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Upload text_utils.py
Browse files- text_utils.py +375 -0
text_utils.py
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| 1 |
+
# ============================================
|
| 2 |
+
# text_utils.py
|
| 3 |
+
# ํ์ผ ์ถ์ถ, ์น ๊ฒ์, ๊ธฐ๋ณธ ํ
์คํธ ์ฒ๋ฆฌ ํจ์๋ค
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| 4 |
+
# ============================================
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| 5 |
+
|
| 6 |
+
import re, os, json, time, zipfile, tempfile, zlib
|
| 7 |
+
from pathlib import Path
|
| 8 |
+
from collections import Counter
|
| 9 |
+
from concurrent.futures import ThreadPoolExecutor, as_completed
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| 10 |
+
from xml.etree import ElementTree as ET
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| 11 |
+
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| 12 |
+
try:
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| 13 |
+
import httpx
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| 14 |
+
HAS_HTTPX = True
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| 15 |
+
except ImportError:
|
| 16 |
+
HAS_HTTPX = False
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| 17 |
+
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| 18 |
+
try:
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| 19 |
+
import pdfplumber
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| 20 |
+
HAS_PDFPLUMBER = True
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| 21 |
+
except ImportError:
|
| 22 |
+
HAS_PDFPLUMBER = False
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| 23 |
+
|
| 24 |
+
try:
|
| 25 |
+
import PyPDF2
|
| 26 |
+
HAS_PYPDF2 = True
|
| 27 |
+
except ImportError:
|
| 28 |
+
HAS_PYPDF2 = False
|
| 29 |
+
|
| 30 |
+
try:
|
| 31 |
+
from docx import Document as DocxDocument
|
| 32 |
+
HAS_DOCX = True
|
| 33 |
+
except ImportError:
|
| 34 |
+
HAS_DOCX = False
|
| 35 |
+
|
| 36 |
+
try:
|
| 37 |
+
import olefile
|
| 38 |
+
HAS_OLEFILE = True
|
| 39 |
+
except ImportError:
|
| 40 |
+
HAS_OLEFILE = False
|
| 41 |
+
|
| 42 |
+
# ============================================
|
| 43 |
+
# ํ์ผ ์ถ์ถ ํจ์๋ค
|
| 44 |
+
# ============================================
|
| 45 |
+
|
| 46 |
+
def extract_text_from_pdf(file_path):
|
| 47 |
+
"""PDF โ ํ
์คํธ"""
|
| 48 |
+
pages = []
|
| 49 |
+
if HAS_PDFPLUMBER:
|
| 50 |
+
try:
|
| 51 |
+
with pdfplumber.open(file_path) as pdf:
|
| 52 |
+
for p in pdf.pages:
|
| 53 |
+
t = p.extract_text()
|
| 54 |
+
if t: pages.append(t)
|
| 55 |
+
if pages: return pages, None
|
| 56 |
+
except Exception as e:
|
| 57 |
+
print(f"pdfplumber: {e}")
|
| 58 |
+
if HAS_PYPDF2:
|
| 59 |
+
try:
|
| 60 |
+
with open(file_path, 'rb') as f:
|
| 61 |
+
reader = PyPDF2.PdfReader(f)
|
| 62 |
+
for p in reader.pages:
|
| 63 |
+
t = p.extract_text()
|
| 64 |
+
if t: pages.append(t)
|
| 65 |
+
if pages: return pages, None
|
| 66 |
+
except Exception as e:
|
| 67 |
+
print(f"PyPDF2: {e}")
|
| 68 |
+
return None, "PDF ์ถ์ถ ์คํจ"
|
| 69 |
+
|
| 70 |
+
def extract_text_from_docx(file_path):
|
| 71 |
+
"""DOCX โ ํ
์คํธ"""
|
| 72 |
+
if not HAS_DOCX: return None, "python-docx ์์"
|
| 73 |
+
try:
|
| 74 |
+
doc = DocxDocument(file_path)
|
| 75 |
+
sections = []
|
| 76 |
+
current = []
|
| 77 |
+
for para in doc.paragraphs:
|
| 78 |
+
txt = para.text.strip()
|
| 79 |
+
if not txt:
|
| 80 |
+
if current:
|
| 81 |
+
sections.append('\n'.join(current))
|
| 82 |
+
current = []
|
| 83 |
+
else:
|
| 84 |
+
current.append(txt)
|
| 85 |
+
if current: sections.append('\n'.join(current))
|
| 86 |
+
if sections: return sections, None
|
| 87 |
+
return None, "DOCX ํ
์คํธ ์์"
|
| 88 |
+
except Exception as e:
|
| 89 |
+
return None, f"DOCX ์ค๋ฅ: {e}"
|
| 90 |
+
|
| 91 |
+
def extract_text_from_txt(file_path):
|
| 92 |
+
"""TXT/MD/CSV ๋ฑ"""
|
| 93 |
+
for enc in ['utf-8', 'euc-kr', 'cp949', 'utf-16', 'latin-1']:
|
| 94 |
+
try:
|
| 95 |
+
with open(file_path, 'r', encoding=enc) as f:
|
| 96 |
+
text = f.read()
|
| 97 |
+
if text.strip():
|
| 98 |
+
sections = [s.strip() for s in re.split(r'\n{2,}', text) if s.strip()]
|
| 99 |
+
return sections if sections else [text], None
|
| 100 |
+
except: continue
|
| 101 |
+
return None, "ํ
์คํธ ์ธ์ฝ๋ฉ ์คํจ"
|
| 102 |
+
|
| 103 |
+
def extract_text_from_hwpx(file_path):
|
| 104 |
+
"""HWPX(ํ๊ธ 2007 ์ด์) โ ํ
์คํธ"""
|
| 105 |
+
try:
|
| 106 |
+
text_parts = []
|
| 107 |
+
with zipfile.ZipFile(file_path, 'r') as zf:
|
| 108 |
+
file_list = zf.namelist()
|
| 109 |
+
section_files = sorted([f for f in file_list if f.startswith('Contents/section') and f.endswith('.xml')])
|
| 110 |
+
if not section_files:
|
| 111 |
+
section_files = sorted([f for f in file_list if 'section' in f.lower() and f.endswith('.xml')])
|
| 112 |
+
for sf_name in section_files:
|
| 113 |
+
try:
|
| 114 |
+
with zf.open(sf_name) as sf:
|
| 115 |
+
content = sf.read().decode('utf-8', errors='ignore')
|
| 116 |
+
content = re.sub(r'\sxmlns[^"]*"[^"]*"', '', content)
|
| 117 |
+
content = re.sub(r'<[a-zA-Z]+:', '<', content)
|
| 118 |
+
content = re.sub(r'</[a-zA-Z]+:', '</', content)
|
| 119 |
+
try:
|
| 120 |
+
root = ET.fromstring(content)
|
| 121 |
+
texts = []
|
| 122 |
+
for elem in root.iter():
|
| 123 |
+
if elem.tag.endswith('t') or elem.tag == 't':
|
| 124 |
+
if elem.text: texts.append(elem.text)
|
| 125 |
+
elif elem.text and elem.text.strip():
|
| 126 |
+
if any(x in elem.tag.lower() for x in ['text', 'run', 'para', 'char']):
|
| 127 |
+
texts.append(elem.text.strip())
|
| 128 |
+
if texts: text_parts.append(' '.join(texts))
|
| 129 |
+
except ET.ParseError:
|
| 130 |
+
matches = re.findall(r'>([^<]+)<', content)
|
| 131 |
+
clean = [t.strip() for t in matches if t.strip() and len(t.strip()) > 1]
|
| 132 |
+
if clean: text_parts.append(' '.join(clean))
|
| 133 |
+
except: continue
|
| 134 |
+
if text_parts:
|
| 135 |
+
return text_parts, None
|
| 136 |
+
return None, "HWPX ํ
์คํธ ์์"
|
| 137 |
+
except zipfile.BadZipFile:
|
| 138 |
+
return None, "์ ํจํ์ง ์์ HWPX"
|
| 139 |
+
except Exception as e:
|
| 140 |
+
return None, f"HWPX ์ค๋ฅ: {e}"
|
| 141 |
+
|
| 142 |
+
def _decode_hwp_para(data):
|
| 143 |
+
"""HWP ๋ฌธ๋จ ๋์ฝ๋ฉ"""
|
| 144 |
+
result = []
|
| 145 |
+
i = 0
|
| 146 |
+
while i < len(data) - 1:
|
| 147 |
+
code = int.from_bytes(data[i:i+2], 'little')
|
| 148 |
+
if code in (1,2,3): i += 14
|
| 149 |
+
elif code == 9: result.append('\t')
|
| 150 |
+
elif code in (10,13): result.append('\n')
|
| 151 |
+
elif code == 24: result.append('-')
|
| 152 |
+
elif code in (30,31): result.append(' ')
|
| 153 |
+
elif code >= 32:
|
| 154 |
+
try:
|
| 155 |
+
ch = chr(code)
|
| 156 |
+
if ch.isprintable() or ch in '\n\t ': result.append(ch)
|
| 157 |
+
except: pass
|
| 158 |
+
i += 2
|
| 159 |
+
text = ''.join(result).strip()
|
| 160 |
+
text = re.sub(r'[ \t]+', ' ', text)
|
| 161 |
+
text = re.sub(r'\n{3,}', '\n\n', text)
|
| 162 |
+
return text if len(text) > 2 else None
|
| 163 |
+
|
| 164 |
+
def _extract_hwp_section(data):
|
| 165 |
+
"""HWP ์น์
์ถ์ถ"""
|
| 166 |
+
texts = []
|
| 167 |
+
pos = 0
|
| 168 |
+
while pos < len(data) - 4:
|
| 169 |
+
try:
|
| 170 |
+
header = int.from_bytes(data[pos:pos+4], 'little')
|
| 171 |
+
tag_id = header & 0x3FF
|
| 172 |
+
size = (header >> 20) & 0xFFF
|
| 173 |
+
pos += 4
|
| 174 |
+
if size == 0xFFF:
|
| 175 |
+
if pos + 4 > len(data): break
|
| 176 |
+
size = int.from_bytes(data[pos:pos+4], 'little')
|
| 177 |
+
pos += 4
|
| 178 |
+
if pos + size > len(data): break
|
| 179 |
+
record_data = data[pos:pos+size]
|
| 180 |
+
pos += size
|
| 181 |
+
if tag_id == 67 and size > 0:
|
| 182 |
+
t = _decode_hwp_para(record_data)
|
| 183 |
+
if t: texts.append(t)
|
| 184 |
+
except:
|
| 185 |
+
pos += 1
|
| 186 |
+
return '\n'.join(texts) if texts else None
|
| 187 |
+
|
| 188 |
+
def extract_text_from_hwp(file_path):
|
| 189 |
+
"""HWP(๊ตฌํ) โ ํ
์คํธ"""
|
| 190 |
+
if not HAS_OLEFILE: return None, "olefile ์์"
|
| 191 |
+
try:
|
| 192 |
+
ole = olefile.OleFileIO(file_path)
|
| 193 |
+
if not ole.exists('FileHeader'):
|
| 194 |
+
ole.close(); return None, "HWP ํค๋ ์์"
|
| 195 |
+
header_data = ole.openstream('FileHeader').read()
|
| 196 |
+
is_compressed = (header_data[36] & 1) == 1 if len(header_data) > 36 else True
|
| 197 |
+
all_texts = []
|
| 198 |
+
for entry in ole.listdir():
|
| 199 |
+
entry_path = '/'.join(entry)
|
| 200 |
+
if 'Section' in entry_path and entry_path.endswith('_content.xml'):
|
| 201 |
+
try:
|
| 202 |
+
with ole.openstream(entry) as stream:
|
| 203 |
+
content = stream.read()
|
| 204 |
+
if is_compressed:
|
| 205 |
+
try:
|
| 206 |
+
content = zlib.decompress(content, -zlib.MAX_WBITS)
|
| 207 |
+
except: pass
|
| 208 |
+
t = _extract_hwp_section(content)
|
| 209 |
+
if t: all_texts.append(t)
|
| 210 |
+
except: pass
|
| 211 |
+
ole.close()
|
| 212 |
+
if all_texts:
|
| 213 |
+
return all_texts, None
|
| 214 |
+
return None, "HWP ํ
์คํธ ์์"
|
| 215 |
+
except Exception as e:
|
| 216 |
+
return None, f"HWP ์ค๋ฅ: {e}"
|
| 217 |
+
|
| 218 |
+
def extract_file_text_api(file_obj):
|
| 219 |
+
"""ํ์ผ ๊ฐ์ฒด โ ํ
์คํธ"""
|
| 220 |
+
if not file_obj: return ""
|
| 221 |
+
fp = Path(file_obj.name)
|
| 222 |
+
suffix = fp.suffix.lower()
|
| 223 |
+
texts = None
|
| 224 |
+
error = None
|
| 225 |
+
if suffix == '.pdf':
|
| 226 |
+
texts, error = extract_text_from_pdf(str(fp))
|
| 227 |
+
elif suffix == '.docx':
|
| 228 |
+
texts, error = extract_text_from_docx(str(fp))
|
| 229 |
+
elif suffix in ['.txt', '.md', '.csv']:
|
| 230 |
+
texts, error = extract_text_from_txt(str(fp))
|
| 231 |
+
elif suffix == '.hwpx':
|
| 232 |
+
texts, error = extract_text_from_hwpx(str(fp))
|
| 233 |
+
elif suffix == '.hwp':
|
| 234 |
+
texts, error = extract_text_from_hwp(str(fp))
|
| 235 |
+
else:
|
| 236 |
+
texts, error = extract_text_from_txt(str(fp))
|
| 237 |
+
if error:
|
| 238 |
+
return f"โ ๏ธ {error}"
|
| 239 |
+
return '\n\n'.join(texts) if texts else "ํ
์คํธ ์ถ์ถ ์คํจ"
|
| 240 |
+
|
| 241 |
+
# ============================================
|
| 242 |
+
# ๊ธฐ๋ณธ ํ
์คํธ ์ฒ๋ฆฌ
|
| 243 |
+
# ============================================
|
| 244 |
+
|
| 245 |
+
def split_sentences(text):
|
| 246 |
+
"""๋ฌธ์ฅ ๋ถ๋ฆฌ"""
|
| 247 |
+
text = re.sub(r'\s+', ' ', text).strip()
|
| 248 |
+
sents = re.split(r'[.!?]+(?=\s|$)', text)
|
| 249 |
+
sents = [s.strip() for s in sents if s.strip()]
|
| 250 |
+
return sents
|
| 251 |
+
|
| 252 |
+
def split_words(text):
|
| 253 |
+
"""๋จ์ด ๋ถ๋ฆฌ"""
|
| 254 |
+
return [w for w in re.findall(r'[๊ฐ-ํฃa-zA-Z0-9]+', text) if w]
|
| 255 |
+
|
| 256 |
+
# ============================================
|
| 257 |
+
# HTTP ํฌํผ
|
| 258 |
+
# ============================================
|
| 259 |
+
|
| 260 |
+
def http_get(url, headers=None, timeout=10):
|
| 261 |
+
"""HTTP GET"""
|
| 262 |
+
if HAS_HTTPX:
|
| 263 |
+
try:
|
| 264 |
+
r = httpx.get(url, headers=headers, timeout=timeout)
|
| 265 |
+
return r.text if r.status_code == 200 else None
|
| 266 |
+
except: return None
|
| 267 |
+
return None
|
| 268 |
+
|
| 269 |
+
# ============================================
|
| 270 |
+
# ์น ๊ฒ์ ํจ์๋ค
|
| 271 |
+
# ============================================
|
| 272 |
+
|
| 273 |
+
def brave_search(query, count=5):
|
| 274 |
+
"""Brave Search API"""
|
| 275 |
+
BRAVE_KEY = os.getenv("BRAVE_API_KEY", "")
|
| 276 |
+
if not BRAVE_KEY: return []
|
| 277 |
+
url = f"https://api.search.brave.com/res/v1/web/search?q={query}&count={count}"
|
| 278 |
+
try:
|
| 279 |
+
if HAS_HTTPX:
|
| 280 |
+
r = httpx.get(url, headers={"X-Subscription-Token": BRAVE_KEY, "Accept": "application/json"}, timeout=10)
|
| 281 |
+
if r.status_code == 200:
|
| 282 |
+
data = r.json()
|
| 283 |
+
results = []
|
| 284 |
+
for item in data.get("web", {}).get("results", []):
|
| 285 |
+
results.append({"title": item.get("title",""), "url": item.get("url",""), "snippet": item.get("description",""), "source": "Brave"})
|
| 286 |
+
return results
|
| 287 |
+
except: pass
|
| 288 |
+
return []
|
| 289 |
+
|
| 290 |
+
def search_kci(query):
|
| 291 |
+
"""KCI ๊ฒ์"""
|
| 292 |
+
try:
|
| 293 |
+
url = f"https://open.kci.go.kr/po/openapi/openApiSearch.kci?apiCode=articleSearch&title={query}&displayCount=3"
|
| 294 |
+
resp = http_get(url, timeout=8)
|
| 295 |
+
if resp:
|
| 296 |
+
results = []
|
| 297 |
+
for m in re.finditer(r'<article-title><!\[CDATA\[(.+?)\]\]></article-title>.*?<url><!\[CDATA\[(.+?)\]\]></url>', resp, re.S):
|
| 298 |
+
results.append({"title": m.group(1), "url": m.group(2), "snippet": "", "source": "KCI"})
|
| 299 |
+
return results[:3]
|
| 300 |
+
except: pass
|
| 301 |
+
return []
|
| 302 |
+
|
| 303 |
+
def search_riss(query):
|
| 304 |
+
"""RISS ๊ฒ์"""
|
| 305 |
+
results = []
|
| 306 |
+
try:
|
| 307 |
+
url = f"http://www.riss.kr/search/Search.do?isDetailSearch=N&searchGubun=true&viewYn=OP&queryText=&strQuery={query}&iStartCount=0&iGroupView=5&icate=all"
|
| 308 |
+
resp = http_get(url, timeout=8)
|
| 309 |
+
if resp:
|
| 310 |
+
for m in re.finditer(r'class="title"[^>]*>.*?<a[^>]*href="([^"]+)"[^>]*>(.*?)</a>', resp, re.S):
|
| 311 |
+
title = re.sub(r'<[^>]+>', '', m.group(2)).strip()
|
| 312 |
+
if title:
|
| 313 |
+
results.append({"title": title, "url": "https://www.riss.kr" + m.group(1), "snippet": "", "source": "RISS"})
|
| 314 |
+
except: pass
|
| 315 |
+
return results[:3]
|
| 316 |
+
|
| 317 |
+
def search_arxiv(query):
|
| 318 |
+
"""arXiv ๊ฒ์"""
|
| 319 |
+
results = []
|
| 320 |
+
try:
|
| 321 |
+
import urllib.parse
|
| 322 |
+
q = urllib.parse.quote(query)
|
| 323 |
+
url = f"https://export.arxiv.org/api/query?search_query=all:{q}&start=0&max_results=3&sortBy=relevance"
|
| 324 |
+
resp = http_get(url, timeout=12)
|
| 325 |
+
if resp:
|
| 326 |
+
for m in re.finditer(r'<entry>.*?<title>(.*?)</title>.*?<id>(.*?)</id>.*?<summary>(.*?)</summary>', resp, re.S):
|
| 327 |
+
title = re.sub(r'\s+', ' ', m.group(1)).strip()
|
| 328 |
+
results.append({"title": title, "url": m.group(2).strip(), "snippet": re.sub(r'\s+', ' ', m.group(3)).strip()[:150], "source": "arXiv"})
|
| 329 |
+
except: pass
|
| 330 |
+
return results[:3]
|
| 331 |
+
|
| 332 |
+
def duckduckgo_search(query, max_results=5):
|
| 333 |
+
"""DuckDuckGo ๊ฒ์"""
|
| 334 |
+
results = []
|
| 335 |
+
try:
|
| 336 |
+
import urllib.parse
|
| 337 |
+
q = urllib.parse.quote(query)
|
| 338 |
+
url = f"https://html.duckduckgo.com/html/?q={q}"
|
| 339 |
+
headers = {"User-Agent": "Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36"}
|
| 340 |
+
resp = http_get(url, headers=headers, timeout=10)
|
| 341 |
+
if resp:
|
| 342 |
+
for m in re.finditer(r'<a[^>]+class="result__a"[^>]+href="([^"]+)"[^>]*>(.*?)</a>.*?<a[^>]+class="result__snippet"[^>]*>(.*?)</a>', resp, re.S):
|
| 343 |
+
href = m.group(1)
|
| 344 |
+
title = re.sub(r'<[^>]+>', '', m.group(2)).strip()
|
| 345 |
+
snippet = re.sub(r'<[^>]+>', '', m.group(3)).strip()
|
| 346 |
+
real_url = href
|
| 347 |
+
if 'uddg=' in href:
|
| 348 |
+
um = re.search(r'uddg=([^&]+)', href)
|
| 349 |
+
if um: real_url = urllib.parse.unquote(um.group(1))
|
| 350 |
+
if title:
|
| 351 |
+
results.append({"title": title, "url": real_url, "snippet": snippet, "source": "Web"})
|
| 352 |
+
if len(results) >= max_results: break
|
| 353 |
+
except: pass
|
| 354 |
+
return results
|
| 355 |
+
|
| 356 |
+
def self_crawl_search(query, max_results=3):
|
| 357 |
+
"""DuckDuckGo ํฌ๋กค๋ง"""
|
| 358 |
+
all_results = []
|
| 359 |
+
all_results.extend(duckduckgo_search(query, max_results))
|
| 360 |
+
if '๋
ผ๋ฌธ' not in query and 'paper' not in query.lower():
|
| 361 |
+
all_results.extend(duckduckgo_search(f"{query} ๋
ผ๋ฌธ ํ์ ", 2))
|
| 362 |
+
return all_results
|
| 363 |
+
|
| 364 |
+
def parallel_brave_search(queries, max_workers=10):
|
| 365 |
+
"""Brave Search ๋ณ๋ ฌ ์คํ"""
|
| 366 |
+
all_results = {}
|
| 367 |
+
with ThreadPoolExecutor(max_workers=min(max_workers, 20)) as executor:
|
| 368 |
+
futures = {executor.submit(brave_search, q, 3): q for q in queries}
|
| 369 |
+
for future in as_completed(futures):
|
| 370 |
+
q = futures[future]
|
| 371 |
+
try:
|
| 372 |
+
results = future.result()
|
| 373 |
+
all_results[q] = results
|
| 374 |
+
except: all_results[q] = []
|
| 375 |
+
return all_results
|