From bba9d23ac9b857657ac88cdb9f54525bb0cd875c Mon Sep 17 00:00:00 2001 From: narugo1992 Date: Sun, 27 Aug 2023 17:59:37 +0800 Subject: [PATCH 1/3] dev(narugo): add support for anime_teen --- docs/source/api_doc/validate/index.rst | 1 + docs/source/api_doc/validate/teen.plot.py | 14 ++ docs/source/api_doc/validate/teen.rst | 21 +++ .../api_doc/validate/teen/contentious/1.jpg | Bin 0 -> 69687 bytes .../api_doc/validate/teen/contentious/2.jpg | Bin 0 -> 102039 bytes .../api_doc/validate/teen/contentious/3.jpg | Bin 0 -> 108570 bytes .../api_doc/validate/teen/non_teen/7.jpg | Bin 0 -> 73203 bytes .../api_doc/validate/teen/non_teen/8.jpg | Bin 0 -> 56009 bytes .../api_doc/validate/teen/non_teen/9.jpg | Bin 0 -> 95441 bytes .../api_doc/validate/teen/safe_teen/4.jpg | Bin 0 -> 71769 bytes .../api_doc/validate/teen/safe_teen/5.jpg | Bin 0 -> 60456 bytes .../api_doc/validate/teen/safe_teen/6.jpg | Bin 0 -> 74158 bytes .../api_doc/validate/teen_benchmark.plot.py | 35 +++++ imgutils/validate/__init__.py | 1 + imgutils/validate/teen.py | 142 ++++++++++++++++++ .../contentious/sankaku_20469731.jpg | Bin 0 -> 69687 bytes .../contentious/sankaku_24314358.jpg | Bin 0 -> 102039 bytes .../contentious/sankaku_33727373.jpg | Bin 0 -> 108570 bytes .../anime_teen/non_teen/sankaku_1964977.jpg | Bin 0 -> 73203 bytes .../anime_teen/non_teen/sankaku_30060844.jpg | Bin 0 -> 95441 bytes .../anime_teen/non_teen/sankaku_6301173.jpg | Bin 0 -> 56009 bytes .../anime_teen/safe_teen/sankaku_2948943.jpg | Bin 0 -> 71769 bytes .../anime_teen/safe_teen/sankaku_29841603.jpg | Bin 0 -> 60456 bytes .../anime_teen/safe_teen/sankaku_31557044.jpg | Bin 0 -> 74158 bytes test/validate/test_teen.py | 37 +++++ 25 files changed, 251 insertions(+) create mode 100644 docs/source/api_doc/validate/teen.plot.py create mode 100644 docs/source/api_doc/validate/teen.rst create mode 100644 docs/source/api_doc/validate/teen/contentious/1.jpg create mode 100644 docs/source/api_doc/validate/teen/contentious/2.jpg create mode 100644 docs/source/api_doc/validate/teen/contentious/3.jpg create mode 100644 docs/source/api_doc/validate/teen/non_teen/7.jpg create mode 100644 docs/source/api_doc/validate/teen/non_teen/8.jpg create mode 100644 docs/source/api_doc/validate/teen/non_teen/9.jpg create mode 100644 docs/source/api_doc/validate/teen/safe_teen/4.jpg create mode 100644 docs/source/api_doc/validate/teen/safe_teen/5.jpg create mode 100644 docs/source/api_doc/validate/teen/safe_teen/6.jpg create mode 100644 docs/source/api_doc/validate/teen_benchmark.plot.py create mode 100644 imgutils/validate/teen.py create mode 100644 test/testfile/anime_teen/contentious/sankaku_20469731.jpg create mode 100644 test/testfile/anime_teen/contentious/sankaku_24314358.jpg create mode 100644 test/testfile/anime_teen/contentious/sankaku_33727373.jpg create mode 100644 test/testfile/anime_teen/non_teen/sankaku_1964977.jpg create mode 100644 test/testfile/anime_teen/non_teen/sankaku_30060844.jpg create mode 100644 test/testfile/anime_teen/non_teen/sankaku_6301173.jpg create mode 100644 test/testfile/anime_teen/safe_teen/sankaku_2948943.jpg create mode 100644 test/testfile/anime_teen/safe_teen/sankaku_29841603.jpg create mode 100644 test/testfile/anime_teen/safe_teen/sankaku_31557044.jpg create mode 100644 test/validate/test_teen.py diff --git a/docs/source/api_doc/validate/index.rst b/docs/source/api_doc/validate/index.rst index 861ed4335d2..0577c6c828a 100644 --- a/docs/source/api_doc/validate/index.rst +++ b/docs/source/api_doc/validate/index.rst @@ -15,4 +15,5 @@ imgutils.validate monochrome nsfw rating + teen truncate diff --git a/docs/source/api_doc/validate/teen.plot.py b/docs/source/api_doc/validate/teen.plot.py new file mode 100644 index 00000000000..b619f1f18f1 --- /dev/null +++ b/docs/source/api_doc/validate/teen.plot.py @@ -0,0 +1,14 @@ +import glob +import os.path + +from natsort import natsorted + +from plot import image_plot + +if __name__ == '__main__': + image_plot( + *natsorted(glob.glob(os.path.join('teen', 'contentious', '*.jpg'))), + *natsorted(glob.glob(os.path.join('teen', 'safe_teen', '*.jpg'))), + *natsorted(glob.glob(os.path.join('teen', 'non_teen', '*.jpg'))), + columns=3, figsize=(8, 10), + ) diff --git a/docs/source/api_doc/validate/teen.rst b/docs/source/api_doc/validate/teen.rst new file mode 100644 index 00000000000..0aee33c903e --- /dev/null +++ b/docs/source/api_doc/validate/teen.rst @@ -0,0 +1,21 @@ +imgutils.validate.teen +============================================= + +.. currentmodule:: imgutils.validate.teen + +.. automodule:: imgutils.validate.teen + + +anime_teen_score +----------------------------- + +.. autofunction:: anime_teen_score + + + +anime_teen +----------------------------- + +.. autofunction:: anime_teen + + diff --git a/docs/source/api_doc/validate/teen/contentious/1.jpg b/docs/source/api_doc/validate/teen/contentious/1.jpg new file mode 100644 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imgutils.validate.teen import _MODEL_NAMES + + +class AnimeTeenBenchmark(BaseBenchmark): + def __init__(self, model): + BaseBenchmark.__init__(self) + self.model = model + + def load(self): + from imgutils.validate.teen import _open_anime_teen_model + _ = _open_anime_teen_model(self.model) + + def unload(self): + from imgutils.validate.teen import _open_anime_teen_model + _open_anime_teen_model.cache_clear() + + def run(self): + image_file = random.choice(self.all_images) + _ = anime_teen(image_file, self.model) + + +if __name__ == '__main__': + create_plot_cli( + [ + (name, AnimeTeenBenchmark(name)) + for name in _MODEL_NAMES + ], + title='Benchmark for Anime teen Models', + run_times=10, + try_times=20, + )() diff --git a/imgutils/validate/__init__.py b/imgutils/validate/__init__.py index 94622ad8907..35c3428a9e8 100644 --- a/imgutils/validate/__init__.py +++ b/imgutils/validate/__init__.py @@ -8,4 +8,5 @@ from .monochrome import * from .nsfw import * from .rating import * +from .teen import * from .truncate import * diff --git a/imgutils/validate/teen.py b/imgutils/validate/teen.py new file mode 100644 index 00000000000..917c943b85e --- /dev/null +++ b/imgutils/validate/teen.py @@ -0,0 +1,142 @@ +""" +Overview: + A model for classifying teen anime images into 4 classes (``contentious``, ``safe_teen``, ``non_teen"``). + + The following are sample images for testing. + + .. image:: teen.plot.py.svg + :align: center + + This is an overall benchmark of all the classification validation models: + + .. image:: teen_benchmark.plot.py.svg + :align: center + + The models are hosted on + `huggingface - deepghs/anime_teen `_. +""" +from functools import lru_cache +from typing import Tuple, Optional, Dict + +import numpy as np +from PIL import Image +from huggingface_hub import hf_hub_download + +from imgutils.data import rgb_encode, ImageTyping, load_image +from imgutils.utils import open_onnx_model + +__all__ = [ + 'anime_teen_score', + 'anime_teen', +] + +_LABELS = ["contentious", "safe_teen", "non_teen"] +_MODEL_NAMES = [ + 'caformer_s36_v0', + 'mobilenetv3_v0_dist', +] +_DEFAULT_MODEL_NAME = 'mobilenetv3_v0_dist' + + +@lru_cache() +def _open_anime_teen_model(model_name): + return open_onnx_model(hf_hub_download( + f'deepghs/anime_teen', + f'{model_name}/model.onnx', + )) + + +def _img_encode(image: Image.Image, size: Tuple[int, int] = (384, 384), + normalize: Optional[Tuple[float, float]] = (0.5, 0.5)): + image = image.resize(size, Image.BILINEAR) + data = rgb_encode(image, order_='CHW') + + if normalize is not None: + mean_, std_ = normalize + mean = np.asarray([mean_]).reshape((-1, 1, 1)) + std = np.asarray([std_]).reshape((-1, 1, 1)) + data = (data - mean) / std + + return data.astype(np.float32) + + +def _raw_anime_teen(image: ImageTyping, model_name: str = _DEFAULT_MODEL_NAME): + image = load_image(image, force_background='white', mode='RGB') + input_ = _img_encode(image)[None, ...] + output, = _open_anime_teen_model(model_name).run(['output'], {'input': input_}) + + return output + + +def anime_teen_score(image: ImageTyping, model_name: str = _DEFAULT_MODEL_NAME) -> Dict[str, float]: + """ + Overview: + Predict the class of the given image, return the score with as a dict object. + + :param image: Image to teen. + :param model_name: Model to use. Default is ``mobilenetv3_v0_dist``. All available models are listed + on the benchmark plot above. If you need better accuracy, just set this to ``caformer_s36_plus``. + :return: A dict with classes and scores. + + Examples:: + >>> from imgutils.validate import anime_teen_score + >>> + >>> anime_teen_score('teen/contentious/1.jpg') + {'contentious': 0.9998493194580078, 'safe_teen': 3.0378791052498855e-05, 'non_teen': 0.00012023092131130397} + >>> anime_teen_score('teen/contentious/2.jpg') + {'contentious': 0.9790042638778687, 'safe_teen': 0.0017522255657240748, 'non_teen': 0.01924353837966919} + >>> anime_teen_score('teen/contentious/3.jpg') + {'contentious': 0.9998124241828918, 'safe_teen': 4.19778298237361e-05, 'non_teen': 0.0001456339523429051} + >>> anime_teen_score('teen/safe_teen/4.jpg') + {'contentious': 0.0008521362324245274, 'safe_teen': 0.9989691972732544, 'non_teen': 0.00017870066221803427} + >>> anime_teen_score('teen/safe_teen/5.jpg') + {'contentious': 6.0992944781901315e-05, 'safe_teen': 0.9994398951530457, 'non_teen': 0.0004991036257706583} + >>> anime_teen_score('teen/safe_teen/6.jpg') + {'contentious': 5.2035720727872103e-05, 'safe_teen': 0.9994019269943237, 'non_teen': 0.0005460577667690814} + >>> anime_teen_score('teen/non_teen/7.jpg') + {'contentious': 3.0478151529678144e-05, 'safe_teen': 3.524079147609882e-05, 'non_teen': 0.999934196472168} + >>> anime_teen_score('teen/non_teen/8.jpg') + {'contentious': 9.786742884898558e-05, 'safe_teen': 8.653994154883549e-05, 'non_teen': 0.9998156428337097} + >>> anime_teen_score('teen/non_teen/9.jpg') + {'contentious': 0.0001218809193233028, 'safe_teen': 0.00013706681784242392, 'non_teen': 0.9997410178184509} + """ + output = _raw_anime_teen(image, model_name) + values = dict(zip(_LABELS, map(lambda x: x.item(), output[0]))) + return values + + +def anime_teen(image: ImageTyping, model_name: str = _DEFAULT_MODEL_NAME) -> Tuple[str, float]: + """ + Overview: + Predict the class of the given image, return the class and its score. + + :param image: Image to teen. + :param model_name: Model to use. Default is ``mobilenetv3_sce_dist``. All available models are listed + on the benchmark plot above. If you need better accuracy, just set this to ``caformer_s36_plus``. + :return: A tuple contains the class and its score. + + Examples:: + >>> from imgutils.validate import anime_teen + >>> + >>> anime_teen('teen/contentious/1.jpg') + ('contentious', 0.9998493194580078) + >>> anime_teen('teen/contentious/2.jpg') + ('contentious', 0.9790042638778687) + >>> anime_teen('teen/contentious/3.jpg') + ('contentious', 0.9998124241828918) + >>> anime_teen('teen/safe_teen/4.jpg') + ('safe_teen', 0.9989691972732544) + >>> anime_teen('teen/safe_teen/5.jpg') + ('safe_teen', 0.9994398951530457) + >>> anime_teen('teen/safe_teen/6.jpg') + ('safe_teen', 0.9994019269943237) + >>> anime_teen('teen/non_teen/7.jpg') + ('non_teen', 0.999934196472168) + >>> anime_teen('teen/non_teen/8.jpg') + ('non_teen', 0.9998156428337097) + >>> anime_teen('teen/non_teen/9.jpg') + ('non_teen', 0.9997410178184509) + """ + output = _raw_anime_teen(image, model_name)[0] + max_id = np.argmax(output) + return _LABELS[max_id], 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+_ROOT_DIR = get_testfile('anime_teen') +_EXAMPLE_FILES = [ + (os.path.relpath(file, _ROOT_DIR), os.path.basename(os.path.dirname(file))) + for file in glob.glob(get_testfile('anime_teen', '**', '*.jpg'), recursive=True) +] + + +@pytest.fixture(scope='module', autouse=True) +def _release_model_after_run(): + try: + yield + finally: + _open_anime_teen_model.cache_clear() + + +@pytest.mark.unittest +class TestValidateTeen: + @pytest.mark.parametrize(['image', 'label'], _EXAMPLE_FILES) + def test_anime_teen(self, image, label): + image_file = get_testfile('anime_teen', image) + tag, score = anime_teen(image_file) + assert tag == label + + @pytest.mark.parametrize(['image', 'label'], _EXAMPLE_FILES) + def test_anime_teen_score(self, image, label): + image_file = get_testfile('anime_teen', image) + scores = anime_teen_score(image_file) + assert scores[label] > 0.5 From 459ea242dfde74f4bed72bb7d21466af40116006 Mon Sep 17 00:00:00 2001 From: narugo1992 Date: Sun, 27 Aug 2023 10:06:20 +0000 Subject: [PATCH 2/3] dev(narugo): auto sync Sun, 27 Aug 2023 10:06:20 +0000 --- docs/source/api_doc/validate/teen.plot.py.svg | 1043 ++++++++ .../validate/teen_benchmark.plot.py.svg | 2238 +++++++++++++++++ 2 files changed, 3281 insertions(+) create mode 100644 docs/source/api_doc/validate/teen.plot.py.svg create mode 100644 docs/source/api_doc/validate/teen_benchmark.plot.py.svg diff --git a/docs/source/api_doc/validate/teen.plot.py.svg b/docs/source/api_doc/validate/teen.plot.py.svg new file mode 100644 index 00000000000..3e301dd521b --- /dev/null +++ b/docs/source/api_doc/validate/teen.plot.py.svg @@ -0,0 +1,1043 @@ + + + + + + + + 2023-08-27T10:05:56.802062 + image/svg+xml + + + Matplotlib v3.7.2, https://matplotlib.org/ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + diff --git a/docs/source/api_doc/validate/teen_benchmark.plot.py.svg b/docs/source/api_doc/validate/teen_benchmark.plot.py.svg new file mode 100644 index 00000000000..cb95da5990f --- /dev/null +++ b/docs/source/api_doc/validate/teen_benchmark.plot.py.svg @@ -0,0 +1,2238 @@ + + + + + + + + 2023-08-27T10:05:50.143385 + image/svg+xml + + + Matplotlib v3.7.2, https://matplotlib.org/ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + 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+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + From 19ab18d62fcd01f1bbcdaf9a44fcbfb216e6acad Mon Sep 17 00:00:00 2001 From: narugo1992 Date: Sun, 27 Aug 2023 18:41:54 +0800 Subject: [PATCH 3/3] dev(narugo): fix docs, ci skip --- imgutils/validate/teen.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/imgutils/validate/teen.py b/imgutils/validate/teen.py index 917c943b85e..346360cac03 100644 --- a/imgutils/validate/teen.py +++ b/imgutils/validate/teen.py @@ -75,7 +75,7 @@ def anime_teen_score(image: ImageTyping, model_name: str = _DEFAULT_MODEL_NAME) :param image: Image to teen. :param model_name: Model to use. Default is ``mobilenetv3_v0_dist``. All available models are listed - on the benchmark plot above. If you need better accuracy, just set this to ``caformer_s36_plus``. + on the benchmark plot above. If you need better accuracy, just set this to ``caformer_s36_v0``. :return: A dict with classes and scores. Examples::