fmt

2025-08-23 10:47:52 +03:00
parent d33e53933f
commit b4f683a7cc
12 changed files with 406 additions and 810 deletions
--- a/docs/redis-schema.md
+++ b/docs/redis-schema.md
@@ -131,7 +131,7 @@ GET env_vars:FEATURE_REGISTRATION    # Флаг функции регистра
 - **database**: DB_URL, POSTGRES_*
 - **auth**: JWT_SECRET, OAUTH_*
 - **redis**: REDIS_URL, REDIS_HOST, REDIS_PORT
- **search**: SEARCH_API_KEY, ELASTICSEARCH_URL
+- **search**: SEARCH_*
 - **integrations**: GOOGLE_ANALYTICS_ID, SENTRY_DSN, SMTP_*
 - **security**: CORS_ORIGINS, ALLOWED_HOSTS
 - **logging**: LOG_LEVEL, DEBUG
--- a/main.py
+++ b/main.py
@@ -22,7 +22,7 @@ from auth.oauth import oauth_callback, oauth_login
 from cache.precache import precache_data
 from cache.revalidator import revalidation_manager
 from rbac import initialize_rbac
-from services.search import check_search_service, initialize_search_index_background, search_service
+from services.search import check_search_service, search_service
 from services.viewed import ViewedStorage
 from settings import DEV_SERVER_PID_FILE_NAME
 from storage.redis import redis
@@ -188,7 +188,7 @@ async def dev_start() -> None:


 # Глобальная переменная для background tasks
-background_tasks = []
+background_tasks: list[asyncio.Task] = []


@asynccontextmanager
@@ -210,24 +210,20 @@ async def lifespan(app: Starlette):
    """
    try:
        print("[lifespan] Starting application initialization")
-        
+
        # Запускаем миграции Alembic перед созданием таблиц
        print("[lifespan] Running database migrations...")
        try:
            import subprocess
-            result = subprocess.run(
-                ["alembic", "upgrade", "head"],
-                capture_output=True,
-                text=True,
-                cwd="/app"
-            )
+
+            result = subprocess.run(["alembic", "upgrade", "head"], check=False, capture_output=True, text=True, cwd="/app")
            if result.returncode == 0:
                print("[lifespan] Database migrations completed successfully")
            else:
                print(f"[lifespan] Warning: migrations failed: {result.stderr}")
        except Exception as e:
            print(f"[lifespan] Warning: could not run migrations: {e}")
-        
+
        create_all_tables()

        # Инициализируем RBAC систему с dependency injection
@@ -244,14 +240,9 @@ async def lifespan(app: Starlette):
            await dev_start()
        print("[lifespan] Basic initialization complete")

-        # Add a delay before starting the intensive search indexing
-        print("[lifespan] Waiting for system stabilization before search indexing...")
-        await asyncio.sleep(1)  # 1-second delay to let the system stabilize
-
-        # Start search indexing as a background task with lower priority
-        search_task = asyncio.create_task(initialize_search_index_background())
-        background_tasks.append(search_task)
-        # Не ждем завершения задачи, позволяем ей выполняться в фоне
+        # Search service is now handled by Muvera automatically
+        # No need for background indexing tasks
+        print("[lifespan] Search service initialized with Muvera")

        yield
    finally:
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -46,6 +46,7 @@ dependencies = [
    "types-python-dateutil",
    "types-redis",
    "types-PyJWT",
+    "muvera",
 ]

 # https://docs.astral.sh/uv/concepts/dependencies/#development-dependencies
--- a/requirements.txt
+++ b/requirements.txt
@@ -16,6 +16,7 @@ sqlalchemy>=2.0.0
 orjson>=3.9.0
 pydantic>=2.0.0
 alembic>=1.13.0
+muvera>=0.2.0

 # Type stubs
 types-requests>=2.31.0
--- a/resolvers/author.py
+++ b/resolvers/author.py
@@ -21,6 +21,7 @@ from orm.community import Community, CommunityAuthor, CommunityFollower
 from orm.shout import Shout, ShoutAuthor
 from resolvers.stat import get_with_stat
 from services.auth import login_required
+from services.search import search_service
 from storage.db import local_session
 from storage.redis import redis
 from storage.schema import mutation, query
@@ -445,9 +446,40 @@ async def load_authors_by(

@query.field("load_authors_search")
 async def load_authors_search(_: None, info: GraphQLResolveInfo, **kwargs: Any) -> list[Any]:
-    """Search for authors"""
-    # TODO: Implement search functionality
-    return []
+    """Search for authors by name or bio using Muvera search service"""
+    text = kwargs.get("text", "")
+    limit = kwargs.get("limit", 10)
+    offset = kwargs.get("offset", 0)
+
+    if not text or len(text.strip()) < 2:
+        return []
+
+    try:
+        # Use Muvera search service for authors
+        search_results = await search_service.search_authors(text, limit, offset)
+
+        if not search_results:
+            return []
+
+        # Extract author IDs from search results
+        author_ids = [int(result["id"]) for result in search_results if result.get("id", "").isdigit()]
+
+        if not author_ids:
+            return []
+
+        # Fetch full author data from database
+        with local_session() as session:
+            authors = session.query(Author).where(Author.id.in_(author_ids)).all()
+
+            # Sort by search relevance (maintain order from search results)
+            author_dict = {author.id: author for author in authors}
+            sorted_authors = [author_dict.get(aid) for aid in author_ids if aid in author_dict]
+
+            return [author.dict() for author in sorted_authors if author]
+
+    except Exception as e:
+        logger.exception(f"Error in author search for '{text}': {e}")
+        return []


 def get_author_id_from(slug: str | None = None, user: str | None = None, author_id: int | None = None) -> int | None:
--- a/resolvers/draft.py
+++ b/resolvers/draft.py
@@ -429,7 +429,7 @@ async def publish_draft(_: None, info: GraphQLResolveInfo, draft_id: int) -> dic
                return {"error": f"Cannot publish draft: {error}"}

            # Проверяем, есть ли уже публикация для этого черновика
-            shout = None
+            shout: Any = None
            if draft.shout:
                shout = session.query(Shout).where(Shout.id == draft.shout).first()
                if shout:
@@ -463,6 +463,10 @@ async def publish_draft(_: None, info: GraphQLResolveInfo, draft_id: int) -> dic
                session.add(shout)
                session.flush()  # Получаем ID нового шаута

+            # Ensure shout is not None before proceeding
+            if not shout:
+                return {"error": "Failed to create or update shout"}
+
            # Очищаем существующие связи
            session.query(ShoutAuthor).where(ShoutAuthor.shout == shout.id).delete()
            session.query(ShoutTopic).where(ShoutTopic.shout == shout.id).delete()
@@ -493,7 +497,7 @@ async def publish_draft(_: None, info: GraphQLResolveInfo, draft_id: int) -> dic
            await notify_shout(shout.dict(), "published")

            # Обновляем поисковый индекс
-            await search_service.perform_index(shout)
+            search_service.index(shout)

            logger.info(f"Successfully published shout #{shout.id} from draft #{draft_id}")
            logger.debug(f"Shout data: {shout.dict()}")
--- a/resolvers/editor.py
+++ b/resolvers/editor.py
@@ -553,7 +553,7 @@ async def update_shout(
                        await notify_shout(shout_by_id.dict(), "update")
                    else:
                        await notify_shout(shout_by_id.dict(), "published")
-                        # search service indexing
+                        # Обновляем поисковый индекс
                        search_service.index(shout_by_id)
                        for a in shout_by_id.authors:
                            await cache_by_id(Author, a.id, cache_author)
--- a/resolvers/reader.py
+++ b/resolvers/reader.py
@@ -10,7 +10,7 @@ from orm.author import Author
 from orm.reaction import Reaction, ReactionKind
 from orm.shout import Shout, ShoutAuthor, ShoutTopic
 from orm.topic import Topic
-from services.search import SearchService, search_text
+from services.search import search_service
 from services.viewed import ViewedStorage
 from storage.db import json_array_builder, json_builder, local_session
 from storage.schema import query
@@ -491,8 +491,8 @@ async def load_shouts_search(
    logger.info(f"[load_shouts_search] Starting search for '{text}' with limit={limit}, offset={offset}")

    if isinstance(text, str) and len(text) > 2:
-        logger.debug(f"[load_shouts_search] Calling search_text service for '{text}'")
-        results = await search_text(text, limit, offset)
+        logger.debug(f"[load_shouts_search] Calling Muvera search service for '{text}'")
+        results = await search_service.search(text, limit, offset)

        logger.debug(f"[load_shouts_search] Search service returned {len(results)} results for '{text}'")

@@ -624,7 +624,6 @@ async def load_shouts_random_top(_: None, info: GraphQLResolveInfo, options: dic

 async def fetch_all_shouts(
    session: Session,
-    search_service: SearchService,
    limit: int = 100,
    offset: int = 0,
    search_query: str = "",
--- a/services/search.py
+++ b/services/search.py
--- a/settings.py
+++ b/settings.py
@@ -91,4 +91,8 @@ MAILGUN_API_KEY = os.getenv("MAILGUN_API_KEY", "")
 MAILGUN_DOMAIN = os.getenv("MAILGUN_DOMAIN", "discours.io")


-TXTAI_SERVICE_URL = os.environ.get("TXTAI_SERVICE_URL", "none")
+# Search service configuration
+SEARCH_MAX_BATCH_SIZE = int(os.environ.get("SEARCH_MAX_BATCH_SIZE", "25"))
+SEARCH_CACHE_ENABLED = bool(os.environ.get("SEARCH_CACHE_ENABLED", "true").lower() in ["true", "1", "yes"])
+SEARCH_CACHE_TTL_SECONDS = int(os.environ.get("SEARCH_CACHE_TTL_SECONDS", "300"))
+SEARCH_PREFETCH_SIZE = int(os.environ.get("SEARCH_PREFETCH_SIZE", "200"))
--- a/storage/env.py
+++ b/storage/env.py
@@ -70,9 +70,10 @@ class EnvService:
        "REDIS_PASSWORD": "redis",
        "REDIS_DB": "redis",
        # Search
-        "SEARCH_API_KEY": "search",
-        "ELASTICSEARCH_URL": "search",
-        "SEARCH_INDEX": "search",
+        "SEARCH_MAX_BATCH_SIZE": "search",
+        "SEARCH_PREFETCH_SIZE": "search",
+        "SEARCH_CACHE_ENABLED": "search",
+        "SEARCH_CACHE_TTL_SECONDS": "search",
        # Integrations
        "GOOGLE_ANALYTICS_ID": "integrations",
        "SENTRY_DSN": "integrations",
@@ -108,7 +109,6 @@ class EnvService:
        "OAUTH_GITHUB_CLIENT_SECRET",
        "POSTGRES_PASSWORD",
        "REDIS_PASSWORD",
-        "SEARCH_API_KEY",
        "SENTRY_DSN",
        "SMTP_PASSWORD",
    }
@@ -140,9 +140,10 @@ class EnvService:
            "REDIS_PORT": "Порт Redis",
            "REDIS_PASSWORD": "Пароль Redis",
            "REDIS_DB": "Номер базы данных Redis",
-            "SEARCH_API_KEY": "API ключ для поиска",
-            "ELASTICSEARCH_URL": "URL Elasticsearch",
-            "SEARCH_INDEX": "Индекс поиска",
+            "SEARCH_MAX_BATCH_SIZE": "Максимальный размер пакета для индексации",
+            "SEARCH_PREFETCH_SIZE": "Размер кеша поиска",
+            "SEARCH_CACHE_ENABLED": "Включить кеширование поиска",
+            "SEARCH_CACHE_TTL_SECONDS": "Время жизни кеша поиска",
            "GOOGLE_ANALYTICS_ID": "Google Analytics ID",
            "SENTRY_DSN": "Sentry DSN",
            "SMTP_HOST": "SMTP сервер",
--- a/uv.lock
+++ b/uv.lock
@@ -413,7 +413,7 @@ wheels = [

 [[package]]
 name = "discours-core"
-version = "0.9.8"
+version = "0.9.9"
 source = { editable = "." }
 dependencies = [
    { name = "alembic" },
@@ -425,6 +425,7 @@ dependencies = [
    { name = "gql" },
    { name = "granian" },
    { name = "httpx" },
+    { name = "muvera" },
    { name = "orjson" },
    { name = "psycopg2-binary" },
    { name = "pydantic" },
@@ -476,6 +477,7 @@ requires-dist = [
    { name = "gql" },
    { name = "granian" },
    { name = "httpx" },
+    { name = "muvera" },
    { name = "orjson" },
    { name = "psycopg2-binary" },
    { name = "pydantic" },
@@ -1034,6 +1036,19 @@ wheels = [
    { url = "https://files.pythonhosted.org/packages/fd/69/b547032297c7e63ba2af494edba695d781af8a0c6e89e4d06cf848b21d80/multidict-6.6.4-py3-none-any.whl", hash = "sha256:27d8f8e125c07cb954e54d75d04905a9bba8a439c1d84aca94949d4d03d8601c", size = 12313, upload-time = "2025-08-11T12:08:46.891Z" },
 ]

+[[package]]
+name = "muvera"
+version = "0.2.0"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "cffi" },
+    { name = "numpy" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/be/57/8624c02b45978e7dce6cbe91f664284718055ce67e5b2d56c6ea3c81045c/muvera-0.2.0.tar.gz", hash = "sha256:61390f9b2e32ffb7f8022a2efc7acaef404fb2556883d14a3c4f5b527c59a477", size = 62497, upload-time = "2025-07-12T14:29:41.165Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/73/6a/ef5c0d64c3eb2a369042a7f2dc8617e71cc9c1558746b9fc3c50799f6130/muvera-0.2.0-cp312-cp312-win_amd64.whl", hash = "sha256:ff216042f6253473f44d8e4405657c60f030ea4d8238ca2afd50876d7876f31a", size = 182682, upload-time = "2025-07-12T14:29:38.833Z" },
+]
+
 [[package]]
 name = "mypy"
 version = "1.17.1"
@@ -1081,6 +1096,87 @@ wheels = [
    { url = "https://files.pythonhosted.org/packages/79/7b/2c79738432f5c924bef5071f933bcc9efd0473bac3b4aa584a6f7c1c8df8/mypy_extensions-1.1.0-py3-none-any.whl", hash = "sha256:1be4cccdb0f2482337c4743e60421de3a356cd97508abadd57d47403e94f5505", size = 4963, upload-time = "2025-04-22T14:54:22.983Z" },
 ]

+[[package]]
+name = "numpy"
+version = "2.3.2"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/37/7d/3fec4199c5ffb892bed55cff901e4f39a58c81df9c44c280499e92cad264/numpy-2.3.2.tar.gz", hash = "sha256:e0486a11ec30cdecb53f184d496d1c6a20786c81e55e41640270130056f8ee48", size = 20489306, upload-time = "2025-07-24T21:32:07.553Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/96/26/1320083986108998bd487e2931eed2aeedf914b6e8905431487543ec911d/numpy-2.3.2-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:852ae5bed3478b92f093e30f785c98e0cb62fa0a939ed057c31716e18a7a22b9", size = 21259016, upload-time = "2025-07-24T20:24:35.214Z" },
+    { url = "https://files.pythonhosted.org/packages/c4/2b/792b341463fa93fc7e55abbdbe87dac316c5b8cb5e94fb7a59fb6fa0cda5/numpy-2.3.2-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:7a0e27186e781a69959d0230dd9909b5e26024f8da10683bd6344baea1885168", size = 14451158, upload-time = "2025-07-24T20:24:58.397Z" },
+    { url = "https://files.pythonhosted.org/packages/b7/13/e792d7209261afb0c9f4759ffef6135b35c77c6349a151f488f531d13595/numpy-2.3.2-cp311-cp311-macosx_14_0_arm64.whl", hash = "sha256:f0a1a8476ad77a228e41619af2fa9505cf69df928e9aaa165746584ea17fed2b", size = 5379817, upload-time = "2025-07-24T20:25:07.746Z" },
+    { url = "https://files.pythonhosted.org/packages/49/ce/055274fcba4107c022b2113a213c7287346563f48d62e8d2a5176ad93217/numpy-2.3.2-cp311-cp311-macosx_14_0_x86_64.whl", hash = "sha256:cbc95b3813920145032412f7e33d12080f11dc776262df1712e1638207dde9e8", size = 6913606, upload-time = "2025-07-24T20:25:18.84Z" },
+    { url = "https://files.pythonhosted.org/packages/17/f2/e4d72e6bc5ff01e2ab613dc198d560714971900c03674b41947e38606502/numpy-2.3.2-cp311-cp311-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:f75018be4980a7324edc5930fe39aa391d5734531b1926968605416ff58c332d", size = 14589652, upload-time = "2025-07-24T20:25:40.356Z" },
+    { url = "https://files.pythonhosted.org/packages/c8/b0/fbeee3000a51ebf7222016e2939b5c5ecf8000a19555d04a18f1e02521b8/numpy-2.3.2-cp311-cp311-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:20b8200721840f5621b7bd03f8dcd78de33ec522fc40dc2641aa09537df010c3", size = 16938816, upload-time = "2025-07-24T20:26:05.721Z" },
+    { url = "https://files.pythonhosted.org/packages/a9/ec/2f6c45c3484cc159621ea8fc000ac5a86f1575f090cac78ac27193ce82cd/numpy-2.3.2-cp311-cp311-musllinux_1_2_aarch64.whl", hash = "sha256:1f91e5c028504660d606340a084db4b216567ded1056ea2b4be4f9d10b67197f", size = 16370512, upload-time = "2025-07-24T20:26:30.545Z" },
+    { url = "https://files.pythonhosted.org/packages/b5/01/dd67cf511850bd7aefd6347aaae0956ed415abea741ae107834aae7d6d4e/numpy-2.3.2-cp311-cp311-musllinux_1_2_x86_64.whl", hash = "sha256:fb1752a3bb9a3ad2d6b090b88a9a0ae1cd6f004ef95f75825e2f382c183b2097", size = 18884947, upload-time = "2025-07-24T20:26:58.24Z" },
+    { url = "https://files.pythonhosted.org/packages/a7/17/2cf60fd3e6a61d006778735edf67a222787a8c1a7842aed43ef96d777446/numpy-2.3.2-cp311-cp311-win32.whl", hash = "sha256:4ae6863868aaee2f57503c7a5052b3a2807cf7a3914475e637a0ecd366ced220", size = 6599494, upload-time = "2025-07-24T20:27:09.786Z" },
+    { url = "https://files.pythonhosted.org/packages/d5/03/0eade211c504bda872a594f045f98ddcc6caef2b7c63610946845e304d3f/numpy-2.3.2-cp311-cp311-win_amd64.whl", hash = "sha256:240259d6564f1c65424bcd10f435145a7644a65a6811cfc3201c4a429ba79170", size = 13087889, upload-time = "2025-07-24T20:27:29.558Z" },
+    { url = "https://files.pythonhosted.org/packages/13/32/2c7979d39dafb2a25087e12310fc7f3b9d3c7d960df4f4bc97955ae0ce1d/numpy-2.3.2-cp311-cp311-win_arm64.whl", hash = "sha256:4209f874d45f921bde2cff1ffcd8a3695f545ad2ffbef6d3d3c6768162efab89", size = 10459560, upload-time = "2025-07-24T20:27:46.803Z" },
+    { url = "https://files.pythonhosted.org/packages/00/6d/745dd1c1c5c284d17725e5c802ca4d45cfc6803519d777f087b71c9f4069/numpy-2.3.2-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:bc3186bea41fae9d8e90c2b4fb5f0a1f5a690682da79b92574d63f56b529080b", size = 20956420, upload-time = "2025-07-24T20:28:18.002Z" },
+    { url = "https://files.pythonhosted.org/packages/bc/96/e7b533ea5740641dd62b07a790af5d9d8fec36000b8e2d0472bd7574105f/numpy-2.3.2-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:2f4f0215edb189048a3c03bd5b19345bdfa7b45a7a6f72ae5945d2a28272727f", size = 14184660, upload-time = "2025-07-24T20:28:39.522Z" },
+    { url = "https://files.pythonhosted.org/packages/2b/53/102c6122db45a62aa20d1b18c9986f67e6b97e0d6fbc1ae13e3e4c84430c/numpy-2.3.2-cp312-cp312-macosx_14_0_arm64.whl", hash = "sha256:8b1224a734cd509f70816455c3cffe13a4f599b1bf7130f913ba0e2c0b2006c0", size = 5113382, upload-time = "2025-07-24T20:28:48.544Z" },
+    { url = "https://files.pythonhosted.org/packages/2b/21/376257efcbf63e624250717e82b4fae93d60178f09eb03ed766dbb48ec9c/numpy-2.3.2-cp312-cp312-macosx_14_0_x86_64.whl", hash = "sha256:3dcf02866b977a38ba3ec10215220609ab9667378a9e2150615673f3ffd6c73b", size = 6647258, upload-time = "2025-07-24T20:28:59.104Z" },
+    { url = "https://files.pythonhosted.org/packages/91/ba/f4ebf257f08affa464fe6036e13f2bf9d4642a40228781dc1235da81be9f/numpy-2.3.2-cp312-cp312-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:572d5512df5470f50ada8d1972c5f1082d9a0b7aa5944db8084077570cf98370", size = 14281409, upload-time = "2025-07-24T20:40:30.298Z" },
+    { url = "https://files.pythonhosted.org/packages/59/ef/f96536f1df42c668cbacb727a8c6da7afc9c05ece6d558927fb1722693e1/numpy-2.3.2-cp312-cp312-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:8145dd6d10df13c559d1e4314df29695613575183fa2e2d11fac4c208c8a1f73", size = 16641317, upload-time = "2025-07-24T20:40:56.625Z" },
+    { url = "https://files.pythonhosted.org/packages/f6/a7/af813a7b4f9a42f498dde8a4c6fcbff8100eed00182cc91dbaf095645f38/numpy-2.3.2-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:103ea7063fa624af04a791c39f97070bf93b96d7af7eb23530cd087dc8dbe9dc", size = 16056262, upload-time = "2025-07-24T20:41:20.797Z" },
+    { url = "https://files.pythonhosted.org/packages/8b/5d/41c4ef8404caaa7f05ed1cfb06afe16a25895260eacbd29b4d84dff2920b/numpy-2.3.2-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:fc927d7f289d14f5e037be917539620603294454130b6de200091e23d27dc9be", size = 18579342, upload-time = "2025-07-24T20:41:50.753Z" },
+    { url = "https://files.pythonhosted.org/packages/a1/4f/9950e44c5a11636f4a3af6e825ec23003475cc9a466edb7a759ed3ea63bd/numpy-2.3.2-cp312-cp312-win32.whl", hash = "sha256:d95f59afe7f808c103be692175008bab926b59309ade3e6d25009e9a171f7036", size = 6320610, upload-time = "2025-07-24T20:42:01.551Z" },
+    { url = "https://files.pythonhosted.org/packages/7c/2f/244643a5ce54a94f0a9a2ab578189c061e4a87c002e037b0829dd77293b6/numpy-2.3.2-cp312-cp312-win_amd64.whl", hash = "sha256:9e196ade2400c0c737d93465327d1ae7c06c7cb8a1756121ebf54b06ca183c7f", size = 12786292, upload-time = "2025-07-24T20:42:20.738Z" },
+    { url = "https://files.pythonhosted.org/packages/54/cd/7b5f49d5d78db7badab22d8323c1b6ae458fbf86c4fdfa194ab3cd4eb39b/numpy-2.3.2-cp312-cp312-win_arm64.whl", hash = "sha256:ee807923782faaf60d0d7331f5e86da7d5e3079e28b291973c545476c2b00d07", size = 10194071, upload-time = "2025-07-24T20:42:36.657Z" },
+    { url = "https://files.pythonhosted.org/packages/1c/c0/c6bb172c916b00700ed3bf71cb56175fd1f7dbecebf8353545d0b5519f6c/numpy-2.3.2-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:c8d9727f5316a256425892b043736d63e89ed15bbfe6556c5ff4d9d4448ff3b3", size = 20949074, upload-time = "2025-07-24T20:43:07.813Z" },
+    { url = "https://files.pythonhosted.org/packages/20/4e/c116466d22acaf4573e58421c956c6076dc526e24a6be0903219775d862e/numpy-2.3.2-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:efc81393f25f14d11c9d161e46e6ee348637c0a1e8a54bf9dedc472a3fae993b", size = 14177311, upload-time = "2025-07-24T20:43:29.335Z" },
+    { url = "https://files.pythonhosted.org/packages/78/45/d4698c182895af189c463fc91d70805d455a227261d950e4e0f1310c2550/numpy-2.3.2-cp313-cp313-macosx_14_0_arm64.whl", hash = "sha256:dd937f088a2df683cbb79dda9a772b62a3e5a8a7e76690612c2737f38c6ef1b6", size = 5106022, upload-time = "2025-07-24T20:43:37.999Z" },
+    { url = "https://files.pythonhosted.org/packages/9f/76/3e6880fef4420179309dba72a8c11f6166c431cf6dee54c577af8906f914/numpy-2.3.2-cp313-cp313-macosx_14_0_x86_64.whl", hash = "sha256:11e58218c0c46c80509186e460d79fbdc9ca1eb8d8aee39d8f2dc768eb781089", size = 6640135, upload-time = "2025-07-24T20:43:49.28Z" },
+    { url = "https://files.pythonhosted.org/packages/34/fa/87ff7f25b3c4ce9085a62554460b7db686fef1e0207e8977795c7b7d7ba1/numpy-2.3.2-cp313-cp313-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:5ad4ebcb683a1f99f4f392cc522ee20a18b2bb12a2c1c42c3d48d5a1adc9d3d2", size = 14278147, upload-time = "2025-07-24T20:44:10.328Z" },
+    { url = "https://files.pythonhosted.org/packages/1d/0f/571b2c7a3833ae419fe69ff7b479a78d313581785203cc70a8db90121b9a/numpy-2.3.2-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:938065908d1d869c7d75d8ec45f735a034771c6ea07088867f713d1cd3bbbe4f", size = 16635989, upload-time = "2025-07-24T20:44:34.88Z" },
+    { url = "https://files.pythonhosted.org/packages/24/5a/84ae8dca9c9a4c592fe11340b36a86ffa9fd3e40513198daf8a97839345c/numpy-2.3.2-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:66459dccc65d8ec98cc7df61307b64bf9e08101f9598755d42d8ae65d9a7a6ee", size = 16053052, upload-time = "2025-07-24T20:44:58.872Z" },
+    { url = "https://files.pythonhosted.org/packages/57/7c/e5725d99a9133b9813fcf148d3f858df98511686e853169dbaf63aec6097/numpy-2.3.2-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:a7af9ed2aa9ec5950daf05bb11abc4076a108bd3c7db9aa7251d5f107079b6a6", size = 18577955, upload-time = "2025-07-24T20:45:26.714Z" },
+    { url = "https://files.pythonhosted.org/packages/ae/11/7c546fcf42145f29b71e4d6f429e96d8d68e5a7ba1830b2e68d7418f0bbd/numpy-2.3.2-cp313-cp313-win32.whl", hash = "sha256:906a30249315f9c8e17b085cc5f87d3f369b35fedd0051d4a84686967bdbbd0b", size = 6311843, upload-time = "2025-07-24T20:49:24.444Z" },
+    { url = "https://files.pythonhosted.org/packages/aa/6f/a428fd1cb7ed39b4280d057720fed5121b0d7754fd2a9768640160f5517b/numpy-2.3.2-cp313-cp313-win_amd64.whl", hash = "sha256:c63d95dc9d67b676e9108fe0d2182987ccb0f11933c1e8959f42fa0da8d4fa56", size = 12782876, upload-time = "2025-07-24T20:49:43.227Z" },
+    { url = "https://files.pythonhosted.org/packages/65/85/4ea455c9040a12595fb6c43f2c217257c7b52dd0ba332c6a6c1d28b289fe/numpy-2.3.2-cp313-cp313-win_arm64.whl", hash = "sha256:b05a89f2fb84d21235f93de47129dd4f11c16f64c87c33f5e284e6a3a54e43f2", size = 10192786, upload-time = "2025-07-24T20:49:59.443Z" },
+    { url = "https://files.pythonhosted.org/packages/80/23/8278f40282d10c3f258ec3ff1b103d4994bcad78b0cba9208317f6bb73da/numpy-2.3.2-cp313-cp313t-macosx_10_13_x86_64.whl", hash = "sha256:4e6ecfeddfa83b02318f4d84acf15fbdbf9ded18e46989a15a8b6995dfbf85ab", size = 21047395, upload-time = "2025-07-24T20:45:58.821Z" },
+    { url = "https://files.pythonhosted.org/packages/1f/2d/624f2ce4a5df52628b4ccd16a4f9437b37c35f4f8a50d00e962aae6efd7a/numpy-2.3.2-cp313-cp313t-macosx_11_0_arm64.whl", hash = "sha256:508b0eada3eded10a3b55725b40806a4b855961040180028f52580c4729916a2", size = 14300374, upload-time = "2025-07-24T20:46:20.207Z" },
+    { url = "https://files.pythonhosted.org/packages/f6/62/ff1e512cdbb829b80a6bd08318a58698867bca0ca2499d101b4af063ee97/numpy-2.3.2-cp313-cp313t-macosx_14_0_arm64.whl", hash = "sha256:754d6755d9a7588bdc6ac47dc4ee97867271b17cee39cb87aef079574366db0a", size = 5228864, upload-time = "2025-07-24T20:46:30.58Z" },
+    { url = "https://files.pythonhosted.org/packages/7d/8e/74bc18078fff03192d4032cfa99d5a5ca937807136d6f5790ce07ca53515/numpy-2.3.2-cp313-cp313t-macosx_14_0_x86_64.whl", hash = "sha256:a9f66e7d2b2d7712410d3bc5684149040ef5f19856f20277cd17ea83e5006286", size = 6737533, upload-time = "2025-07-24T20:46:46.111Z" },
+    { url = "https://files.pythonhosted.org/packages/19/ea/0731efe2c9073ccca5698ef6a8c3667c4cf4eea53fcdcd0b50140aba03bc/numpy-2.3.2-cp313-cp313t-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:de6ea4e5a65d5a90c7d286ddff2b87f3f4ad61faa3db8dabe936b34c2275b6f8", size = 14352007, upload-time = "2025-07-24T20:47:07.1Z" },
+    { url = "https://files.pythonhosted.org/packages/cf/90/36be0865f16dfed20f4bc7f75235b963d5939707d4b591f086777412ff7b/numpy-2.3.2-cp313-cp313t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:a3ef07ec8cbc8fc9e369c8dcd52019510c12da4de81367d8b20bc692aa07573a", size = 16701914, upload-time = "2025-07-24T20:47:32.459Z" },
+    { url = "https://files.pythonhosted.org/packages/94/30/06cd055e24cb6c38e5989a9e747042b4e723535758e6153f11afea88c01b/numpy-2.3.2-cp313-cp313t-musllinux_1_2_aarch64.whl", hash = "sha256:27c9f90e7481275c7800dc9c24b7cc40ace3fdb970ae4d21eaff983a32f70c91", size = 16132708, upload-time = "2025-07-24T20:47:58.129Z" },
+    { url = "https://files.pythonhosted.org/packages/9a/14/ecede608ea73e58267fd7cb78f42341b3b37ba576e778a1a06baffbe585c/numpy-2.3.2-cp313-cp313t-musllinux_1_2_x86_64.whl", hash = "sha256:07b62978075b67eee4065b166d000d457c82a1efe726cce608b9db9dd66a73a5", size = 18651678, upload-time = "2025-07-24T20:48:25.402Z" },
+    { url = "https://files.pythonhosted.org/packages/40/f3/2fe6066b8d07c3685509bc24d56386534c008b462a488b7f503ba82b8923/numpy-2.3.2-cp313-cp313t-win32.whl", hash = "sha256:c771cfac34a4f2c0de8e8c97312d07d64fd8f8ed45bc9f5726a7e947270152b5", size = 6441832, upload-time = "2025-07-24T20:48:37.181Z" },
+    { url = "https://files.pythonhosted.org/packages/0b/ba/0937d66d05204d8f28630c9c60bc3eda68824abde4cf756c4d6aad03b0c6/numpy-2.3.2-cp313-cp313t-win_amd64.whl", hash = "sha256:72dbebb2dcc8305c431b2836bcc66af967df91be793d63a24e3d9b741374c450", size = 12927049, upload-time = "2025-07-24T20:48:56.24Z" },
+    { url = "https://files.pythonhosted.org/packages/e9/ed/13542dd59c104d5e654dfa2ac282c199ba64846a74c2c4bcdbc3a0f75df1/numpy-2.3.2-cp313-cp313t-win_arm64.whl", hash = "sha256:72c6df2267e926a6d5286b0a6d556ebe49eae261062059317837fda12ddf0c1a", size = 10262935, upload-time = "2025-07-24T20:49:13.136Z" },
+    { url = "https://files.pythonhosted.org/packages/c9/7c/7659048aaf498f7611b783e000c7268fcc4dcf0ce21cd10aad7b2e8f9591/numpy-2.3.2-cp314-cp314-macosx_10_13_x86_64.whl", hash = "sha256:448a66d052d0cf14ce9865d159bfc403282c9bc7bb2a31b03cc18b651eca8b1a", size = 20950906, upload-time = "2025-07-24T20:50:30.346Z" },
+    { url = "https://files.pythonhosted.org/packages/80/db/984bea9d4ddf7112a04cfdfb22b1050af5757864cfffe8e09e44b7f11a10/numpy-2.3.2-cp314-cp314-macosx_11_0_arm64.whl", hash = "sha256:546aaf78e81b4081b2eba1d105c3b34064783027a06b3ab20b6eba21fb64132b", size = 14185607, upload-time = "2025-07-24T20:50:51.923Z" },
+    { url = "https://files.pythonhosted.org/packages/e4/76/b3d6f414f4eca568f469ac112a3b510938d892bc5a6c190cb883af080b77/numpy-2.3.2-cp314-cp314-macosx_14_0_arm64.whl", hash = "sha256:87c930d52f45df092f7578889711a0768094debf73cfcde105e2d66954358125", size = 5114110, upload-time = "2025-07-24T20:51:01.041Z" },
+    { url = "https://files.pythonhosted.org/packages/9e/d2/6f5e6826abd6bca52392ed88fe44a4b52aacb60567ac3bc86c67834c3a56/numpy-2.3.2-cp314-cp314-macosx_14_0_x86_64.whl", hash = "sha256:8dc082ea901a62edb8f59713c6a7e28a85daddcb67454c839de57656478f5b19", size = 6642050, upload-time = "2025-07-24T20:51:11.64Z" },
+    { url = "https://files.pythonhosted.org/packages/c4/43/f12b2ade99199e39c73ad182f103f9d9791f48d885c600c8e05927865baf/numpy-2.3.2-cp314-cp314-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:af58de8745f7fa9ca1c0c7c943616c6fe28e75d0c81f5c295810e3c83b5be92f", size = 14296292, upload-time = "2025-07-24T20:51:33.488Z" },
+    { url = "https://files.pythonhosted.org/packages/5d/f9/77c07d94bf110a916b17210fac38680ed8734c236bfed9982fd8524a7b47/numpy-2.3.2-cp314-cp314-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:fed5527c4cf10f16c6d0b6bee1f89958bccb0ad2522c8cadc2efd318bcd545f5", size = 16638913, upload-time = "2025-07-24T20:51:58.517Z" },
+    { url = "https://files.pythonhosted.org/packages/9b/d1/9d9f2c8ea399cc05cfff8a7437453bd4e7d894373a93cdc46361bbb49a7d/numpy-2.3.2-cp314-cp314-musllinux_1_2_aarch64.whl", hash = "sha256:095737ed986e00393ec18ec0b21b47c22889ae4b0cd2d5e88342e08b01141f58", size = 16071180, upload-time = "2025-07-24T20:52:22.827Z" },
+    { url = "https://files.pythonhosted.org/packages/4c/41/82e2c68aff2a0c9bf315e47d61951099fed65d8cb2c8d9dc388cb87e947e/numpy-2.3.2-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:b5e40e80299607f597e1a8a247ff8d71d79c5b52baa11cc1cce30aa92d2da6e0", size = 18576809, upload-time = "2025-07-24T20:52:51.015Z" },
+    { url = "https://files.pythonhosted.org/packages/14/14/4b4fd3efb0837ed252d0f583c5c35a75121038a8c4e065f2c259be06d2d8/numpy-2.3.2-cp314-cp314-win32.whl", hash = "sha256:7d6e390423cc1f76e1b8108c9b6889d20a7a1f59d9a60cac4a050fa734d6c1e2", size = 6366410, upload-time = "2025-07-24T20:56:44.949Z" },
+    { url = "https://files.pythonhosted.org/packages/11/9e/b4c24a6b8467b61aced5c8dc7dcfce23621baa2e17f661edb2444a418040/numpy-2.3.2-cp314-cp314-win_amd64.whl", hash = "sha256:b9d0878b21e3918d76d2209c924ebb272340da1fb51abc00f986c258cd5e957b", size = 12918821, upload-time = "2025-07-24T20:57:06.479Z" },
+    { url = "https://files.pythonhosted.org/packages/0e/0f/0dc44007c70b1007c1cef86b06986a3812dd7106d8f946c09cfa75782556/numpy-2.3.2-cp314-cp314-win_arm64.whl", hash = "sha256:2738534837c6a1d0c39340a190177d7d66fdf432894f469728da901f8f6dc910", size = 10477303, upload-time = "2025-07-24T20:57:22.879Z" },
+    { url = "https://files.pythonhosted.org/packages/8b/3e/075752b79140b78ddfc9c0a1634d234cfdbc6f9bbbfa6b7504e445ad7d19/numpy-2.3.2-cp314-cp314t-macosx_10_13_x86_64.whl", hash = "sha256:4d002ecf7c9b53240be3bb69d80f86ddbd34078bae04d87be81c1f58466f264e", size = 21047524, upload-time = "2025-07-24T20:53:22.086Z" },
+    { url = "https://files.pythonhosted.org/packages/fe/6d/60e8247564a72426570d0e0ea1151b95ce5bd2f1597bb878a18d32aec855/numpy-2.3.2-cp314-cp314t-macosx_11_0_arm64.whl", hash = "sha256:293b2192c6bcce487dbc6326de5853787f870aeb6c43f8f9c6496db5b1781e45", size = 14300519, upload-time = "2025-07-24T20:53:44.053Z" },
+    { url = "https://files.pythonhosted.org/packages/4d/73/d8326c442cd428d47a067070c3ac6cc3b651a6e53613a1668342a12d4479/numpy-2.3.2-cp314-cp314t-macosx_14_0_arm64.whl", hash = "sha256:0a4f2021a6da53a0d580d6ef5db29947025ae8b35b3250141805ea9a32bbe86b", size = 5228972, upload-time = "2025-07-24T20:53:53.81Z" },
+    { url = "https://files.pythonhosted.org/packages/34/2e/e71b2d6dad075271e7079db776196829019b90ce3ece5c69639e4f6fdc44/numpy-2.3.2-cp314-cp314t-macosx_14_0_x86_64.whl", hash = "sha256:9c144440db4bf3bb6372d2c3e49834cc0ff7bb4c24975ab33e01199e645416f2", size = 6737439, upload-time = "2025-07-24T20:54:04.742Z" },
+    { url = "https://files.pythonhosted.org/packages/15/b0/d004bcd56c2c5e0500ffc65385eb6d569ffd3363cb5e593ae742749b2daa/numpy-2.3.2-cp314-cp314t-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:f92d6c2a8535dc4fe4419562294ff957f83a16ebdec66df0805e473ffaad8bd0", size = 14352479, upload-time = "2025-07-24T20:54:25.819Z" },
+    { url = "https://files.pythonhosted.org/packages/11/e3/285142fcff8721e0c99b51686426165059874c150ea9ab898e12a492e291/numpy-2.3.2-cp314-cp314t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:cefc2219baa48e468e3db7e706305fcd0c095534a192a08f31e98d83a7d45fb0", size = 16702805, upload-time = "2025-07-24T20:54:50.814Z" },
+    { url = "https://files.pythonhosted.org/packages/33/c3/33b56b0e47e604af2c7cd065edca892d180f5899599b76830652875249a3/numpy-2.3.2-cp314-cp314t-musllinux_1_2_aarch64.whl", hash = "sha256:76c3e9501ceb50b2ff3824c3589d5d1ab4ac857b0ee3f8f49629d0de55ecf7c2", size = 16133830, upload-time = "2025-07-24T20:55:17.306Z" },
+    { url = "https://files.pythonhosted.org/packages/6e/ae/7b1476a1f4d6a48bc669b8deb09939c56dd2a439db1ab03017844374fb67/numpy-2.3.2-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:122bf5ed9a0221b3419672493878ba4967121514b1d7d4656a7580cd11dddcbf", size = 18652665, upload-time = "2025-07-24T20:55:46.665Z" },
+    { url = "https://files.pythonhosted.org/packages/14/ba/5b5c9978c4bb161034148ade2de9db44ec316fab89ce8c400db0e0c81f86/numpy-2.3.2-cp314-cp314t-win32.whl", hash = "sha256:6f1ae3dcb840edccc45af496f312528c15b1f79ac318169d094e85e4bb35fdf1", size = 6514777, upload-time = "2025-07-24T20:55:57.66Z" },
+    { url = "https://files.pythonhosted.org/packages/eb/46/3dbaf0ae7c17cdc46b9f662c56da2054887b8d9e737c1476f335c83d33db/numpy-2.3.2-cp314-cp314t-win_amd64.whl", hash = "sha256:087ffc25890d89a43536f75c5fe8770922008758e8eeeef61733957041ed2f9b", size = 13111856, upload-time = "2025-07-24T20:56:17.318Z" },
+    { url = "https://files.pythonhosted.org/packages/c1/9e/1652778bce745a67b5fe05adde60ed362d38eb17d919a540e813d30f6874/numpy-2.3.2-cp314-cp314t-win_arm64.whl", hash = "sha256:092aeb3449833ea9c0bf0089d70c29ae480685dd2377ec9cdbbb620257f84631", size = 10544226, upload-time = "2025-07-24T20:56:34.509Z" },
+    { url = "https://files.pythonhosted.org/packages/cf/ea/50ebc91d28b275b23b7128ef25c3d08152bc4068f42742867e07a870a42a/numpy-2.3.2-pp311-pypy311_pp73-macosx_10_15_x86_64.whl", hash = "sha256:14a91ebac98813a49bc6aa1a0dfc09513dcec1d97eaf31ca21a87221a1cdcb15", size = 21130338, upload-time = "2025-07-24T20:57:54.37Z" },
+    { url = "https://files.pythonhosted.org/packages/9f/57/cdd5eac00dd5f137277355c318a955c0d8fb8aa486020c22afd305f8b88f/numpy-2.3.2-pp311-pypy311_pp73-macosx_11_0_arm64.whl", hash = "sha256:71669b5daae692189540cffc4c439468d35a3f84f0c88b078ecd94337f6cb0ec", size = 14375776, upload-time = "2025-07-24T20:58:16.303Z" },
+    { url = "https://files.pythonhosted.org/packages/83/85/27280c7f34fcd305c2209c0cdca4d70775e4859a9eaa92f850087f8dea50/numpy-2.3.2-pp311-pypy311_pp73-macosx_14_0_arm64.whl", hash = "sha256:69779198d9caee6e547adb933941ed7520f896fd9656834c300bdf4dd8642712", size = 5304882, upload-time = "2025-07-24T20:58:26.199Z" },
+    { url = "https://files.pythonhosted.org/packages/48/b4/6500b24d278e15dd796f43824e69939d00981d37d9779e32499e823aa0aa/numpy-2.3.2-pp311-pypy311_pp73-macosx_14_0_x86_64.whl", hash = "sha256:2c3271cc4097beb5a60f010bcc1cc204b300bb3eafb4399376418a83a1c6373c", size = 6818405, upload-time = "2025-07-24T20:58:37.341Z" },
+    { url = "https://files.pythonhosted.org/packages/9b/c9/142c1e03f199d202da8e980c2496213509291b6024fd2735ad28ae7065c7/numpy-2.3.2-pp311-pypy311_pp73-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:8446acd11fe3dc1830568c941d44449fd5cb83068e5c70bd5a470d323d448296", size = 14419651, upload-time = "2025-07-24T20:58:59.048Z" },
+    { url = "https://files.pythonhosted.org/packages/8b/95/8023e87cbea31a750a6c00ff9427d65ebc5fef104a136bfa69f76266d614/numpy-2.3.2-pp311-pypy311_pp73-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:aa098a5ab53fa407fded5870865c6275a5cd4101cfdef8d6fafc48286a96e981", size = 16760166, upload-time = "2025-07-24T21:28:56.38Z" },
+    { url = "https://files.pythonhosted.org/packages/78/e3/6690b3f85a05506733c7e90b577e4762517404ea78bab2ca3a5cb1aeb78d/numpy-2.3.2-pp311-pypy311_pp73-win_amd64.whl", hash = "sha256:6936aff90dda378c09bea075af0d9c675fe3a977a9d2402f95a87f440f59f619", size = 12977811, upload-time = "2025-07-24T21:29:18.234Z" },
+]
+
 [[package]]
 name = "orjson"
 version = "3.11.1"