From 8776fae955bea2d1cd7b0f4d753ec069f5d2a9fc Mon Sep 17 00:00:00 2001 From: narugo1992 Date: Fri, 13 Oct 2023 20:05:24 +0800 Subject: [PATCH 1/4] dev(narugo): add portrait --- docs/source/api_doc/validate/portrait.plot.py | 14 +++ .../api_doc/validate/portrait/halfbody/4.jpg | Bin 0 -> 91018 bytes .../api_doc/validate/portrait/halfbody/5.jpg | Bin 0 -> 60831 bytes .../api_doc/validate/portrait/halfbody/6.jpg | Bin 0 -> 63796 bytes .../api_doc/validate/portrait/head/7.jpg | Bin 0 -> 51809 bytes .../api_doc/validate/portrait/head/8.jpg | Bin 0 -> 51563 bytes .../api_doc/validate/portrait/head/9.jpg | Bin 0 -> 31367 bytes .../api_doc/validate/portrait/person/1.jpg | Bin 0 -> 38274 bytes .../api_doc/validate/portrait/person/2.jpg | Bin 0 -> 65463 bytes .../api_doc/validate/portrait/person/3.jpg | Bin 0 -> 44102 bytes .../validate/portrait_benchmark.plot.py | 45 ++++++++++ imgutils/validate/__init__.py | 1 + imgutils/validate/portrait.py | 85 ++++++++++++++++++ .../anime_portrait/halfbody/118531.jpg | Bin 0 -> 60831 bytes .../anime_portrait/halfbody/27493.jpg | Bin 0 -> 91018 bytes .../testfile/anime_portrait/halfbody/4110.jpg | Bin 0 -> 63796 bytes .../anime_portrait/halfbody/61026.jpg | Bin 0 -> 88853 bytes .../anime_portrait/halfbody/93718.jpg | Bin 0 -> 40880 bytes .../anime_portrait/halfbody/93991.jpg | Bin 0 -> 57583 bytes test/testfile/anime_portrait/head/131329.jpg | Bin 0 -> 51809 bytes test/testfile/anime_portrait/head/29048.jpg | Bin 0 -> 31367 bytes test/testfile/anime_portrait/head/55553.jpg | Bin 0 -> 51563 bytes test/testfile/anime_portrait/head/6782.jpg | Bin 0 -> 33595 bytes test/testfile/anime_portrait/head/94145.jpg | Bin 0 -> 64435 bytes test/testfile/anime_portrait/head/95129.jpg | Bin 0 -> 23948 bytes .../testfile/anime_portrait/person/130113.jpg | Bin 0 -> 44102 bytes .../testfile/anime_portrait/person/130163.jpg | Bin 0 -> 38274 bytes test/testfile/anime_portrait/person/25659.jpg | Bin 0 -> 89720 bytes test/testfile/anime_portrait/person/36352.jpg | Bin 0 -> 86549 bytes test/testfile/anime_portrait/person/42963.jpg | Bin 0 -> 58207 bytes test/testfile/anime_portrait/person/5798.jpg | Bin 0 -> 65463 bytes test/validate/test_portrait.py | 37 ++++++++ 32 files changed, 182 insertions(+) create mode 100644 docs/source/api_doc/validate/portrait.plot.py create mode 100644 docs/source/api_doc/validate/portrait/halfbody/4.jpg create mode 100644 docs/source/api_doc/validate/portrait/halfbody/5.jpg create mode 100644 docs/source/api_doc/validate/portrait/halfbody/6.jpg create mode 100644 docs/source/api_doc/validate/portrait/head/7.jpg create mode 100644 docs/source/api_doc/validate/portrait/head/8.jpg create mode 100644 docs/source/api_doc/validate/portrait/head/9.jpg create mode 100644 docs/source/api_doc/validate/portrait/person/1.jpg create mode 100644 docs/source/api_doc/validate/portrait/person/2.jpg create mode 100644 docs/source/api_doc/validate/portrait/person/3.jpg create mode 100644 docs/source/api_doc/validate/portrait_benchmark.plot.py create mode 100644 imgutils/validate/portrait.py create mode 100644 test/testfile/anime_portrait/halfbody/118531.jpg create mode 100644 test/testfile/anime_portrait/halfbody/27493.jpg create mode 100644 test/testfile/anime_portrait/halfbody/4110.jpg create mode 100644 test/testfile/anime_portrait/halfbody/61026.jpg create mode 100644 test/testfile/anime_portrait/halfbody/93718.jpg create mode 100644 test/testfile/anime_portrait/halfbody/93991.jpg create mode 100644 test/testfile/anime_portrait/head/131329.jpg create mode 100644 test/testfile/anime_portrait/head/29048.jpg create mode 100644 test/testfile/anime_portrait/head/55553.jpg create mode 100644 test/testfile/anime_portrait/head/6782.jpg create mode 100644 test/testfile/anime_portrait/head/94145.jpg create mode 100644 test/testfile/anime_portrait/head/95129.jpg create mode 100644 test/testfile/anime_portrait/person/130113.jpg create mode 100644 test/testfile/anime_portrait/person/130163.jpg create mode 100644 test/testfile/anime_portrait/person/25659.jpg create mode 100644 test/testfile/anime_portrait/person/36352.jpg create mode 100644 test/testfile/anime_portrait/person/42963.jpg create mode 100644 test/testfile/anime_portrait/person/5798.jpg create mode 100644 test/validate/test_portrait.py diff --git a/docs/source/api_doc/validate/portrait.plot.py b/docs/source/api_doc/validate/portrait.plot.py new file mode 100644 index 00000000000..59901bcdac3 --- /dev/null +++ b/docs/source/api_doc/validate/portrait.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('portrait', 'person', '*.jpg'))), + *natsorted(glob.glob(os.path.join('portrait', 'halfbody', '*.jpg'))), + *natsorted(glob.glob(os.path.join('portrait', 'head', '*.jpg'))), + columns=3, figsize=(8, 9), + ) diff --git 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a/docs/source/api_doc/validate/portrait_benchmark.plot.py b/docs/source/api_doc/validate/portrait_benchmark.plot.py new file mode 100644 index 00000000000..7bd41b3e414 --- /dev/null +++ b/docs/source/api_doc/validate/portrait_benchmark.plot.py @@ -0,0 +1,45 @@ +import os +import random + +from huggingface_hub import HfFileSystem + +from benchmark import BaseBenchmark, create_plot_cli +from imgutils.validate import anime_portrait + +hf_fs = HfFileSystem() + +_REPOSITORY = 'deepghs/anime_portrait' +_MODEL_NAMES = [ + os.path.relpath(file, _REPOSITORY).split('/')[0] for file in + hf_fs.glob(f'{_REPOSITORY}/*/model.onnx') +] + + +class AnimePortraitBenchmark(BaseBenchmark): + def __init__(self, model): + BaseBenchmark.__init__(self) + self.model = model + + def load(self): + from imgutils.validate.portrait import _open_anime_portrait_model + _ = _open_anime_portrait_model(self.model) + + def unload(self): + from imgutils.validate.portrait import _open_anime_portrait_model + _open_anime_portrait_model.cache_clear() + + def run(self): + image_file = random.choice(self.all_images) + _ = anime_portrait(image_file, self.model) + + +if __name__ == '__main__': + create_plot_cli( + [ + (name, AnimePortraitBenchmark(name)) + for name in _MODEL_NAMES + ], + title='Benchmark for Anime Portrait Models', + run_times=10, + try_times=20, + )() diff --git a/imgutils/validate/__init__.py b/imgutils/validate/__init__.py index 35c3428a9e8..e02659787de 100644 --- a/imgutils/validate/__init__.py +++ b/imgutils/validate/__init__.py @@ -7,6 +7,7 @@ from .color import * from .monochrome import * from .nsfw import * +from .portrait import * from .rating import * from .teen import * from .truncate import * diff --git a/imgutils/validate/portrait.py b/imgutils/validate/portrait.py new file mode 100644 index 00000000000..e10709f6a32 --- /dev/null +++ b/imgutils/validate/portrait.py @@ -0,0 +1,85 @@ +""" +Overview: + A model for classifying anime portrait images into 3 classes (``person``, ``halfbody``, ``head``). + + The following are sample images for testing. + + .. image:: portrait.plot.py.svg + :align: center + + This is an overall benchmark of all the portrait classification models: + + .. image:: portrait_benchmark.plot.py.svg + :align: center + + The models are hosted on + `huggingface - deepghs/anime_portrait `_. +""" +import json +from functools import lru_cache +from typing import Tuple, Optional, Dict, List + +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_portrait_score', + 'anime_portrait', +] + +_DEFAULT_MODEL_NAME = 'mobilenetv3_v0_dist' + + +@lru_cache() +def _open_anime_portrait_model(model_name): + return open_onnx_model(hf_hub_download( + f'deepghs/anime_portrait', + f'{model_name}/model.onnx', + )) + + +@lru_cache() +def _get_anime_portrait_labels(model_name) -> List[str]: + with open(hf_hub_download( + f'deepghs/anime_portrait', + f'{model_name}/meta.json', + ), 'r') as f: + return json.load(f)['labels'] + + +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_portrait(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_portrait_model(model_name).run(['output'], {'input': input_}) + + return output + + +def anime_portrait_score(image: ImageTyping, model_name: str = _DEFAULT_MODEL_NAME) -> Dict[str, float]: + output = _raw_anime_portrait(image, model_name) + values = dict(zip(_get_anime_portrait_labels(model_name), map(lambda x: x.item(), output[0]))) + return values + + +def anime_portrait(image: ImageTyping, model_name: str = _DEFAULT_MODEL_NAME) -> Tuple[str, float]: + output = _raw_anime_portrait(image, model_name)[0] + max_id = np.argmax(output) + return _get_anime_portrait_labels(model_name)[max_id], output[max_id].item() diff --git a/test/testfile/anime_portrait/halfbody/118531.jpg b/test/testfile/anime_portrait/halfbody/118531.jpg new file mode 100644 index 0000000000000000000000000000000000000000..8b90474ff379a82bd2ce03c4656cb2550a8b5ddb GIT binary patch literal 60831 zcmbTdbyOT(@b@{mI|OHNhu{ta!QCN9Ah-p02p%91TmuAmcPBssL4&&!++7FT=K1aW zzUS;;yE~ko1I=x@r*Bn#>r>S)^DpZlYy}y484wH%2m}NCfL@kBk|1P6L?lE6WF#ac z6cl7sbbJhSG&FQ#Ts$m%auP5FISCmVB`rGxB{eGz85tu#6DtQN4-XHRK~PkHON5=9 zhwJquFeoS}=xFFf7#KucRAf|K|DQiE-5?xf*cMm=I2dXWEDj7D4$Mn02n^gO0?dCO 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zh{%-P*DApzcbe+seVjF0*ATOo$7#06I(1GZ%Y*9hsQN_0_O z8vg)F;VGvm-+ibCK^ks>=CBM}|IY@f#fco_cn7fS8Na&=Bek zuk2kq+tCX41i1RefQ&+pK`djimmAtDP-o4ep{vHy0y@COeP}|hv zYqp8gPOK*lT)CUtf<{dA=>ZT$Ns>tw+Zoh`)olWl$}pc}+l-tIr-lCakB?0VgNwcj zbflD(ZC>*5tLD1$7I*ncwl?!3 z-d9UA7l2|AYqfcyGM_@z*ru(sqd07-p3^fhf)7PpHHndW>k5v{52R81j}dGa4x4*Y zyh@K&h@xCQ$7i7!lz->Gd{A~*(;W@C`~*|YgxY=BxFwUcfb6%Tx)Hrhyj(bJcTFqS z8}cbM)#+NKIBx5FPt0mSA|4g()U03x6h#03a}@EwfhBDJ_p*gIq#|%Nm+*h_^2YwR G@;?BrXlok) literal 0 HcmV?d00001 diff --git a/test/validate/test_portrait.py b/test/validate/test_portrait.py new file mode 100644 index 00000000000..586731f8785 --- /dev/null +++ b/test/validate/test_portrait.py @@ -0,0 +1,37 @@ +import glob +import os.path + +import pytest + +from imgutils.validate import anime_portrait +from imgutils.validate.portrait import _open_anime_portrait_model, anime_portrait_score +from test.testings import get_testfile + +_ROOT_DIR = get_testfile('anime_portrait') +_EXAMPLE_FILES = [ + (os.path.relpath(file, _ROOT_DIR), os.path.basename(os.path.dirname(file))) + for file in glob.glob(get_testfile('anime_portrait', '**', '*.jpg'), recursive=True) +] + + +@pytest.fixture(scope='module', autouse=True) +def _release_model_after_run(): + try: + yield + finally: + _open_anime_portrait_model.cache_clear() + + +@pytest.mark.unittest +class TestValidatePortrait: + @pytest.mark.parametrize(['image', 'label'], _EXAMPLE_FILES) + def test_anime_portrait(self, image, label): + image_file = get_testfile('anime_portrait', image) + tag, score = anime_portrait(image_file) + assert tag == label + + @pytest.mark.parametrize(['image', 'label'], _EXAMPLE_FILES) + def test_anime_portrait_score(self, image, label): + image_file = get_testfile('anime_portrait', image) + scores = anime_portrait_score(image_file) + assert scores[label] > 0.5 From 32df485ba49b4e77031339caf690a15e399601cb Mon Sep 17 00:00:00 2001 From: narugo1992 Date: Fri, 13 Oct 2023 12:11:15 +0000 Subject: [PATCH 2/4] dev(narugo): auto sync Fri, 13 Oct 2023 12:11:15 +0000 --- .../api_doc/validate/portrait.plot.py.svg | 980 +++++++ .../validate/portrait_benchmark.plot.py.svg | 2418 +++++++++++++++++ 2 files changed, 3398 insertions(+) create mode 100644 docs/source/api_doc/validate/portrait.plot.py.svg create mode 100644 docs/source/api_doc/validate/portrait_benchmark.plot.py.svg diff --git a/docs/source/api_doc/validate/portrait.plot.py.svg b/docs/source/api_doc/validate/portrait.plot.py.svg new file mode 100644 index 00000000000..4525cc88106 --- /dev/null +++ b/docs/source/api_doc/validate/portrait.plot.py.svg @@ -0,0 +1,980 @@ + + + + + + + + 2023-10-13T12:08:23.081906 + image/svg+xml + + + Matplotlib v3.7.3, https://matplotlib.org/ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + diff --git a/docs/source/api_doc/validate/portrait_benchmark.plot.py.svg b/docs/source/api_doc/validate/portrait_benchmark.plot.py.svg new file mode 100644 index 00000000000..3cd6bb50938 --- /dev/null +++ b/docs/source/api_doc/validate/portrait_benchmark.plot.py.svg @@ -0,0 +1,2418 @@ + + + + + + + + 2023-10-13T12:10:57.047588 + image/svg+xml + + + Matplotlib v3.7.3, https://matplotlib.org/ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + 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+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + From 5dfd1e3c81235f7708f91155753ae368ec0ae5d3 Mon Sep 17 00:00:00 2001 From: narugo1992 Date: Fri, 13 Oct 2023 20:20:37 +0800 Subject: [PATCH 3/4] dev(narugo): add documentation --- imgutils/validate/portrait.py | 102 +++++++++++++++++++++++++++++++++- 1 file changed, 101 insertions(+), 1 deletion(-) diff --git a/imgutils/validate/portrait.py b/imgutils/validate/portrait.py index e10709f6a32..ffd3ff225d7 100644 --- a/imgutils/validate/portrait.py +++ b/imgutils/validate/portrait.py @@ -36,6 +36,13 @@ @lru_cache() def _open_anime_portrait_model(model_name): + """ + Open the anime portrait model. + + :param model_name: The model name. + :type model_name: str + :return: The ONNX model. + """ return open_onnx_model(hf_hub_download( f'deepghs/anime_portrait', f'{model_name}/model.onnx', @@ -44,6 +51,14 @@ def _open_anime_portrait_model(model_name): @lru_cache() def _get_anime_portrait_labels(model_name) -> List[str]: + """ + Get the labels for the anime portrait model. + + :param model_name: The model name. + :type model_name: str + :return: The list of labels. + :rtype: List[str] + """ with open(hf_hub_download( f'deepghs/anime_portrait', f'{model_name}/meta.json', @@ -53,6 +68,18 @@ def _get_anime_portrait_labels(model_name) -> List[str]: def _img_encode(image: Image.Image, size: Tuple[int, int] = (384, 384), normalize: Optional[Tuple[float, float]] = (0.5, 0.5)): + """ + Encode the input image. + + :param image: The input image. + :type image: Image.Image + :param size: The desired size of the image. + :type size: Tuple[int, int] + :param normalize: Mean and standard deviation for normalization. Default is (0.5, 0.5). + :type normalize: Optional[Tuple[float, float]] + :return: The encoded image data. + :rtype: np.ndarray + """ image = image.resize(size, Image.BILINEAR) data = rgb_encode(image, order_='CHW') @@ -66,20 +93,93 @@ def _img_encode(image: Image.Image, size: Tuple[int, int] = (384, 384), def _raw_anime_portrait(image: ImageTyping, model_name: str = _DEFAULT_MODEL_NAME): + """ + Perform raw anime portrait processing on the input image. + + :param image: The input image. + :type image: ImageTyping + :param model_name: The model name. Default is 'mobilenetv3_v0_dist'. + :type model_name: str + :return: The processed image data. + :rtype: np.ndarray + """ image = load_image(image, force_background='white', mode='RGB') input_ = _img_encode(image)[None, ...] output, = _open_anime_portrait_model(model_name).run(['output'], {'input': input_}) - return output def anime_portrait_score(image: ImageTyping, model_name: str = _DEFAULT_MODEL_NAME) -> Dict[str, float]: + """ + Get the scores for different types in an anime portrait. + + :param image: The input image. + :type image: ImageTyping + :param model_name: The model name. Default is 'mobilenetv3_v0_dist'. + :type model_name: str + :return: A dictionary with type scores. + :rtype: Dict[str, float] + + Examples:: + >>> from imgutils.validate import anime_portrait_score + >>> + >>> anime_portrait_score('person/1.jpg') + {'person': 0.999900221824646, 'halfbody': 8.645313209854066e-05, 'head': 1.3387104445428122e-05} + >>> anime_portrait_score('person/2.jpg') + {'person': 0.9999704360961914, 'halfbody': 2.4465465685352683e-05, 'head': 5.071506166132167e-06} + >>> anime_portrait_score('person/3.jpg') + {'person': 0.9999785423278809, 'halfbody': 1.512719154561637e-05, 'head': 6.292278612818336e-06} + >>> anime_portrait_score('halfbody/4.jpg') + {'person': 4.919455750496127e-05, 'halfbody': 0.9999444484710693, 'head': 6.3647335082350764e-06} + >>> anime_portrait_score('halfbody/5.jpg') + {'person': 1.0555699191172607e-05, 'halfbody': 0.9999880790710449, 'head': 1.3210242286731955e-06} + >>> anime_portrait_score('halfbody/6.jpg') + {'person': 1.7451418898417614e-05, 'halfbody': 0.9999822378158569, 'head': 3.2084267331811134e-07} + >>> anime_portrait_score('head/7.jpg') + {'person': 2.7460413321023225e-07, 'halfbody': 1.1532473820352607e-07, 'head': 0.9999996423721313} + >>> anime_portrait_score('head/8.jpg') + {'person': 1.0316136922483565e-07, 'halfbody': 5.840229633236049e-08, 'head': 0.9999998807907104} + >>> anime_portrait_score('head/9.jpg') + {'person': 5.736660568800289e-07, 'halfbody': 7.199210472208506e-08, 'head': 0.9999992847442627} + """ output = _raw_anime_portrait(image, model_name) values = dict(zip(_get_anime_portrait_labels(model_name), map(lambda x: x.item(), output[0]))) return values def anime_portrait(image: ImageTyping, model_name: str = _DEFAULT_MODEL_NAME) -> Tuple[str, float]: + """ + Get the primary anime portrait type and its score. + + :param image: The input image. + :type image: ImageTyping + :param model_name: The model name. Default is 'mobilenetv3_v0_dist'. + :type model_name: str + :return: A tuple with the primary type and its score. + :rtype: Tuple[str, float] + + Examples:: + >>> from imgutils.validate import anime_portrait + >>> + >>> anime_portrait('person/1.jpg') + ('person', 0.999900221824646) + >>> anime_portrait('person/2.jpg') + ('person', 0.9999704360961914) + >>> anime_portrait('person/3.jpg') + ('person', 0.9999785423278809) + >>> anime_portrait('halfbody/4.jpg') + ('halfbody', 0.9999444484710693) + >>> anime_portrait('halfbody/5.jpg') + ('halfbody', 0.9999880790710449) + >>> anime_portrait('halfbody/6.jpg') + ('halfbody', 0.9999822378158569) + >>> anime_portrait('head/7.jpg') + ('head', 0.9999996423721313) + >>> anime_portrait('head/8.jpg') + ('head', 0.9999998807907104) + >>> anime_portrait('head/9.jpg') + ('head', 0.9999992847442627) + """ output = _raw_anime_portrait(image, model_name)[0] max_id = np.argmax(output) return _get_anime_portrait_labels(model_name)[max_id], output[max_id].item() From 2968acc3939394fa07b4179e4f0a1f0f5f1eff9b Mon Sep 17 00:00:00 2001 From: narugo1992 Date: Fri, 13 Oct 2023 20:32:58 +0800 Subject: [PATCH 4/4] dev(narugo): save it --- docs/source/api_doc/validate/index.rst | 1 + docs/source/api_doc/validate/portrait.rst | 21 +++++++++++++++++++++ 2 files changed, 22 insertions(+) create mode 100644 docs/source/api_doc/validate/portrait.rst diff --git a/docs/source/api_doc/validate/index.rst b/docs/source/api_doc/validate/index.rst index 0577c6c828a..14be53919cb 100644 --- a/docs/source/api_doc/validate/index.rst +++ b/docs/source/api_doc/validate/index.rst @@ -14,6 +14,7 @@ imgutils.validate color monochrome nsfw + portrait rating teen truncate diff --git a/docs/source/api_doc/validate/portrait.rst b/docs/source/api_doc/validate/portrait.rst new file mode 100644 index 00000000000..b91d8427190 --- /dev/null +++ b/docs/source/api_doc/validate/portrait.rst @@ -0,0 +1,21 @@ +imgutils.validate.portrait +============================================= + +.. currentmodule:: imgutils.validate.portrait + +.. automodule:: imgutils.validate.portrait + + +anime_portrait_score +----------------------------- + +.. autofunction:: anime_portrait_score + + + +anime_portrait +----------------------------- + +.. autofunction:: anime_portrait + +