Merge pull request #19 from creyD/dev

Co-authored-by: vikbhas <waraa.vignesh@gmail.com>

.github/workflows/ci.yml

@@ -4,12 +4,15 @@ on:
   push:
     branches:
       - master
+      - dev
     paths-ignore:
-      - "**/.github/**"
       - "**/.gitignore"
       - "**/.vscode/**"
       - "**/README.md"
       - "**/CHANGELOG.md"
+  pull_request:
+    branches:
+      - dev
   workflow_dispatch:
 
 jobs:
@@ -42,6 +45,7 @@ jobs:
 
   tag_and_publish:
     runs-on: ubuntu-latest
+    if: github.ref_name == 'master' || github.ref_name == 'dev'
     needs: test
     permissions:
       id-token: write  # IMPORTANT: this permission is mandatory for trusted publishing
@@ -51,7 +55,7 @@ jobs:
       - uses: actions/checkout@v4
         with:
           fetch-tags: true
-          ref: ${{ github.ref }}
+          ref: ${{ github.ref_name }}
           fetch-depth: 0
 
       - name: setup git
@@ -59,18 +63,29 @@ jobs:
           git config --local user.email "15138480+creyD@users.noreply.github.com"
           git config --local user.name "creyD"
 
+      - name: set version format
+        id: version_format
+        run: |
+          if [[ ${{ github.ref_name }} == 'master' ]]; then
+            echo "version_format=\${major}.\${minor}.\${patch}" >> $GITHUB_OUTPUT
+          else
+            echo "version_format=\${major}.\${minor}.\${patch}rc\${increment}" >> $GITHUB_OUTPUT
+          fi
+
       - name: Git Version
-        uses: codacy/git-version@2.8.0
+        uses: PaulHatch/semantic-version@v5.4.0
         id: git_version
         with:
-          minor-identifier: "feat:"
-          major-identifier: "breaking:"
+          tag_prefix: ""
+          major_pattern: "breaking:"
+          minor_pattern: "feat:"
+          enable_prerelease_mode: false
+          version_format: ${{ steps.version_format.outputs.version_format }}
 
-      - name: Create Tag
-        run: git tag ${{ steps.git_version.outputs.version }}
-
-      - name: Push tag
-        run: git push origin ${{ steps.git_version.outputs.version }}
+      - name: Create & Push Tag
+        run: |
+          git tag ${{ steps.git_version.outputs.version }}
+          git push origin ${{ steps.git_version.outputs.version }}
 
       - name: Set up Python
         uses: actions/setup-python@v5

.vscode/settings.json

@@ -26,10 +26,16 @@
     "**/db.sqlite3": true,
     "**/.DS_Store": true,
     "**/*.pyc": true,
-    "**/__pycache__/": true
+    "**/__pycache__/": true,
+    "**/build": true,
+    "**/dist": true,
+    "**/*.egg-info": true,
   },
   "search.exclude": {
     "**/.git": true,
+    "**/build": true,
+    "**/*.egg-info": true,
+    "**/dist": true,
     "**/.venv": true,
     "**/tmp": true,
     "htmlcov/*": true,

CHANGELOG.md

@@ -2,6 +2,29 @@
 
 All notable changes to this project will be documented in this file.
 
+## 2.0.0
+
+- Fixed #1 Rename misspelled additonal_data to additional_data on create_obj_from_data
+- Fixed #3 Inverse partial flag: bool = False because it was wrong on update_obj_from_data
+
+Notes:
+
+You will need to change calls to `create_obj_from_data` according to #1 (rename additonal_data to additional_data)
+
+You will need to change calls to `update_obj_from_data` according to #3 (if you supplied `partial`, you will need to reverse it: `true` -> `false` and `false` -> `true`)
+
+## 1.3.0
+
+- Addition of pagination proxy and pagination=off functionality (Thanks to @vikbhas)
+
+## 1.2.5
+
+- Bumped dependencies
+
+## 1.2.4
+
+- Enabled newer versions for all dependencies
+
 ## 1.2.3
 
 - Added option to specify lookup_column for get_object_or_404

creyPY/fastapi/crud.py

@@ -1,63 +1,214 @@
-from typing import Type, TypeVar
+from typing import Type, TypeVar, overload
 from uuid import UUID
 
 from fastapi import HTTPException
 from pydantic import BaseModel
 from sqlalchemy.orm import Session
-
+from sqlalchemy.ext.asyncio import AsyncSession
+from sqlalchemy.future import select
+import asyncio
 from .models.base import Base
 
 T = TypeVar("T", bound=Base)
 
 
+@overload
+async def get_object_or_404(
+    db_class: Type[T],
+    id: UUID | str,
+    db: AsyncSession,
+    expunge: bool = False,
+    lookup_column: str = "id",
+) -> T:
+    pass
+
+
+@overload
 def get_object_or_404(
     db_class: Type[T], id: UUID | str, db: Session, expunge: bool = False, lookup_column: str = "id"
 ) -> T:
-    obj = db.query(db_class).filter(getattr(db_class, lookup_column) == id).one_or_none()
-    if obj is None:
-        raise HTTPException(status_code=404, detail="The object does not exist.")
-    if expunge:
-        db.expunge(obj)
-    return obj
+    pass
 
 
-# TODO: Add testing
-def create_obj_from_data(
-    data: BaseModel, model: Type[T], db: Session, additonal_data={}, exclude={}
+def get_object_or_404(
+    db_class: Type[T],
+    id: UUID | str,
+    db: Session | AsyncSession,
+    expunge: bool = False,
+    lookup_column: str = "id",
 ) -> T:
-    obj = model(**data.model_dump(exclude=exclude) | additonal_data)
-    db.add(obj)
-    db.commit()
-    db.refresh(obj)
-    return obj
+
+    async def _get_async_object() -> T:
+        query = select(db_class).filter(getattr(db_class, lookup_column) == id)
+        result = await db.execute(query)
+        obj = result.scalar_one_or_none()
+        if obj is None:
+            raise HTTPException(status_code=404, detail="The object does not exist.")  # type: ignore
+        if expunge:
+            await db.expunge(obj)
+        return obj
+
+    def _get_sync_object() -> T:
+        obj = db.query(db_class).filter(getattr(db_class, lookup_column) == id).one_or_none()
+        if obj is None:
+            raise HTTPException(status_code=404, detail="The object does not exist.")  # type: ignore
+        if expunge:
+            db.expunge(obj)
+        return obj
+
+    if isinstance(db, AsyncSession):
+        return asyncio.ensure_future(_get_async_object())  # type: ignore
+    elif isinstance(db, Session):
+        return _get_sync_object()
+    else:
+        raise HTTPException(status_code=404, detail="Invalid session type. Expected Session or AsyncSession.")  # type: ignore
 
 
 # TODO: Add testing
+@overload
+async def create_obj_from_data(
+    data: BaseModel,
+    model: Type[T],
+    db: AsyncSession,
+    additional_data: dict = {},
+    exclude: dict = {},
+) -> T:
+    pass
+
+
+@overload
+def create_obj_from_data(
+    data: BaseModel, model: Type[T], db: Session, additional_data: dict = {}, exclude: dict = {}
+) -> T:
+    pass
+
+
+def create_obj_from_data(
+    data: BaseModel, model: Type[T], db: Session | AsyncSession, additional_data={}, exclude={}
+) -> T:
+    obj_data = data.model_dump(exclude=exclude) | additional_data
+    obj = model(**obj_data)
+
+    async def _create_async_obj():
+        db.add(obj)
+        await db.commit()
+        await db.refresh(obj)
+        return obj
+
+    def _create_sync_obj():
+        db.add(obj)
+        db.commit()
+        db.refresh(obj)
+        return obj
+
+    if isinstance(db, AsyncSession):
+        return asyncio.ensure_future(_create_async_obj())  # type: ignore
+    elif isinstance(db, Session):
+        return _create_sync_obj()
+    else:
+        raise HTTPException(status_code=404, detail="Invalid session type. Expected Session or AsyncSession.")  # type: ignore
+
+
+# TODO: Add testing
+@overload
+async def update_obj_from_data(
+    data: BaseModel,
+    model: Type[T],
+    id: UUID | str,
+    db: AsyncSession,
+    partial: bool = True,
+    ignore_fields: list = [],
+    additional_data: dict = {},
+    exclude: dict = {},
+) -> T:
+    pass
+
+
+@overload
 def update_obj_from_data(
     data: BaseModel,
     model: Type[T],
     id: UUID | str,
     db: Session,
-    partial: bool = False,  # TODO: inverse, because it is currently the wrong way around
+    partial: bool = True,
+    ignore_fields: list = [],
+    additional_data: dict = {},
+    exclude: dict = {},
+) -> T:
+    pass
+
+
+def update_obj_from_data(
+    data: BaseModel,
+    model: Type[T],
+    id: UUID | str,
+    db: Session | AsyncSession,
+    partial: bool = True,
     ignore_fields=[],
     additional_data={},
     exclude={},
 ) -> T:
-    obj = get_object_or_404(model, id, db)
-    data_dict = data.model_dump(exclude_unset=not partial, exclude=exclude)
-    data_dict.update(additional_data)  # merge additional_data into data_dict
-    for field in data_dict:
-        if field not in ignore_fields:
-            setattr(obj, field, data_dict[field])
-    db.commit()
-    db.refresh(obj)
-    return obj
+    def _update_fields(obj: T):
+        data_dict = data.model_dump(exclude_unset=partial, exclude=exclude)
+        data_dict.update(additional_data)
+
+        for field in data_dict:
+            if field not in ignore_fields:
+                setattr(obj, field, data_dict[field])
+
+    async def _update_async_obj() -> T:
+        obj = await get_object_or_404(model, id, db)
+        _update_fields(obj)
+        await db.commit()
+        await db.refresh(obj)
+        return obj
+
+    def _update_sync_obj() -> T:
+        obj = get_object_or_404(model, id, db)
+        _update_fields(obj)
+        db.commit()
+        db.refresh(obj)
+        return obj
+
+    if isinstance(db, AsyncSession):
+        return asyncio.ensure_future(_update_async_obj())  # type: ignore
+    elif isinstance(db, Session):
+        return _update_sync_obj()
+    else:
+        raise HTTPException(status_code=404, detail="Invalid session type. Expected Session or AsyncSession.")  # type: ignore
 
 
 # TODO: Add testing
+@overload
+async def delete_object(db_class: Type[T], id: UUID | str, db: AsyncSession) -> None:
+    pass
+
+
+@overload
 def delete_object(db_class: Type[T], id: UUID | str, db: Session) -> None:
-    obj = db.query(db_class).filter(db_class.id == id).one_or_none()
-    if obj is None:
-        raise HTTPException(status_code=404, detail="The object does not exist.")
-    db.delete(obj)
-    db.commit()
+    pass
+
+
+def delete_object(db_class: Type[T], id: UUID | str, db: Session | AsyncSession) -> None:
+    async def _delete_async_obj() -> None:
+        query = select(db_class).filter(db_class.id == id)
+        result = await db.execute(query)
+        obj = result.scalar_one_or_none()
+        if obj is None:
+            raise HTTPException(status_code=404, detail="The object does not exist.")
+        await db.delete(obj)
+        await db.commit()
+
+    def _delete_sync_obj() -> None:
+        obj = db.query(db_class).filter(db_class.id == id).one_or_none()
+        if obj is None:
+            raise HTTPException(status_code=404, detail="The object does not exist.")
+        db.delete(obj)
+        db.commit()
+
+    if isinstance(db, AsyncSession):
+        return asyncio.ensure_future(_delete_async_obj())  # type: ignore
+    elif isinstance(db, Session):
+        return _delete_sync_obj()
+    else:
+        raise HTTPException(status_code=404, detail="Invalid session type. Expected Session or AsyncSession.")  # type: ignore

creyPY/fastapi/db/__init__.py

@@ -1 +1,2 @@
 from .session import *  # noqa
+from .async_session import * # noqa

creyPY/fastapi/db/async_session.py

@@ -0,0 +1,31 @@
+import os
+from typing import AsyncGenerator
+from dotenv import load_dotenv
+from sqlalchemy.ext.asyncio import AsyncSession, create_async_engine
+from sqlalchemy.orm import sessionmaker
+
+
+load_dotenv()
+
+host = os.getenv("POSTGRES_HOST", "localhost")
+user = os.getenv("POSTGRES_USER", "postgres")
+password = os.getenv("POSTGRES_PASSWORD", "root")
+port = os.getenv("POSTGRES_PORT", "5432")
+name = os.getenv("POSTGRES_DB", "fastapi")
+
+SQLALCHEMY_DATABASE_URL = f"postgresql+psycopg://{user}:{password}@{host}:{port}/"
+
+
+async_engine = create_async_engine(SQLALCHEMY_DATABASE_URL + name, pool_pre_ping=True)
+AsyncSessionLocal = sessionmaker(
+    bind=async_engine,
+    class_=AsyncSession,
+    expire_on_commit=False,
+    autoflush=False,
+    autocommit=False,
+)
+
+
+async def get_async_db() -> AsyncGenerator[AsyncSession, None]:
+    async with AsyncSessionLocal() as db:
+        yield db

creyPY/fastapi/pagination.py

@@ -1,14 +1,44 @@
 from math import ceil
-from typing import Any, Generic, Optional, Self, Sequence, TypeVar
-
+from typing import Any, Generic, Optional, Self, Sequence, TypeVar, Union, overload
+from contextlib import suppress
+from pydantic import BaseModel
 from fastapi_pagination import Params
 from fastapi_pagination.bases import AbstractPage, AbstractParams
-from fastapi_pagination.types import GreaterEqualOne, GreaterEqualZero
+from fastapi_pagination.types import (
+    GreaterEqualOne,
+    GreaterEqualZero,
+    AdditionalData,
+    SyncItemsTransformer,
+    AsyncItemsTransformer,
+    ItemsTransformer,
+)
+from fastapi_pagination.api import create_page, apply_items_transformer
+from fastapi_pagination.utils import verify_params
+from fastapi_pagination.ext.sqlalchemy import create_paginate_query
+from fastapi_pagination.bases import AbstractParams, RawParams
 from pydantic.json_schema import SkipJsonSchema
+from sqlalchemy.sql.selectable import Select
+from sqlalchemy.orm.session import Session
+from sqlalchemy import select, func
+from sqlalchemy.ext.asyncio import AsyncSession, async_scoped_session
+from fastapi import Query
+from sqlalchemy.util import await_only, greenlet_spawn
 
 T = TypeVar("T")
 
 
+class PaginationParams(BaseModel, AbstractParams):
+    page: int = Query(1, ge=1, description="Page number")
+    size: int = Query(50, ge=1, le=100, description="Page size")
+    pagination: bool = Query(True, description="Toggle pagination")
+
+    def to_raw_params(self) -> RawParams:
+        if not self.pagination:
+            return RawParams(limit=None, offset=None)
+
+        return RawParams(limit=self.size, offset=(self.page - 1) * self.size)
+
+
 # TODO: Add complete fastapi-pagination proxy here
 # TODO: Add pagination off functionality
 # SkipJsonSchema is used to avoid generating invalid JSON schema in FastAPI
@@ -21,7 +51,7 @@ class Page(AbstractPage[T], Generic[T]):
     has_next: bool | SkipJsonSchema[None] = None
     has_prev: bool | SkipJsonSchema[None] = None
 
-    __params_type__ = Params
+    __params_type__ = PaginationParams
 
     @classmethod
     def create(
@@ -70,3 +100,105 @@ def parse_page(response, page: int, size: int) -> Page:
         has_next=response.has_next,
         has_prev=response.has_prev,
     )
+
+
+def create_count_query(query: Select) -> Select:
+    return select(func.count()).select_from(query.subquery())
+
+
+def unwrap_scalars(
+    items: Sequence[Sequence[T]],
+    force_unwrap: bool = True,
+) -> Union[Sequence[T], Sequence[Sequence[T]]]:
+    return [item[0] if force_unwrap else item for item in items]
+
+
+def _get_sync_conn_from_async(conn: Any) -> Session:  # pragma: no cover
+    if isinstance(conn, async_scoped_session):
+        conn = conn()
+
+    with suppress(AttributeError):
+        return conn.sync_session  # type: ignore
+
+    with suppress(AttributeError):
+        return conn.sync_connection  # type: ignore
+
+    raise TypeError("conn must be an AsyncConnection or AsyncSession")
+
+
+@overload
+def paginate(
+    connection: Session,
+    query: Select,
+    params: Optional[AbstractParams] = None,
+    transformer: Optional[SyncItemsTransformer] = None,
+    additional_data: Optional[AdditionalData] = None,
+) -> Any:
+    pass
+
+
+@overload
+async def paginate(
+    connection: AsyncSession,
+    query: Select,
+    params: Optional[AbstractParams] = None,
+    transformer: Optional[AsyncItemsTransformer] = None,
+    additional_data: Optional[AdditionalData] = None,
+) -> Any:
+    pass
+
+
+def _paginate(
+    connection: Session,
+    query: Select,
+    params: Optional[AbstractParams] = None,
+    transformer: Optional[ItemsTransformer] = None,
+    additional_data: Optional[AdditionalData] = None,
+    async_: bool = False,
+):
+
+    if async_:
+
+        def _apply_items_transformer(*args: Any, **kwargs: Any) -> Any:
+            return await_only(apply_items_transformer(*args, **kwargs, async_=True))
+
+    else:
+        _apply_items_transformer = apply_items_transformer
+
+    params, raw_params = verify_params(params, "limit-offset", "cursor")
+    count_query = create_count_query(query)
+    total = connection.scalar(count_query)
+
+    if params.pagination is False and total > 0:
+        params = Params(page=1, size=total)
+    else:
+        params = Params(page=params.page, size=params.size)
+
+    query = create_paginate_query(query, params)
+    items = connection.execute(query).all()
+
+    items = unwrap_scalars(items)
+    t_items = _apply_items_transformer(items, transformer)
+
+    return create_page(
+        t_items,
+        params=params,
+        total=total,
+        **(additional_data or {}),
+    )
+
+
+def paginate(
+    connection: Session,
+    query: Select,
+    params: Optional[AbstractParams] = None,
+    transformer: Optional[ItemsTransformer] = None,
+    additional_data: Optional[AdditionalData] = None,
+):
+    if isinstance(connection, AsyncSession):
+        connection = _get_sync_conn_from_async(connection)
+        return greenlet_spawn(
+            _paginate, connection, query, params, transformer, additional_data, async_=True
+        )
+
+    return _paginate(connection, query, params, transformer, additional_data, async_=False)

creyPY/fastapi/testing_async.py

@@ -0,0 +1,139 @@
+import json
+from httpx import AsyncClient
+
+
+class AsyncGenericClient:
+    def __init__(self, app):
+        self.c = AsyncClient(app=app, base_url="http://testserver", follow_redirects=True)
+        self.default_headers = {}
+
+    async def get(self, url: str, r_code: int = 200, parse_json=True):
+        re = await self.c.get(url, headers=self.default_headers)
+        if re.status_code != r_code:
+            print(re.content)
+        assert r_code == re.status_code
+        return re.json() if parse_json else re.content
+
+    async def delete(self, url: str, r_code: int = 204):
+        re = await self.c.delete(url, headers=self.default_headers)
+        if re.status_code != r_code:
+            print(re.content)
+        assert r_code == re.status_code
+        return re.json() if r_code != 204 else None
+
+    async def post(
+        self, url: str, obj: dict | str = {}, r_code: int = 201, raw_response=False, *args, **kwargs
+    ):
+        re = await self.c.post(
+            url,
+            data=json.dumps(obj) if isinstance(obj, dict) else obj,
+            headers=self.default_headers | {"Content-Type": "application/json"},
+            *args,
+            **kwargs,
+        )
+        if re.status_code != r_code:
+            print(re.content)
+        assert r_code == re.status_code
+        return re.json() if not raw_response else re
+
+    async def post_file(
+        self, url: str, file, r_code: int = 201, raw_response=False, *args, **kwargs
+    ):
+        re = await self.c.post(
+            url,
+            files={"file": file},
+            headers=self.default_headers | {"Content-Type": "application/json"},
+            *args,
+            **kwargs,
+        )
+        if re.status_code != r_code:
+            print(re.content)
+        assert r_code == re.status_code
+        return re.json() if not raw_response else re
+
+    async def patch(
+        self, url: str, obj: dict | str = {}, r_code: int = 200, raw_response=False, *args, **kwargs
+    ):
+        re = await self.c.patch(
+            url,
+            data=json.dumps(obj) if isinstance(obj, dict) else obj,
+            headers=self.default_headers | {"Content-Type": "application/json"},
+            *args,
+            **kwargs,
+        )
+        if re.status_code != r_code:
+            print(re.content)
+        assert r_code == re.status_code
+        return re.json() if not raw_response else re
+
+    async def put(
+        self, url: str, obj: dict | str = {}, r_code: int = 200, raw_response=False, *args, **kwargs
+    ):
+        re = await self.c.put(
+            url,
+            data=json.dumps(obj) if isinstance(obj, dict) else obj,
+            headers=self.default_headers
+            | {
+                "Content-Type": "application/json",
+                "accept": "application/json",
+            },
+            *args,
+            **kwargs,
+        )
+        if re.status_code != r_code:
+            print(re.content)
+        assert r_code == re.status_code
+        return re.json() if not raw_response else re
+
+    async def obj_lifecycle(
+        self,
+        input_obj: dict,
+        url: str,
+        pagination: bool = True,
+        id_field: str = "id",
+        created_at_check: bool = True,
+    ):
+        # GET LIST
+        re = await self.get(url)
+        if pagination:
+            assert re["total"] == 0
+            assert len(re["results"]) == 0
+        else:
+            assert len(re) == 0
+
+        # CREATE
+        re = await self.post(url, obj=input_obj)
+        assert id_field in re
+        assert re[id_field] is not None
+
+        if created_at_check:
+            assert "created_at" in re
+            assert re["created_at"] is not None
+
+        obj_id = str(re[id_field])
+
+        # GET
+        re = await self.get(f"{url}{obj_id}/")
+        assert re[id_field] == obj_id
+
+        # GET LIST
+        re = await self.get(url)
+        if pagination:
+            assert re["total"] == 1
+            assert len(re["results"]) == 1
+        else:
+            assert len(re) == 1
+
+        # DELETE
+        await self.delete(f"{url}{obj_id}")
+
+        # GET LIST
+        re = await self.get(url)
+        if pagination:
+            assert re["total"] == 0
+            assert len(re["results"]) == 0
+        else:
+            assert len(re) == 0
+
+        # GET
+        await self.get(f"{url}{obj_id}", parse_json=False, r_code=404)

requirements.build.txt

@@ -1,27 +1,27 @@
-certifi==2024.2.2
-charset-normalizer==3.3.2
-docutils==0.20.1
-idna==3.6
-importlib_metadata==7.1.0
-jaraco.classes==3.4.0
-jaraco.context==4.3.0
-jaraco.functools==4.0.0
-keyring==25.0.0
-markdown-it-py==3.0.0
-mdurl==0.1.2
-more-itertools==10.2.0
-nh3==0.2.17
-pkginfo==1.10.0
-Pygments==2.17.2
-readme_renderer==43.0
-requests==2.31.0
-requests-toolbelt==1.0.0
-rfc3986==2.0.0
-rich==13.7.1
-setuptools==69.2.0
-twine==5.0.0
-urllib3==2.2.1
-wheel==0.43.0
-zipp==3.18.1
+certifi>=2024.2.2
+charset-normalizer>=3.3.2
+docutils>=0.20.1
+idna>=3.6
+importlib_metadata>=7.1.0
+jaraco.classes>=3.4.0
+jaraco.context>=4.3.0
+jaraco.functools>=4.0.0
+keyring>=25.0.0
+markdown-it-py>=3.0.0
+mdurl>=0.1.2
+more-itertools>=10.2.0
+nh3>=0.2.17
+pkginfo>=1.10.0
+Pygments>=2.17.2
+readme_renderer>=43.0
+requests>=2.31.0
+requests-toolbelt>=1.0.0
+rfc3986>=2.0.0
+rich>=13.7.1
+setuptools>=69.2.0
+twine>=5.0.0
+urllib3>=2.2.1
+wheel>=0.43.0
+zipp>=3.18.1
 
 -r requirements.txt

requirements.txt

@@ -1,23 +1,26 @@
-annotated-types==0.6.0 # Pydantic
-pydantic==2.6.4 # Pydantic
-pydantic-core==2.16.3 # Pydantic
-typing-extensions==4.10.0 # Pydantic
+annotated-types>=0.7.0 # Pydantic
+pydantic>=2.8.2 # Pydantic
+pydantic-core>=2.20.1 # Pydantic
+typing-extensions>=4.12.2 # Pydantic
 
-anyio==4.3.0 # FastAPI
-fastapi==0.110.1 # FastAPI
-idna==3.6 # FastAPI
-sniffio==1.3.1 # FastAPI
-starlette==0.37.2 # FastAPI
+anyio>=4.4.0 # FastAPI
+fastapi>=0.111.0 # FastAPI
+idna>=3.7 # FastAPI
+sniffio>=1.3.1 # FastAPI
+starlette>=0.37.2 # FastAPI
 
-fastapi-pagination==0.12.21 # Pagination
-sqlalchemy==2.0.29 # SQLAlchemy
+fastapi-pagination>=0.12.26 # Pagination
+sqlalchemy>=2.0.31 # SQLAlchemy
 
-python-dotenv==1.0.1 # Environment variables
+python-dotenv>=1.0.1 # Environment variables
 
-psycopg==3.1.18 # PostgreSQL
-psycopg-binary==3.1.18 # PostgreSQL
-psycopg-pool==3.2.1 # PostgreSQL
+psycopg>=3.2.1 # PostgreSQL
+psycopg-binary>=3.2.1 # PostgreSQL
+psycopg-pool>=3.2.2 # PostgreSQL
 
-h11==0.14.0 # Testing
-httpcore==1.0.5 # Testing
-httpx==0.27.0 # Testing
+h11>=0.14.0 # Testing
+httpcore>=1.0.5 # Testing
+httpx>=0.27.0 # Testing
+
+asyncpg>=0.30.0 #SQLAlchemy
+greenlet>=3.1.1 #Async