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Browse files
scripts/old/spec_doc_indexer_multi.py
DELETED
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import datetime
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import time
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import sys
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import json
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import traceback
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import requests
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import zipfile
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import uuid
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import os
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import io
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import re
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import subprocess
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import concurrent.futures
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import threading
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from io import StringIO, BytesIO
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from typing import List, Dict, Any
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import pandas as pd
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import numpy as np
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import warnings
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warnings.filterwarnings("ignore")
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# Caractères pour le formatage des versions
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chars = "0123456789abcdefghijklmnopqrstuvwxyz"
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# Verrous pour les opérations thread-safe
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print_lock = threading.Lock()
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dict_lock = threading.Lock()
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scope_lock = threading.Lock()
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# Dictionnaires globaux
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indexed_specifications = {}
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documents_by_spec_num = {}
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processed_count = 0
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total_count = 0
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regex = r"^(\d+[a-z]?(?:\.\d+)*)\t[\ \S]+$"
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def get_text(specification: str, version: str):
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"""Récupère les bytes du PDF à partir d'une spécification et d'une version."""
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doc_id = specification
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series = doc_id.split(".")[0]
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response = requests.get(
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f"https://www.3gpp.org/ftp/Specs/archive/{series}_series/{doc_id}/{doc_id.replace('.', '')}-{version}.zip",
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verify=False,
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headers={"User-Agent": 'Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/91.0.4472.124 Safari/537.36'}
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)
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if response.status_code != 200:
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raise Exception(f"Téléchargement du ZIP échoué pour {specification}-{version}")
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zip_bytes = io.BytesIO(response.content)
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with zipfile.ZipFile(zip_bytes) as zf:
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for file_name in zf.namelist():
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if file_name.endswith("zip"):
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print("Another ZIP !")
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zip_bytes = io.BytesIO(zf.read(file_name))
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zf = zipfile.ZipFile(zip_bytes)
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for file_name2 in zf.namelist():
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if file_name2.endswith("doc") or file_name2.endswith("docx"):
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if "cover" in file_name2.lower():
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print("COVER !")
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continue
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ext = file_name2.split(".")[-1]
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doc_bytes = zf.read(file_name2)
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temp_id = str(uuid.uuid4())
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input_path = f"/tmp/{temp_id}.{ext}"
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output_path = f"/tmp/{temp_id}.txt"
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with open(input_path, "wb") as f:
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f.write(doc_bytes)
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subprocess.run([
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"libreoffice",
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"--headless",
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"--convert-to", "txt",
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"--outdir", "/tmp",
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input_path
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], check=True)
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with open(output_path, "r") as f:
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txt_data = [line.strip() for line in f if line.strip()]
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os.remove(input_path)
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os.remove(output_path)
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return txt_data
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elif file_name.endswith("doc") or file_name.endswith("docx"):
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if "cover" in file_name.lower():
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print("COVER !")
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continue
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ext = file_name.split(".")[-1]
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doc_bytes = zf.read(file_name)
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temp_id = str(uuid.uuid4())
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input_path = f"/tmp/{temp_id}.{ext}"
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output_path = f"/tmp/{temp_id}.txt"
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print("Ecriture")
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with open(input_path, "wb") as f:
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f.write(doc_bytes)
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print("Convertissement")
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subprocess.run([
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"libreoffice",
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"--headless",
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"--convert-to", "txt",
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"--outdir", "/tmp",
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input_path
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], check=True)
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print("Ecriture TXT")
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with open(output_path, "r", encoding="utf-8") as f:
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txt_data = [line.strip() for line in f if line.strip()]
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os.remove(input_path)
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os.remove(output_path)
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return txt_data
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raise Exception(f"Aucun fichier .doc/.docx trouvé dans le ZIP pour {specification}-{version}")
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def get_spec_content(specification: str, version: str):
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text = get_text(specification, version)
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forewords = []
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for x in range(len(text)):
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line = text[x]
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if "Foreword" in line:
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forewords.append(x)
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if len(forewords) >= 2:
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break
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toc_brut = text[forewords[1]:]
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chapters = []
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for line in toc_brut:
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x = line.split("\t")
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m = re.search(regex, line)
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if m and any(line in c for c in text[forewords[0]:forewords[1]]):
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chapters.append(line)
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print(line)
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real_toc_indexes = {}
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for chapter in chapters:
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x = text.index(chapter)
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real_toc_indexes[chapter] = x
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document = {}
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toc = list(real_toc_indexes.keys())
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index_toc = list(real_toc_indexes.values())
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curr_index = 0
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for x in range(1, len(toc)):
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document[toc[curr_index].replace("\t", " ")] = re.sub(r"[\ \t]+", " ", "\n".join(text[index_toc[curr_index]+1:index_toc[x]]))
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curr_index = x
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document[toc[curr_index].replace("\t", " ")] = re.sub(r"\s+", " ", " ".join(text[index_toc[curr_index]+1:]))
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print(len(toc)-1, toc[curr_index], curr_index)
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return document
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def process_specification(spec: Dict[str, Any], columns: List[str]) -> None:
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"""Traite une spécification individuelle avec multithreading."""
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global processed_count, indexed_specifications, documents_by_spec_num
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try:
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if spec.get('vers', None) is None:
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return
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doc_id = str(spec["spec_num"])
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series = doc_id.split(".")[0]
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a, b, c = str(spec["vers"]).split(".")
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# Formatage de l'URL selon la version
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if not (int(a) > 35 or int(b) > 35 or int(c) > 35):
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version_code = f"{chars[int(a)]}{chars[int(b)]}{chars[int(c)]}"
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spec_url = f"https://www.3gpp.org/ftp/Specs/archive/{series}_series/{doc_id}/{doc_id.replace('.', '')}-{version_code}.zip"
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else:
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x, y, z = str(a), str(b), str(c)
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while len(x) < 2:
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x = "0" + x
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while len(y) < 2:
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y = "0" + y
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while len(z) < 2:
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z = "0" + z
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version_code = f"{x}{y}{z}"
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spec_url = f"https://www.3gpp.org/ftp/Specs/archive/{series}_series/{doc_id}/{doc_id.replace('.', '')}-{version_code}.zip"
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string = f"{spec['spec_num']}+-+{spec['title']}+-+{spec['type']}+-+{spec['vers']}+-+{spec['WG']}+-+Rel-{spec['vers'].split('.')[0]}"
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metadata = {
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"id": str(spec["spec_num"]),
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"title": spec["title"],
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"type": spec["type"],
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"release": str(spec["vers"].split(".")[0]),
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"version": str(spec["vers"]),
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"working_group": spec["WG"],
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"url": spec_url
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}
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# Mise à jour du dictionnaire global avec verrou
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with dict_lock:
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indexed_specifications[string] = metadata
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processed_count += 1
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# Affichage de la progression avec verrou
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with print_lock:
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sys.stdout.write(f"\rTraitement: {processed_count}/{total_count} spécifications")
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sys.stdout.flush()
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except Exception as e:
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with print_lock:
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print(f"\nErreur lors du traitement de {spec.get('spec_num', 'inconnu')}: {str(e)}")
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def main():
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global total_count
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start_time = time.time()
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# Récupération des spécifications depuis le site 3GPP
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print("Récupération des spécifications depuis 3GPP...")
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response = requests.get(
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f'https://www.3gpp.org/dynareport?code=status-report.htm',
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headers={"User-Agent": 'Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/91.0.4472.124 Safari/537.36'},
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verify=False
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)
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# Analyse des tableaux HTML
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dfs = pd.read_html(
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StringIO(response.text),
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storage_options={'User-Agent': 'Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/91.0.4472.124 Safari/537.36'},
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encoding="utf-8"
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)
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for x in range(len(dfs)):
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dfs[x] = dfs[x].replace({np.nan: None})
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# Extraction des colonnes nécessaires
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columns_needed = [0, 1, 2, 3, 4]
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extracted_dfs = [df.iloc[:, columns_needed] for df in dfs]
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columns = [x.replace("\xa0", "_") for x in extracted_dfs[0].columns]
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# Préparation des spécifications
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specifications = []
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for df in extracted_dfs:
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for index, row in df.iterrows():
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doc = row.to_list()
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doc_dict = dict(zip(columns, doc))
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specifications.append(doc_dict)
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total_count = len(specifications)
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print(f"Traitement de {total_count} spécifications avec multithreading...")
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try:
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# Vérification si un fichier de documents existe déjà
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if os.path.exists("indexed_docs_content.zip"):
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with zipfile.ZipFile(open("indexed_docs_content.zip", "rb")) as zf:
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for file_name in zf.namelist():
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if file_name.endswith(".json"):
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doc_bytes = zf.read(file_name)
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global documents_by_spec_num
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documents_by_spec_num = json.loads(doc_bytes.decode("utf-8"))
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print(f"Chargement de {len(documents_by_spec_num)} documents depuis le cache.")
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# Utilisation de ThreadPoolExecutor pour le multithreading
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with concurrent.futures.ThreadPoolExecutor(max_workers=100) as executor:
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futures = [executor.submit(process_specification, spec, columns) for spec in specifications]
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concurrent.futures.wait(futures)
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finally:
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json_str = json.dumps(documents_by_spec_num, indent=4, ensure_ascii=False)
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json_bytes = json_str.encode("utf-8")
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with zipfile.ZipFile("indexed_docs_content.zip", "w", compression=zipfile.ZIP_DEFLATED) as archive:
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archive.writestr("indexed_documents.json", json_bytes)
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elapsed_time = time.time() - start_time
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print(f"\nTraitement terminé en {elapsed_time:.2f} secondes")
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print(f"Résultats sauvegardés dans l'archive ZIP")
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if __name__ == "__main__":
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main()
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scripts/old/spec_indexer_multi.py
DELETED
@@ -1,294 +0,0 @@
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1 |
-
import datetime
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2 |
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import time
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3 |
-
import sys
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4 |
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import json
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5 |
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import traceback
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6 |
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import requests
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7 |
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import zipfile
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8 |
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import uuid
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9 |
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import os
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10 |
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import re
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11 |
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import subprocess
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12 |
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import concurrent.futures
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13 |
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import threading
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14 |
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from io import StringIO, BytesIO
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15 |
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from typing import List, Dict, Any
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16 |
-
|
17 |
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import pandas as pd
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18 |
-
import numpy as np
|
19 |
-
import warnings
|
20 |
-
|
21 |
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warnings.filterwarnings("ignore")
|
22 |
-
|
23 |
-
# Caractères pour le formatage des versions
|
24 |
-
chars = "0123456789abcdefghijklmnopqrstuvwxyz"
|
25 |
-
|
26 |
-
# Verrous pour les opérations thread-safe
|
27 |
-
print_lock = threading.Lock()
|
28 |
-
dict_lock = threading.Lock()
|
29 |
-
scope_lock = threading.Lock()
|
30 |
-
|
31 |
-
# Dictionnaires globaux
|
32 |
-
indexed_specifications = {}
|
33 |
-
scopes_by_spec_num = {}
|
34 |
-
processed_count = 0
|
35 |
-
total_count = 0
|
36 |
-
|
37 |
-
def get_text(specification: str, version: str):
|
38 |
-
"""Récupère les bytes du PDF à partir d'une spécification et d'une version."""
|
39 |
-
doc_id = specification
|
40 |
-
series = doc_id.split(".")[0]
|
41 |
-
|
42 |
-
response = requests.get(
|
43 |
-
f"https://www.3gpp.org/ftp/Specs/archive/{series}_series/{doc_id}/{doc_id.replace('.', '')}-{version}.zip",
|
44 |
-
verify=False,
|
45 |
-
headers={"User-Agent": 'Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/91.0.4472.124 Safari/537.36'}
|
46 |
-
)
|
47 |
-
|
48 |
-
if response.status_code != 200:
|
49 |
-
raise Exception(f"Téléchargement du ZIP échoué pour {specification}-{version}")
|
50 |
-
|
51 |
-
zip_bytes = BytesIO(response.content)
|
52 |
-
|
53 |
-
with zipfile.ZipFile(zip_bytes) as zf:
|
54 |
-
for file_name in zf.namelist():
|
55 |
-
if file_name.endswith("zip"):
|
56 |
-
print("Another ZIP !")
|
57 |
-
zip_bytes = BytesIO(zf.read(file_name))
|
58 |
-
zf = zipfile.ZipFile(zip_bytes)
|
59 |
-
for file_name2 in zf.namelist():
|
60 |
-
if file_name2.endswith("doc") or file_name2.endswith("docx"):
|
61 |
-
if "cover" in file_name2.lower():
|
62 |
-
print("COVER !")
|
63 |
-
continue
|
64 |
-
ext = file_name2.split(".")[-1]
|
65 |
-
doc_bytes = zf.read(file_name2)
|
66 |
-
temp_id = str(uuid.uuid4())
|
67 |
-
input_path = f"/tmp/{temp_id}.{ext}"
|
68 |
-
output_path = f"/tmp/{temp_id}.txt"
|
69 |
-
|
70 |
-
with open(input_path, "wb") as f:
|
71 |
-
f.write(doc_bytes)
|
72 |
-
|
73 |
-
subprocess.run([
|
74 |
-
"libreoffice",
|
75 |
-
"--headless",
|
76 |
-
"--convert-to", "txt",
|
77 |
-
"--outdir", "/tmp",
|
78 |
-
input_path
|
79 |
-
], check=True)
|
80 |
-
|
81 |
-
with open(output_path, "r") as f:
|
82 |
-
txt_data = [line.strip() for line in f if line.strip()]
|
83 |
-
|
84 |
-
os.remove(input_path)
|
85 |
-
os.remove(output_path)
|
86 |
-
return txt_data
|
87 |
-
elif file_name.endswith("doc") or file_name.endswith("docx"):
|
88 |
-
if "cover" in file_name.lower():
|
89 |
-
print("COVER !")
|
90 |
-
continue
|
91 |
-
ext = file_name.split(".")[-1]
|
92 |
-
doc_bytes = zf.read(file_name)
|
93 |
-
temp_id = str(uuid.uuid4())
|
94 |
-
input_path = f"/tmp/{temp_id}.{ext}"
|
95 |
-
output_path = f"/tmp/{temp_id}.txt"
|
96 |
-
|
97 |
-
print("Ecriture")
|
98 |
-
with open(input_path, "wb") as f:
|
99 |
-
f.write(doc_bytes)
|
100 |
-
|
101 |
-
print("Convertissement")
|
102 |
-
subprocess.run([
|
103 |
-
"libreoffice",
|
104 |
-
"--headless",
|
105 |
-
"--convert-to", "txt",
|
106 |
-
"--outdir", "/tmp",
|
107 |
-
input_path
|
108 |
-
], check=True)
|
109 |
-
|
110 |
-
print("Ecriture TXT")
|
111 |
-
with open(output_path, "r", encoding="utf-8") as f:
|
112 |
-
txt_data = [line.strip() for line in f if line.strip()]
|
113 |
-
|
114 |
-
os.remove(input_path)
|
115 |
-
os.remove(output_path)
|
116 |
-
return txt_data
|
117 |
-
|
118 |
-
raise Exception(f"Aucun fichier .doc/.docx trouvé dans le ZIP pour {specification}-{version}")
|
119 |
-
|
120 |
-
def get_scope(specification: str, version: str):
|
121 |
-
try:
|
122 |
-
spec_text = get_text(specification, version)
|
123 |
-
scp_i = 0
|
124 |
-
nxt_i = 0
|
125 |
-
for x in range(len(spec_text)):
|
126 |
-
text = spec_text[x]
|
127 |
-
if re.search(r"scope$", text, flags=re.IGNORECASE):
|
128 |
-
scp_i = x
|
129 |
-
nxt_i = scp_i + 10
|
130 |
-
if re.search(r"references$", text, flags=re.IGNORECASE):
|
131 |
-
nxt_i = x
|
132 |
-
|
133 |
-
return re.sub(r"\s+", " ", " ".join(spec_text[scp_i+1:nxt_i])) if len(spec_text[scp_i+1:nxt_i]) < 2 else "Not found"
|
134 |
-
except Exception as e:
|
135 |
-
traceback.print_exception(e)
|
136 |
-
return "Not found (error)"
|
137 |
-
|
138 |
-
def process_specification(spec: Dict[str, Any], columns: List[str]) -> None:
|
139 |
-
"""Traite une spécification individuelle avec multithreading."""
|
140 |
-
global processed_count, indexed_specifications, scopes_by_spec_num
|
141 |
-
|
142 |
-
try:
|
143 |
-
if spec.get('vers', None) is None:
|
144 |
-
return
|
145 |
-
|
146 |
-
doc_id = str(spec["spec_num"])
|
147 |
-
series = doc_id.split(".")[0]
|
148 |
-
|
149 |
-
a, b, c = str(spec["vers"]).split(".")
|
150 |
-
|
151 |
-
# Formatage de l'URL selon la version
|
152 |
-
if not (int(a) > 35 or int(b) > 35 or int(c) > 35):
|
153 |
-
version_code = f"{chars[int(a)]}{chars[int(b)]}{chars[int(c)]}"
|
154 |
-
spec_url = f"https://www.3gpp.org/ftp/Specs/archive/{series}_series/{doc_id}/{doc_id.replace('.', '')}-{version_code}.zip"
|
155 |
-
else:
|
156 |
-
x, y, z = str(a), str(b), str(c)
|
157 |
-
while len(x) < 2:
|
158 |
-
x = "0" + x
|
159 |
-
while len(y) < 2:
|
160 |
-
y = "0" + y
|
161 |
-
while len(z) < 2:
|
162 |
-
z = "0" + z
|
163 |
-
version_code = f"{x}{y}{z}"
|
164 |
-
spec_url = f"https://www.3gpp.org/ftp/Specs/archive/{series}_series/{doc_id}/{doc_id.replace('.', '')}-{version_code}.zip"
|
165 |
-
|
166 |
-
string = f"{spec['spec_num']}+-+{spec['title']}+-+{spec['type']}+-+{spec['vers']}+-+{spec['WG']}+-+Rel-{spec['vers'].split('.')[0]}"
|
167 |
-
|
168 |
-
metadata = {
|
169 |
-
"id": str(spec["spec_num"]),
|
170 |
-
"title": spec["title"],
|
171 |
-
"type": spec["type"],
|
172 |
-
"release": str(spec["vers"].split(".")[0]),
|
173 |
-
"version": str(spec["vers"]),
|
174 |
-
"working_group": spec["WG"],
|
175 |
-
"url": spec_url
|
176 |
-
}
|
177 |
-
|
178 |
-
# Vérification si le scope existe déjà pour ce numéro de spécification
|
179 |
-
spec_num = str(spec["spec_num"])
|
180 |
-
|
181 |
-
with scope_lock:
|
182 |
-
if spec_num in scopes_by_spec_num:
|
183 |
-
# Réutilisation du scope existant
|
184 |
-
metadata["scope"] = scopes_by_spec_num[spec_num]
|
185 |
-
with print_lock:
|
186 |
-
print(f"\nRéutilisation du scope pour {spec_num}")
|
187 |
-
else:
|
188 |
-
# Extraction du scope seulement si nécessaire
|
189 |
-
if not (int(a) > 35 or int(b) > 35 or int(c) > 35):
|
190 |
-
version_for_scope = f"{chars[int(a)]}{chars[int(b)]}{chars[int(c)]}"
|
191 |
-
else:
|
192 |
-
version_for_scope = version_code
|
193 |
-
|
194 |
-
with print_lock:
|
195 |
-
print(f"\nExtraction du scope pour {spec_num} (version {version_for_scope})")
|
196 |
-
|
197 |
-
try:
|
198 |
-
scope = get_scope(metadata["id"], version_for_scope)
|
199 |
-
# Stockage du scope pour une utilisation future
|
200 |
-
scopes_by_spec_num[spec_num] = scope
|
201 |
-
metadata["scope"] = scope
|
202 |
-
except Exception as e:
|
203 |
-
error_msg = f"Erreur lors de l'extraction du scope: {str(e)}"
|
204 |
-
metadata["scope"] = error_msg
|
205 |
-
scopes_by_spec_num[spec_num] = error_msg
|
206 |
-
|
207 |
-
# Mise à jour du dictionnaire global avec verrou
|
208 |
-
with dict_lock:
|
209 |
-
string += f"+-+{metadata['scope']}" if metadata['scope'] != " " or metadata['scope'] != "" or "not found" not in metadata['scope'].lower() else ""
|
210 |
-
indexed_specifications[string] = metadata
|
211 |
-
processed_count += 1
|
212 |
-
|
213 |
-
# Affichage de la progression avec verrou
|
214 |
-
with print_lock:
|
215 |
-
sys.stdout.write(f"\rTraitement: {processed_count}/{total_count} spécifications")
|
216 |
-
sys.stdout.flush()
|
217 |
-
|
218 |
-
except Exception as e:
|
219 |
-
with print_lock:
|
220 |
-
print(f"\nErreur lors du traitement de {spec.get('spec_num', 'inconnu')}: {str(e)}")
|
221 |
-
|
222 |
-
def main():
|
223 |
-
global total_count
|
224 |
-
old_length = 0
|
225 |
-
|
226 |
-
start_time = time.time()
|
227 |
-
|
228 |
-
# Récupération des spécifications depuis le site 3GPP
|
229 |
-
print("Récupération des spécifications depuis 3GPP...")
|
230 |
-
response = requests.get(
|
231 |
-
f'https://www.3gpp.org/dynareport?code=status-report.htm',
|
232 |
-
headers={"User-Agent": 'Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/91.0.4472.124 Safari/537.36'},
|
233 |
-
verify=False
|
234 |
-
)
|
235 |
-
|
236 |
-
# Analyse des tableaux HTML
|
237 |
-
dfs = pd.read_html(
|
238 |
-
StringIO(response.text),
|
239 |
-
storage_options={'User-Agent': 'Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/91.0.4472.124 Safari/537.36'},
|
240 |
-
encoding="utf-8"
|
241 |
-
)
|
242 |
-
|
243 |
-
for x in range(len(dfs)):
|
244 |
-
dfs[x] = dfs[x].replace({np.nan: None})
|
245 |
-
|
246 |
-
# Extraction des colonnes nécessaires
|
247 |
-
columns_needed = [0, 1, 2, 3, 4]
|
248 |
-
extracted_dfs = [df.iloc[:, columns_needed] for df in dfs]
|
249 |
-
columns = [x.replace("\xa0", "_") for x in extracted_dfs[0].columns]
|
250 |
-
|
251 |
-
# Préparation des spécifications
|
252 |
-
specifications = []
|
253 |
-
for df in extracted_dfs:
|
254 |
-
for index, row in df.iterrows():
|
255 |
-
doc = row.to_list()
|
256 |
-
doc_dict = dict(zip(columns, doc))
|
257 |
-
specifications.append(doc_dict)
|
258 |
-
|
259 |
-
total_count = len(specifications)
|
260 |
-
print(f"Traitement de {total_count} spécifications avec multithreading...")
|
261 |
-
|
262 |
-
try:
|
263 |
-
# Vérification si un fichier de scopes existe déjà
|
264 |
-
if os.path.exists("indexed_specifications.json"):
|
265 |
-
with open("indexed_specifications.json", "r", encoding="utf-8") as f:
|
266 |
-
global scopes_by_spec_num
|
267 |
-
f_up = json.load(f)
|
268 |
-
scopes_by_spec_num = f_up['scopes']
|
269 |
-
before = len(f_up['specs'])
|
270 |
-
print(f"Chargement de {len(scopes_by_spec_num)} scopes depuis le cache.")
|
271 |
-
|
272 |
-
# Utilisation de ThreadPoolExecutor pour le multithreading
|
273 |
-
with concurrent.futures.ThreadPoolExecutor(max_workers=100) as executor:
|
274 |
-
futures = [executor.submit(process_specification, spec, columns) for spec in specifications]
|
275 |
-
concurrent.futures.wait(futures)
|
276 |
-
|
277 |
-
finally:
|
278 |
-
# Sauvegarde des résultats
|
279 |
-
result = {
|
280 |
-
"specs": indexed_specifications,
|
281 |
-
"scopes": scopes_by_spec_num,
|
282 |
-
"last_indexed_date": datetime.datetime.today().strftime("%d-%m-%Y")
|
283 |
-
}
|
284 |
-
|
285 |
-
with open("indexed_specifications.json", "w", encoding="utf-8") as f:
|
286 |
-
json.dump(result, f, indent=4, ensure_ascii=False)
|
287 |
-
|
288 |
-
elapsed_time = time.time() - start_time
|
289 |
-
print(f"\nTraitement terminé en {elapsed_time:.2f} secondes")
|
290 |
-
print(f"Nouveaux specifications : {len(indexed_specifications) - before}")
|
291 |
-
print(f"Résultats sauvegardés dans indexed_specifications.json")
|
292 |
-
|
293 |
-
if __name__ == "__main__":
|
294 |
-
main()
|
|
|
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