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	 c813c1ff4c
			
		
	
	
		c813c1ff4c
		
			
		
	
	
	
	
		
			
			### What problem does this PR solve? Made task_executor async to speedup parsing ### Type of change - [x] Performance Improvement
		
			
				
	
	
		
			246 lines
		
	
	
		
			7.5 KiB
		
	
	
	
		
			Python
		
	
	
	
	
	
			
		
		
	
	
			246 lines
		
	
	
		
			7.5 KiB
		
	
	
	
		
			Python
		
	
	
	
	
	
| #
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| #  Copyright 2024 The InfiniFlow Authors. All Rights Reserved.
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| #
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| #  Licensed under the Apache License, Version 2.0 (the "License");
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| #  you may not use this file except in compliance with the License.
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| #  You may obtain a copy of the License at
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| #
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| #      http://www.apache.org/licenses/LICENSE-2.0
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| #
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| #  Unless required by applicable law or agreed to in writing, software
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| #  distributed under the License is distributed on an "AS IS" BASIS,
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| #  WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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| #  See the License for the specific language governing permissions and
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| #  limitations under the License.
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| #
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| import base64
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| import json
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| import os
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| import re
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| import sys
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| import threading
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| from io import BytesIO
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| 
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| import pdfplumber
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| from PIL import Image
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| from cachetools import LRUCache, cached
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| from ruamel.yaml import YAML
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| 
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| from api.db import FileType
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| from api.constants import IMG_BASE64_PREFIX
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| 
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| PROJECT_BASE = os.getenv("RAG_PROJECT_BASE") or os.getenv("RAG_DEPLOY_BASE")
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| RAG_BASE = os.getenv("RAG_BASE")
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| 
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| LOCK_KEY_pdfplumber = "global_shared_lock_pdfplumber"
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| if LOCK_KEY_pdfplumber not in sys.modules:
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|     sys.modules[LOCK_KEY_pdfplumber] = threading.Lock()
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| 
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| 
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| def get_project_base_directory(*args):
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|     global PROJECT_BASE
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|     if PROJECT_BASE is None:
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|         PROJECT_BASE = os.path.abspath(
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|             os.path.join(
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|                 os.path.dirname(os.path.realpath(__file__)),
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|                 os.pardir,
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|                 os.pardir,
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|             )
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|         )
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| 
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|     if args:
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|         return os.path.join(PROJECT_BASE, *args)
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|     return PROJECT_BASE
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| 
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| 
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| def get_rag_directory(*args):
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|     global RAG_BASE
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|     if RAG_BASE is None:
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|         RAG_BASE = os.path.abspath(
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|             os.path.join(
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|                 os.path.dirname(os.path.realpath(__file__)),
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|                 os.pardir,
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|                 os.pardir,
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|                 os.pardir,
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|             )
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|         )
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|     if args:
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|         return os.path.join(RAG_BASE, *args)
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|     return RAG_BASE
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| 
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| 
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| def get_rag_python_directory(*args):
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|     return get_rag_directory("python", *args)
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| 
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| 
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| def get_home_cache_dir():
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|     dir = os.path.join(os.path.expanduser('~'), ".ragflow")
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|     try:
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|         os.mkdir(dir)
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|     except OSError:
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|         pass
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|     return dir
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| 
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| 
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| @cached(cache=LRUCache(maxsize=10))
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| def load_json_conf(conf_path):
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|     if os.path.isabs(conf_path):
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|         json_conf_path = conf_path
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|     else:
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|         json_conf_path = os.path.join(get_project_base_directory(), conf_path)
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|     try:
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|         with open(json_conf_path) as f:
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|             return json.load(f)
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|     except BaseException:
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|         raise EnvironmentError(
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|             "loading json file config from '{}' failed!".format(json_conf_path)
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|         )
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| 
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| 
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| def dump_json_conf(config_data, conf_path):
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|     if os.path.isabs(conf_path):
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|         json_conf_path = conf_path
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|     else:
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|         json_conf_path = os.path.join(get_project_base_directory(), conf_path)
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|     try:
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|         with open(json_conf_path, "w") as f:
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|             json.dump(config_data, f, indent=4)
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|     except BaseException:
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|         raise EnvironmentError(
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|             "loading json file config from '{}' failed!".format(json_conf_path)
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|         )
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| 
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| 
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| def load_json_conf_real_time(conf_path):
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|     if os.path.isabs(conf_path):
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|         json_conf_path = conf_path
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|     else:
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|         json_conf_path = os.path.join(get_project_base_directory(), conf_path)
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|     try:
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|         with open(json_conf_path) as f:
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|             return json.load(f)
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|     except BaseException:
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|         raise EnvironmentError(
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|             "loading json file config from '{}' failed!".format(json_conf_path)
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|         )
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| 
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| 
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| def load_yaml_conf(conf_path):
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|     if not os.path.isabs(conf_path):
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|         conf_path = os.path.join(get_project_base_directory(), conf_path)
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|     try:
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|         with open(conf_path) as f:
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|             yaml = YAML(typ='safe', pure=True)
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|             return yaml.load(f)
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|     except Exception as e:
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|         raise EnvironmentError(
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|             "loading yaml file config from {} failed:".format(conf_path), e
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|         )
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| 
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| 
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| def rewrite_yaml_conf(conf_path, config):
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|     if not os.path.isabs(conf_path):
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|         conf_path = os.path.join(get_project_base_directory(), conf_path)
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|     try:
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|         with open(conf_path, "w") as f:
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|             yaml = YAML(typ="safe")
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|             yaml.dump(config, f)
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|     except Exception as e:
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|         raise EnvironmentError(
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|             "rewrite yaml file config {} failed:".format(conf_path), e
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|         )
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| 
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| 
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| def rewrite_json_file(filepath, json_data):
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|     with open(filepath, "w", encoding='utf-8') as f:
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|         json.dump(json_data, f, indent=4, separators=(",", ": "))
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|     f.close()
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| 
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| 
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| def filename_type(filename):
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|     filename = filename.lower()
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|     if re.match(r".*\.pdf$", filename):
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|         return FileType.PDF.value
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| 
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|     if re.match(
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|              r".*\.(eml|doc|docx|ppt|pptx|yml|xml|htm|json|csv|txt|ini|xls|xlsx|wps|rtf|hlp|pages|numbers|key|md|py|js|java|c|cpp|h|php|go|ts|sh|cs|kt|html|sql)$", filename):
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|         return FileType.DOC.value
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| 
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|     if re.match(
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|             r".*\.(wav|flac|ape|alac|wavpack|wv|mp3|aac|ogg|vorbis|opus|mp3)$", filename):
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|         return FileType.AURAL.value
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| 
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|     if re.match(r".*\.(jpg|jpeg|png|tif|gif|pcx|tga|exif|fpx|svg|psd|cdr|pcd|dxf|ufo|eps|ai|raw|WMF|webp|avif|apng|icon|ico|mpg|mpeg|avi|rm|rmvb|mov|wmv|asf|dat|asx|wvx|mpe|mpa|mp4)$", filename):
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|         return FileType.VISUAL.value
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| 
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|     return FileType.OTHER.value
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| 
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| def thumbnail_img(filename, blob):
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|     """
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|     MySQL LongText max length is 65535
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|     """
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|     filename = filename.lower()
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|     if re.match(r".*\.pdf$", filename):
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|         with sys.modules[LOCK_KEY_pdfplumber]:
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|             pdf = pdfplumber.open(BytesIO(blob))
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|             buffered = BytesIO()
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|             resolution = 32
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|             img = None
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|             for _ in range(10):
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|                 # https://github.com/jsvine/pdfplumber?tab=readme-ov-file#creating-a-pageimage-with-to_image
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|                 pdf.pages[0].to_image(resolution=resolution).annotated.save(buffered, format="png")
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|                 img = buffered.getvalue()
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|                 if len(img) >= 64000 and resolution >= 2:
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|                     resolution = resolution / 2
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|                     buffered = BytesIO()
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|                 else:
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|                     break
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|         pdf.close()
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|         return img
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| 
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|     elif re.match(r".*\.(jpg|jpeg|png|tif|gif|icon|ico|webp)$", filename):
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|         image = Image.open(BytesIO(blob))
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|         image.thumbnail((30, 30))
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|         buffered = BytesIO()
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|         image.save(buffered, format="png")
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|         return buffered.getvalue()
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| 
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|     elif re.match(r".*\.(ppt|pptx)$", filename):
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|         import aspose.slides as slides
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|         import aspose.pydrawing as drawing
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|         try:
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|             with slides.Presentation(BytesIO(blob)) as presentation:
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|                 buffered = BytesIO()
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|                 scale = 0.03
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|                 img = None
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|                 for _ in range(10):
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|                     # https://reference.aspose.com/slides/python-net/aspose.slides/slide/get_thumbnail/#float-float
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|                     presentation.slides[0].get_thumbnail(scale, scale).save(
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|                         buffered, drawing.imaging.ImageFormat.png)
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|                     img = buffered.getvalue()
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|                     if len(img) >= 64000:
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|                         scale = scale / 2.0
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|                         buffered = BytesIO()
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|                     else:
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|                         break
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|                 return img
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|         except Exception:
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|             pass
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|     return None
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| 
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| 
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| def thumbnail(filename, blob):
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|     img = thumbnail_img(filename, blob)
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|     if img is not None:
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|         return IMG_BASE64_PREFIX + \
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|             base64.b64encode(img).decode("utf-8")
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|     else:
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|         return ''
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| 
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| 
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| def traversal_files(base):
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|     for root, ds, fs in os.walk(base):
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|         for f in fs:
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|             fullname = os.path.join(root, f)
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|             yield fullname
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