Доавление векторного поиска и репликации

.env

@@ -1,15 +1,21 @@
 # Postgres
-POSTGRES_HOST="db"
+POSTGRES_HOST="localhost"
 POSTGRES_PORT="5432"
 POSTGRES_USER="postgres"
 POSTGRES_PASSWORD="postgres"
 POSTGRES_DB="lib"
 
+# Ollama
+OLLAMA_URL="http://localhost:11434"
+OLLAMA_MAX_LOADED_MODELS=1
+OLLAMA_NUM_THREADS=4
+OLLAMA_KEEP_ALIVE=5m
+
 # Default admin account
 # DEFAULT_ADMIN_USERNAME="admin"
 # DEFAULT_ADMIN_EMAIL="admin@example.com"
 # DEFAULT_ADMIN_PASSWORD="password-is-generated-randomly-on-first-launch"
-# SECRET_KEY="your-secret-key-change-in-production"
+SECRET_KEY="your-secret-key-change-in-production"
 
 # JWT
 ALGORITHM="HS256"

Dockerfile

@@ -19,7 +19,6 @@ RUN uv sync --group dev --no-install-project
 
 COPY ./library_service /code/library_service
 COPY ./alembic.ini /code/
-COPY ./data.py /code/
 
 RUN useradd app && \
     chown -R app:app /code && \

docker-compose.yml

@@ -1,6 +1,6 @@
 services:
   db:
-    image: postgres:17
+    image: pgvector/pgvector:pg17
     container_name: db
     restart: unless-stopped
     logging:
@@ -11,6 +11,8 @@ services:
       - ./data/db:/var/lib/postgresql/data
     networks:
       - proxy
+    ports:
+      - 5432:5432
     env_file:
       - ./.env
     healthcheck:
@@ -19,6 +21,49 @@ services:
       timeout: 5s
       retries: 5
 
+  replication-setup:
+      image: postgres:17-alpine
+      container_name: replication-setup
+      restart: "no"
+      networks:
+          - proxy
+      env_file:
+          - ./.env
+      volumes:
+          - ./setup-replication.sh:/setup-replication.sh
+      entrypoint: ["/bin/sh", "/setup-replication.sh"]
+      depends_on:
+          api:
+              condition: service_started
+          db:
+              condition: service_healthy
+
+  llm:
+      image: ollama/ollama:latest
+      container_name: llm
+      restart: unless-stopped
+      logging:
+        options:
+          max-size: "10m"
+          max-file: "3"
+      volumes:
+        - ./data/llm:/root/.ollama
+      networks:
+        - proxy
+      # ports:
+      #   - 11434:11434
+      env_file:
+        - ./.env
+      healthcheck:
+        test: ["CMD-SHELL", "curl http://localhost:11434"]
+        interval: 10s
+        timeout: 5s
+        retries: 5
+      deploy:
+        resources:
+          limits:
+            memory: 5g
+
   api:
     build: .
     container_name: api
@@ -30,8 +75,8 @@ services:
         max-file: "3"
     networks:
       - proxy
-    ports:
+    # ports:
-      - 8000:8000
+    #   - 8000:8000
     env_file:
       - ./.env
     volumes:
@@ -39,6 +84,8 @@ services:
     depends_on:
       db:
         condition: service_healthy
+      llm:
+        condition: service_healthy
 
 networks:
   proxy: # Рекомендуется использовать через реверс-прокси

example-docker.env

@@ -0,0 +1,46 @@
+# Postgres
+POSTGRES_HOST="db"
+POSTGRES_PORT="5432"
+POSTGRES_USER="postgres"
+POSTGRES_PASSWORD="postgres"
+POSTGRES_DB="lib"
+REMOTE_HOST=
+REMOTE_PORT=
+NODE_ID=
+
+# Ollama
+OLLAMA_URL="http://llm:11434"
+OLLAMA_MAX_LOADED_MODELS=1
+OLLAMA_NUM_THREADS=4
+OLLAMA_KEEP_ALIVE=5m
+
+# Default admin account
+DEFAULT_ADMIN_USERNAME="admin"
+DEFAULT_ADMIN_EMAIL="admin@example.com"
+DEFAULT_ADMIN_PASSWORD="Password12345"
+SECRET_KEY="your-secret-key-change-in-production"
+
+# JWT
+ALGORITHM="HS256"
+REFRESH_TOKEN_EXPIRE_DAYS="7"
+ACCESS_TOKEN_EXPIRE_MINUTES="15"
+PARTIAL_TOKEN_EXPIRE_MINUTES="5"
+
+# Hash
+ARGON2_TYPE="id"
+ARGON2_TIME_COST="3"
+ARGON2_MEMORY_COST="65536"
+ARGON2_PARALLELISM="4"
+ARGON2_SALT_LENGTH="16"
+ARGON2_HASH_LENGTH="48"
+
+# Recovery codes
+RECOVERY_CODES_COUNT="10"
+RECOVERY_CODE_SEGMENTS="4"
+RECOVERY_CODE_SEGMENT_BYTES="2"
+RECOVERY_MIN_REMAINING_WARNING="3"
+RECOVERY_MAX_AGE_DAYS="365"
+
+# TOTP_2FA
+TOTP_ISSUER="LiB"
+TOTP_VALID_WINDOW="1"

example-local.env

@@ -0,0 +1,43 @@
+# Postgres
+POSTGRES_HOST="localhost"
+POSTGRES_PORT="5432"
+POSTGRES_USER="postgres"
+POSTGRES_PASSWORD="postgres"
+POSTGRES_DB="lib"
+
+# Ollama
+OLLAMA_URL="http://localhost:11434"
+OLLAMA_MAX_LOADED_MODELS=1
+OLLAMA_NUM_THREADS=4
+OLLAMA_KEEP_ALIVE=5m
+
+# Default admin account
+DEFAULT_ADMIN_USERNAME="admin"
+DEFAULT_ADMIN_EMAIL="admin@example.com"
+DEFAULT_ADMIN_PASSWORD="Password12345"
+SECRET_KEY="your-secret-key-change-in-production"
+
+# JWT
+ALGORITHM="HS256"
+REFRESH_TOKEN_EXPIRE_DAYS="7"
+ACCESS_TOKEN_EXPIRE_MINUTES="15"
+PARTIAL_TOKEN_EXPIRE_MINUTES="5"
+
+# Hash
+ARGON2_TYPE="id"
+ARGON2_TIME_COST="3"
+ARGON2_MEMORY_COST="65536"
+ARGON2_PARALLELISM="4"
+ARGON2_SALT_LENGTH="16"
+ARGON2_HASH_LENGTH="48"
+
+# Recovery codes
+RECOVERY_CODES_COUNT="10"
+RECOVERY_CODE_SEGMENTS="4"
+RECOVERY_CODE_SEGMENT_BYTES="2"
+RECOVERY_MIN_REMAINING_WARNING="3"
+RECOVERY_MAX_AGE_DAYS="365"
+
+# TOTP_2FA
+TOTP_ISSUER="LiB"
+TOTP_VALID_WINDOW="1"

init-replication.sql

@@ -0,0 +1,4 @@
+CREATE PUBLICATION all_tables_pub FOR ALL TABLES;
+
+ALTER SYSTEM SET password_encryption = 'scram-sha-256';
+SELECT pg_reload_conf();

library_service/main.py

@@ -11,6 +11,7 @@ from alembic import command
 from alembic.config import Config
 from fastapi import FastAPI, Depends, Request, Response, status
 from fastapi.staticfiles import StaticFiles
+from ollama import Client, ResponseError
 from sqlmodel import Session
 
 from library_service.auth import run_seeds
@@ -21,6 +22,7 @@ from library_service.settings import (
     engine,
     get_app,
     get_logger,
+    OLLAMA_URL,
 )
 
 
@@ -51,6 +53,13 @@ async def lifespan(_):
     except Exception as e:
         logger.error(f"[-] Seeding failed: {e}")
 
+    logger.info("[+] Loading ollama models...")
+    ollama_client = Client(host=OLLAMA_URL)
+    try:
+        ollama_client.pull("mxbai-embed-large")
+        ollama_client.pull("llama3.2")
+    except ResponseError as e:
+        logger.error(f"[-] Failed to pull models {e}")
     asyncio.create_task(cleanup_task())
     logger.info("[+] Starting application...")
     yield  # Обработка запросов

library_service/models/db/book.py

@@ -2,6 +2,7 @@
 
 from typing import TYPE_CHECKING, List
 
+from pgvector.sqlalchemy import Vector
 from sqlalchemy import Column, String
 from sqlmodel import Field, Relationship
 
@@ -25,6 +26,7 @@ class Book(BookBase, table=True):
         sa_column=Column(String, nullable=False, default="active"),
         description="Статус",
     )
+    embedding: list[float] | None = Field(sa_column=Column(Vector(1024)))
     authors: List["Author"] = Relationship(
         back_populates="books", link_model=AuthorBookLink
     )

library_service/routers/books.py

@@ -1,13 +1,21 @@
 """Модуль работы с книгами"""
 
+from pydantic import Field
+from typing_extensions import Annotated
+
+from sqlalchemy.orm import selectinload, defer
+
+from sqlalchemy import text, case, distinct
+
 from datetime import datetime, timezone
 from typing import List
 
 from fastapi import APIRouter, Depends, HTTPException, Path, Query, status
+from ollama import Client
 from sqlmodel import Session, select, col, func
 
 from library_service.auth import RequireStaff
-from library_service.settings import get_session
+from library_service.settings import get_session, OLLAMA_URL
 from library_service.models.enums import BookStatus
 from library_service.models.db import (
     Author,
@@ -32,6 +40,7 @@ from library_service.models.dto.misc import (
 
 
 router = APIRouter(prefix="/books", tags=["books"])
+ollama_client = Client(host=OLLAMA_URL)
 
 
 def close_active_loan(session: Session, book_id: int) -> None:
@@ -47,72 +56,64 @@ def close_active_loan(session: Session, book_id: int) -> None:
         session.add(active_loan)
 
 
-@router.get(
+from sqlalchemy import select, func, distinct, case, exists
-    "/filter",
+from sqlalchemy.orm import selectinload
-    response_model=BookFilteredList,
+
-    summary="Фильтрация книг",
+
-    description="Фильтрация списка книг по названию, авторам и жанрам с пагинацией",
+@router.get("/filter", response_model=BookFilteredList)
-)
 def filter_books(
     session: Session = Depends(get_session),
     q: str | None = Query(None, max_length=50, description="Поиск"),
-    min_page_count: int | None = Query(
+    min_page_count: int | None = Query(None, ge=0),
-        None, ge=0, description="Минимальное количество страниц"
+    max_page_count: int | None = Query(None, ge=0),
-    ),
+    author_ids: List[Annotated[int, Field(gt=0)]] | None = Query(None),
-    max_page_count: int | None = Query(
+    genre_ids: List[Annotated[int, Field(gt=0)]] | None = Query(None),
-        None, ge=0, description="Максимальное количество страниц"
+    page: int = Query(1, gt=0),
-    ),
+    size: int = Query(20, gt=0, le=100),
-    author_ids: List[int] | None = Query(None, gt=0, description="Список ID авторов"),
-    genre_ids: List[int] | None = Query(None, gt=0, description="Список ID жанров"),
-    page: int = Query(1, gt=0, description="Номер страницы"),
-    size: int = Query(20, gt=0, le=100, description="Количество элементов на странице"),
 ):
-    """Возвращает отфильтрованный список книг с пагинацией"""
+    statement = select(Book).options(
-    statement = select(Book).distinct()
+        selectinload(Book.authors), selectinload(Book.genres), defer(Book.embedding)
-
-    if q:
-        statement = statement.where(
-            (col(Book.title).ilike(f"%{q}%")) | (col(Book.description).ilike(f"%{q}%"))
     )
 
     if min_page_count:
         statement = statement.where(Book.page_count >= min_page_count)
-
     if max_page_count:
         statement = statement.where(Book.page_count <= max_page_count)
 
     if author_ids:
-        statement = statement.join(AuthorBookLink).where(
+        statement = statement.where(
-            AuthorBookLink.author_id.in_(  # ty: ignore[unresolved-attribute, unresolved-reference]
+            exists().where(
-                author_ids
+                AuthorBookLink.book_id == Book.id,
+                AuthorBookLink.author_id.in_(author_ids),
             )
         )
 
     if genre_ids:
-        statement = statement.join(GenreBookLink).where(
+        for genre_id in genre_ids:
-            GenreBookLink.genre_id.in_(  # ty: ignore[unresolved-attribute, unresolved-reference]
+            statement = statement.where(
-                genre_ids
+                exists().where(
+                    GenreBookLink.book_id == Book.id, GenreBookLink.genre_id == genre_id
                 )
             )
 
-    total_statement = select(func.count()).select_from(statement.subquery())
+    count_statement = select(func.count()).select_from(statement.subquery())
-    total = session.exec(total_statement).one()
+    total = session.scalar(count_statement)
+
+    if q:
+        emb = ollama_client.embeddings(model="mxbai-embed-large", prompt=q)["embedding"]
+        distance_col = Book.embedding.cosine_distance(emb)
+        statement = statement.where(Book.embedding.is_not(None))
+
+        keyword_match = case((Book.title.ilike(f"%{q}%"), 0), else_=1)
+        statement = statement.order_by(keyword_match, distance_col)
+    else:
+        statement = statement.order_by(Book.id)
 
     offset = (page - 1) * size
     statement = statement.offset(offset).limit(size)
-    results = session.exec(statement).all()
+    results = session.scalars(statement).unique().all()
 
-    books_with_data = []
+    return BookFilteredList(books=results, total=total)
-    for db_book in results:
-        books_with_data.append(
-            BookWithAuthorsAndGenres(
-                **db_book.model_dump(),
-                authors=[AuthorRead(**a.model_dump()) for a in db_book.authors],
-                genres=[GenreRead(**g.model_dump()) for g in db_book.genres],
-            )
-        )
-
-    return BookFilteredList(books=books_with_data, total=total)
 
 
 @router.post(
@@ -127,11 +128,13 @@ def create_book(
     session: Session = Depends(get_session),
 ):
     """Создает новую книгу в системе"""
-    db_book = Book(**book.model_dump())
+    full_text = book.title + " " + book.description
+    emb = ollama_client.embeddings(model="mxbai-embed-large", prompt=full_text)
+    db_book = Book(**book.model_dump(), embedding=emb["embedding"])
     session.add(db_book)
     session.commit()
     session.refresh(db_book)
-    return BookRead(**db_book.model_dump())
+    return BookRead(**db_book.model_dump(exclude={"embedding"}))
 
 
 @router.get(
@@ -144,7 +147,8 @@ def read_books(session: Session = Depends(get_session)):
     """Возвращает список всех книг"""
     books = session.exec(select(Book)).all()
     return BookList(
-        books=[BookRead(**book.model_dump()) for book in books], total=len(books)
+        books=[BookRead(**book.model_dump(exclude={"embedding"})) for book in books],
+        total=len(books),
     )
 
 
@@ -165,19 +169,19 @@ def get_book(
             status_code=status.HTTP_404_NOT_FOUND, detail="Book not found"
         )
 
-    authors = session.exec(
+    authors = session.scalars(
         select(Author).join(AuthorBookLink).where(AuthorBookLink.book_id == book_id)
     ).all()
 
     author_reads = [AuthorRead(**author.model_dump()) for author in authors]
 
-    genres = session.exec(
+    genres = session.scalars(
         select(Genre).join(GenreBookLink).where(GenreBookLink.book_id == book_id)
     ).all()
 
     genre_reads = [GenreRead(**genre.model_dump()) for genre in genres]
 
-    book_data = book.model_dump()
+    book_data = book.model_dump(exclude={"embedding"})
     book_data["authors"] = author_reads
     book_data["genres"] = genre_reads
 
@@ -186,7 +190,7 @@ def get_book(
 
 @router.put(
     "/{book_id}",
-    response_model=Book,
+    response_model=BookRead,
     summary="Обновить информацию о книге",
     description="Обновляет информацию о книге в системе",
 )
@@ -221,11 +225,19 @@ def update_book(
         if book_update.description is not None:
             db_book.description = book_update.description
 
+        full_text = (
+            (book_update.title or db_book.title)
+            + " "
+            + (book_update.description or db_book.description)
+        )
+        emb = ollama_client.embeddings(model="mxbai-embed-large", prompt=full_text)
+        db_book.embedding = emb["embedding"]
+
     session.add(db_book)
     session.commit()
     session.refresh(db_book)
 
-    return BookRead(**db_book.model_dump())
+    return BookRead(**db_book.model_dump(exclude={"embedding"}))
 
 
 @router.delete(
@@ -249,6 +261,7 @@ def delete_book(
         id=(book.id or 0),
         title=book.title,
         description=book.description,
+        page_count=book.page_count,
         status=book.status,
     )
     session.delete(book)

library_service/settings.py

@@ -95,7 +95,9 @@ USER = os.getenv("POSTGRES_USER")
 PASSWORD = os.getenv("POSTGRES_PASSWORD")
 DATABASE = os.getenv("POSTGRES_DB")
 
-if not all([HOST, PORT, USER, PASSWORD, DATABASE]):
+OLLAMA_URL = os.getenv("OLLAMA_URL")
+
+if not all([HOST, PORT, USER, PASSWORD, DATABASE, OLLAMA_URL]):
     raise ValueError("Missing required POSTGRES environment variables")
 
 POSTGRES_DATABASE_URL = f"postgresql://{USER}:{PASSWORD}@{HOST}:{PORT}/{DATABASE}"

library_service/static/page/create_book.js

@@ -242,7 +242,7 @@ $(document).ready(() => {
       return;
     }
 
-    if (!parseInt(pageCount)) {
+    if (!pageCount) {
       Utils.showToast("Введите количество страниц", "error");
       return;
     }
@@ -253,7 +253,7 @@ $(document).ready(() => {
       const bookPayload = {
         title: title,
         description: description || null,
-        page_count: pageCount ? parseInt(pageCount) : null,
+        page_count: pageCount,
       };
 
       const createdBook = await Api.post("/api/books/", bookPayload);

library_service/static/page/edit_book.js

@@ -331,7 +331,7 @@ $(document).ready(() => {
 
     const title = $titleInput.val().trim();
     const description = $descInput.val().trim();
-    const pages = $pagesInput.val();
+    const pages = parseInt($("#book-page-count").val()) || null;
     const status = $statusSelect.val();
 
     if (!title) {
@@ -343,7 +343,7 @@ $(document).ready(() => {
     if (title !== originalBook.title) payload.title = title;
     if (description !== (originalBook.description || ""))
       payload.description = description || null;
-    if (pageCount !== originalBook.page_count) payload.page_count = pages;
+    if (pages !== originalBook.page_count) payload.page_count = pages;
     if (status !== originalBook.status) payload.status = status;
 
     if (Object.keys(payload).length === 0) {

library_service/templates/api.html

@@ -168,8 +168,7 @@
             jsPlumb.ready(function () {
                 const instance = jsPlumb.getInstance({
                     Container: "erDiagram",
-                    Connector: ["Flowchart", { stub: 30, gap: 10, cornerRadius: 5, alwaysRespectStubs: true }],
+                    Connector: ["Flowchart", { stub: 30, gap: 10, cornerRadius: 5, alwaysRespectStubs: true }]
-                    ConnectionOverlays: [["Arrow", { location: 1, width: 10, length: 10, foldback: 0.8 }]]
                 });
 
                 const container = document.getElementById("erDiagram");

library_service/templates/edit_genre.html

@@ -120,7 +120,7 @@
                 </button>
                 <a
                     id="cancel-btn"
-                    href="/"
+                    href="/books"
                     class="flex-1 flex justify-center items-center px-6 py-3 bg-white border border-gray-300 text-gray-700 font-medium rounded-lg hover:bg-gray-50 transition text-center"
                 >
                     Отмена

migrations/script.py.mako

@@ -9,7 +9,7 @@ from typing import Sequence, Union
 
 from alembic import op
 import sqlalchemy as sa
-import sqlmodel
+import sqlmodel, pgvector
 ${imports if imports else ""}
 
 # revision identifiers, used by Alembic.

migrations/versions/6c616cc9d1f0_book_vector_search.py

@@ -0,0 +1,38 @@
+"""Book vector search
+
+Revision ID: 6c616cc9d1f0
+Revises: c5dfc16bdc66
+Create Date: 2026-01-27 22:37:48.077761
+
+"""
+
+from typing import Sequence, Union
+
+from alembic import op
+import sqlalchemy as sa
+import sqlmodel, pgvector
+
+
+# revision identifiers, used by Alembic.
+revision: str = "6c616cc9d1f0"
+down_revision: Union[str, None] = "c5dfc16bdc66"
+branch_labels: Union[str, Sequence[str], None] = None
+depends_on: Union[str, Sequence[str], None] = None
+
+
+def upgrade() -> None:
+    op.execute("CREATE EXTENSION IF NOT EXISTS vector")
+    # ### commands auto generated by Alembic - please adjust! ###
+    op.add_column(
+        "book",
+        sa.Column(
+            "embedding", pgvector.sqlalchemy.vector.VECTOR(dim=1024), nullable=True
+        ),
+    )
+    # ### end Alembic commands ###
+
+
+def downgrade() -> None:
+    # ### commands auto generated by Alembic - please adjust! ###
+    op.drop_column("book", "embedding")
+    # ### end Alembic commands ###

pyproject.toml

@@ -1,6 +1,6 @@
 [project]
 name = "LiB"
-version = "0.7.0"
+version = "0.8.0"
 description = "Это простое API для управления авторами, книгами и их жанрами."
 authors = [{ name = "wowlikon" }]
 readme = "README.md"
@@ -23,6 +23,8 @@ dependencies = [
     "pyotp>=2.9.0",
     "slowapi>=0.1.9",
     "limits>=5.6.0",
+    "ollama>=0.6.1",
+    "pgvector>=0.4.2",
 ]
 
 [dependency-groups]

setup-replication.sh

@@ -0,0 +1,77 @@
+#!/bin/sh
+set -e
+
+echo "=== Настройка репликации ==="
+echo "Этот узел: NODE_ID=${NODE_ID}"
+echo "Удаленный хост: ${REMOTE_HOST}"
+
+echo "Ждем локальную базу..."
+sleep 10
+
+until PGPASSWORD="${POSTGRES_PASSWORD}" psql -h db -U "${POSTGRES_USER}" -d "${POSTGRES_DB}" -c '\q' 2>/dev/null; do
+    echo "Локальная база не готова, ждем..."
+    sleep 2
+done
+echo "Локальная база готова"
+
+echo "Настройка генераторов ID (NODE_ID=${NODE_ID})..."
+
+PGPASSWORD="${POSTGRES_PASSWORD}" psql -h db -U "${POSTGRES_USER}" -d "${POSTGRES_DB}" <<EOF
+DO \$\$
+DECLARE
+    r RECORD;
+BEGIN
+    FOR r IN
+        SELECT table_schema, table_name, column_name
+        FROM information_schema.columns
+        WHERE is_identity = 'YES'
+          AND table_schema = 'public'
+    LOOP
+        EXECUTE format(
+            'ALTER TABLE %I.%I ALTER COLUMN %I SET GENERATED BY DEFAULT AS IDENTITY (START WITH %s INCREMENT BY 2)',
+            r.table_schema, r.table_name, r.column_name, ${NODE_ID}
+        );
+        RAISE NOTICE 'Настроен ID для %.%', r.table_name, r.column_name;
+    END LOOP;
+END \$\$;
+EOF
+
+echo "Ждем удаленный хост ${REMOTE_HOST}:${REMOTE_PORT}..."
+TIMEOUT=300
+ELAPSED=0
+
+while ! PGPASSWORD="${POSTGRES_PASSWORD}" psql -h "${REMOTE_HOST}" -p ${REMOTE_PORT} -U "${POSTGRES_USER}" -d "${POSTGRES_DB}" -c '\q' 2>/dev/null; do
+    sleep 5
+    ELAPSED=$((ELAPSED + 5))
+    if [ $ELAPSED -ge $TIMEOUT ]; then
+        echo "Таймаут ожидания удаленного хоста. Репликация НЕ настроена."
+        echo "Вы можете запустить этот скрипт вручную позже:"
+        echo "docker compose restart replication-setup"
+        exit 0
+    fi
+    echo "Удаленный хост недоступен, ждем... (${ELAPSED}s/${TIMEOUT}s)"
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+
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+else
+    echo "Создаем подписку на удаленный хост..."
+
+    PGPASSWORD="${POSTGRES_PASSWORD}" psql -h db -U "${POSTGRES_USER}" -d "${POSTGRES_DB}" <<EOF
+CREATE SUBSCRIPTION sub_from_remote
+CONNECTION 'host=${REMOTE_HOST} port=${REMOTE_PORT} user=${POSTGRES_USER} password=${POSTGRES_PASSWORD} dbname=${POSTGRES_DB}'
+PUBLICATION all_tables_pub
+WITH (
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+);
+EOF
+
+    echo "Подписка создана!"
+fi
+
+echo ""
+echo "Репликация настроена!"
+echo "Этот узел (${NODE_ID}) теперь синхронизирован с ${REMOTE_HOST}"

uv.lock

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 [[package]]
 name = "lib"
-version = "0.6.0"
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 source = { editable = "." }
 dependencies = [
     { name = "aiofiles" },
@@ -640,7 +640,9 @@ dependencies = [
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     { name = "json-log-formatter" },
     { name = "limits" },
+    { name = "ollama" },
     { name = "passlib", extra = ["argon2"] },
+    { name = "pgvector" },
     { name = "psycopg2-binary" },
     { name = "pydantic", extra = ["email"] },
     { name = "pyotp" },
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     { name = "limits", specifier = ">=5.6.0" },
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     { name = "passlib", extras = ["argon2"], specifier = ">=1.7.4" },
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     { name = "pydantic", extras = ["email"], specifier = ">=2.12.5" },
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