +# Model 3 +pipe = DP.from_pretrained("stabilityai/stable-diffusion-xl-base-1.0") +pipe.load_lora_weights("KappaNeuro/studio-ghibli-style") +ID_PREFIX = "KappaNeuro" + +out_dir = f"data/{ID_PREFIX}" +os.makedirs(out_dir, exist_ok=True) + +with open("default.jsonl", "r", encoding="utf-8") as fin, \ + open("ai_entries.json", "w", encoding="utf-8") as fout, \ + open("pairs.jsonl", "a", encoding="utf-8") as pairs: + for i, line in enumerate(fin): + sample = json.loads(line) + + if sample["label"] != "real": + continue + + description = sample["description"] + real_id: str = sample["id"] + aigen_id = real_id.replace("real", ID_PREFIX) + prompt = f"ghibli style, {description}" + seeds = [random.randrange(2**32) for _ in range(4)] + gens = [torch.Generator(device=DEVICE).manual_seed(s) for s in seeds] + + images: list[Image] = pipe(prompt, num_images_per_prompt=4, generator=gens).images + src_path = sample["image"] + src_file: str = os.path.basename(src_path) + file_noext = src_file.split(".")[0] + + for j, image in enumerate(images): + img_id = f"{aigen_id}-{j}" + dst_path = os.path.join(out_dir, f"{file_noext}_{j}.jpg") + + fout.write(json.dumps({ + "id": img_id, + "image": dst_path, + "label": ID_PREFIX, + "description": description, + }) + "\n") + pairs.write(json.dumps({ + "real_image": src_path, + "ai_image": dst_path, + "description": description, + "seed": seeds[j] + }) + "\n") + image.save(dst_path) diff --git a/scripts/save_img.py b/scripts/save_img.py new file mode 100644 index 0000000000000000000000000000000000000000..9ec390b815f1f11260354b80853fac1f7052f4ef --- /dev/null +++ b/scripts/save_img.py @@ -0,0 +1,43 @@ +from datasets import load_dataset, Dataset, Features, Value, Image +import re +import os +import json +import shutil + +features = Features({ + "image": Image(decode=False), + "caption": Value("string") +}) +ds: Dataset = load_dataset("Nechintosh/ghibli", split="train", features=features) + +samples = list(ds) +def natural_key(filename: str): + parts = re.split(r'(\d+)', filename) + return [int(p) if p.isdigit() else p.lower() for p in parts] +samples.sort(key=lambda s: natural_key(os.path.basename(s["image"]["path"]))) + +os.makedirs("data/real", exist_ok=True) + +with open("default.jsonl", "w") as f: + for i, sample in enumerate(samples): + caption = sample["caption"] + src_path: str = sample["image"]["path"] + filename = os.path.basename(src_path) + dst_path = os.path.join("data/real", filename) + + shutil.copy(src_path, dst_path) + f.write(json.dumps({ + "id": f"real-{i:05d}", + "image": dst_path, + "label": "real", + "description": caption, + }) + "\n") + + # f.write(json.dumps({ + # "id": f"{i:05d}-ai", + # "image": f"data/ai_gen/fake_{i:05d}.jpg", + # "label": "ai", + # "description": caption, + # "pair_id": f"{i:05d}", + # "seed": 42 + # }) + "\n") \ No newline at end of file