From 0810f20173e1deb48786996e72430d98934f77b4 Mon Sep 17 00:00:00 2001
From: Egor Deev <67710823+IGlek@users.noreply.github.com>
Date: Tue, 6 May 2025 17:29:20 +0300
Subject: [PATCH] v. 0.1
---
api_app/__init__.py | 2 +
api_app/grpc_client/__init__.py | 2 +
api_app/grpc_client/client.py | 90 ++++++++++++++++
api_app/migrations/0001_initial.py | 33 ++++++
api_app/migrations/__init__.py | 0
api_app/models.py | 25 +++++
api_app/services/__init__.py | 2 +
api_app/services/scan.py | 66 ++++++++++++
api_app/services/vosk_recognizer.py | 51 +++++++++
api_app/urls.py | 8 ++
api_app/views.py | 77 ++++++++++++++
api_project/__init__.py | 2 +
api_project/settings.py | 69 +++++++++++++
api_project/urls.py | 13 +++
api_project/wsgi.py | 14 +++
db.sqlite3 | Bin 0 -> 225280 bytes
manage.py | 20 ++++
media/uploads/audio.ogg | Bin 0 -> 98293 bytes
.../uploads/Деев Е.В. Резюме.pdf | Bin 0 -> 213616 bytes
proto/text_service.proto | 18 ++++
proto/text_service_pb2.py | 40 ++++++++
proto/text_service_pb2_grpc.py | 97 ++++++++++++++++++
requirements.txt | 9 ++
тесты.txt | 13 +++
24 files changed, 651 insertions(+)
create mode 100644 api_app/__init__.py
create mode 100644 api_app/grpc_client/__init__.py
create mode 100644 api_app/grpc_client/client.py
create mode 100644 api_app/migrations/0001_initial.py
create mode 100644 api_app/migrations/__init__.py
create mode 100644 api_app/models.py
create mode 100644 api_app/services/__init__.py
create mode 100644 api_app/services/scan.py
create mode 100644 api_app/services/vosk_recognizer.py
create mode 100644 api_app/urls.py
create mode 100644 api_app/views.py
create mode 100644 api_project/__init__.py
create mode 100644 api_project/settings.py
create mode 100644 api_project/urls.py
create mode 100644 api_project/wsgi.py
create mode 100644 db.sqlite3
create mode 100644 manage.py
create mode 100644 media/uploads/audio.ogg
create mode 100644 media/uploads/Деев Е.В. Резюме.pdf
create mode 100644 proto/text_service.proto
create mode 100644 proto/text_service_pb2.py
create mode 100644 proto/text_service_pb2_grpc.py
create mode 100644 requirements.txt
create mode 100644 тесты.txt
diff --git a/api_app/__init__.py b/api_app/__init__.py
new file mode 100644
index 0000000..2126d76
--- /dev/null
+++ b/api_app/__init__.py
@@ -0,0 +1,2 @@
+# api_project/api_app/__init__.py
+# Пустой файл инициализации для Python-пакета
diff --git a/api_app/grpc_client/__init__.py b/api_app/grpc_client/__init__.py
new file mode 100644
index 0000000..48f03f0
--- /dev/null
+++ b/api_app/grpc_client/__init__.py
@@ -0,0 +1,2 @@
+# api_project/api_app/grpc_client/__init__.py
+# Пустой файл инициализации для Python-пакета
diff --git a/api_app/grpc_client/client.py b/api_app/grpc_client/client.py
new file mode 100644
index 0000000..2b1d7fe
--- /dev/null
+++ b/api_app/grpc_client/client.py
@@ -0,0 +1,90 @@
+# api_project/api_app/grpc_client/client.py
+import grpc
+import os
+import sys
+
+# Добавляем путь для импорта сгенерированных протофайлов
+current_dir = os.path.dirname(os.path.abspath(__file__))
+proto_dir = os.path.join(os.path.dirname(os.path.dirname(os.path.dirname(current_dir))), 'proto')
+sys.path.append(proto_dir)
+
+# Пробуем импортировать сгенерированные протофайлы
+# Если не получится, используем заглушки
+try:
+ import text_service_pb2
+ import text_service_pb2_grpc
+ print("Успешно импортированы сгенерированные proto файлы")
+except ImportError:
+ print("Не удалось импортировать сгенерированные proto файлы, используем заглушки")
+
+ # Создаем заглушки
+ class TextRequest:
+ def __init__(self, text):
+ self.text = text
+
+ class TextResponse:
+ def __init__(self, processed_text, success, error):
+ self.processed_text = processed_text
+ self.success = success
+ self.error = error
+
+ class TextProcessorStub:
+ def __init__(self, channel):
+ self.channel = channel
+
+ def ProcessText(self, request):
+ # Эмулируем ответ от gRPC сервера
+ return TextResponse(
+ processed_text=f"ЗАГЛУШКА ОБРАБОТКИ ТЕКСТА: {request.text}",
+ success=True,
+ error=""
+ )
+
+ # Создаем модуль заглушки
+ class text_service_pb2:
+ TextRequest = TextRequest
+ TextResponse = TextResponse
+
+ class text_service_pb2_grpc:
+ TextProcessorStub = TextProcessorStub
+
+def send_to_grpc_server(text: str) -> dict:
+ """
+ Отправляет текст на gRPC сервер для обработки
+
+ Args:
+ text: Текст для обработки
+
+ Returns:
+ dict: Результат обработки
+ """
+ try:
+ # Создаем соединение с сервером
+ # Для заглушки это не обязательно, но оставим для совместимости
+ try:
+ channel = grpc.insecure_channel('localhost:50051')
+ except NameError:
+ # Если grpc не импортирован, используем заглушку
+ channel = "dummy_channel"
+
+ # Создаем клиент
+ stub = text_service_pb2_grpc.TextProcessorStub(channel)
+
+ # Создаем запрос
+ request = text_service_pb2.TextRequest(text=text)
+
+ # Отправляем запрос
+ response = stub.ProcessText(request)
+
+ # Возвращаем результат
+ return {
+ 'processed_text': response.processed_text,
+ 'success': response.success,
+ 'error': response.error if hasattr(response, 'error') and response.error else None
+ }
+ except Exception as e:
+ return {
+ 'processed_text': None,
+ 'success': False,
+ 'error': str(e)
+ }
diff --git a/api_app/migrations/0001_initial.py b/api_app/migrations/0001_initial.py
new file mode 100644
index 0000000..1cca455
--- /dev/null
+++ b/api_app/migrations/0001_initial.py
@@ -0,0 +1,33 @@
+# Generated by Django 5.1.3 on 2025-05-06 12:35
+
+import api_app.models
+from django.db import migrations, models
+
+
+class Migration(migrations.Migration):
+
+ initial = True
+
+ dependencies = [
+ ]
+
+ operations = [
+ migrations.CreateModel(
+ name='AudioFile',
+ fields=[
+ ('id', models.AutoField(auto_created=True, primary_key=True, serialize=False, verbose_name='ID')),
+ ('file', models.FileField(upload_to=api_app.models.get_file_path)),
+ ('uploaded_at', models.DateTimeField(auto_now_add=True)),
+ ('processed_text', models.TextField(blank=True, null=True)),
+ ],
+ ),
+ migrations.CreateModel(
+ name='DocumentFile',
+ fields=[
+ ('id', models.AutoField(auto_created=True, primary_key=True, serialize=False, verbose_name='ID')),
+ ('file', models.FileField(upload_to=api_app.models.get_file_path)),
+ ('uploaded_at', models.DateTimeField(auto_now_add=True)),
+ ('processed_text', models.TextField(blank=True, null=True)),
+ ],
+ ),
+ ]
diff --git a/api_app/migrations/__init__.py b/api_app/migrations/__init__.py
new file mode 100644
index 0000000..e69de29
diff --git a/api_app/models.py b/api_app/models.py
new file mode 100644
index 0000000..74f9482
--- /dev/null
+++ b/api_app/models.py
@@ -0,0 +1,25 @@
+# api_project/api_app/models.py
+from django.db import models
+import uuid
+import os
+
+def get_file_path(instance, filename):
+ ext = filename.split('.')[-1]
+ filename = f"{uuid.uuid4()}.{ext}"
+ return os.path.join('uploads', filename)
+
+class AudioFile(models.Model):
+ file = models.FileField(upload_to=get_file_path)
+ uploaded_at = models.DateTimeField(auto_now_add=True)
+ processed_text = models.TextField(blank=True, null=True)
+
+ def __str__(self):
+ return f"Audio {self.id} - {self.uploaded_at}"
+
+class DocumentFile(models.Model):
+ file = models.FileField(upload_to=get_file_path)
+ uploaded_at = models.DateTimeField(auto_now_add=True)
+ processed_text = models.TextField(blank=True, null=True)
+
+ def __str__(self):
+ return f"Document {self.id} - {self.uploaded_at}"
diff --git a/api_app/services/__init__.py b/api_app/services/__init__.py
new file mode 100644
index 0000000..ae36dba
--- /dev/null
+++ b/api_app/services/__init__.py
@@ -0,0 +1,2 @@
+# api_project/api_app/services/__init__.py
+# Пустой файл инициализации для Python-пакета
diff --git a/api_app/services/scan.py b/api_app/services/scan.py
new file mode 100644
index 0000000..513ed6f
--- /dev/null
+++ b/api_app/services/scan.py
@@ -0,0 +1,66 @@
+import pdfplumber
+import docx
+import csv
+import os
+from io import StringIO, BytesIO
+from PIL import Image
+import base64
+
+
+def extract_text_tables(file_path: str) -> str:
+ result = ""
+ if file_path.endswith(".pdf"):
+ with pdfplumber.open(file_path) as pdf:
+ for page in pdf.pages:
+ text = page.extract_text()
+ if text:
+ result += "" + text.replace("\n", "
") + "
"
+
+ tables = page.extract_tables()
+ if tables:
+ for table in tables:
+ csv_output = StringIO()
+ csv_writer = csv.writer(csv_output)
+ csv_writer.writerows(table)
+ result += f"{csv_output.getvalue()}"
+
+ # Извлечение изображений
+ if page.images:
+ for img in page.images:
+ img_data = img["stream"].get_data()
+ encoded_img = base64.b64encode(img_data).decode("utf-8")
+ result += f'
'
+
+ elif file_path.endswith(".docx"):
+ doc = docx.Document(file_path)
+
+ text_data = []
+ table_data = []
+ image_data = []
+
+ for para in doc.paragraphs:
+ if para.text.strip():
+ text_data.append(f"{para.text}
")
+
+ for table in doc.tables:
+ csv_output = StringIO()
+ csv_writer = csv.writer(csv_output)
+ for row in table.rows:
+ csv_writer.writerow([cell.text.strip() for cell in row.cells])
+ table_data.append(f"{csv_output.getvalue()}")
+
+ # Извлечение изображений
+ for rel in doc.part.rels:
+ if "image" in doc.part.rels[rel].target_ref:
+ image_data_blob = doc.part.rels[rel].target_part.blob
+ encoded_img = base64.b64encode(image_data_blob).decode("utf-8")
+ image_data.append(f'')
+
+ if text_data:
+ result += "".join(text_data)
+ if table_data:
+ result += "".join(table_data)
+ if image_data:
+ result += "".join(image_data)
+
+ return result
diff --git a/api_app/services/vosk_recognizer.py b/api_app/services/vosk_recognizer.py
new file mode 100644
index 0000000..da99f44
--- /dev/null
+++ b/api_app/services/vosk_recognizer.py
@@ -0,0 +1,51 @@
+import os, wave, vosk, ffmpeg
+
+MODEL_PATH = r"models/vosk-model-small-ru-0.22"
+FFMPEG_PATH = r"models/ffmpeg/bin/ffmpeg.exe"
+
+def convert_audio_to_wav(input_file, output_file, FFMPEG_PATH):
+ try:
+ (
+ ffmpeg
+ .input(input_file)
+ .output(output_file, format='wav', acodec='pcm_s16le', ar='16000', ac=1,
+ af='acompressor,afftdn,dynaudnorm,aresample=16000') # 16kHz для Vosk
+ .global_args('-loglevel', 'quiet')
+ .run(cmd=FFMPEG_PATH, overwrite_output=True)
+ )
+ print(f"Конвертация завершена: {output_file}")
+ except ffmpeg.Error as e:
+ print("Ошибка при конвертации:", e.stderr.decode())
+
+
+vosk.SetLogLevel(-1)
+
+def recognize_speech(audio_path) -> str:
+ if not os.path.exists(MODEL_PATH):
+ print("Ошибка: Модель не найдена!")
+ return ""
+
+ model = vosk.Model(MODEL_PATH)
+
+ if audio_path.split('.')[-1] != "wav":
+ convert.convert_audio_to_wav(audio_path, "audio.wav", FFMPEG_PATH)
+ audio_path = "audio.wav"
+ else:
+ with wave.open(audio_path, "rb") as wf:
+ if wf.getnchannels() != 1 or wf.getsampwidth() != 2 or wf.getframerate() != 16000:
+ convert.convert_audio_to_wav(audio_path, "audio.wav", FFMPEG_PATH)
+ audio_path = "audio.wav"
+
+
+ with wave.open(audio_path, "rb") as wf: # использование vosk
+ recognizer = vosk.KaldiRecognizer(model, wf.getframerate())
+ while True:
+ data = wf.readframes(3200)
+ if not data:
+ break
+ recognizer.AcceptWaveform(data)
+
+ if audio_path == "audio.wav":
+ os.remove(audio_path)
+
+ return recognizer.FinalResult().split(": \"")[-1][:-3]
diff --git a/api_app/urls.py b/api_app/urls.py
new file mode 100644
index 0000000..772fd41
--- /dev/null
+++ b/api_app/urls.py
@@ -0,0 +1,8 @@
+# api_project/api_app/urls.py
+from django.urls import path
+from .views import AudioToTextView, DocumentToTextView
+
+urlpatterns = [
+ path('audio-to-text/', AudioToTextView.as_view(), name='audio-to-text'),
+ path('document-to-text/', DocumentToTextView.as_view(), name='document-to-text'),
+]
diff --git a/api_app/views.py b/api_app/views.py
new file mode 100644
index 0000000..eb820ad
--- /dev/null
+++ b/api_app/views.py
@@ -0,0 +1,77 @@
+# api_project/api_app/views.py
+import os
+from rest_framework import status
+from rest_framework.views import APIView
+from rest_framework.response import Response
+from rest_framework.parsers import MultiPartParser, FormParser
+from django.conf import settings
+
+from .models import AudioFile, DocumentFile
+from .services.vosk_recognizer import recognize_speech
+from .services.scan import extract_text_tables
+from .grpc_client.client import send_to_grpc_server
+
+class AudioToTextView(APIView):
+ parser_classes = (MultiPartParser, FormParser)
+
+ def post(self, request, *args, **kwargs):
+ audio_file = request.FILES.get('audio')
+
+ if not audio_file:
+ return Response({'error': 'Нет аудио файла'}, status=status.HTTP_400_BAD_REQUEST)
+
+ audio_model = AudioFile(file=audio_file)
+ audio_model.save()
+
+ try:
+ file_path = os.path.join(settings.MEDIA_ROOT, audio_model.file.name)
+
+ text = recognize_speech(file_path)
+
+ audio_model.processed_text = text
+ audio_model.save()
+
+ grpc_response = send_to_grpc_server(text)
+
+ return Response({
+ 'text': text,
+ 'grpc_response': grpc_response
+ }, status=status.HTTP_200_OK)
+
+ except Exception as e:
+ return Response({'error': str(e)}, status=status.HTTP_500_INTERNAL_SERVER_ERROR)
+
+class DocumentToTextView(APIView):
+ parser_classes = (MultiPartParser, FormParser)
+
+ def post(self, request, *args, **kwargs):
+ document_file = request.FILES.get('document')
+
+ if not document_file:
+ return Response({'error': 'Нет документа'}, status=status.HTTP_400_BAD_REQUEST)
+
+ file_ext = os.path.splitext(document_file.name)[1].lower()
+ if file_ext not in ['.pdf', '.docx']:
+ return Response({'error': 'Поддерживаются только PDF и DOCX файлы'},
+ status=status.HTTP_400_BAD_REQUEST)
+
+ doc_model = DocumentFile(file=document_file)
+ doc_model.save()
+
+ try:
+ file_path = os.path.join(settings.MEDIA_ROOT, doc_model.file.name)
+
+ text = extract_text_tables(file_path)
+
+ doc_model.processed_text = text
+ doc_model.save()
+
+ grpc_response = send_to_grpc_server(text)
+
+ return Response({
+ 'text': text,
+ 'grpc_response': grpc_response
+ }, status=status.HTTP_200_OK)
+
+ except Exception as e:
+ return Response({'error': str(e)}, status=status.HTTP_500_INTERNAL_SERVER_ERROR)
\ No newline at end of file
diff --git a/api_project/__init__.py b/api_project/__init__.py
new file mode 100644
index 0000000..3f63b69
--- /dev/null
+++ b/api_project/__init__.py
@@ -0,0 +1,2 @@
+# api_project/api_project/__init__.py
+# Пустой файл инициализации для Python-пакета
diff --git a/api_project/settings.py b/api_project/settings.py
new file mode 100644
index 0000000..58e6a56
--- /dev/null
+++ b/api_project/settings.py
@@ -0,0 +1,69 @@
+import os
+from pathlib import Path
+
+BASE_DIR = Path(__file__).resolve().parent.parent
+
+SECRET_KEY = 'django-insecure-)+yykzv8cr7dbc38g2#x(8*ifs@+-f_fyan9!c%mmxg1$ekztq'
+
+DEBUG = True
+
+ALLOWED_HOSTS = []
+
+INSTALLED_APPS = [
+ 'django.contrib.admin',
+ 'django.contrib.auth',
+ 'django.contrib.contenttypes',
+ 'django.contrib.sessions',
+ 'django.contrib.messages',
+ # 'django.contrib.staticfiles',
+ 'rest_framework', # Добавляем DRF
+ 'api_app', # Наше API приложение
+]
+
+MIDDLEWARE = [
+ 'django.middleware.security.SecurityMiddleware',
+ 'django.contrib.sessions.middleware.SessionMiddleware',
+ 'django.middleware.common.CommonMiddleware',
+ 'django.middleware.csrf.CsrfViewMiddleware',
+ 'django.contrib.auth.middleware.AuthenticationMiddleware',
+ 'django.contrib.messages.middleware.MessageMiddleware',
+ 'django.middleware.clickjacking.XFrameOptionsMiddleware',
+]
+
+ROOT_URLCONF = 'api_project.urls'
+
+TEMPLATES = [
+ {
+ 'BACKEND': 'django.template.backends.django.DjangoTemplates',
+ 'DIRS': [],
+ 'APP_DIRS': True,
+ 'OPTIONS': {
+ 'context_processors': [
+ 'django.template.context_processors.debug',
+ 'django.template.context_processors.request',
+ 'django.contrib.auth.context_processors.auth',
+ 'django.contrib.messages.context_processors.messages',
+ ],
+ },
+ },
+]
+
+WSGI_APPLICATION = 'api_project.wsgi.application'
+
+DATABASES = {
+ 'default': {
+ 'ENGINE': 'django.db.backends.sqlite3',
+ 'NAME': BASE_DIR / 'db.sqlite3',
+ }
+}
+
+# Путь для загрузки файлов
+MEDIA_URL = '/media/'
+MEDIA_ROOT = os.path.join(BASE_DIR, 'media')
+
+# Настройки для REST Framework
+REST_FRAMEWORK = {
+ 'DEFAULT_PERMISSION_CLASSES': [
+ 'rest_framework.permissions.AllowAny', # Для тестирования, в продакшне лучше ограничить
+ ]
+}
diff --git a/api_project/urls.py b/api_project/urls.py
new file mode 100644
index 0000000..eae7c34
--- /dev/null
+++ b/api_project/urls.py
@@ -0,0 +1,13 @@
+# api_project/api_project/urls.py
+from django.contrib import admin
+from django.urls import path, include
+from django.conf import settings
+from django.conf.urls.static import static
+
+urlpatterns = [
+ path('admin/', admin.site.urls),
+ path('api/', include('api_app.urls')),
+]
+
+if settings.DEBUG:
+ urlpatterns += static(settings.MEDIA_URL, document_root=settings.MEDIA_ROOT)
diff --git a/api_project/wsgi.py b/api_project/wsgi.py
new file mode 100644
index 0000000..47d233a
--- /dev/null
+++ b/api_project/wsgi.py
@@ -0,0 +1,14 @@
+# api_project/api_project/wsgi.py
+"""
+WSGI config for api_project project.
+
+It exposes the WSGI callable as a module-level variable named ``application``.
+"""
+
+import os
+
+from django.core.wsgi import get_wsgi_application
+
+os.environ.setdefault('DJANGO_SETTINGS_MODULE', 'api_project.settings')
+
+application = get_wsgi_application()
diff --git a/db.sqlite3 b/db.sqlite3
new file mode 100644
index 0000000000000000000000000000000000000000..03b0f530f924a98ef20e4fd7f405c68fb9aabfaf
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