From c092b2df754dce3adc699518c11edceae4818b00 Mon Sep 17 00:00:00 2001
From: Yihang Liu <lyhokia@gmail.com>
Date: Fri, 27 Sep 2024 11:19:34 +0800
Subject: [PATCH] =?UTF-8?q?=E9=87=8D=E6=9E=84Cropper=20(#380)?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

* refactor cropper interface; remove baidu aip; add libfacedetect face recognition
---
 CHANGELOG.md                    |   4 +
 config.yml                      |  14 +-
 javsp/__main__.py               |  76 +++++-----
 javsp/{core => }/avid.py        |   4 +-
 javsp/{core => }/chromium.py    |   0
 javsp/{core => }/config.py      |  15 +-
 javsp/core/baidu_aip.py         | 246 --------------------------------
 javsp/cropper/__init__.py       |   9 ++
 javsp/cropper/interface.py      |  24 ++++
 javsp/cropper/slimeface_crop.py |  33 +++++
 javsp/cropper/utils.py          |  27 ++++
 javsp/{core => }/datatype.py    |   5 +-
 javsp/{core => }/file.py        |   8 +-
 javsp/{core => }/func.py        |   2 +-
 javsp/{core => }/image.py       |  30 +---
 javsp/{core => }/lib.py         |   2 +-
 javsp/{core => }/nfo.py         |   4 +-
 javsp/{core => }/print.py       |   0
 javsp/web/airav.py              |   4 +-
 javsp/web/arzon.py              |   2 +-
 javsp/web/arzon_iv.py           |   6 +-
 javsp/web/avsox.py              |   4 +-
 javsp/web/avwiki.py             |   2 +-
 javsp/web/base.py               |   2 +-
 javsp/web/dl_getchu.py          |   2 +-
 javsp/web/fanza.py              |   4 +-
 javsp/web/fc2.py                |   6 +-
 javsp/web/fc2fan.py             |   4 +-
 javsp/web/fc2ppvdb.py           |   4 +-
 javsp/web/gyutto.py             |   2 +-
 javsp/web/jav321.py             |   2 +-
 javsp/web/javbus.py             |   6 +-
 javsp/web/javdb.py              |  10 +-
 javsp/web/javlib.py             |   4 +-
 javsp/web/javmenu.py            |   2 +-
 javsp/web/mgstage.py            |   4 +-
 javsp/web/njav.py               |   4 +-
 javsp/web/prestige.py           |   2 +-
 javsp/web/proxyfree.py          |   2 -
 javsp/web/translate.py          |  18 +--
 poetry.lock                     | 214 +++++++++++++++------------
 pyproject.toml                  |   6 +-
 tools/call_crawler.py           |   2 +-
 tools/check_genre.py            |   2 +-
 tools/config_migration.py       |  10 +-
 unittest/test_avid.py           |   2 +-
 unittest/test_crawlers.py       |   2 +-
 unittest/test_file.py           |   2 +-
 unittest/test_func.py           |   2 +-
 unittest/test_lib.py            |   2 +-
 50 files changed, 340 insertions(+), 503 deletions(-)
 rename javsp/{core => }/avid.py (99%)
 rename javsp/{core => }/chromium.py (100%)
 rename javsp/{core => }/config.py (94%)
 delete mode 100644 javsp/core/baidu_aip.py
 create mode 100644 javsp/cropper/__init__.py
 create mode 100644 javsp/cropper/interface.py
 create mode 100644 javsp/cropper/slimeface_crop.py
 create mode 100644 javsp/cropper/utils.py
 rename javsp/{core => }/datatype.py (98%)
 rename javsp/{core => }/file.py (98%)
 rename javsp/{core => }/func.py (99%)
 rename javsp/{core => }/image.py (54%)
 rename javsp/{core => }/lib.py (97%)
 rename javsp/{core => }/nfo.py (98%)
 rename javsp/{core => }/print.py (100%)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index 9efced17d..cf0733d87 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -11,6 +11,7 @@
 
   参见[Package javsp](https://github.com/Yuukiy/JavSP/pkgs/container/javsp)。
 - 添加新的爬虫`arzon`, `arzon_iv` [#377](https://github.com/Yuukiy/JavSP/pull/377)
+- Slimeface人脸识别 [#380](https://github.com/Yuukiy/JavSP/pull/380)
 
 ### Changed
 - 使用 Poetry 作为构建系统 [134b279](https://github.com/Yuukiy/JavSP/commit/134b279151aead587db0b12d1a30781f2e1be5b1)
@@ -33,8 +34,11 @@
   ```
 - 为了引入对类型注释的支持，最低Python版本现在为3.10
 
+- 重构封面剪裁逻辑 [#380](https://github.com/Yuukiy/JavSP/pull/380)
+
 ### Removed
 - Pyinstaller 打包描述文件 [134b279](https://github.com/Yuukiy/JavSP/commit/134b279151aead587db0b12d1a30781f2e1be5b1)
 - requirements.txt [134b279](https://github.com/Yuukiy/JavSP/commit/134b279151aead587db0b12d1a30781f2e1be5b1)
 - MovieID.ignore_whole_word 功能和ignore_regex重复 [e096d83](https://github.com/Yuukiy/JavSP/commit/e096d8394a4db29bb4a1123b3d05021de201207d)
 - NamingRule.media_servers：由于不常用删除，之后会出更general的解决方案 [#353](https://github.com/Yuukiy/JavSP/issues/353)
+- Baidu AIP人脸识别，请使用Slimeface替代。
diff --git a/config.yml b/config.yml
index 8a2ff9e44..53fac4863 100644
--- a/config.yml
+++ b/config.yml
@@ -130,16 +130,10 @@ summarizer:
         - '^HHL'
       # 要使用的图像识别引擎，详细配置见文档 https://github.com/Yuukiy/JavSP/wiki/AI-%7C-%E4%BA%BA%E8%84%B8%E8%AF%86%E5%88%AB
       # NOTE: 此处无法直接对应，请参照注释手动填入
-      engine: null #null表示禁用图像剪裁
-      ## 使用百度人体分析应用: {{{
+      engine: null # null表示禁用图像剪裁
+      ## 使用Slimeface: {{{
       # engine: 
-      #   name: baidu_aip
-      #   # 百度人体分析应用的AppID
-      #   app_id: ''
-      #   # 百度人体分析应用的API Key
-      #   api_key: ''
-      #   # 百度人体分析应用的Secret Key
-      #   secret_key: ''
+      #   name: slimeface
       ## }}}
 
   fanart:
@@ -150,7 +144,7 @@ summarizer:
     # 是否下载剧照？
     enabled: true
     # 间隔的两次封面爬取请求之间应该间隔多久
-    scrap_interval: PT2S
+    scrap_interval: PT1.5S
 
 ################################
 translator:
diff --git a/javsp/__main__.py b/javsp/__main__.py
index b62012ff6..7771170e7 100644
--- a/javsp/__main__.py
+++ b/javsp/__main__.py
@@ -4,6 +4,7 @@
 import json
 import time
 import logging
+from PIL import Image
 from pydantic import ValidationError
 from pydantic_extra_types.pendulum_dt import Duration
 import requests
@@ -21,8 +22,8 @@
 pretty_errors.configure(display_link=True)
 
 
-from javsp.core.print import TqdmOut
-from javsp.core.baidu_aip import aip_crop_poster
+from javsp.print import TqdmOut
+from javsp.cropper import Cropper, get_cropper
 
 
 # 将StreamHandler的stream修改为TqdmOut，以与Tqdm协同工作
@@ -34,17 +35,17 @@
 logger = logging.getLogger('main')
 
 
-from javsp.core.lib import resource_path
-from javsp.core.nfo import write_nfo
-from javsp.core.file import *
-from javsp.core.func import *
-from javsp.core.image import *
-from javsp.core.datatype import Movie, MovieInfo
+from javsp.lib import resource_path
+from javsp.nfo import write_nfo
+from javsp.file import *
+from javsp.func import *
+from javsp.image import *
+from javsp.datatype import Movie, MovieInfo
 from javsp.web.base import download
 from javsp.web.exceptions import *
 from javsp.web.translate import translate_movie_info
 
-from javsp.core.config import BaiduAipEngine, Cfg, CrawlerID
+from javsp.config import Cfg, CrawlerID
 
 actressAliasMap = {}
 
@@ -376,25 +377,30 @@ def reviewMovieID(all_movies, root):
         print()
 
 
-SUBTITLE_MARK_FILE = os.path.abspath(resource_path('image/sub_mark.png'))
-UNCENSORED_MARK_FILE = os.path.abspath(resource_path('image/unc_mark.png'))
-def crop_poster_wrapper(fanart_file, poster_file, engine: BaiduAipEngine | None, hard_sub=False, uncensored=False):
-    """包装各种海报裁剪方法，提供统一的调用"""
-    if engine is BaiduAipEngine:
-        try:
-            aip_crop_poster(fanart_file, engine.app_id, engine.api_key, poster=poster_file)
-        except Exception as e:
-            logger.debug('人脸识别失败，回退到常规裁剪方法')
-            logger.debug(e, exc_info=True)
-            crop_poster(fanart_file, poster_file)
-    else:
-        crop_poster(fanart_file, poster_file)
-    if Cfg().summarizer.cover.add_label:
-        if hard_sub == True:
-            add_label_to_poster(poster_file, SUBTITLE_MARK_FILE, LabelPostion.BOTTOM_RIGHT)
-        if uncensored == True:
-            add_label_to_poster(poster_file, UNCENSORED_MARK_FILE, LabelPostion.BOTTOM_LEFT)
+SUBTITLE_MARK_FILE = Image.open(os.path.abspath(resource_path('image/sub_mark.png')))
+UNCENSORED_MARK_FILE = Image.open(os.path.abspath(resource_path('image/unc_mark.png')))
+
+def process_poster(movie: Movie):
+    def should_use_ai_crop_match(label):
+        for r in Cfg().summarizer.cover.crop.on_id_pattern:
+            re.match(r, label)
+            return True
+        return False
+    crop_engine = None
+    if (movie.info.uncensored or
+       movie.data_src == 'fc2' or
+       should_use_ai_crop_match(movie.info.label.upper())):
+        crop_engine = Cfg().summarizer.cover.crop.engine
+    cropper = get_cropper(crop_engine)
+    fanart_image = Image.open(movie.fanart_file)
+    fanart_cropped = cropper.crop(fanart_image)
 
+    if Cfg().summarizer.cover.add_label:
+        if movie.hard_sub:
+            fanart_cropped = add_label_to_poster(fanart_cropped, SUBTITLE_MARK_FILE, LabelPostion.BOTTOM_RIGHT)
+        if movie.uncensored:
+            fanart_cropped = add_label_to_poster(fanart_cropped, UNCENSORED_MARK_FILE, LabelPostion.BOTTOM_LEFT)
+    fanart_cropped.save(movie.poster_file)
 
 def RunNormalMode(all_movies):
     """普通整理模式"""
@@ -455,22 +461,8 @@ def check_step(result, msg='步骤错误'):
                 actual_ext = os.path.splitext(pic_path)[1]
                 movie.poster_file = os.path.splitext(movie.poster_file)[0] + actual_ext
 
-            def should_use_ai_crop_match(label):
-                for r in Cfg().summarizer.cover.crop.on_id_pattern:
-                    re.match(r, label)
-                    return True
-                return False
-
-            crop_engine = None
+            process_poster(movie)
 
-            if (movie.info.uncensored or
-               movie.data_src == 'fc2' or
-               should_use_ai_crop_match(movie.info.label.upper())):
-                crop_engine = Cfg().summarizer.cover.crop.engine
-                inner_bar.set_description('使用AI裁剪海报封面')
-            else:
-                inner_bar.set_description('裁剪海报封面')
-            crop_poster_wrapper(movie.fanart_file, movie.poster_file, crop_engine, movie.hard_sub, movie.uncensored)
             check_step(True)
 
             if Cfg().summarizer.extra_fanarts.enabled:
diff --git a/javsp/core/avid.py b/javsp/avid.py
similarity index 99%
rename from javsp/core/avid.py
rename to javsp/avid.py
index 4fa0d764c..f535f1fee 100644
--- a/javsp/core/avid.py
+++ b/javsp/avid.py
@@ -7,9 +7,7 @@
 __all__ = ['get_id', 'get_cid', 'guess_av_type']
 
 
-from javsp.core.config import Cfg
-
-Path('1.png').stem
+from javsp.config import Cfg
 
 def get_id(filepath_str: str) -> str:
     """从给定的文件路径中提取番号（DVD ID）"""
diff --git a/javsp/core/chromium.py b/javsp/chromium.py
similarity index 100%
rename from javsp/core/chromium.py
rename to javsp/chromium.py
diff --git a/javsp/core/config.py b/javsp/config.py
similarity index 94%
rename from javsp/core/config.py
rename to javsp/config.py
index edd75acdb..3fbc8f071 100644
--- a/javsp/core/config.py
+++ b/javsp/config.py
@@ -2,12 +2,12 @@
 from enum import Enum
 from typing import Dict, List, Literal, TypeAlias, Union
 from confz import BaseConfig, CLArgSource, EnvSource, FileSource
-from pydantic import ByteSize, Discriminator, Field, NonNegativeInt, PositiveInt, field_validator
+from pydantic import ByteSize, Field, NonNegativeInt, PositiveInt
 from pydantic_extra_types.pendulum_dt import Duration
 from pydantic_core import Url
 from pathlib import Path
 
-from javsp.core.lib import resource_path
+from javsp.lib import resource_path
 
 class Scanner(BaseConfig):
     ignored_id_pattern: List[str]
@@ -143,15 +143,12 @@ class ExtraFanartSummarize(BaseConfig):
     enabled: bool
     scrap_interval: Duration
 
-class BaiduAipEngine(BaseConfig):
-    name: Literal['baidu_aip']
-    app_id: str
-    api_key: str
-    secret_key: str
+class SlimefaceEngine(BaseConfig):
+    name: Literal['slimeface']
 
 class CoverCrop(BaseConfig):
-    engine: BaiduAipEngine | None
-    on_id_pattern: list[str]
+  engine: SlimefaceEngine | None
+  on_id_pattern: list[str]
 
 class CoverSummarize(BaseConfig):
     basename_pattern: str
diff --git a/javsp/core/baidu_aip.py b/javsp/core/baidu_aip.py
deleted file mode 100644
index d9af9d107..000000000
--- a/javsp/core/baidu_aip.py
+++ /dev/null
@@ -1,246 +0,0 @@
-"""百度AI开放平台的人体分析方案"""
-import os
-import sys
-import json
-import random
-import logging
-from hashlib import md5
-from datetime import datetime
-
-from aip import AipBodyAnalysis
-from PIL import Image, ImageDraw, ImageFont, ImageOps
-
-from javsp.core.config import Cfg
-from javsp.core.lib import resource_path
-
-logger = logging.getLogger(__name__)
-
-
-class AipClient():
-    def __init__(self, app_id: str, api_key: str) -> None:
-        # 保存已经识别过的图片的结果，减少请求次数
-        self.file = resource_path('data/baidu_aip.cache.json')
-        dir_path = os.path.dirname(self.file)
-        os.makedirs(dir_path)
-        if os.path.exists(self.file):
-            with open(self.file, 'rt', encoding='utf-8') as f:
-                self.cache = json.load(f)
-        else:
-            self.cache = {}
-        self.client = AipBodyAnalysis(app_id, api_key, Cfg().summarizer.cover.crop.engine.secret_key)
-
-    def analysis(self, pic_path):
-        with open(pic_path, 'rb') as f:
-            pic = f.read()
-            hash = md5(pic).hexdigest()
-        if hash in self.cache:
-            return self.cache[hash]['result']
-        else:
-            now = datetime.now().isoformat()
-            try:
-                result = self.client.bodyAnalysis(pic)
-            except Exception as e:
-                logger.debug(e, exc_info=True)
-                raise
-            if 'error_code' in result:
-                raise Exception(f"Baidu AIP error {result['error_code']}: {result['error_msg']}")
-            record = {'pic': os.path.basename(pic_path), 'time': now, 'result': result}
-            self.cache[hash] = record
-            with open(self.file, 'wt', encoding='utf-8') as f:
-                json.dump(self.cache, f, ensure_ascii=False)
-            return result
-
-
-def choose_center(body_parts):
-    # 寻找关键部位作为图片的中心点，顺序依次为:
-    # 鼻子, 左右眼, 左右耳, 左右嘴角, 头顶, 颈部, 左右肩
-    if 'nose' in body_parts:
-        return body_parts['nose']
-    pair_parts = (('left_eye', 'right_eye'),
-                  ('left_ear', 'right_ear'),
-                  ('left_mouth_corner', 'right_mouth_corner'))
-    for parts_name in pair_parts:
-        pair = [body_parts.get(i) for i in parts_name]
-        if all(pair):
-            return {i: (pair[0][i]+pair[1][i])/2 for i in pair[0].keys()}
-    for part in ('top_head', 'neck'):
-        if part in body_parts:
-            return body_parts[part]
-    pair = [body_parts.get(i) for i in ('left_shoulder', 'right_shoulder')]
-    if all(pair):
-        return {i: (pair[0][i]+pair[1][i])/2 for i in pair[0].keys()}
-    return {}
-
-
-def fit_crop_box(box, persons):
-    """根据人体框信息调整裁剪框，以包含更完整的人体区域"""
-    if len(persons) == 0:
-        return box
-    elif len(persons) == 1:
-        loc = persons[0]['location']
-        left0, right0 = loc['left'], loc['left']+loc['width']
-        top0, bottom0 = loc['top'], loc['top']+loc['height']
-    else:
-        allow_score = persons[0]['total_score'] * 0.7
-        allow_persons = [i for i in persons if i['total_score'] >= allow_score]
-        locs = []
-        # 求取一个包含重叠的几个人体框区域的矩形
-        for i in allow_persons:
-            loc = i['location']
-            le, ri = loc['left'], loc['left']+loc['width']
-            to, bo = loc['top'], loc['top']+loc['height']
-            locs.append((le, to, ri, bo))
-        locs.sort(key=lambda x: x[0])   # sort by postion left
-        le0, to0, ri0, bo0 = locs[0]
-        for (le, to, ri, bo) in locs[1:]:
-            if le0 <= le < ri0 and (to0 <= to < bo0 or to0 <= bo < bo0):
-                to0 = max(to, to0)
-                ri0 = max(ri, ri0)
-                bo0 = max(bo, bo0)
-        left0, top0, right0, bottom0 = le0, to0, ri0, bo0
-    # 调整裁剪框位置
-    (left, top, right, bottom) = box
-    if left < left0 < right < right0:
-        move = min(left0-left, right0-right)
-        left, right = left+move, right+move
-    if left0 < left < right0 < right:
-        move = min(left-left0, right-right0)
-        left, right = left-move, right-move
-    if top < top0 < bottom < bottom0:
-        move = min(top0-top, bottom0-bottom)
-        top, bottom = top+move, bottom+move
-    if top0 < top < bottom0 < bottom:
-        move = min(top-top0, bottom-bottom0)
-        top, bottom = top-move, bottom-move
-    return (left, top, right, bottom)
-
-
-def aip_crop_poster(fanart, app_id: str, api_key: str, poster='', hw_ratio=1.42):
-    """将给定的fanart图片文件裁剪为适合poster尺寸的图片"""
-
-    ai = AipClient(app_id, api_key)
-
-    r = ai.analysis(fanart)
-    im = ImageOps.exif_transpose(Image.open(fanart))
-    # 计算识别到的各人体框区域的权重
-    for person in r['person_info']:
-        # 当关键点得分大于0.2的个数大于3，且人体框的分数大于0.03时，才认为是有效人体
-        valid_parts = [k for k, v in person['body_parts'].items() if v['score'] > 0.2]
-        if not (len(valid_parts) > 3 and person['location']['score'] > 0.03):
-            person['total_score'] = 0
-            continue
-        loc = person['location']
-        score, width, height = loc['score'], loc['width'], loc['height']
-        # 为每个识别到的区域计算权重，综合考虑区域相对于图片大小的占比和人体识别置信度
-        nose_weight = 100 if 'nose' in person['body_parts'] else 30
-        total_score = (width*height)/(im.width*im.height) * score * nose_weight
-        person['total_score'] = total_score
-    # 计算裁剪框大小（方法同image.py）
-    fanart_w, fanart_h = im.size
-    poster_w = int(fanart_h / hw_ratio)
-    if poster_w <= fanart_w:
-        poster_h = fanart_h
-    else:
-        poster_w, poster_h = fanart_w, int(fanart_w * hw_ratio)
-    # 采信得分最高的一个人体框
-    persons = sorted(r['person_info'], key=lambda x: x['total_score'], reverse=True)
-    body_parts = persons[0]['body_parts']
-    valid_parts = {k: v for k, v in body_parts.items() if v['score'] > 0.3}
-    if not valid_parts:
-        raise Exception('Baidu AIP error: 人体识别未获得有效结果')
-    center = choose_center(valid_parts)
-    loc = persons[0]['location']
-    top0, left0, width0, height0 = loc['top'], loc['left'], loc['width'], loc['height']
-    if not center:
-        # 找不到人体关键部位时，使用人体框中心作为裁剪中心点
-        center['x'] = left0 + width0/2
-        center['y'] = top0 + height0/2
-    left2, top2 = center['x']-poster_w/2, center['y']-poster_h/2
-    right2, bottom2 = center['x']+poster_w/2, center['y']+poster_h/2
-    # 调整裁剪框的位置，确保裁剪框没有超出图片范围
-    if left2 < 0:
-        left2, right2 = 0, right2-left2
-    if top2 < 0:
-        top2, bottom2 = 0, bottom2-top2
-    if right2 > fanart_w:
-        left2, right2 = left2-(right2-fanart_w), fanart_w
-    if bottom2 > fanart_h:
-        top2, bottom2 = top2-(bottom2-fanart_h), fanart_h
-    # 当裁剪框的一边超出人体框且另一边有移动余量时，移动裁剪框使其对齐人体框
-    box = fit_crop_box((left2, top2, right2, bottom2), persons)
-    # 裁剪图片
-    im_poster = im.crop(box)
-    if im_poster.mode != 'RGB':
-        im_poster = im_poster.convert('RGB')
-    im_poster.save(poster, quality=95)
-    # 调试模式下显示图片结果和标注
-    if globals().get('baidu_aip_debug'):
-        im2 = draw_marks(im, r)
-        draw = ImageDraw.Draw(im2)
-        draw_labeled_box(draw, box, outline='red', width=2, label='CROP')
-        im2.show()
-
-
-# 下面的函数主要用于调试，正常功能中不会触发
-
-def random_color():
-    # 降低红色取值范围，以便与红色的裁剪框区分开来
-    r = random.randint(0, 180)
-    g = random.randint(0, 255)
-    b = random.randint(0, 255)
-    rgb = [r, g, b]
-    return tuple(rgb)
-
-
-def calc_ellipse(center, r=1.5):
-    x, y = center
-    return (x-r, y-r, x+r, y+r)
-
-
-def draw_labeled_box(draw: ImageDraw, xy, fill=None, outline=None, width=1, label=''):
-    draw.rectangle(xy, fill, outline, width)
-    scale = min(xy[2]-xy[0], xy[3]-xy[1])
-    fontsize = max(12, min(40, int(scale/15)))
-    try:
-        fnt = ImageFont.truetype("consola.ttf", fontsize)
-    except:
-        fnt = ImageFont.load_default()
-    if label:
-        tw, th = draw.textsize(label, font=fnt)
-        textbox = (xy[0], xy[1], xy[0]+tw, xy[1]+th)
-        draw.rectangle(textbox, outline)
-    draw.text((xy[0], xy[1]), label, font=fnt)
-
-
-def draw_marks(im0, data):
-    """在图片上画出人脸识别到的关键点信息"""
-    im = im0.copy()
-    draw = ImageDraw.Draw(im)
-    for person in data['person_info']:
-        color = random_color()
-        for part, info in person['body_parts'].items():
-            point = (info['x'], info['y'])
-            if part == 'nose':
-                draw.ellipse(calc_ellipse(point, r=2), fill=color, outline=color)
-            else:
-                draw.ellipse(calc_ellipse(point), fill=color)
-        loc = person['location']
-        rec = (loc['left'], loc['top'], loc['left']+loc['width'], loc['top']+loc['height'])
-        label = f"{loc['width']:.0f}x{loc['height']:.0f}, {loc['score']:.3}\n" + \
-                f"score: {person['total_score']:.3f}"
-        draw_labeled_box(draw, rec, outline=color, width=2, label=label)
-    return im
-
-
-if __name__ == "__main__":
-    pass
-    # import pretty_errors
-    # pretty_errors.configure(display_link=True)
-    # baidu_aip_debug = True
-    # files = sys.argv[1:] or ["FC2-1283407-fanart.jpg"]
-    # for file in files:
-    #     if os.path.exists(file):
-    #         base, ext = os.path.splitext(file)
-    #         poster = base.replace('_fanart', '') + '_poster' + ext
-    #         aip_crop_poster(file, poster)
-    #         print('Crop poster to: ' + poster)
diff --git a/javsp/cropper/__init__.py b/javsp/cropper/__init__.py
new file mode 100644
index 000000000..e9c340873
--- /dev/null
+++ b/javsp/cropper/__init__.py
@@ -0,0 +1,9 @@
+from javsp.config import SlimefaceEngine
+from javsp.cropper.interface import Cropper, DefaultCropper
+from javsp.cropper.slimeface_crop import SlimefaceCropper
+
+def get_cropper(engine: SlimefaceEngine | None) -> Cropper:
+    if engine is None:
+        return DefaultCropper()
+    if engine.name == 'slimeface':
+        return SlimefaceCropper()
diff --git a/javsp/cropper/interface.py b/javsp/cropper/interface.py
new file mode 100644
index 000000000..710c2b630
--- /dev/null
+++ b/javsp/cropper/interface.py
@@ -0,0 +1,24 @@
+from PIL.Image import Image
+from abc import ABC, abstractmethod
+class Cropper(ABC):
+    @abstractmethod
+    def crop_specific(self, fanart: Image, ratio: float) -> Image:
+        pass
+
+    def crop(self, fanart: Image, ratio: float | None = None) -> Image:
+        if ratio is None: 
+            ratio = 1.42
+        return self.crop_specific(fanart, ratio)
+
+class DefaultCropper(Cropper):
+    def crop_specific(self, fanart: Image, ratio: float) -> Image:
+        """将给定的fanart图片文件裁剪为适合poster尺寸的图片"""
+        (fanart_w, fanart_h) = fanart.size
+        (poster_w, poster_h) = \
+            (int(fanart_h / ratio), fanart_h) \
+            if fanart_h / fanart_w < ratio \
+            else (fanart_w, int(fanart_w * ratio)) # 图片太“瘦”时以宽度来定裁剪高度
+
+        box = (poster_w - fanart_w, 0, poster_w, poster_h)
+        fanart.crop(box)
+        return fanart
diff --git a/javsp/cropper/slimeface_crop.py b/javsp/cropper/slimeface_crop.py
new file mode 100644
index 000000000..a6e3ca29a
--- /dev/null
+++ b/javsp/cropper/slimeface_crop.py
@@ -0,0 +1,33 @@
+from PIL import Image
+from javsp.cropper.interface import Cropper, DefaultCropper
+from javsp.cropper.utils import get_bound_box_by_face
+from slimeface import detectRGB
+
+class SlimefaceCropper(Cropper):
+    def crop_specific(self, fanart: Image.Image, ratio: float) -> Image.Image:
+        try: 
+            bbox_confs = detectRGB(fanart.width, fanart.height, fanart.convert('RGB').tobytes())
+            bbox_confs.sort(key=lambda conf_bbox: -conf_bbox[4]) # last arg stores confidence
+            face = bbox_confs[0][:-1]
+            poster_box = get_bound_box_by_face(face, fanart.size, ratio)
+            return fanart.crop(poster_box)
+        except:
+            return DefaultCropper().crop_specific(fanart, ratio)
+
+if __name__ == '__main__':
+    from argparse import ArgumentParser
+
+    arg_parser = ArgumentParser(prog='slimeface crop')
+
+    arg_parser.add_argument('-i', '--image', help='path to image to detect')
+
+    args, _ = arg_parser.parse_known_args()
+
+    if(args.image is None):
+        print("USAGE: slimeface_crop.py -i/--image [path]")
+        exit(1)
+
+    input = Image.open(args.image)
+    im = SlimefaceCropper().crop(input)
+    im.save('output.png')
+
diff --git a/javsp/cropper/utils.py b/javsp/cropper/utils.py
new file mode 100644
index 000000000..b11b48eee
--- /dev/null
+++ b/javsp/cropper/utils.py
@@ -0,0 +1,27 @@
+def get_poster_size(image_shape: tuple[int, int], ratio: float) -> tuple[int, int]:
+        (fanart_w, fanart_h) = image_shape
+        (poster_w, poster_h) = \
+            (int(fanart_h / ratio), fanart_h) \
+            if fanart_h / fanart_w < ratio \
+            else (fanart_w, int(fanart_w * ratio)) # 图片太“瘦”时以宽度来定裁剪高度
+        return (poster_w, poster_h)
+
+def get_bound_box_by_face(face: tuple[int, int, int, int], image_shape: tuple[int, int], ratio: float) -> tuple[int, int, int, int]:
+    """
+    returns (left, upper, right, lower)
+    """
+
+    (fanart_w, fanart_h) = image_shape
+    (poster_w, poster_h) = get_poster_size(image_shape, ratio)
+
+    # face coordinates
+    fx, fy, fw, fh = face
+
+    # face center
+    cx, cy = fx + fw / 2, fy + fh / 2
+
+    poster_left = max(cx - poster_w / 2, 0)
+    poster_left = min(poster_left, fanart_w - poster_w)
+    poster_left = int(poster_left)
+    return (poster_left, 0, poster_left + poster_w, poster_h)
+
diff --git a/javsp/core/datatype.py b/javsp/datatype.py
similarity index 98%
rename from javsp/core/datatype.py
rename to javsp/datatype.py
index 2437ea819..4bfdd7171 100644
--- a/javsp/core/datatype.py
+++ b/javsp/datatype.py
@@ -1,5 +1,4 @@
 """定义数据类型和一些通用性的对数据类型的操作"""
-from enum import Enum
 import os
 import csv
 import json
@@ -7,8 +6,8 @@
 import logging
 from functools import cached_property
 
-from javsp.core.config import Cfg
-from javsp.core.lib import resource_path, detect_special_attr
+from javsp.config import Cfg
+from javsp.lib import resource_path, detect_special_attr
 
 
 logger = logging.getLogger(__name__)
diff --git a/javsp/core/file.py b/javsp/file.py
similarity index 98%
rename from javsp/core/file.py
rename to javsp/file.py
index 1226eeb7b..9ae6b0f8b 100644
--- a/javsp/core/file.py
+++ b/javsp/file.py
@@ -13,10 +13,10 @@
 __all__ = ['scan_movies', 'get_fmt_size', 'get_remaining_path_len', 'replace_illegal_chars', 'get_failed_when_scan', 'find_subtitle_in_dir']
 
 
-from javsp.core.avid import *
-from javsp.core.lib import re_escape
-from javsp.core.config import Cfg
-from javsp.core.datatype import Movie
+from javsp.avid import *
+from javsp.lib import re_escape
+from javsp.config import Cfg
+from javsp.datatype import Movie
 
 logger = logging.getLogger(__name__)
 failed_items = []
diff --git a/javsp/core/func.py b/javsp/func.py
similarity index 99%
rename from javsp/core/func.py
rename to javsp/func.py
index 6363c0392..403c5deeb 100644
--- a/javsp/core/func.py
+++ b/javsp/func.py
@@ -25,7 +25,7 @@
 
 sys.path.insert(0, os.path.abspath(os.path.join(os.path.dirname(__file__), '..')))
 from javsp.web.base import *
-from javsp.core.lib import re_escape, resource_path
+from javsp.lib import re_escape, resource_path
 
 
 __all__ = ['select_folder', 'get_scan_dir', 'remove_trail_actor_in_title',
diff --git a/javsp/core/image.py b/javsp/image.py
similarity index 54%
rename from javsp/core/image.py
rename to javsp/image.py
index 7a5761a3c..280e2fd75 100644
--- a/javsp/core/image.py
+++ b/javsp/image.py
@@ -5,7 +5,7 @@
 from PIL import Image, ImageOps
 
 
-__all__ = ['valid_pic', 'crop_poster', 'get_pic_size', 'add_label_to_poster', 'LabelPostion']
+__all__ = ['valid_pic', 'get_pic_size', 'add_label_to_poster', 'LabelPostion']
 
 logger = logging.getLogger(__name__)
 
@@ -21,27 +21,6 @@ def valid_pic(pic_path):
         return False
 
 
-def crop_poster(fanart_file, poster_file):
-    """将给定的fanart图片文件裁剪为适合poster尺寸的图片"""
-    # Kodi的宽高比为2:3，但是按照这个比例来裁剪会导致poster画面不完整，
-    # 因此按照poster画面比例来裁剪，这样的话虽然在显示时可能有轻微变形，但是画面是完整的
-    fanart = Image.open(fanart_file)
-    fanart_w, fanart_h = fanart.size
-    # 1.42 = 2535/1785（高清封面）, 539/379（普通封面）
-    poster_w = int(fanart_h / 1.42)
-    if poster_w <= fanart_w:
-        poster_h = fanart_h
-    else:
-        # 图片太“瘦”时以宽度来定裁剪高度
-        poster_w, poster_h = fanart_w, int(fanart_w * 1.42)
-    # (left, upper, right, lower)
-    box = (fanart_w-poster_w, 0, fanart_w, poster_h)
-    poster = fanart.crop(box)
-    if poster.mode != 'RGB':
-        poster = poster.convert('RGB')
-    # quality: from doc, default is 75, values above 95 should be avoided
-    poster.save(poster_file, quality=95)
-
 # 位置枚举
 class LabelPostion(Enum):
     """水印位置枚举"""
@@ -50,10 +29,9 @@ class LabelPostion(Enum):
     BOTTOM_LEFT = 3
     BOTTOM_RIGHT = 4
 
-def add_label_to_poster(poster_file:str, mark_pic_file: str, pos: LabelPostion):
+def add_label_to_poster(poster: Image.Image, mark_pic_file: Image.Image, pos: LabelPostion) -> Image.Image:
     """向poster中添加标签(水印)"""
-    poster = Image.open(poster_file)
-    mark_img = Image.open(mark_pic_file).convert('RGBA')
+    mark_img = mark_pic_file.convert('RGBA')
     r,g,b,a = mark_img.split()
     # 计算水印位置
     if pos == LabelPostion.TOP_LEFT:
@@ -65,7 +43,7 @@ def add_label_to_poster(poster_file:str, mark_pic_file: str, pos: LabelPostion):
     elif pos == LabelPostion.BOTTOM_RIGHT:
         box = (poster.size[0] - mark_img.size[0], poster.size[1] - mark_img.size[1])
     poster.paste(mark_img, box=box, mask=a)
-    poster.save(poster_file, quality=95)
+    return poster
 
 
 def get_pic_size(pic_path):
diff --git a/javsp/core/lib.py b/javsp/lib.py
similarity index 97%
rename from javsp/core/lib.py
rename to javsp/lib.py
index e6fb7c558..3b6932d76 100644
--- a/javsp/core/lib.py
+++ b/javsp/lib.py
@@ -20,7 +20,7 @@ def resource_path(path: str) -> str:
     if getattr(sys, "frozen", False):
         return path
     else:
-        path_joined = Path(__file__).parent.parent.parent / path
+        path_joined = Path(__file__).parent.parent / path
         return str(path_joined)
 
 
diff --git a/javsp/core/nfo.py b/javsp/nfo.py
similarity index 98%
rename from javsp/core/nfo.py
rename to javsp/nfo.py
index 9f7b8a342..573aa0cc3 100644
--- a/javsp/core/nfo.py
+++ b/javsp/nfo.py
@@ -3,8 +3,8 @@
 from lxml.builder import E
 
 
-from javsp.core.datatype import MovieInfo
-from javsp.core.config import Cfg
+from javsp.datatype import MovieInfo
+from javsp.config import Cfg
 
 
 def write_nfo(info: MovieInfo, nfo_file):
diff --git a/javsp/core/print.py b/javsp/print.py
similarity index 100%
rename from javsp/core/print.py
rename to javsp/print.py
diff --git a/javsp/web/airav.py b/javsp/web/airav.py
index dcffdaaa0..22e9fdbf7 100644
--- a/javsp/web/airav.py
+++ b/javsp/web/airav.py
@@ -6,8 +6,8 @@
 
 from javsp.web.base import Request
 from javsp.web.exceptions import *
-from javsp.core.config import Cfg
-from javsp.core.datatype import MovieInfo
+from javsp.config import Cfg
+from javsp.datatype import MovieInfo
 
 # 初始化Request实例
 request = Request(use_scraper=True)
diff --git a/javsp/web/arzon.py b/javsp/web/arzon.py
index 62c94e89c..7704d74b7 100644
--- a/javsp/web/arzon.py
+++ b/javsp/web/arzon.py
@@ -7,7 +7,7 @@
 sys.path.insert(0, os.path.abspath(os.path.join(os.path.dirname(__file__), '..')))
 from javsp.web.base import request_get
 from javsp.web.exceptions import *
-from javsp.core.datatype import MovieInfo
+from javsp.datatype import MovieInfo
 import requests
 from lxml import html
 
diff --git a/javsp/web/arzon_iv.py b/javsp/web/arzon_iv.py
index 83a8fc054..7a1ea0a80 100644
--- a/javsp/web/arzon_iv.py
+++ b/javsp/web/arzon_iv.py
@@ -5,9 +5,9 @@
 import re
 
 sys.path.insert(0, os.path.abspath(os.path.join(os.path.dirname(__file__), '..')))
-from web.base import request_get
-from web.exceptions import *
-from core.datatype import MovieInfo
+from javsp.web.base import request_get
+from javsp.web.exceptions import *
+from javsp.datatype import MovieInfo
 import requests
 from lxml import html
 
diff --git a/javsp/web/avsox.py b/javsp/web/avsox.py
index 168ea88cc..3333e24e5 100644
--- a/javsp/web/avsox.py
+++ b/javsp/web/avsox.py
@@ -3,8 +3,8 @@
 
 from javsp.web.base import get_html
 from javsp.web.exceptions import *
-from javsp.core.config import Cfg, CrawlerID
-from javsp.core.datatype import MovieInfo
+from javsp.config import Cfg, CrawlerID
+from javsp.datatype import MovieInfo
 
 
 logger = logging.getLogger(__name__)
diff --git a/javsp/web/avwiki.py b/javsp/web/avwiki.py
index 42a963847..fbd4ecbb3 100644
--- a/javsp/web/avwiki.py
+++ b/javsp/web/avwiki.py
@@ -4,7 +4,7 @@
 
 from javsp.web.base import *
 from javsp.web.exceptions import *
-from javsp.core.datatype import MovieInfo
+from javsp.datatype import MovieInfo
 
 logger = logging.getLogger(__name__)
 base_url = 'https://av-wiki.net'
diff --git a/javsp/web/base.py b/javsp/web/base.py
index 38cfad4cb..717b5168a 100644
--- a/javsp/web/base.py
+++ b/javsp/web/base.py
@@ -14,7 +14,7 @@
 from requests.models import Response
 
 
-from javsp.core.config import Cfg
+from javsp.config import Cfg
 from javsp.web.exceptions import *
 
 
diff --git a/javsp/web/dl_getchu.py b/javsp/web/dl_getchu.py
index 2c61aafaf..15267f1f7 100644
--- a/javsp/web/dl_getchu.py
+++ b/javsp/web/dl_getchu.py
@@ -4,7 +4,7 @@
 
 from javsp.web.base import resp2html, request_get
 from javsp.web.exceptions import *
-from javsp.core.datatype import MovieInfo
+from javsp.datatype import MovieInfo
 
 logger = logging.getLogger(__name__)
 
diff --git a/javsp/web/fanza.py b/javsp/web/fanza.py
index 6bd8c0f51..c9bd5acea 100644
--- a/javsp/web/fanza.py
+++ b/javsp/web/fanza.py
@@ -10,8 +10,8 @@
 sys.path.insert(0, os.path.abspath(os.path.join(os.path.dirname(__file__), '..')))
 from javsp.web.base import Request, resp2html
 from javsp.web.exceptions import *
-from javsp.core.config import Cfg
-from javsp.core.datatype import MovieInfo
+from javsp.config import Cfg
+from javsp.datatype import MovieInfo
 
 
 logger = logging.getLogger(__name__)
diff --git a/javsp/web/fc2.py b/javsp/web/fc2.py
index 7a716454d..66be7ae4e 100644
--- a/javsp/web/fc2.py
+++ b/javsp/web/fc2.py
@@ -4,9 +4,9 @@
 
 from javsp.web.base import get_html, request_get, resp2html
 from javsp.web.exceptions import *
-from javsp.core.config import Cfg
-from javsp.core.lib import strftime_to_minutes
-from javsp.core.datatype import MovieInfo
+from javsp.config import Cfg
+from javsp.lib import strftime_to_minutes
+from javsp.datatype import MovieInfo
 
 
 logger = logging.getLogger(__name__)
diff --git a/javsp/web/fc2fan.py b/javsp/web/fc2fan.py
index afcdb8a8d..229b3e3df 100644
--- a/javsp/web/fc2fan.py
+++ b/javsp/web/fc2fan.py
@@ -9,8 +9,8 @@
 
 from javsp.web.base import resp2html
 from javsp.web.exceptions import *
-from javsp.core.config import Cfg
-from javsp.core.datatype import MovieInfo
+from javsp.config import Cfg
+from javsp.datatype import MovieInfo
 
 
 logger = logging.getLogger(__name__)
diff --git a/javsp/web/fc2ppvdb.py b/javsp/web/fc2ppvdb.py
index 81a539d19..b0ad60892 100644
--- a/javsp/web/fc2ppvdb.py
+++ b/javsp/web/fc2ppvdb.py
@@ -5,8 +5,8 @@
 
 from javsp.web.base import get_html
 from javsp.web.exceptions import *
-from javsp.core.lib import strftime_to_minutes
-from javsp.core.datatype import MovieInfo
+from javsp.lib import strftime_to_minutes
+from javsp.datatype import MovieInfo
 
 
 logger = logging.getLogger(__name__)
diff --git a/javsp/web/gyutto.py b/javsp/web/gyutto.py
index a553f66ce..db7d6c795 100644
--- a/javsp/web/gyutto.py
+++ b/javsp/web/gyutto.py
@@ -4,7 +4,7 @@
 
 from javsp.web.base import resp2html, request_get
 from javsp.web.exceptions import *
-from javsp.core.datatype import MovieInfo
+from javsp.datatype import MovieInfo
 
 logger = logging.getLogger(__name__)
 
diff --git a/javsp/web/jav321.py b/javsp/web/jav321.py
index 3f64a0262..4e42617a5 100644
--- a/javsp/web/jav321.py
+++ b/javsp/web/jav321.py
@@ -5,7 +5,7 @@
 
 from javsp.web.base import post_html
 from javsp.web.exceptions import *
-from javsp.core.datatype import MovieInfo
+from javsp.datatype import MovieInfo
 
 
 logger = logging.getLogger(__name__)
diff --git a/javsp/web/javbus.py b/javsp/web/javbus.py
index 8059599c6..bb610e55a 100644
--- a/javsp/web/javbus.py
+++ b/javsp/web/javbus.py
@@ -4,9 +4,9 @@
 
 from javsp.web.base import *
 from javsp.web.exceptions import *
-from javsp.core.func import *
-from javsp.core.config import Cfg, CrawlerID
-from javsp.core.datatype import MovieInfo, GenreMap
+from javsp.func import *
+from javsp.config import Cfg, CrawlerID
+from javsp.datatype import MovieInfo, GenreMap
 
 
 logger = logging.getLogger(__name__)
diff --git a/javsp/web/javdb.py b/javsp/web/javdb.py
index 39e2599d6..b788a10a7 100644
--- a/javsp/web/javdb.py
+++ b/javsp/web/javdb.py
@@ -5,11 +5,11 @@
 
 from javsp.web.base import Request, resp2html
 from javsp.web.exceptions import *
-from javsp.core.func import *
-from javsp.core.avid import guess_av_type
-from javsp.core.config import Cfg, CrawlerID
-from javsp.core.datatype import MovieInfo, GenreMap
-from javsp.core.chromium import get_browsers_cookies
+from javsp.func import *
+from javsp.avid import guess_av_type
+from javsp.config import Cfg, CrawlerID
+from javsp.datatype import MovieInfo, GenreMap
+from javsp.chromium import get_browsers_cookies
 
 
 # 初始化Request实例。使用scraper绕过CloudFlare后，需要指定网页语言，否则可能会返回其他语言网页，影响解析
diff --git a/javsp/web/javlib.py b/javsp/web/javlib.py
index d81676bb9..85f77b75f 100644
--- a/javsp/web/javlib.py
+++ b/javsp/web/javlib.py
@@ -6,8 +6,8 @@
 from javsp.web.base import Request, read_proxy, resp2html
 from javsp.web.exceptions import *
 from javsp.web.proxyfree import get_proxy_free_url
-from javsp.core.config import Cfg, CrawlerID
-from javsp.core.datatype import  MovieInfo
+from javsp.config import Cfg, CrawlerID
+from javsp.datatype import  MovieInfo
 
 
 # 初始化Request实例
diff --git a/javsp/web/javmenu.py b/javsp/web/javmenu.py
index d32012a0e..5296a69cd 100644
--- a/javsp/web/javmenu.py
+++ b/javsp/web/javmenu.py
@@ -3,7 +3,7 @@
 
 from javsp.web.base import Request, resp2html
 from javsp.web.exceptions import *
-from javsp.core.datatype import MovieInfo
+from javsp.datatype import MovieInfo
 
 
 request = Request()
diff --git a/javsp/web/mgstage.py b/javsp/web/mgstage.py
index 0099c1c79..4904e51db 100644
--- a/javsp/web/mgstage.py
+++ b/javsp/web/mgstage.py
@@ -5,8 +5,8 @@
 
 from javsp.web.base import Request, resp2html
 from javsp.web.exceptions import *
-from javsp.core.config import Cfg
-from javsp.core.datatype import MovieInfo
+from javsp.config import Cfg
+from javsp.datatype import MovieInfo
 
 
 logger = logging.getLogger(__name__)
diff --git a/javsp/web/njav.py b/javsp/web/njav.py
index 762ef59d9..f94e943f3 100644
--- a/javsp/web/njav.py
+++ b/javsp/web/njav.py
@@ -6,8 +6,8 @@
 
 from javsp.web.base import get_html
 from javsp.web.exceptions import *
-from javsp.core.lib import strftime_to_minutes
-from javsp.core.datatype import MovieInfo
+from javsp.lib import strftime_to_minutes
+from javsp.datatype import MovieInfo
 
 
 logger = logging.getLogger(__name__)
diff --git a/javsp/web/prestige.py b/javsp/web/prestige.py
index fad34acac..f6884c658 100644
--- a/javsp/web/prestige.py
+++ b/javsp/web/prestige.py
@@ -5,7 +5,7 @@
 
 from javsp.web.base import *
 from javsp.web.exceptions import *
-from javsp.core.datatype import MovieInfo
+from javsp.datatype import MovieInfo
 
 
 logger = logging.getLogger(__name__)
diff --git a/javsp/web/proxyfree.py b/javsp/web/proxyfree.py
index 0ec98207a..89c1e63a4 100644
--- a/javsp/web/proxyfree.py
+++ b/javsp/web/proxyfree.py
@@ -52,7 +52,6 @@ def _get_javbus_urls() -> list:
 
 def _get_javlib_urls() -> list:
     html = get_html('https://github.com/javlibcom')
-    print(html)
     text = html.xpath("//div[@class='p-note user-profile-bio mb-3 js-user-profile-bio f4']")[0].text_content()
     match = re.search(r'[\w\.]+', text, re.A)
     if match:
@@ -62,7 +61,6 @@ def _get_javlib_urls() -> list:
 
 def _get_javdb_urls() -> list:
     html = get_html('https://jav524.app')
-    print(html)
     js_links = html.xpath("//script[@src]/@src")
     for link in js_links:
         if '/js/index' in link:
diff --git a/javsp/web/translate.py b/javsp/web/translate.py
index 9c1f9a769..2e762cb15 100644
--- a/javsp/web/translate.py
+++ b/javsp/web/translate.py
@@ -13,8 +13,8 @@
 __all__ = ['translate', 'translate_movie_info']
 
 
-from javsp.core.config import BaiduTranslateEngine, BingTranslateEngine, Cfg, ClaudeTranslateEngine, GoogleTranslateEngine, OpenAITranslateEngine, TranslateEngine
-from javsp.core.datatype import MovieInfo
+from javsp.config import BaiduTranslateEngine, BingTranslateEngine, Cfg, ClaudeTranslateEngine, GoogleTranslateEngine, OpenAITranslateEngine, TranslateEngine
+from javsp.datatype import MovieInfo
 from javsp.web.base import read_proxy
 
 
@@ -66,9 +66,7 @@ def translate(texts, engine: Union[
     """
     rtn = {}
     err_msg = ''
-    if engine is None:
-        return {'trans': texts}
-    elif engine is BaiduTranslateEngine:
+    if engine.name == 'baidu':
         result = baidu_translate(texts, engine.app_id, engine.api_key)
         if 'error_code' not in result:
             # 百度翻译的结果中的组表示的是按换行符分隔的不同段落，而不是句子
@@ -76,7 +74,7 @@ def translate(texts, engine: Union[
             rtn = {'trans': '\n'.join(paragraphs)}
         else:
             err_msg = "{}: {}: {}".format(engine, result['error_code'], result['error_msg'])
-    elif engine is BingTranslateEngine:
+    elif engine.name == 'bing':
         # 使用动态词典保护原文中的女优名，防止翻译后认不出来
         for i in actress:
             texts = texts.replace(i, f'<mstrans:dictionary translation="{i}">{i}</mstrans:dictionary>')
@@ -99,7 +97,7 @@ def translate(texts, engine: Union[
             rtn = {'trans': trans, 'orig_break': orig_break, 'trans_break': trans_break}
         else:
             err_msg = "{}: {}: {}".format(engine, result['error']['code'], result['error']['message'])
-    elif engine is ClaudeTranslateEngine:
+    elif engine.name == 'claude':
         try:
             result = claude_translate(texts, engine.api_key)
             if 'error_code' not in result:
@@ -108,7 +106,7 @@ def translate(texts, engine: Union[
                 err_msg = "{}: {}: {}".format(engine, result['error_code'], result['error_msg'])
         except Exception as e:
             err_msg = "{}: {}: Exception: {}".format(engine, -2, repr(e))
-    elif engine is OpenAITranslateEngine:
+    elif engine.name == 'openai':
         try:
             result = openai_translate(texts, engine.url, engine.api_key, engine.model)
             if 'error_code' not in result:
@@ -117,7 +115,7 @@ def translate(texts, engine: Union[
                 err_msg = "{}: {}: {}".format(engine, result['error_code'], result['error_msg'])
         except Exception as e:
             err_msg = "{}: {}: Exception: {}".format(engine, -2, repr(e))
-    elif engine is GoogleTranslateEngine:
+    elif engine.name == 'google':
         try:
             result = google_trans(texts)
             # 经测试，翻译成功时会带有'sentences'字段；失败时不带，也没有故障码
@@ -131,6 +129,8 @@ def translate(texts, engine: Union[
                 err_msg = "{}: {}: {}".format(engine, result['error_code'], result['error_msg'])
         except Exception as e:
             err_msg = "{}: {}: Exception: {}".format(engine, -2, repr(e))
+    else:
+        return {'trans': texts}
 
 def baidu_translate(texts, app_id, api_key, to='zh'):
     """使用百度翻译文本（默认翻译为简体中文）"""
diff --git a/poetry.lock b/poetry.lock
index 7a93cacb4..1c92293a3 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -16,24 +16,6 @@ type = "legacy"
 url = "https://pypi.tuna.tsinghua.edu.cn/simple"
 reference = "mirrors"
 
-[[package]]
-name = "baidu-aip"
-version = "2.2.18.0"
-description = "Baidu AIP SDK"
-optional = false
-python-versions = "*"
-files = [
-    {file = "baidu-aip-2.2.18.0.tar.gz", hash = "sha256:c7f03c671027dcae1ccaa60631ec5811c8e9e51e2ebb505a748a213d0f0b5b88"},
-]
-
-[package.dependencies]
-requests = "*"
-
-[package.source]
-type = "legacy"
-url = "https://pypi.tuna.tsinghua.edu.cn/simple"
-reference = "mirrors"
-
 [[package]]
 name = "certifi"
 version = "2024.8.30"
@@ -1067,80 +1049,79 @@ reference = "mirrors"
 
 [[package]]
 name = "pillow"
-version = "10.3.0"
+version = "10.2.0"
 description = "Python Imaging Library (Fork)"
 optional = false
 python-versions = ">=3.8"
 files = [
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 url = "https://pypi.tuna.tsinghua.edu.cn/simple"
 reference = "mirrors"
 
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+    {file = "slimeface-2024.9.27-cp38-cp38-macosx_10_9_x86_64.whl", hash = "sha256:09610b653165b7252c81ab984fe2ad9e1fe61d0b1d58cea41c7c1cdf638e1769"},
+    {file = "slimeface-2024.9.27-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:f271b4b676120861ccf68e33423aaa45c02211f9b4921083dbc66003de832c89"},
+    {file = "slimeface-2024.9.27-cp38-cp38-win_amd64.whl", hash = "sha256:6b693a1fe6cb11161ca61ddad585fd45f1b903f92e282807d16df87f98471dd9"},
+    {file = "slimeface-2024.9.27-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:3d11d154aabefd1be63953e14152f3da7e4bc125e9ba3b65be0900a737a7df9b"},
+    {file = "slimeface-2024.9.27-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:681d603dfff1a58841194394059e299688202e582ca089599983d5be1703f286"},
+    {file = "slimeface-2024.9.27-cp39-cp39-win_amd64.whl", hash = "sha256:9f8f38391bcaabd24336c1c13107ff078e1a1a1d3ea4421d9320eaaecad13bb9"},
+    {file = "slimeface-2024.9.27.tar.gz", hash = "sha256:e237283e2059f0fbe5cbe5412d4bcb4e986237221758c3259daf097be04b9c70"},
+]
+
+[package.source]
+type = "legacy"
+url = "https://pypi.tuna.tsinghua.edu.cn/simple"
+reference = "mirrors"
+
 [[package]]
 name = "time-machine"
 version = "2.15.0"
@@ -1924,6 +1944,22 @@ type = "legacy"
 url = "https://pypi.tuna.tsinghua.edu.cn/simple"
 reference = "mirrors"
 
+[[package]]
+name = "types-pillow"
+version = "10.2.0.20240822"
+description = "Typing stubs for Pillow"
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "types-Pillow-10.2.0.20240822.tar.gz", hash = "sha256:559fb52a2ef991c326e4a0d20accb3bb63a7ba8d40eb493e0ecb0310ba52f0d3"},
+    {file = "types_Pillow-10.2.0.20240822-py3-none-any.whl", hash = "sha256:d9dab025aba07aeb12fd50a6799d4eac52a9603488eca09d7662543983f16c5d"},
+]
+
+[package.source]
+type = "legacy"
+url = "https://pypi.tuna.tsinghua.edu.cn/simple"
+reference = "mirrors"
+
 [[package]]
 name = "typing-extensions"
 version = "4.12.2"
@@ -2005,4 +2041,4 @@ reference = "mirrors"
 [metadata]
 lock-version = "2.0"
 python-versions = "<3.13,>=3.10"
-content-hash = "c3f4057bbbd2559af45ec852f777bd48a60ad22fae34290d381285aa65a0d6ed"
+content-hash = "056b2f7a21b0286a04a5ecadb809f6472c636348fe07976ac42c9c47c620f04c"
diff --git a/pyproject.toml b/pyproject.toml
index 87a548c6a..a5e1b4d10 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -15,7 +15,7 @@ format = "v{base}.{distance}"
 python = "<3.13,>=3.10"
 cloudscraper = "1.2.71"
 colorama = "0.4.4"
-pillow = "10.3.0"
+pillow = "10.2.0"
 pretty-errors = "1.2.19"
 requests = "2.31.0"
 tqdm = "4.59.0"
@@ -25,11 +25,10 @@ pywin32-ctypes = {version = "^0.2.2", markers = "sys_platform == 'win32'"}
 cryptography = "^42.0.5"
 pycryptodome = "^3.20.0"
 lxml = {extras = ["html-clean"], version = "^5.2.1"}
-baidu-aip = "^2.2.18.0"
 confz = "^2.0.1"
 pydantic-extra-types = "^2.9.0"
 pendulum = "^3.0.0"
-
+slimeface = "^2024.9.27"
 
 [tool.poetry.scripts]
 javsp = "javsp.__main__:entry"
@@ -46,6 +45,7 @@ pytest = "^8.1.1"
 flake8 = "^7.0.0"
 cx-freeze = "^7.2.2"
 types-lxml = "^2024.4.14"
+types-pillow = "^10.2.0.20240822"
 
 [build-system]
 requires = ["poetry-core>=1.0.0", "poetry-dynamic-versioning>=1.0.0,<2.0.0"]
diff --git a/tools/call_crawler.py b/tools/call_crawler.py
index 573b53188..ed17b4ba2 100644
--- a/tools/call_crawler.py
+++ b/tools/call_crawler.py
@@ -13,7 +13,7 @@
 file_dir = os.path.dirname(__file__)
 data_dir = os.path.abspath(os.path.join(file_dir, '../unittest/data'))
 sys.path.insert(0, os.path.abspath(os.path.join(file_dir, '..')))
-from javsp.core.datatype import MovieInfo
+from javsp.datatype import MovieInfo
 
 
 # 搜索抓取器并导入它们
diff --git a/tools/check_genre.py b/tools/check_genre.py
index e873ab250..dd562dc65 100644
--- a/tools/check_genre.py
+++ b/tools/check_genre.py
@@ -18,7 +18,7 @@
 
 sys.path.insert(0, os.path.abspath(os.path.join(os.path.dirname(__file__), '..')))
 from javsp.web.base import *
-from javsp.core.config import cfg
+from javsp.config import cfg
 
 
 def get_javbus_genre():
diff --git a/tools/config_migration.py b/tools/config_migration.py
index 3196c6bf3..95adc45d6 100644
--- a/tools/config_migration.py
+++ b/tools/config_migration.py
@@ -178,15 +178,9 @@ def fix_pat(p):
       # 要使用的图像识别引擎，详细配置见文档 https://github.com/Yuukiy/JavSP/wiki/AI-%7C-%E4%BA%BA%E8%84%B8%E8%AF%86%E5%88%AB
       # NOTE: 此处无法直接对应，请参照注释手动填入
       engine: null #null表示禁用图像剪裁
-      ## 使用百度人体分析应用: {{{{{{
+      ## 使用Slimeface: {{{{{{
       # engine: 
-      #   name: baidu_aip
-      #   # 百度人体分析应用的AppID
-      #   app_id: ''
-      #   # 百度人体分析应用的API Key
-      #   api_key: ''
-      #   # 百度人体分析应用的Secret Key
-      #   secret_key: ''
+      #   name: slimeface
       ## }}}}}}
 
   fanart:
diff --git a/unittest/test_avid.py b/unittest/test_avid.py
index 790abfe3e..ca0c0008f 100644
--- a/unittest/test_avid.py
+++ b/unittest/test_avid.py
@@ -6,7 +6,7 @@
 
 file_dir = os.path.dirname(__file__)
 sys.path.insert(0, os.path.abspath(os.path.join(file_dir, '..')))
-from javsp.core.avid import get_id, get_cid
+from javsp.avid import get_id, get_cid
 
 
 @pytest.fixture
diff --git a/unittest/test_crawlers.py b/unittest/test_crawlers.py
index ac3873287..3b0257e07 100644
--- a/unittest/test_crawlers.py
+++ b/unittest/test_crawlers.py
@@ -9,7 +9,7 @@
 data_dir = os.path.join(file_dir, 'data')
 sys.path.insert(0, os.path.abspath(os.path.join(file_dir, '..')))
 
-from javsp.core.datatype import MovieInfo
+from javsp.datatype import MovieInfo
 from javsp.web.exceptions import CrawlerError, SiteBlocked
 
 
diff --git a/unittest/test_file.py b/unittest/test_file.py
index 7fb2ec4e3..df83467e0 100644
--- a/unittest/test_file.py
+++ b/unittest/test_file.py
@@ -7,7 +7,7 @@
 
 
 sys.path.insert(0, os.path.abspath(os.path.join(os.path.dirname(__file__), '..')))
-from javsp.core.file import scan_movies
+from javsp.file import scan_movies
 
 
 tmp_folder = 'TMP_' + ''.join(random.choices(string.ascii_uppercase, k=6))
diff --git a/unittest/test_func.py b/unittest/test_func.py
index cea7a23fb..ca6d0560f 100644
--- a/unittest/test_func.py
+++ b/unittest/test_func.py
@@ -3,7 +3,7 @@
 import random
 
 sys.path.insert(0, os.path.abspath(os.path.join(os.path.dirname(__file__), '..')))
-from javsp.core.func import * 
+from javsp.func import * 
 
 
 def test_remove_trail_actor_in_title():
diff --git a/unittest/test_lib.py b/unittest/test_lib.py
index 5ac7e65cb..43a05338c 100644
--- a/unittest/test_lib.py
+++ b/unittest/test_lib.py
@@ -2,7 +2,7 @@
 import sys
 
 sys.path.insert(0, os.path.abspath(os.path.join(os.path.dirname(__file__), '..')))
-from javsp.core.lib import * 
+from javsp.lib import * 
 
 
 def test_detect_special_attr():