From fcbfcc8eb2d5c21ece42a3b60e656d1e9f66a20d Mon Sep 17 00:00:00 2001 From: Meryemel-gham Date: Wed, 16 Sep 2026 12:49:21 +0200 Subject: [PATCH 01/18] feat(data): ajoute l'import historique des donnees --- .gitignore | 3 +- apps/backend/app/etl/__init__.py | 0 apps/backend/app/etl/historical_import.py | 783 ++++++++++++++++++++++ apps/backend/pyproject.toml | 1 + apps/backend/uv.lock | 95 +++ data/raw/.gitkeep | 0 6 files changed, 881 insertions(+), 1 deletion(-) create mode 100644 apps/backend/app/etl/__init__.py create mode 100644 apps/backend/app/etl/historical_import.py create mode 100644 data/raw/.gitkeep diff --git a/.gitignore b/.gitignore index bb3dca3..38ef5cf 100644 --- a/.gitignore +++ b/.gitignore @@ -52,7 +52,8 @@ standalone_admin_password.txt secrets/ # Donnees locales -data/ +data/raw/* +!data/raw/.gitkeep *.sqlite3 monitoring/grafana/data/ monitoring/prometheus/data/ diff --git a/apps/backend/app/etl/__init__.py b/apps/backend/app/etl/__init__.py new file mode 100644 index 0000000..e69de29 diff --git a/apps/backend/app/etl/historical_import.py b/apps/backend/app/etl/historical_import.py new file mode 100644 index 0000000..e876c26 --- /dev/null +++ b/apps/backend/app/etl/historical_import.py @@ -0,0 +1,783 @@ +from __future__ import annotations + +import argparse +import asyncio +import hashlib +import json +from pathlib import Path +from typing import Any + +import pandas as pd +from sqlalchemy import text +from sqlalchemy.ext.asyncio import AsyncConnection, create_async_engine + +from app.core.config import get_settings + +REQUIRED_COLUMNS = { + "timestamp", + "site_id", + "site_type", + "site_name", + "consumption_kwh", + "consumption_euros", + "temperature_celsius", + "humidity_percent", + "solar_irradiance_wm2", + "hour", + "day_of_week", + "day_name", + "month", + "is_weekend", + "is_working_hours", +} + +MEASURE_COLUMNS = [ + "consumption_kwh", + "consumption_euros", + "temperature_celsius", + "humidity_percent", + "solar_irradiance_wm2", +] + +SOURCE_NAME = "historical_csv" + + +def compute_sha256(path: Path) -> str: + """Calcule l'empreinte SHA-256 du fichier source.""" + sha256 = hashlib.sha256() + + with path.open("rb") as source: + for block in iter(lambda: source.read(1024 * 1024), b""): + sha256.update(block) + + return sha256.hexdigest() + + +def load_metadata(path: Path) -> dict[str, Any]: + """Charge les métadonnées fournies avec le dataset.""" + with path.open("r", encoding="utf-8") as source: + return json.load(source) + + +def classify_quality( + row: dict[str, Any], +) -> tuple[str, list[str]]: + """ + Déduit une qualité technique à partir des champs manquants. + + Les valeurs NULL sont conservées. On ne cherche pas ici à + déterminer la cause physique exacte de leur absence. + """ + missing = [ + column + for column in MEASURE_COLUMNS + if pd.isna(row.get(column)) + ] + + if not missing: + quality = "good" + elif len(missing) == len(MEASURE_COLUMNS): + quality = "critical" + elif "consumption_kwh" in missing: + quality = "degraded" + else: + quality = "partial" + + reasons = [ + f"missing:{column}" + for column in missing + ] + + return quality, reasons + + +def validate_source( + frame: pd.DataFrame, + metadata: dict[str, Any], +) -> None: + """Valide le dataset avant tout chargement en base.""" + missing_columns = REQUIRED_COLUMNS.difference( + frame.columns + ) + + if missing_columns: + raise ValueError( + "Colonnes obligatoires absentes : " + f"{sorted(missing_columns)}" + ) + + expected_records = int(metadata["total_records"]) + + if len(frame) != expected_records: + raise ValueError( + "Nombre de lignes inattendu : " + f"{len(frame)} au lieu de " + f"{expected_records}" + ) + + expected_sites = set(metadata["sites"].keys()) + actual_sites = set(frame["site_id"].unique()) + + if actual_sites != expected_sites: + raise ValueError( + "Sites incohérents. " + f"Attendus={sorted(expected_sites)}, " + f"trouvés={sorted(actual_sites)}" + ) + + duplicated = frame.duplicated( + subset=["site_id", "timestamp"] + ).sum() + + if duplicated: + raise ValueError( + f"{duplicated} doublons " + "(site_id, timestamp) détectés" + ) + + static_variants = ( + frame.groupby("site_id")[ + ["site_type", "site_name"] + ] + .nunique() + ) + + if (static_variants > 1).any().any(): + raise ValueError( + "Un site possède plusieurs valeurs " + "de site_type ou site_name." + ) + + # Vérifie également que tous les timestamps + # peuvent être interprétés correctement. + pd.to_datetime( + frame["timestamp"], + errors="raise", + ) + + +def normalize_timestamps( + frame: pd.DataFrame, + source_timezone: str, +) -> pd.DataFrame: + """ + Normalise les timestamps et leur associe une timezone. + + Les timestamps originaux sont conservés dans une colonne + temporaire afin de pouvoir les stocker dans raw_data. + """ + normalized = frame.copy() + + normalized["_source_timestamp"] = ( + normalized["timestamp"] + ) + + timestamps = pd.to_datetime( + normalized["timestamp"], + errors="raise", + ) + + if timestamps.dt.tz is None: + timestamps = timestamps.dt.tz_localize( + source_timezone + ) + else: + timestamps = timestamps.dt.tz_convert( + source_timezone + ) + + normalized["timestamp"] = timestamps + + return normalized + + +def to_json_value(value: Any) -> Any: + """ + Convertit une valeur Pandas/Numpy en valeur + compatible JSON. + """ + if value is None: + return None + + try: + if pd.isna(value): + return None + except (TypeError, ValueError): + pass + + if isinstance(value, pd.Timestamp): + return value.isoformat() + + if hasattr(value, "item"): + return value.item() + + return value + + +async def ensure_dataset( + connection: AsyncConnection, + metadata: dict[str, Any], + sha256: str, + source_timezone: str, + storage_uri: str, +) -> int: + """ + Crée l'entrée dataset si elle n'existe pas. + + Le SHA-256 permet de reconnaître un fichier déjà importé + et participe à l'idempotence et à la traçabilité. + """ + result = await connection.execute( + text( + """ + SELECT dataset_id + FROM dataset + WHERE archive_sha256 = :sha256 + LIMIT 1 + """ + ), + { + "sha256": sha256, + }, + ) + + existing = result.scalar_one_or_none() + + if existing is not None: + return int(existing) + + metadata_summary = { + "generator_version": metadata.get( + "generator_version" + ), + "total_sites": metadata.get( + "total_sites" + ), + "total_records": metadata.get( + "total_records" + ), + "date_range": metadata.get( + "date_range" + ), + "frequency": metadata.get( + "frequency" + ), + "null_injection_enabled": metadata.get( + "null_injection_enabled" + ), + "null_strategies": metadata.get( + "null_strategies" + ), + "importer": "historical_import_v1", + } + + result = await connection.execute( + text( + """ + INSERT INTO dataset ( + dataset_name, + archive_sha256, + storage_uri, + source_timezone, + "metadata" + ) + VALUES ( + :dataset_name, + :archive_sha256, + :storage_uri, + :source_timezone, + CAST(:metadata AS jsonb) + ) + RETURNING dataset_id + """ + ), + { + "dataset_name": ( + "EnerVision historical dataset " + "2023-2024" + ), + "archive_sha256": sha256, + "storage_uri": storage_uri, + "source_timezone": source_timezone, + "metadata": json.dumps( + metadata_summary, + ensure_ascii=False, + ), + }, + ) + + return int(result.scalar_one()) + + +async def upsert_sites( + connection: AsyncConnection, + frame: pd.DataFrame, +) -> None: + """Insère ou met à jour les sites du dataset.""" + sites = ( + frame[ + [ + "site_id", + "site_type", + "site_name", + ] + ] + .drop_duplicates( + subset=["site_id"] + ) + .to_dict( + orient="records" + ) + ) + + await connection.execute( + text( + """ + INSERT INTO site ( + site_id, + site_type, + site_name + ) + VALUES ( + :site_id, + :site_type, + :site_name + ) + ON CONFLICT (site_id) + DO UPDATE SET + site_type = EXCLUDED.site_type, + site_name = EXCLUDED.site_name + """ + ), + sites, + ) + + +def build_reading_batch( + chunk: pd.DataFrame, + dataset_id: int, +) -> list[dict[str, Any]]: + """ + Transforme un chunk Pandas en lignes prêtes + à être chargées dans la table reading. + """ + rows: list[dict[str, Any]] = [] + + for record in chunk.to_dict( + orient="records" + ): + quality, reasons = classify_quality( + record + ) + + raw_data = { + column: to_json_value(value) + for column, value in record.items() + if column != "_source_timestamp" + } + + # Dans raw_data, on conserve le timestamp + # exactement tel qu'il était dans le CSV. + raw_data["timestamp"] = to_json_value( + record["_source_timestamp"] + ) + + rows.append( + { + "site_id": record["site_id"], + "timestamp": record["timestamp"], + "source": SOURCE_NAME, + "dataset_id": dataset_id, + + # Non fourni par le dataset historique. + "consumption_kw": None, + + "consumption_kwh": to_json_value( + record["consumption_kwh"] + ), + "consumption_euros": to_json_value( + record["consumption_euros"] + ), + + # Non fournis par le CSV historique. + "voltage_v": None, + "current_a": None, + "power_factor": None, + + "temperature_celsius": ( + to_json_value( + record[ + "temperature_celsius" + ] + ) + ), + "humidity_percent": ( + to_json_value( + record[ + "humidity_percent" + ] + ) + ), + "solar_irradiance_wm2": ( + to_json_value( + record[ + "solar_irradiance_wm2" + ] + ) + ), + + "is_working_hours": bool( + record[ + "is_working_hours" + ] + ), + + "data_quality": quality, + "null_reasons": reasons, + + # Aucune imputation pendant + # l'ingestion RAW. + "imputed_values": json.dumps( + {} + ), + "imputation_method": None, + + # Conservation de la donnée source + # pour la traçabilité. + "raw_data": json.dumps( + raw_data, + ensure_ascii=False, + ), + } + ) + + return rows + + +READING_INSERT = text( + """ + INSERT INTO reading ( + site_id, + timestamp, + source, + dataset_id, + consumption_kw, + consumption_kwh, + consumption_euros, + voltage_v, + current_a, + power_factor, + temperature_celsius, + humidity_percent, + solar_irradiance_wm2, + is_working_hours, + data_quality, + null_reasons, + imputed_values, + imputation_method, + raw_data + ) + VALUES ( + :site_id, + :timestamp, + :source, + :dataset_id, + :consumption_kw, + :consumption_kwh, + :consumption_euros, + :voltage_v, + :current_a, + :power_factor, + :temperature_celsius, + :humidity_percent, + :solar_irradiance_wm2, + :is_working_hours, + :data_quality, + :null_reasons, + CAST(:imputed_values AS jsonb), + :imputation_method, + CAST(:raw_data AS jsonb) + ) + ON CONFLICT DO NOTHING + """ +) + + +async def import_historical( + csv_path: Path, + metadata_path: Path, + source_timezone: str, + batch_size: int, + dry_run: bool, + storage_uri: str, +) -> None: + """ + Exécute le pipeline ETL historique EnerVision. + + Étapes : + 1. Extract + 2. Validate + 3. Transform + 4. Load + """ + metadata = load_metadata( + metadata_path + ) + + frame = pd.read_csv( + csv_path + ) + + validate_source( + frame, + metadata, + ) + + print( + f"Lignes : {len(frame)}" + ) + print( + "Sites : " + f"{frame['site_id'].nunique()}" + ) + print( + "Période : " + f"{frame['timestamp'].min()} -> " + f"{frame['timestamp'].max()}" + ) + print( + "Doublons : " + f"{frame.duplicated(['site_id', 'timestamp']).sum()}" + ) + + print("\nValeurs NULL :") + print( + frame[ + MEASURE_COLUMNS + ].isna().sum() + ) + + sha256 = compute_sha256( + csv_path + ) + + print( + f"\nSHA-256 : {sha256}" + ) + + if dry_run: + print( + "\nDry-run terminé : " + "aucune donnée écrite." + ) + return + + normalized = normalize_timestamps( + frame, + source_timezone, + ) + + settings = get_settings() + + engine = create_async_engine( + str(settings.database_url), + pool_pre_ping=True, + ) + + try: + async with engine.begin() as connection: + dataset_id = await ensure_dataset( + connection=connection, + metadata=metadata, + sha256=sha256, + source_timezone=source_timezone, + storage_uri=storage_uri, + ) + + await upsert_sites( + connection, + normalized, + ) + + result = await connection.execute( + text( + """ + SELECT COUNT(*) + FROM reading + WHERE dataset_id = :dataset_id + AND source = :source + """ + ), + { + "dataset_id": dataset_id, + "source": SOURCE_NAME, + }, + ) + + before = int( + result.scalar_one() + ) + + for start in range( + 0, + len(normalized), + batch_size, + ): + chunk = normalized.iloc[ + start : start + batch_size + ] + + rows = build_reading_batch( + chunk, + dataset_id, + ) + + await connection.execute( + READING_INSERT, + rows, + ) + + loaded = min( + start + batch_size, + len(normalized), + ) + + print( + "Chargement : " + f"{loaded}/" + f"{len(normalized)}" + ) + + result = await connection.execute( + text( + """ + SELECT COUNT(*) + FROM reading + WHERE dataset_id = :dataset_id + AND source = :source + """ + ), + { + "dataset_id": dataset_id, + "source": SOURCE_NAME, + }, + ) + + after = int( + result.scalar_one() + ) + + print( + "\nImport terminé." + ) + print( + "dataset_id : " + f"{dataset_id}" + ) + print( + "lectures avant : " + f"{before}" + ) + print( + "lectures après : " + f"{after}" + ) + print( + "nouvelles lectures : " + f"{after - before}" + ) + + finally: + await engine.dispose() + + +def parse_args() -> argparse.Namespace: + """Définit les arguments CLI de l'import.""" + parser = argparse.ArgumentParser( + description=( + "Import historique EnerVision" + ) + ) + + parser.add_argument( + "--csv", + type=Path, + required=True, + help="Chemin vers le CSV historique.", + ) + + parser.add_argument( + "--metadata", + type=Path, + required=True, + help=( + "Chemin vers le fichier " + "dataset_metadata.json." + ), + ) + + parser.add_argument( + "--source-timezone", + default="UTC", + help=( + "Timezone associée aux timestamps " + "du dataset. Défaut : UTC." + ), + ) + + parser.add_argument( + "--batch-size", + type=int, + default=1000, + help=( + "Nombre de lignes insérées " + "par batch. Défaut : 1000." + ), + ) + + parser.add_argument( + "--dry-run", + action="store_true", + help=( + "Valide les données sans " + "écrire en base." + ), + ) + + return parser.parse_args() + + +def main() -> None: + """Point d'entrée CLI du pipeline.""" + args = parse_args() + + if args.batch_size <= 0: + raise ValueError( + "--batch-size doit être " + "strictement supérieur à 0." + ) + + # resolve() est volontairement exécuté ici, + # dans la partie synchrone du programme. + # Cela évite une opération filesystem bloquante + # à l'intérieur d'une fonction async. + storage_uri = ( + args.csv.resolve().as_uri() + ) + + asyncio.run( + import_historical( + csv_path=args.csv, + metadata_path=args.metadata, + source_timezone=( + args.source_timezone + ), + batch_size=args.batch_size, + dry_run=args.dry_run, + storage_uri=storage_uri, + ) + ) + + +if __name__ == "__main__": + main() diff --git a/apps/backend/pyproject.toml b/apps/backend/pyproject.toml index 18bf979..6cf42a5 100644 --- a/apps/backend/pyproject.toml +++ b/apps/backend/pyproject.toml @@ -16,6 +16,7 @@ dependencies = [ "pyjwt>=2.10", "argon2-cffi>=23.1", "anyio>=4.0", + "pandas>=3.0.5", ] [dependency-groups] diff --git a/apps/backend/uv.lock b/apps/backend/uv.lock index 7c2b8f4..fb43797 100644 --- a/apps/backend/uv.lock +++ b/apps/backend/uv.lock @@ -1,6 +1,11 @@ version = 1 revision = 3 requires-python = "==3.14.*" +resolution-markers = [ + "sys_platform == 'win32'", + "sys_platform == 'emscripten'", + "sys_platform != 'emscripten' and sys_platform != 'win32'", +] [[package]] name = "alembic" @@ -311,6 +316,7 @@ dependencies = [ { name = "argon2-cffi" }, { name = "asyncpg" }, { name = "fastapi" }, + { name = "pandas" }, { name = "prometheus-fastapi-instrumentator" }, { name = "pydantic", extra = ["email"] }, { name = "pydantic-settings" }, @@ -337,6 +343,7 @@ requires-dist = [ { name = "argon2-cffi", specifier = ">=23.1" }, { name = "asyncpg", specifier = ">=0.31.0" }, { name = "fastapi", specifier = ">=0.141.1" }, + { name = "pandas", specifier = ">=3.0.5" }, { name = "prometheus-fastapi-instrumentator", specifier = ">=8.1.0" }, { name = "pydantic", extras = ["email"], specifier = ">=2.13.5" }, { name = "pydantic-settings", specifier = ">=2.15.0" }, @@ -595,6 +602,35 @@ 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 = "2.5.3" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/13/01/11703282db468b85f6f7b8c7f22d058de5970d5c7e60a3a8aaa313c3de36/numpy-2.5.3.tar.gz", hash = "sha256:df2d5874ff183595a4ba404edd04f6bd9b5505c1d7708573f6a6c17489a67563", size = 20791231, upload-time = "2026-09-06T16:27:47.073Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/70/78/cf416f15dc29375a229d9dfebf8db6e313f291580b39fa1a568b6052bb07/numpy-2.5.3-cp314-cp314-macosx_10_15_x86_64.whl", hash = "sha256:350ba9783ce969cf9f7ce6e6a9a58e1a6e2a19ca025b7ee448c4db727706212a", size = 16998686, upload-time = "2026-09-06T16:25:33.171Z" }, + { url = "https://files.pythonhosted.org/packages/9e/59/abcc2d8def4fd60eec7d87f92d27c13448ffd9ab14339bcc63a0d7a2fdea/numpy-2.5.3-cp314-cp314-macosx_11_0_arm64.whl", hash = "sha256:012e66aca395d795496446e52aeeb5866312a5d4d3f27da270e5a0b43f70dc5c", size = 12013862, upload-time = "2026-09-06T16:25:36.748Z" }, + { url = "https://files.pythonhosted.org/packages/94/75/4640d2d6e4b64a049e48425a82728a41ef4adb61332d2cba68055774878b/numpy-2.5.3-cp314-cp314-macosx_14_0_arm64.whl", hash = "sha256:adc1ada2662f8a5f960b8a10d9986897e7499ef07e06d4cfe7197f8cce923c07", size = 5449793, upload-time = "2026-09-06T16:25:39.476Z" }, + { url = "https://files.pythonhosted.org/packages/96/cd/625b57ae33d4ca560f32cc0b47b4a5922146d9beb998ddf773900d440a73/numpy-2.5.3-cp314-cp314-macosx_14_0_x86_64.whl", hash = "sha256:54a115e5a73b8fc44f0cebef486365a1894b5c9760685d4558b72b7c3eb846e0", size = 6785176, upload-time = "2026-09-06T16:25:42.069Z" }, + { url = "https://files.pythonhosted.org/packages/9c/72/12918652e7912ef9751e8694c88820fcd1908e0618cb23f5f3caa6004b7b/numpy-2.5.3-cp314-cp314-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:be5a8381859b6da607c84f4f7d6847725f1cf1853ef8a2c9e115b7d58bef47dc", size = 15703377, upload-time = "2026-09-06T16:25:45.135Z" }, + { url = "https://files.pythonhosted.org/packages/45/8f/9beacf79ca7c650688ad0baa80931adb988fe6e6e5d5903c23cc3dbd70eb/numpy-2.5.3-cp314-cp314-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:b0521d0f4aebb6e06189451025fa17a913287b13c03d5fe05c017333b654ea5b", size = 16711928, upload-time = "2026-09-06T16:25:48.461Z" }, + { url = "https://files.pythonhosted.org/packages/09/8d/41d0a56e1ac4c87495c897a211b1368691b7237aadabec8b3b8f3a74d48f/numpy-2.5.3-cp314-cp314-musllinux_1_2_aarch64.whl", hash = "sha256:9deb49575e5b0b94ed72c8a64ec4d033381adc27e9060ae842971f697ba96104", size = 17059507, upload-time = "2026-09-06T16:25:51.873Z" }, + { url = "https://files.pythonhosted.org/packages/08/1e/0dfbc5cc251d54e2af790f254d24ec38637fa97ec7d5d11de7ffed787098/numpy-2.5.3-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:b00eefbcf0f292945c4b4dec2ae845389ef5bcdcd596e6e4328051db5b5ba694", size = 18471002, upload-time = "2026-09-06T16:25:55.233Z" }, + { url = "https://files.pythonhosted.org/packages/b5/2c/dfa40f6991f8185c8c30ffd023dfcbb11888e823cfab9557b920f3bb7bed/numpy-2.5.3-cp314-cp314-win32.whl", hash = "sha256:c2381f82999704f818e2c987a865050e285ec3621262c66d40f5a96c8f899f8e", size = 6180485, upload-time = "2026-09-06T16:25:58.157Z" }, + { url = "https://files.pythonhosted.org/packages/a4/73/d2c08231e4fde7e415501fd02c715d96e98599b2d8384445933944152984/numpy-2.5.3-cp314-cp314-win_amd64.whl", hash = "sha256:2c25dfa72943e4336ddb6b0ee4277b47a0c85bede0807530ec68103bf58e2c10", size = 12698179, upload-time = "2026-09-06T16:26:00.789Z" }, + { url = "https://files.pythonhosted.org/packages/5c/e9/dcdcc9b95cf5f49815055573aee1b11cfbf5299f38a180e437ded050810f/numpy-2.5.3-cp314-cp314-win_arm64.whl", hash = "sha256:15aa985ac73a8db02db7663381aa109510449d3819d37206caed27b33a65a8a6", size = 10769383, upload-time = "2026-09-06T16:26:04.011Z" }, + { url = "https://files.pythonhosted.org/packages/49/c4/af8bc08a7ef4e1529a7c0cf24969accce316b783999802089a581ec99272/numpy-2.5.3-cp314-cp314t-macosx_11_0_arm64.whl", hash = "sha256:ac7bb1c52d445bd4f8f7f97fefe6abc3a084dc4d63df50d79b17fa2b78e89297", size = 12132668, upload-time = "2026-09-06T16:26:07.138Z" }, + { url = "https://files.pythonhosted.org/packages/c5/ae/0f15eb56d4ec5e13c1f7ff04ff407f997d1acbadb45d3e1f2e2645a8f43c/numpy-2.5.3-cp314-cp314t-macosx_14_0_arm64.whl", hash = "sha256:e6ab667ba76450084eb64013762c438ea76d9d29cc676dcd6c2e9892ba37f841", size = 5568580, upload-time = "2026-09-06T16:26:09.828Z" }, + { url = "https://files.pythonhosted.org/packages/23/fb/c72a8f25d4b6e96c354e7ab45ace3b27dc11e5d6a13b6c7d0cd6b08bf112/numpy-2.5.3-cp314-cp314t-macosx_14_0_x86_64.whl", hash = "sha256:f7fabeb6cea87d65f3b926de33d03fb016cfdc29314c90974383b5582ae72891", size = 6882634, upload-time = "2026-09-06T16:26:12.524Z" }, + { url = "https://files.pythonhosted.org/packages/07/a9/968c90ed2ab15060c338e8137f1215b5a60756ae07328e0a60d1c6734df4/numpy-2.5.3-cp314-cp314t-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:1fb6f8fb9ff0b3a69f52c66ce397b0246583e9f28616231b0e32ca49259a5fa6", size = 15748923, upload-time = "2026-09-06T16:26:15.092Z" }, + { url = "https://files.pythonhosted.org/packages/59/08/9df04103947b95e3b6b1f2ed1a70521f325647a31b82da6a2aae3a485508/numpy-2.5.3-cp314-cp314t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:93e1f5447e2b1e479d7bd74701e84746b86450cff1fc368b132d195e2b8f8211", size = 16746748, upload-time = "2026-09-06T16:26:18.43Z" }, + { url = "https://files.pythonhosted.org/packages/41/a0/14c8d5fe5b53a334aabb653deb391c0fef49558f491880ea300ed6785224/numpy-2.5.3-cp314-cp314t-musllinux_1_2_aarch64.whl", hash = "sha256:c00abe94c1a69d75d827dcf1c025b25c8a45d230b3bcd77a9020883a1b047653", size = 17111561, upload-time = "2026-09-06T16:26:22.113Z" }, + { url = "https://files.pythonhosted.org/packages/c4/a6/d7e96e42f01522e154c32489640f16dfc4f6181d165d05fc3bec8c2c4999/numpy-2.5.3-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:536f963710a4e63934d80ac0dc4f478804a83e9a84b6828018f25d09953ada33", size = 18513945, upload-time = "2026-09-06T16:26:25.401Z" }, + { url = "https://files.pythonhosted.org/packages/25/39/3453afb7119d0449ef11c886874120ff180e2c337760e0e2d88f70f1a945/numpy-2.5.3-cp314-cp314t-win32.whl", hash = "sha256:4c8a6d2ebce6305fd82fbefca827775437147052a976ee7c94b36a0c1b52ac6c", size = 6335421, upload-time = "2026-09-06T16:26:28.175Z" }, + { url = "https://files.pythonhosted.org/packages/99/01/22815d2b19a1a746b1d45205cffebb3fe511a18acb75fba6c88491fc9894/numpy-2.5.3-cp314-cp314t-win_amd64.whl", hash = "sha256:9a37475425b431b4d060f23b4f52cd2f3aef6bc7c654bd760adf0040eec9d435", size = 12896420, upload-time = "2026-09-06T16:26:31.265Z" }, + { url = "https://files.pythonhosted.org/packages/fa/ee/a7cbba67eeaff038dc29ca8b98a88396c8b0cc9c89d4924f4a27a5c9150b/numpy-2.5.3-cp314-cp314t-win_arm64.whl", hash = "sha256:2d8240cb4c16fd831074aa2b2cf9fc54664d826341d61c372245b96a74a49a9a", size = 10857177, upload-time = "2026-09-06T16:26:34.167Z" }, +] + [[package]] name = "packaging" version = "26.3" @@ -604,6 +640,35 @@ wheels = [ { url = "https://files.pythonhosted.org/packages/63/34/ba1c580383c9eada3711951fef0795c80b829a078d72188184bcab9dd527/packaging-26.3-py3-none-any.whl", hash = "sha256:d7193f7c8e4e93f444fde0262bf90af30e16fa0ad0ad44cb553c87339b23cd1c", size = 129956, upload-time = "2026-08-04T18:15:27.159Z" }, ] +[[package]] +name = "pandas" +version = "3.0.5" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "numpy" }, + { name = "python-dateutil" }, + { name = "tzdata", marker = "sys_platform == 'emscripten' or sys_platform == 'win32'" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/be/4f/5f3422a2afec5ffc46308b79e53291365a93748b498ac2e58bead0197916/pandas-3.0.5.tar.gz", hash = "sha256:dca3734d6ab7c906e6730f0788b0a1dbb9f2467731f9711f77995c8e9d62d712", size = 4658219, upload-time = "2026-07-22T22:19:28.819Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/51/2f/cf6aae281264f4463f0875bcbb15fd2bb6d291cc535187dad1732475e4a9/pandas-3.0.5-cp314-cp314-macosx_10_15_x86_64.whl", hash = "sha256:2f264fc46911cc8131a7322a16199bbf8e353d27c10bb211f5bd0c814324dc36", size = 10390034, upload-time = "2026-07-22T22:18:49.818Z" }, + { url = "https://files.pythonhosted.org/packages/06/ec/5189518c7a7659c4bdcc6b1eb32c46c6f3c86b0661ffd84143d1112c7732/pandas-3.0.5-cp314-cp314-macosx_11_0_arm64.whl", hash = "sha256:53730687fcd161883b24e10411c06d6a4c0f2275d2faf3bb2bc25deb4ba8007c", size = 9980065, upload-time = "2026-07-22T22:18:52.249Z" }, + { url = "https://files.pythonhosted.org/packages/ea/f1/598503ce8d7e3c35601e0747ba288c7864baae66380725bc12f13f884dfe/pandas-3.0.5-cp314-cp314-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:960d3ebcf249f75206899fcd2c6de53f736b7265759ced0d3e559df0b8b709b0", size = 10545532, upload-time = "2026-07-22T22:18:54.813Z" }, + { url = "https://files.pythonhosted.org/packages/fa/de/ceae2adf7034e07e9910299fe412e1819c4f0dd520700a888bcb03625448/pandas-3.0.5-cp314-cp314-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:9e94c2c5ca43bd3ca32bf64d32308887b65e5f9bfd8023ea52755107a999f93b", size = 10963120, upload-time = "2026-07-22T22:18:57.42Z" }, + { url = "https://files.pythonhosted.org/packages/66/25/86e0f4451874eb79e688deeebe3c451fec4557f8952005818d800ee8ac7e/pandas-3.0.5-cp314-cp314-musllinux_1_2_aarch64.whl", hash = "sha256:e819dd5f62966b481a8cb649d3299ebd886a1ea91ed5a99bf7ce77c98d18ab94", size = 11563178, upload-time = "2026-07-22T22:18:59.729Z" }, + { url = "https://files.pythonhosted.org/packages/f3/45/8643daa3b4147e433adfcccefdd0380d3aad79d86b15d8999730fe1944d5/pandas-3.0.5-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:3c5ed2e7c06e91d340dfd091d7934f9bc82e4a36b95f647f090b9d1c9ac649da", size = 12028708, upload-time = "2026-07-22T22:19:02.164Z" }, + { url = "https://files.pythonhosted.org/packages/96/58/ad979ae617615576e8aafd569c9d4b62f1191d896e38f51d66ba06f3b89a/pandas-3.0.5-cp314-cp314-win_amd64.whl", hash = "sha256:cd8f7c6dc98527058ee6264219343f5392240a6f1bfa654fc5d79023020d0c92", size = 9951806, upload-time = "2026-07-22T22:19:04.596Z" }, + { url = "https://files.pythonhosted.org/packages/69/32/7ac03886b304049a9d2625ee88f59af760d8a93bd30ed9239bce7b9869a8/pandas-3.0.5-cp314-cp314-win_arm64.whl", hash = "sha256:5183427f5a8156d480f30333777bc978be93650a49a7c01db26adffe95b31e85", size = 9238297, upload-time = "2026-07-22T22:19:06.836Z" }, + { url = "https://files.pythonhosted.org/packages/be/ed/1d1f2ee5547d5167face2376d11c8b2a4c7bfff5a416ee7a9046891fab1e/pandas-3.0.5-cp314-cp314t-macosx_10_15_x86_64.whl", hash = "sha256:303da736987d481074ca720ada325f8bd80c64ebc2d45ed79b29df3aaa4a26ca", size = 10849690, upload-time = "2026-07-22T22:19:09.391Z" }, + { url = "https://files.pythonhosted.org/packages/57/55/17e17152e98fbb0c4b1e562bc65387a2f20a80db0f4a86bf8d3a0e4248d4/pandas-3.0.5-cp314-cp314t-macosx_11_0_arm64.whl", hash = "sha256:3b2801bbb049d0136f6c213eae02b5fca969384fc2064dd728d8620552aa49da", size = 10509945, upload-time = "2026-07-22T22:19:11.773Z" }, + { url = "https://files.pythonhosted.org/packages/88/90/817d44dbf83facf9556f33576d9af0a241981e7bb5c00606c0bcb5df8dda/pandas-3.0.5-cp314-cp314t-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:cce3a9d11d2b1f82c69a27ec1f4948a170e2c403c4bbfa8cca62e3fdebe2ef3a", size = 10392197, upload-time = "2026-07-22T22:19:14.024Z" }, + { url = "https://files.pythonhosted.org/packages/f1/da/889f00c0a6f5aa1545add70abbf01502dff87ab577adb855bd631c54d2f2/pandas-3.0.5-cp314-cp314t-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:ef01af4d8dc6cd2c8d6c7736f149574ef93fe043811eeb5e445f2647154b5040", size = 10862726, upload-time = "2026-07-22T22:19:16.351Z" }, + { url = "https://files.pythonhosted.org/packages/bc/98/f1e934fb3c98fce859c6147c6785816c7b5b9ab7821115c5d8c4de9842b9/pandas-3.0.5-cp314-cp314t-musllinux_1_2_aarch64.whl", hash = "sha256:e2759e890db96dfcffdbd9b86c3c2cb6afaf58def482820317e06163ec1066cd", size = 11414864, upload-time = "2026-07-22T22:19:18.981Z" }, + { url = "https://files.pythonhosted.org/packages/fe/be/d448af7d657d82e1888dd8551f79c6d6fb161080b5b9752d84d910ec2319/pandas-3.0.5-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:b58b1b39d46a5862e3fb18f50d1a201398619d16a0f9f73f57eea5583cf0e63c", size = 11925105, upload-time = "2026-07-22T22:19:21.515Z" }, + { url = "https://files.pythonhosted.org/packages/29/c1/ccb4238212c8c4f496c584f3044d94e0c030ed8e1d68999db46c91c2242f/pandas-3.0.5-cp314-cp314t-win_amd64.whl", hash = "sha256:1c10461f6eeb35d8f05b6184c65c8b9991663b66c46b1d559b682cb34ae7c6ea", size = 10387612, upload-time = "2026-07-22T22:19:24.257Z" }, + { url = "https://files.pythonhosted.org/packages/d2/cf/6a51b2c38980e04c279fd2fa908a1b0982064e860444acfca4ec2e2c8359/pandas-3.0.5-cp314-cp314t-win_arm64.whl", hash = "sha256:3c5015fd1730fbf883647e88068176c839c102cea883ba1769a6f4593bfc1f8c", size = 9509776, upload-time = "2026-07-22T22:19:26.694Z" }, +] + [[package]] name = "pathspec" version = "1.1.1" @@ -788,6 +853,18 @@ wheels = [ { url = "https://files.pythonhosted.org/packages/9d/7a/d968e294073affff457b041c2be9868a40c1c71f4a35fcc1e45e5493067b/pytest_cov-7.1.0-py3-none-any.whl", hash = "sha256:a0461110b7865f9a271aa1b51e516c9a95de9d696734a2f71e3e78f46e1d4678", size = 22876, upload-time = "2026-03-21T20:11:14.438Z" }, ] +[[package]] +name = "python-dateutil" +version = "2.9.0.post0" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "six" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/66/c0/0c8b6ad9f17a802ee498c46e004a0eb49bc148f2fd230864601a86dcf6db/python-dateutil-2.9.0.post0.tar.gz", hash = "sha256:37dd54208da7e1cd875388217d5e00ebd4179249f90fb72437e91a35459a0ad3", size = 342432, upload-time = "2024-03-01T18:36:20.211Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/ec/57/56b9bcc3c9c6a792fcbaf139543cee77261f3651ca9da0c93f5c1221264b/python_dateutil-2.9.0.post0-py2.py3-none-any.whl", hash = "sha256:a8b2bc7bffae282281c8140a97d3aa9c14da0b136dfe83f850eea9a5f7470427", size = 229892, upload-time = "2024-03-01T18:36:18.57Z" }, +] + [[package]] name = "python-dotenv" version = "1.2.3" @@ -857,6 +934,15 @@ wheels = [ { url = "https://files.pythonhosted.org/packages/8b/4b/51327018d056f0dad2c2238f26d1fb0f53707a9d91b75dea6d1b3039f136/ruff-0.16.7-py3-none-win_arm64.whl", hash = "sha256:aab7f39e2c9df6c596216070f98eef1207b94f8516cca20c808826974971855b", size = 10412401, upload-time = "2026-09-10T18:04:04.098Z" }, ] +[[package]] +name = "six" +version = "1.17.0" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/94/e7/b2c673351809dca68a0e064b6af791aa332cf192da575fd474ed7d6f16a2/six-1.17.0.tar.gz", hash = "sha256:ff70335d468e7eb6ec65b95b99d3a2836546063f63acc5171de367e834932a81", size = 34031, upload-time = "2024-12-04T17:35:28.174Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/b7/ce/149a00dd41f10bc29e5921b496af8b574d8413afcd5e30dfa0ed46c2cc5e/six-1.17.0-py2.py3-none-any.whl", hash = "sha256:4721f391ed90541fddacab5acf947aa0d3dc7d27b2e1e8eda2be8970586c3274", size = 11050, upload-time = "2024-12-04T17:35:26.475Z" }, +] + [[package]] name = "sqlalchemy" version = "2.0.52" @@ -916,6 +1002,15 @@ wheels = [ { url = "https://files.pythonhosted.org/packages/67/81/4add07e5172b7ac40d8ed5ff580409a7801a4fe26d529bdd915401dabfbe/typing_inspection-0.4.4-py3-none-any.whl", hash = "sha256:65b8397ba37ccbce054456aaccddfc91e6e3083c92824df348d96ca832f3f147", size = 14750, upload-time = "2026-08-12T12:37:24.648Z" }, ] +[[package]] +name = "tzdata" +version = "2026.4" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/e4/31/3d74fa778a63b98b7374323befcc0be5ab3bd94afd4096a0124e7379152c/tzdata-2026.4.tar.gz", hash = "sha256:f1b8bd365d8d210c55353f4d7f8d6d8561c0ba50d704b700d195a9424bba0d79", size = 199350, upload-time = "2026-09-12T12:56:03.251Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/f9/bc/8737e8d54cf51106118039b83f485a4783112fab49ea9d044b234978a46e/tzdata-2026.4-py2.py3-none-any.whl", hash = "sha256:c2169a8b0a7a5e9674da5a135ccdfb2b3e671b333ed9fed17b41f73c34476e81", size = 347494, upload-time = "2026-09-12T12:56:01.67Z" }, +] + [[package]] name = "uvicorn" version = "0.53.0" diff --git a/data/raw/.gitkeep b/data/raw/.gitkeep new file mode 100644 index 0000000..e69de29 From b2d52823bae33df93b2808f33556a36b4baad663 Mon Sep 17 00:00:00 2001 From: Meryemel-gham Date: Wed, 16 Sep 2026 14:16:22 +0200 Subject: [PATCH 02/18] fix(data): aligne l'import historique avec les contraintes BDD --- apps/backend/app/etl/historical_import.py | 11 +++++------ 1 file changed, 5 insertions(+), 6 deletions(-) diff --git a/apps/backend/app/etl/historical_import.py b/apps/backend/app/etl/historical_import.py index e876c26..c3b9a70 100644 --- a/apps/backend/app/etl/historical_import.py +++ b/apps/backend/app/etl/historical_import.py @@ -39,7 +39,7 @@ MEASURE_COLUMNS = [ "solar_irradiance_wm2", ] -SOURCE_NAME = "historical_csv" +SOURCE_NAME = "csv" def compute_sha256(path: Path) -> str: @@ -435,11 +435,10 @@ def build_reading_batch( "data_quality": quality, "null_reasons": reasons, - # Aucune imputation pendant - # l'ingestion RAW. - "imputed_values": json.dumps( - {} - ), + # Aucune imputation pendant l'ingestion RAW. + # Les valeurs manquantes sont conservées telles quelles + # afin de préserver la donnée source. + "imputed_values": None, "imputation_method": None, # Conservation de la donnée source From ebb72fb39996cebaafa53e4c727e6ec25257d054 Mon Sep 17 00:00:00 2001 From: Meryemel-gham Date: Wed, 16 Sep 2026 14:29:22 +0200 Subject: [PATCH 03/18] test(data): couvre l'import historique --- .../tests/etl/test_historical_import.py | 244 ++++++++++++++++++ 1 file changed, 244 insertions(+) create mode 100644 apps/backend/tests/etl/test_historical_import.py diff --git a/apps/backend/tests/etl/test_historical_import.py b/apps/backend/tests/etl/test_historical_import.py new file mode 100644 index 0000000..f311b2d --- /dev/null +++ b/apps/backend/tests/etl/test_historical_import.py @@ -0,0 +1,244 @@ +import hashlib +import json + +import pandas as pd +import pytest + +from app.etl.historical_import import ( + SOURCE_NAME, + build_reading_batch, + classify_quality, + compute_sha256, + load_metadata, + normalize_timestamps, + validate_source, +) + + +def make_metadata() -> dict: + return { + "total_records": 2, + "sites": { + "SITE001": {}, + }, + } + + +def make_dataframe() -> pd.DataFrame: + return pd.DataFrame( + [ + { + "timestamp": "2023-01-01 00:00:00", + "site_id": "SITE001", + "site_type": "office", + "site_name": "Site 1", + "consumption_kwh": 10.5, + "consumption_euros": 2.5, + "temperature_celsius": 20.0, + "humidity_percent": 50.0, + "solar_irradiance_wm2": 0.0, + "hour": 0, + "day_of_week": 6, + "day_name": "Sunday", + "month": 1, + "is_weekend": True, + "is_working_hours": False, + }, + { + "timestamp": "2023-01-01 01:00:00", + "site_id": "SITE001", + "site_type": "office", + "site_name": "Site 1", + "consumption_kwh": 11.0, + "consumption_euros": 2.7, + "temperature_celsius": 19.5, + "humidity_percent": 52.0, + "solar_irradiance_wm2": 0.0, + "hour": 1, + "day_of_week": 6, + "day_name": "Sunday", + "month": 1, + "is_weekend": True, + "is_working_hours": False, + }, + ] + ) + + +def test_compute_sha256(tmp_path): + file_path = tmp_path / "dataset.csv" + content = b"hello-enervision" + + file_path.write_bytes(content) + + expected = hashlib.sha256(content).hexdigest() + + assert compute_sha256(file_path) == expected + + +def test_load_metadata(tmp_path): + metadata_path = tmp_path / "metadata.json" + + metadata = { + "total_records": 2, + "sites": { + "SITE001": {}, + }, + } + + metadata_path.write_text( + json.dumps(metadata), + encoding="utf-8", + ) + + assert load_metadata(metadata_path) == metadata + + +def test_validate_source_accepts_valid_dataset(): + frame = make_dataframe() + + validate_source( + frame, + make_metadata(), + ) + + +def test_validate_source_rejects_missing_column(): + frame = make_dataframe().drop( + columns=["consumption_kwh"] + ) + + with pytest.raises( + ValueError, + match="Colonnes obligatoires absentes", + ): + validate_source( + frame, + make_metadata(), + ) + + +def test_validate_source_rejects_duplicates(): + frame = make_dataframe() + + frame.loc[1, "timestamp"] = frame.loc[ + 0, + "timestamp", + ] + + with pytest.raises( + ValueError, + match="doublons", + ): + validate_source( + frame, + make_metadata(), + ) + + +def test_validate_source_rejects_unknown_site(): + frame = make_dataframe() + + frame.loc[1, "site_id"] = "SITE999" + + with pytest.raises( + ValueError, + match="Sites incohérents", + ): + validate_source( + frame, + make_metadata(), + ) + + +def test_normalize_timestamps_adds_timezone(): + frame = make_dataframe() + + normalized = normalize_timestamps( + frame, + "UTC", + ) + + assert normalized["timestamp"].dt.tz is not None + + assert "_source_timestamp" in normalized.columns + + +def test_classify_quality_good(): + row = make_dataframe().iloc[0].to_dict() + + quality, reasons = classify_quality(row) + + assert quality == "good" + assert reasons == [] + + +def test_classify_quality_degraded_when_consumption_missing(): + row = make_dataframe().iloc[0].to_dict() + row["consumption_kwh"] = None + + quality, reasons = classify_quality(row) + + assert quality == "degraded" + + assert "missing:consumption_kwh" in reasons + + +def test_build_reading_batch_respects_database_contract(): + frame = normalize_timestamps( + make_dataframe(), + "UTC", + ) + + rows = build_reading_batch( + frame.iloc[:1], + dataset_id=3, + ) + + assert len(rows) == 1 + + row = rows[0] + + assert row["dataset_id"] == 3 + + # Important : + # contrainte ck_reading_dataset_source. + assert row["source"] == "csv" + assert SOURCE_NAME == "csv" + + # Important : + # contrainte ck_reading_imputation. + assert row["imputed_values"] is None + assert row["imputation_method"] is None + + assert row["data_quality"] == "good" + assert row["null_reasons"] == [] + + +def test_build_reading_batch_keeps_missing_values(): + frame = make_dataframe() + + frame.loc[0, "temperature_celsius"] = None + + frame = normalize_timestamps( + frame, + "UTC", + ) + + rows = build_reading_batch( + frame.iloc[:1], + dataset_id=3, + ) + + row = rows[0] + + assert row["temperature_celsius"] is None + + assert ( + "missing:temperature_celsius" + in row["null_reasons"] + ) + + # RAW ingestion : aucune imputation. + assert row["imputed_values"] is None + assert row["imputation_method"] is None From 74ac1b45778c27935d936a51d9460d15932874f3 Mon Sep 17 00:00:00 2001 From: Meryemel-gham Date: Thu, 17 Sep 2026 09:55:27 +0200 Subject: [PATCH 04/18] docs(data): documente le pipeline d'import historique --- docs/architecture/40-data.md | 70 +++++++ etl/README.md | 354 ++++++++++++++++++++++++++++++++++- 2 files changed, 417 insertions(+), 7 deletions(-) diff --git a/docs/architecture/40-data.md b/docs/architecture/40-data.md index 6566753..ffd5e6d 100644 --- a/docs/architecture/40-data.md +++ b/docs/architecture/40-data.md @@ -231,3 +231,73 @@ et ne sont pas considérées comme des alertes actuelles. - Les mesures API ne sont pas rattachées à un dataset historique. - Une alerte peut être associée à une prévision du même site. - Une alerte peut donner lieu à plusieurs recommandations. + +## Ingestion des données historiques + +Le MVP EnerVision initialise les données énergétiques à partir du dataset fourni dans le cadre du projet. + +Le dataset de référence contient 122 647 mesures issues de 7 sites et couvre la période du 1er janvier 2023 au 31 décembre 2024. + +Les fichiers sources CSV et JSON sont nécessaires uniquement pour l'initialisation des données. Ils ne sont pas versionnés dans Git et sont placés localement dans `data/raw/`. + +### Architecture du flux + +```text +Dataset CSV + métadonnées JSON + | + v + historical_import.py + | + +------+------+ + | | + v v + Validation SHA-256 + | Traçabilité + +------+------+ + | + v + Normalisation + + qualité data + | + v + Chargement par batches + | + v + PostgreSQL / TimescaleDB + | | | + v v v + dataset site reading +``` + +Le pipeline est développé en Python. + +Pandas est utilisé pour l'extraction, la validation et la préparation des données. SQLAlchemy Async assure le chargement transactionnel dans PostgreSQL/TimescaleDB. + +Une empreinte SHA-256 permet d'identifier le dataset utilisé et d'assurer sa traçabilité. + +Les valeurs manquantes sont conservées pendant l'ingestion afin de préserver les données sources. Aucune imputation n'est réalisée à cette étape. + +Le chargement des mesures est effectué par batches de 1 000 lignes. + +Les données provenant du dataset CSV sont identifiées par `source = "csv"` et associées à leur `dataset_id`. + +### Résultats validés + +Le chargement de référence a permis d'obtenir : + +- 1 dataset ; +- 7 sites ; +- 122 647 mesures ; +- 0 doublon détecté dans le dataset source. + +L'idempotence a également été vérifiée par une deuxième exécution du pipeline : aucune nouvelle mesure n'a été créée et le nombre de `reading` est resté à 122 647. + +La procédure détaillée d'installation, d'exécution, de validation et de contrôle du pipeline est disponible dans `etl/README.md`. + +### Évolution prévue + +L'étape suivante consiste à orchestrer les traitements Data avec Apache Airflow. + +L'orchestration réutilisera la logique ETL existante afin de séparer la logique de traitement de la planification, du suivi des exécutions et de la gestion des erreurs. + +Le pipeline servira ensuite de base à la préparation des données nécessaires au modèle de Machine Learning. diff --git a/etl/README.md b/etl/README.md index cac0f3d..b835311 100644 --- a/etl/README.md +++ b/etl/README.md @@ -1,9 +1,349 @@ -# ETL +# Pipeline ETL — EnerVision -Orchestration Apache Airflow : ingestion des mesures, agregations continues, -controles de qualite. Non initialise, voir le ticket dedie. +## Objectif -- `airflow/dags` : DAGs. -- `airflow/plugins` : operateurs et hooks maison. -- `airflow/include` : requetes SQL et ressources referencees par les DAGs. -- `airflow/tests` : tests d'integrite des DAGs. +Le pipeline ETL EnerVision permet d'intégrer les données énergétiques historiques dans PostgreSQL/TimescaleDB. + +Cette première étape du pipeline Data permet de charger le dataset fourni dans le cadre du projet, contenant les mesures énergétiques de 7 sites sur la période du 1er janvier 2023 au 31 décembre 2024. + +Le pipeline assure : + +- l'extraction des données sources ; +- la validation de leur structure et de leur cohérence ; +- la normalisation des données nécessaires au stockage ; +- le suivi de la qualité des données ; +- la traçabilité du dataset importé ; +- le chargement des données dans PostgreSQL/TimescaleDB ; +- l'idempotence du chargement afin d'éviter la création de doublons. + +## Données sources + +Le dataset est fourni par le formateur dans le cadre du projet EnerVision. + +Il contient les deux fichiers suivants : + +```text +all_sites_combined.csv +dataset_metadata.json +``` + +Ces fichiers sont nécessaires une seule fois pour initialiser les données historiques de l'environnement. + +Ils ne sont pas versionnés dans Git. Chaque membre de l'équipe récupère manuellement une fois les fichiers fournis par le formateur et les place dans : + +```text +data/raw/ +``` + +Structure locale attendue : + +```text +data/ +└── raw/ + ├── .gitkeep + ├── all_sites_combined.csv + └── dataset_metadata.json +``` + +Le fichier `.gitkeep` est versionné afin de conserver le répertoire `data/raw/` dans Git. Les fichiers CSV et JSON sont ignorés par Git. + +## Technologies utilisées + +| Technologie | Utilisation | +|---|---| +| Python | Développement du pipeline ETL | +| Pandas | Lecture, validation et transformation des données | +| JSON | Lecture des métadonnées du dataset | +| hashlib / SHA-256 | Identification, intégrité et traçabilité du dataset | +| SQLAlchemy Async | Connexion et chargement asynchrone en base | +| PostgreSQL | Stockage relationnel | +| TimescaleDB | Stockage des séries temporelles énergétiques | +| Docker Compose | Exécution de l'environnement local | +| Alembic | Gestion des migrations du schéma | +| uv | Gestion et exécution de l'environnement Python | +| Ruff | Contrôle de la qualité du code | +| Pytest | Tests automatisés | + +## Fonctionnement du pipeline + +Le script principal d'import se trouve dans : + +```text +apps/backend/app/etl/historical_import.py +``` + +Le flux d'import est le suivant : + +```text +CSV + métadonnées JSON + | + v + Extraction + | + v + Validation + | + v + Traçabilité SHA-256 + | + v + Transformation + | + v + Chargement par batches + | + v +PostgreSQL / TimescaleDB +``` + +### 1. Extraction + +Le pipeline charge : + +- `all_sites_combined.csv` avec Pandas ; +- `dataset_metadata.json` avec le module JSON de Python. + +### 2. Validation + +Avant toute écriture en base, le pipeline contrôle notamment : + +- la présence des colonnes obligatoires ; +- le nombre de lignes ; +- la cohérence des identifiants des sites ; +- la cohérence des informations associées aux sites ; +- les doublons sur le couple `(site_id, timestamp)` ; +- les timestamps ; +- les valeurs manquantes. + +Une incohérence détectée pendant cette étape interrompt l'import avant le chargement. + +### 3. Dry-run + +Un mode `--dry-run` permet d'exécuter les contrôles sans écrire de données dans PostgreSQL. + +Il permet notamment de vérifier : + +- le nombre de lignes ; +- le nombre de sites ; +- la période couverte ; +- les doublons ; +- les valeurs NULL ; +- l'empreinte SHA-256. + +### 4. Traçabilité + +Une empreinte SHA-256 est calculée à partir du fichier CSV afin d'identifier le dataset utilisé. + +Empreinte SHA-256 du dataset validé : + +```text +6E3777A97A5660B11855750B9028F70BE72138A11F26795F3A35D9CE74CE0C8D +``` + +Cette empreinte participe à la traçabilité du dataset chargé. + +### 5. Transformation + +Les timestamps sont normalisés avec la timezone : + +```text +UTC +``` + +Le pipeline détermine également la qualité des mesures à partir des données disponibles. + +Les valeurs manquantes sont conservées pendant cette phase afin de préserver la donnée source. + +Aucune imputation n'est réalisée pendant l'ingestion : + +```text +imputed_values = NULL +imputation_method = NULL +``` + +### 6. Chargement + +Le chargement est réalisé avec SQLAlchemy Async dans PostgreSQL/TimescaleDB. + +Les données sont enregistrées dans les tables : + +```text +dataset +site +reading +``` + +Les mesures sont chargées par batches de : + +```text +1000 lignes +``` + +Les mesures provenant du dataset CSV utilisent : + +```text +source = "csv" +dataset_id = identifiant du dataset +``` + +Cette représentation respecte les contraintes définies dans le schéma de la base. + +## Dataset validé + +Le dataset traité contient : + +- 122 647 mesures ; +- 7 sites ; +- une période du 01/01/2023 au 31/12/2024 ; +- 0 doublon détecté dans les données sources. + +Valeurs manquantes identifiées : + +| Variable | Nombre de valeurs NULL | +|---|---:| +| `consumption_kwh` | 2 840 | +| `consumption_euros` | 2 487 | +| `temperature_celsius` | 3 416 | +| `humidity_percent` | 3 423 | +| `solar_irradiance_wm2` | 3 964 | + +## Exécution en dry-run + +Depuis le dossier : + +```text +apps/backend/ +``` + +exécuter : + +```powershell +uv run python -m app.etl.historical_import ` + --csv ..\..\data\raw\all_sites_combined.csv ` + --metadata ..\..\data\raw\dataset_metadata.json ` + --source-timezone UTC ` + --dry-run +``` + +Aucune donnée n'est écrite dans la base pendant cette exécution. + +## Chargement réel + +Depuis `apps/backend/` : + +```powershell +uv run python -m app.etl.historical_import ` + --csv ..\..\data\raw\all_sites_combined.csv ` + --metadata ..\..\data\raw\dataset_metadata.json ` + --source-timezone UTC +``` + +Le chargement est effectué progressivement par batches. + +Exemple : + +```text +Chargement : 1000/122647 +Chargement : 2000/122647 +... +Chargement : 122647/122647 +``` + +## Résultats obtenus + +Après le chargement initial, les contrôles en base ont confirmé : + +```text +datasets = 1 +sites = 7 +readings = 122647 +source = csv +``` + +Le premier import a créé : + +```text +nouvelles lectures : 122647 +``` + +## Idempotence + +Le pipeline a été exécuté une deuxième fois avec exactement le même dataset afin de vérifier son idempotence. + +Résultat : + +```text +lectures avant : 122647 +lectures après : 122647 +nouvelles lectures : 0 +``` + +Une nouvelle exécution du même import ne crée donc pas de mesures supplémentaires pour le dataset testé. + +## Vérifications SQL + +Depuis la racine du projet, vérifier le nombre d'enregistrements avec : + +```powershell +docker compose exec db psql -U enervision -d enervision -c "SELECT COUNT(*) AS datasets FROM dataset; SELECT COUNT(*) AS sites FROM site; SELECT COUNT(*) AS readings FROM reading;" +``` + +Résultat attendu après l'import initial : + +```text +datasets = 1 +sites = 7 +readings = 122647 +``` + +Vérifier la source des mesures avec : + +```powershell +docker compose exec db psql -U enervision -d enervision -c "SELECT source, COUNT(*) FROM reading GROUP BY source ORDER BY source;" +``` + +Résultat attendu : + +```text +csv | 122647 +``` + +## Tests et qualité + +Les tests automatisés du pipeline sont situés dans : + +```text +apps/backend/tests/etl/ +``` + +Ils couvrent notamment : + +- la validation du dataset ; +- les colonnes obligatoires ; +- la détection des doublons ; +- la cohérence des sites ; +- la normalisation des timestamps ; +- la gestion des valeurs manquantes ; +- la classification de la qualité des données ; +- la construction des mesures destinées à la BDD ; +- le respect des contraintes du modèle de données. + +Exécuter les tests ETL : + +```powershell +uv run pytest tests\etl -v +``` + +Contrôler la qualité du code : + +```powershell +uv run ruff check app\etl tests\etl +``` + +## Suite du pipeline Data + +L'import historique constitue la première brique du pipeline Data EnerVision. + +La prochaine étape consiste à orchestrer les traitements ETL avec Apache Airflow, puis à préparer les données nécessaires à l'entraînement du modèle de Machine Learning. + +Airflow sera utilisé comme orchestrateur des traitements existants et ne remplacera pas la logique métier déjà implémentée dans le pipeline ETL. \ No newline at end of file From f03dce5fe37225a022bd6e3f9077e0e33cdf43d4 Mon Sep 17 00:00:00 2001 From: Meryemel-gham Date: Thu, 17 Sep 2026 10:06:54 +0200 Subject: [PATCH 05/18] style(data): applique le formatage Ruff --- apps/backend/app/etl/historical_import.py | 292 ++++-------------- .../tests/etl/test_historical_import.py | 9 +- 2 files changed, 62 insertions(+), 239 deletions(-) diff --git a/apps/backend/app/etl/historical_import.py b/apps/backend/app/etl/historical_import.py index c3b9a70..b4f2089 100644 --- a/apps/backend/app/etl/historical_import.py +++ b/apps/backend/app/etl/historical_import.py @@ -68,11 +68,7 @@ def classify_quality( Les valeurs NULL sont conservées. On ne cherche pas ici à déterminer la cause physique exacte de leur absence. """ - missing = [ - column - for column in MEASURE_COLUMNS - if pd.isna(row.get(column)) - ] + missing = [column for column in MEASURE_COLUMNS if pd.isna(row.get(column))] if not missing: quality = "good" @@ -83,10 +79,7 @@ def classify_quality( else: quality = "partial" - reasons = [ - f"missing:{column}" - for column in missing - ] + reasons = [f"missing:{column}" for column in missing] return quality, reasons @@ -96,57 +89,33 @@ def validate_source( metadata: dict[str, Any], ) -> None: """Valide le dataset avant tout chargement en base.""" - missing_columns = REQUIRED_COLUMNS.difference( - frame.columns - ) + missing_columns = REQUIRED_COLUMNS.difference(frame.columns) if missing_columns: - raise ValueError( - "Colonnes obligatoires absentes : " - f"{sorted(missing_columns)}" - ) + raise ValueError(f"Colonnes obligatoires absentes : {sorted(missing_columns)}") expected_records = int(metadata["total_records"]) if len(frame) != expected_records: - raise ValueError( - "Nombre de lignes inattendu : " - f"{len(frame)} au lieu de " - f"{expected_records}" - ) + raise ValueError(f"Nombre de lignes inattendu : {len(frame)} au lieu de {expected_records}") expected_sites = set(metadata["sites"].keys()) actual_sites = set(frame["site_id"].unique()) if actual_sites != expected_sites: raise ValueError( - "Sites incohérents. " - f"Attendus={sorted(expected_sites)}, " - f"trouvés={sorted(actual_sites)}" + f"Sites incohérents. Attendus={sorted(expected_sites)}, trouvés={sorted(actual_sites)}" ) - duplicated = frame.duplicated( - subset=["site_id", "timestamp"] - ).sum() + duplicated = frame.duplicated(subset=["site_id", "timestamp"]).sum() if duplicated: - raise ValueError( - f"{duplicated} doublons " - "(site_id, timestamp) détectés" - ) + raise ValueError(f"{duplicated} doublons (site_id, timestamp) détectés") - static_variants = ( - frame.groupby("site_id")[ - ["site_type", "site_name"] - ] - .nunique() - ) + static_variants = frame.groupby("site_id")[["site_type", "site_name"]].nunique() if (static_variants > 1).any().any(): - raise ValueError( - "Un site possède plusieurs valeurs " - "de site_type ou site_name." - ) + raise ValueError("Un site possède plusieurs valeurs de site_type ou site_name.") # Vérifie également que tous les timestamps # peuvent être interprétés correctement. @@ -168,9 +137,7 @@ def normalize_timestamps( """ normalized = frame.copy() - normalized["_source_timestamp"] = ( - normalized["timestamp"] - ) + normalized["_source_timestamp"] = normalized["timestamp"] timestamps = pd.to_datetime( normalized["timestamp"], @@ -178,13 +145,9 @@ def normalize_timestamps( ) if timestamps.dt.tz is None: - timestamps = timestamps.dt.tz_localize( - source_timezone - ) + timestamps = timestamps.dt.tz_localize(source_timezone) else: - timestamps = timestamps.dt.tz_convert( - source_timezone - ) + timestamps = timestamps.dt.tz_convert(source_timezone) normalized["timestamp"] = timestamps @@ -202,7 +165,7 @@ def to_json_value(value: Any) -> Any: try: if pd.isna(value): return None - except (TypeError, ValueError): + except TypeError, ValueError: pass if isinstance(value, pd.Timestamp): @@ -247,27 +210,13 @@ async def ensure_dataset( return int(existing) metadata_summary = { - "generator_version": metadata.get( - "generator_version" - ), - "total_sites": metadata.get( - "total_sites" - ), - "total_records": metadata.get( - "total_records" - ), - "date_range": metadata.get( - "date_range" - ), - "frequency": metadata.get( - "frequency" - ), - "null_injection_enabled": metadata.get( - "null_injection_enabled" - ), - "null_strategies": metadata.get( - "null_strategies" - ), + "generator_version": metadata.get("generator_version"), + "total_sites": metadata.get("total_sites"), + "total_records": metadata.get("total_records"), + "date_range": metadata.get("date_range"), + "frequency": metadata.get("frequency"), + "null_injection_enabled": metadata.get("null_injection_enabled"), + "null_strategies": metadata.get("null_strategies"), "importer": "historical_import_v1", } @@ -292,10 +241,7 @@ async def ensure_dataset( """ ), { - "dataset_name": ( - "EnerVision historical dataset " - "2023-2024" - ), + "dataset_name": ("EnerVision historical dataset 2023-2024"), "archive_sha256": sha256, "storage_uri": storage_uri, "source_timezone": source_timezone, @@ -322,12 +268,8 @@ async def upsert_sites( "site_name", ] ] - .drop_duplicates( - subset=["site_id"] - ) - .to_dict( - orient="records" - ) + .drop_duplicates(subset=["site_id"]) + .to_dict(orient="records") ) await connection.execute( @@ -363,12 +305,8 @@ def build_reading_batch( """ rows: list[dict[str, Any]] = [] - for record in chunk.to_dict( - orient="records" - ): - quality, reasons = classify_quality( - record - ) + for record in chunk.to_dict(orient="records"): + quality, reasons = classify_quality(record) raw_data = { column: to_json_value(value) @@ -378,9 +316,7 @@ def build_reading_batch( # Dans raw_data, on conserve le timestamp # exactement tel qu'il était dans le CSV. - raw_data["timestamp"] = to_json_value( - record["_source_timestamp"] - ) + raw_data["timestamp"] = to_json_value(record["_source_timestamp"]) rows.append( { @@ -388,59 +324,25 @@ def build_reading_batch( "timestamp": record["timestamp"], "source": SOURCE_NAME, "dataset_id": dataset_id, - # Non fourni par le dataset historique. "consumption_kw": None, - - "consumption_kwh": to_json_value( - record["consumption_kwh"] - ), - "consumption_euros": to_json_value( - record["consumption_euros"] - ), - + "consumption_kwh": to_json_value(record["consumption_kwh"]), + "consumption_euros": to_json_value(record["consumption_euros"]), # Non fournis par le CSV historique. "voltage_v": None, "current_a": None, "power_factor": None, - - "temperature_celsius": ( - to_json_value( - record[ - "temperature_celsius" - ] - ) - ), - "humidity_percent": ( - to_json_value( - record[ - "humidity_percent" - ] - ) - ), - "solar_irradiance_wm2": ( - to_json_value( - record[ - "solar_irradiance_wm2" - ] - ) - ), - - "is_working_hours": bool( - record[ - "is_working_hours" - ] - ), - + "temperature_celsius": (to_json_value(record["temperature_celsius"])), + "humidity_percent": (to_json_value(record["humidity_percent"])), + "solar_irradiance_wm2": (to_json_value(record["solar_irradiance_wm2"])), + "is_working_hours": bool(record["is_working_hours"]), "data_quality": quality, "null_reasons": reasons, - # Aucune imputation pendant l'ingestion RAW. # Les valeurs manquantes sont conservées telles quelles # afin de préserver la donnée source. "imputed_values": None, "imputation_method": None, - # Conservation de la donnée source # pour la traçabilité. "raw_data": json.dumps( @@ -519,56 +421,29 @@ async def import_historical( 3. Transform 4. Load """ - metadata = load_metadata( - metadata_path - ) + metadata = load_metadata(metadata_path) - frame = pd.read_csv( - csv_path - ) + frame = pd.read_csv(csv_path) validate_source( frame, metadata, ) - print( - f"Lignes : {len(frame)}" - ) - print( - "Sites : " - f"{frame['site_id'].nunique()}" - ) - print( - "Période : " - f"{frame['timestamp'].min()} -> " - f"{frame['timestamp'].max()}" - ) - print( - "Doublons : " - f"{frame.duplicated(['site_id', 'timestamp']).sum()}" - ) + print(f"Lignes : {len(frame)}") + print(f"Sites : {frame['site_id'].nunique()}") + print(f"Période : {frame['timestamp'].min()} -> {frame['timestamp'].max()}") + print(f"Doublons : {frame.duplicated(['site_id', 'timestamp']).sum()}") print("\nValeurs NULL :") - print( - frame[ - MEASURE_COLUMNS - ].isna().sum() - ) + print(frame[MEASURE_COLUMNS].isna().sum()) - sha256 = compute_sha256( - csv_path - ) + sha256 = compute_sha256(csv_path) - print( - f"\nSHA-256 : {sha256}" - ) + print(f"\nSHA-256 : {sha256}") if dry_run: - print( - "\nDry-run terminé : " - "aucune donnée écrite." - ) + print("\nDry-run terminé : aucune donnée écrite.") return normalized = normalize_timestamps( @@ -613,18 +488,14 @@ async def import_historical( }, ) - before = int( - result.scalar_one() - ) + before = int(result.scalar_one()) for start in range( 0, len(normalized), batch_size, ): - chunk = normalized.iloc[ - start : start + batch_size - ] + chunk = normalized.iloc[start : start + batch_size] rows = build_reading_batch( chunk, @@ -641,11 +512,7 @@ async def import_historical( len(normalized), ) - print( - "Chargement : " - f"{loaded}/" - f"{len(normalized)}" - ) + print(f"Chargement : {loaded}/{len(normalized)}") result = await connection.execute( text( @@ -662,29 +529,13 @@ async def import_historical( }, ) - after = int( - result.scalar_one() - ) + after = int(result.scalar_one()) - print( - "\nImport terminé." - ) - print( - "dataset_id : " - f"{dataset_id}" - ) - print( - "lectures avant : " - f"{before}" - ) - print( - "lectures après : " - f"{after}" - ) - print( - "nouvelles lectures : " - f"{after - before}" - ) + print("\nImport terminé.") + print(f"dataset_id : {dataset_id}") + print(f"lectures avant : {before}") + print(f"lectures après : {after}") + print(f"nouvelles lectures : {after - before}") finally: await engine.dispose() @@ -692,11 +543,7 @@ async def import_historical( def parse_args() -> argparse.Namespace: """Définit les arguments CLI de l'import.""" - parser = argparse.ArgumentParser( - description=( - "Import historique EnerVision" - ) - ) + parser = argparse.ArgumentParser(description=("Import historique EnerVision")) parser.add_argument( "--csv", @@ -709,38 +556,26 @@ def parse_args() -> argparse.Namespace: "--metadata", type=Path, required=True, - help=( - "Chemin vers le fichier " - "dataset_metadata.json." - ), + help=("Chemin vers le fichier dataset_metadata.json."), ) parser.add_argument( "--source-timezone", default="UTC", - help=( - "Timezone associée aux timestamps " - "du dataset. Défaut : UTC." - ), + help=("Timezone associée aux timestamps du dataset. Défaut : UTC."), ) parser.add_argument( "--batch-size", type=int, default=1000, - help=( - "Nombre de lignes insérées " - "par batch. Défaut : 1000." - ), + help=("Nombre de lignes insérées par batch. Défaut : 1000."), ) parser.add_argument( "--dry-run", action="store_true", - help=( - "Valide les données sans " - "écrire en base." - ), + help=("Valide les données sans écrire en base."), ) return parser.parse_args() @@ -751,26 +586,19 @@ def main() -> None: args = parse_args() if args.batch_size <= 0: - raise ValueError( - "--batch-size doit être " - "strictement supérieur à 0." - ) + raise ValueError("--batch-size doit être strictement supérieur à 0.") # resolve() est volontairement exécuté ici, # dans la partie synchrone du programme. # Cela évite une opération filesystem bloquante # à l'intérieur d'une fonction async. - storage_uri = ( - args.csv.resolve().as_uri() - ) + storage_uri = args.csv.resolve().as_uri() asyncio.run( import_historical( csv_path=args.csv, metadata_path=args.metadata, - source_timezone=( - args.source_timezone - ), + source_timezone=(args.source_timezone), batch_size=args.batch_size, dry_run=args.dry_run, storage_uri=storage_uri, diff --git a/apps/backend/tests/etl/test_historical_import.py b/apps/backend/tests/etl/test_historical_import.py index f311b2d..31f6e2d 100644 --- a/apps/backend/tests/etl/test_historical_import.py +++ b/apps/backend/tests/etl/test_historical_import.py @@ -104,9 +104,7 @@ def test_validate_source_accepts_valid_dataset(): def test_validate_source_rejects_missing_column(): - frame = make_dataframe().drop( - columns=["consumption_kwh"] - ) + frame = make_dataframe().drop(columns=["consumption_kwh"]) with pytest.raises( ValueError, @@ -234,10 +232,7 @@ def test_build_reading_batch_keeps_missing_values(): assert row["temperature_celsius"] is None - assert ( - "missing:temperature_celsius" - in row["null_reasons"] - ) + assert "missing:temperature_celsius" in row["null_reasons"] # RAW ingestion : aucune imputation. assert row["imputed_values"] is None From 6798d355722cf0520888ee08aa648c2bc3941e35 Mon Sep 17 00:00:00 2001 From: Meryemel-gham Date: Thu, 17 Sep 2026 10:41:18 +0200 Subject: [PATCH 06/18] fix(data): corrige le typage de l'import historique --- apps/backend/app/etl/historical_import.py | 21 ++++++++++++++++----- apps/backend/pyproject.toml | 1 + apps/backend/uv.lock | 14 ++++++++++++++ 3 files changed, 31 insertions(+), 5 deletions(-) diff --git a/apps/backend/app/etl/historical_import.py b/apps/backend/app/etl/historical_import.py index b4f2089..22d9b03 100644 --- a/apps/backend/app/etl/historical_import.py +++ b/apps/backend/app/etl/historical_import.py @@ -5,7 +5,7 @@ import asyncio import hashlib import json from pathlib import Path -from typing import Any +from typing import Any, cast import pandas as pd from sqlalchemy import text @@ -56,7 +56,12 @@ def compute_sha256(path: Path) -> str: def load_metadata(path: Path) -> dict[str, Any]: """Charge les métadonnées fournies avec le dataset.""" with path.open("r", encoding="utf-8") as source: - return json.load(source) + metadata = json.load(source) + + if not isinstance(metadata, dict): + raise ValueError("Le fichier de métadonnées doit contenir un objet JSON.") + + return cast(dict[str, Any], metadata) def classify_quality( @@ -260,7 +265,8 @@ async def upsert_sites( frame: pd.DataFrame, ) -> None: """Insère ou met à jour les sites du dataset.""" - sites = ( + sites = cast( + list[dict[str, Any]], frame[ [ "site_id", @@ -269,7 +275,7 @@ async def upsert_sites( ] ] .drop_duplicates(subset=["site_id"]) - .to_dict(orient="records") + .to_dict(orient="records"), ) await connection.execute( @@ -305,7 +311,12 @@ def build_reading_batch( """ rows: list[dict[str, Any]] = [] - for record in chunk.to_dict(orient="records"): + records = cast( + list[dict[str, Any]], + chunk.to_dict(orient="records"), + ) + + for record in records: quality, reasons = classify_quality(record) raw_data = { diff --git a/apps/backend/pyproject.toml b/apps/backend/pyproject.toml index 6cf42a5..c330c8d 100644 --- a/apps/backend/pyproject.toml +++ b/apps/backend/pyproject.toml @@ -27,6 +27,7 @@ dev = [ "pytest-asyncio>=1.4.0", "pytest-cov>=7.1.0", "httpx>=0.28.1", + "pandas-stubs>=3.0.5.260914", ] [build-system] diff --git a/apps/backend/uv.lock b/apps/backend/uv.lock index fb43797..6836990 100644 --- a/apps/backend/uv.lock +++ b/apps/backend/uv.lock @@ -330,6 +330,7 @@ dependencies = [ dev = [ { name = "httpx" }, { name = "mypy" }, + { name = "pandas-stubs" }, { name = "pytest" }, { name = "pytest-asyncio" }, { name = "pytest-cov" }, @@ -357,6 +358,7 @@ requires-dist = [ dev = [ { name = "httpx", specifier = ">=0.28.1" }, { name = "mypy", specifier = ">=2.3.1" }, + { name = "pandas-stubs", specifier = ">=3.0.5.260914" }, { name = "pytest", specifier = ">=9.1.1" }, { name = "pytest-asyncio", specifier = ">=1.4.0" }, { name = "pytest-cov", specifier = ">=7.1.0" }, @@ -669,6 +671,18 @@ wheels = [ { url = "https://files.pythonhosted.org/packages/d2/cf/6a51b2c38980e04c279fd2fa908a1b0982064e860444acfca4ec2e2c8359/pandas-3.0.5-cp314-cp314t-win_arm64.whl", hash = "sha256:3c5015fd1730fbf883647e88068176c839c102cea883ba1769a6f4593bfc1f8c", size = 9509776, upload-time = "2026-07-22T22:19:26.694Z" }, ] +[[package]] +name = "pandas-stubs" +version = "3.0.5.260914" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "numpy" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/c1/93/8948ae6c1e1e3d6833596fd266f7be2d27c1451b8be094975ad42c5e842e/pandas_stubs-3.0.5.260914.tar.gz", hash = "sha256:3f6fc1f147f68fd89c007105e7c94a948acb4ecd7eb20dc1c02e153c4ed5c250", size = 117622, upload-time = "2026-09-14T16:42:35.065Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/9a/cb/5ad79e02a556cc23fed5816de0109fa8af660c66cfa5f4af74c3e8d4cd26/pandas_stubs-3.0.5.260914-py3-none-any.whl", hash = "sha256:39a1300c5c5c55fdf609e3476805decce5d5015539a4dcb683449f8feaeee2fb", size = 177344, upload-time = "2026-09-14T16:42:33.771Z" }, +] + [[package]] name = "pathspec" version = "1.1.1" From 9161b74874a13b0b17df9eca9679c2120362e683 Mon Sep 17 00:00:00 2001 From: Johan LEROY Date: Thu, 17 Sep 2026 10:53:58 +0200 Subject: [PATCH 07/18] feat(auth): politique de complexite du mot de passe et flux de reinitialisation Remplace la regle de longueur seule (12 caracteres) par une exigence de composition (8 caracteres minimum, majuscule, minuscule, chiffre, caractere special), non documentee dans les exigences officielles du projet, par une regle explicite partagee entre le backend (validateur Pydantic) et le frontend. Ajoute un flux "mot de passe oublie" en libre-service, absent jusqu'ici : jeton a usage unique hache en base (meme principe que les refresh tokens), expirant a 15 minutes, envoye par email via un service SMTP (aiosmtplib, Mailpit en dev), avec limitation de debit dediee et reponse generique pour eviter l'enumeration des comptes. Closes #87 --- apps/backend/.env.example | 10 + apps/backend/README.md | 2 + ...c0adab96238c_jetons_de_reinitialisation.py | 96 ++++++++++ apps/backend/app/api/deps.py | 31 +++- apps/backend/app/api/openapi.py | 13 ++ apps/backend/app/api/v1/endpoints/auth.py | 83 +++++++++ apps/backend/app/cli.py | 31 +++- apps/backend/app/core/config.py | 13 ++ apps/backend/app/core/mailer.py | 48 +++++ apps/backend/app/models/__init__.py | 4 + apps/backend/app/models/audit_log.py | 2 + .../app/models/password_reset_attempt.py | 27 +++ .../app/models/password_reset_token.py | 40 ++++ .../repositories/password_reset_attempt.py | 42 +++++ .../app/repositories/password_reset_token.py | 68 +++++++ apps/backend/app/schemas/auth.py | 45 ++++- apps/backend/app/services/auth.py | 110 +++++++++++ apps/backend/openapi.json | 175 +++++++++++++++++- apps/backend/pyproject.toml | 1 + apps/backend/tests/api/test_auth.py | 100 ++++++++++ .../tests/api/test_route_protection.py | 4 + .../repositories/test_password_reset_token.py | 114 ++++++++++++ apps/backend/tests/schemas/__init__.py | 0 apps/backend/tests/schemas/test_auth.py | 41 ++++ apps/backend/tests/services/test_auth.py | 158 +++++++++++++++- apps/backend/tests/test_cli.py | 19 +- apps/backend/uv.lock | 11 ++ apps/frontend/src/app/app.routes.ts | 2 + .../src/app/core/services/auth.service.ts | 19 +- .../auth/change-password/change-password.html | 2 +- .../change-password/change-password.spec.ts | 17 +- .../auth/change-password/change-password.ts | 6 +- .../auth/forgot-password/forgot-password.html | 37 ++++ .../auth/forgot-password/forgot-password.scss | 104 +++++++++++ .../forgot-password/forgot-password.spec.ts | 75 ++++++++ .../auth/forgot-password/forgot-password.ts | 53 ++++++ .../src/app/features/auth/login/login.html | 2 + .../src/app/features/auth/login/login.scss | 10 + .../src/app/features/auth/login/login.spec.ts | 3 +- .../src/app/features/auth/login/login.ts | 4 +- .../auth/reset-password/reset-password.html | 30 +++ .../auth/reset-password/reset-password.scss | 104 +++++++++++ .../reset-password/reset-password.spec.ts | 74 ++++++++ .../auth/reset-password/reset-password.ts | 52 ++++++ .../src/app/shared/models/auth.model.ts | 9 + .../shared/validators/password.validator.ts | 15 ++ docker-compose.yml | 16 ++ .../31-contrat-authentification.md | 17 +- 48 files changed, 1914 insertions(+), 25 deletions(-) create mode 100644 apps/backend/alembic/versions/c0adab96238c_jetons_de_reinitialisation.py create mode 100644 apps/backend/app/core/mailer.py create mode 100644 apps/backend/app/models/password_reset_attempt.py create mode 100644 apps/backend/app/models/password_reset_token.py create mode 100644 apps/backend/app/repositories/password_reset_attempt.py create mode 100644 apps/backend/app/repositories/password_reset_token.py create mode 100644 apps/backend/tests/repositories/test_password_reset_token.py create mode 100644 apps/backend/tests/schemas/__init__.py create mode 100644 apps/backend/tests/schemas/test_auth.py create mode 100644 apps/frontend/src/app/features/auth/forgot-password/forgot-password.html create mode 100644 apps/frontend/src/app/features/auth/forgot-password/forgot-password.scss create mode 100644 apps/frontend/src/app/features/auth/forgot-password/forgot-password.spec.ts create mode 100644 apps/frontend/src/app/features/auth/forgot-password/forgot-password.ts create mode 100644 apps/frontend/src/app/features/auth/reset-password/reset-password.html create mode 100644 apps/frontend/src/app/features/auth/reset-password/reset-password.scss create mode 100644 apps/frontend/src/app/features/auth/reset-password/reset-password.spec.ts create mode 100644 apps/frontend/src/app/features/auth/reset-password/reset-password.ts create mode 100644 apps/frontend/src/app/shared/validators/password.validator.ts diff --git a/apps/backend/.env.example b/apps/backend/.env.example index f36551e..8dff67f 100644 --- a/apps/backend/.env.example +++ b/apps/backend/.env.example @@ -8,3 +8,13 @@ APP_SECRET_KEY=change_me APP_CORS_ORIGINS=http://localhost:4200 DATABASE_URL=postgresql+asyncpg://enervision:change_me@localhost:5433/enervision + +# Mot de passe oublié : lien à usage unique valable 15 minutes par défaut. +APP_FRONTEND_RESET_PASSWORD_URL=http://localhost:4200/reset-password + +# SMTP local de dev (Mailpit, cf. docker-compose.yml) : aucune authentification, aucun TLS. +# À remplacer par un vrai relais en staging/prod. +APP_SMTP_HOST=localhost +APP_SMTP_PORT=1025 +APP_SMTP_USE_TLS=false +APP_SMTP_FROM_ADDRESS=no-reply@enervision.fr diff --git a/apps/backend/README.md b/apps/backend/README.md index 91f9608..6c48b3a 100644 --- a/apps/backend/README.md +++ b/apps/backend/README.md @@ -103,6 +103,8 @@ Le sens de dependance est unique : `endpoints` vers `services` vers `repositorie | `/api/v1/auth/logout` | Ferme la session courante | cookie, idempotente | | `/api/v1/auth/logout-all` | Ferme toutes les sessions du compte | jeton | | `/api/v1/auth/password` | Change son propre mot de passe | jeton | +| `/api/v1/auth/forgot-password` | Demande un lien de réinitialisation par email | public | +| `/api/v1/auth/reset-password` | Choisit un nouveau mot de passe depuis ce lien | public | | `/api/v1/auth/me` | Décrit le compte connecté | jeton | | `/api/v1/users` | Liste et crée des comptes | `admin` | | `/api/v1/users/{id}` | Change le rôle ou l'activation | `admin` | diff --git a/apps/backend/alembic/versions/c0adab96238c_jetons_de_reinitialisation.py b/apps/backend/alembic/versions/c0adab96238c_jetons_de_reinitialisation.py new file mode 100644 index 0000000..7f75d21 --- /dev/null +++ b/apps/backend/alembic/versions/c0adab96238c_jetons_de_reinitialisation.py @@ -0,0 +1,96 @@ +"""jetons et tentatives de reinitialisation de mot de passe + +Revision ID: c0adab96238c +Revises: e6d2026091501 +Create Date: 2026-09-17 10:37:12.571314 + +Meme schema que `refresh_token` pour `password_reset_token` : seule l'empreinte SHA-256 du +jeton est stockee, jamais le jeton lui-meme, pour la meme raison (revocation en cascade, +aucune session utilisable dans un pg_dump qui fuiterait). + +`password_reset_attempt` vit hors de `audit_log`, comme `login_attempt`, car son volume est +pilote par l'attaquant : une campagne de demandes y ecrirait des lignes que l'audit, en ajout +seul, ne devrait jamais purger. +""" + +from collections.abc import Sequence + +import sqlalchemy as sa +from alembic import op +from sqlalchemy.dialects import postgresql + +revision: str = "c0adab96238c" +down_revision: str | Sequence[str] | None = "e6d2026091501" +branch_labels: str | Sequence[str] | None = None +depends_on: str | Sequence[str] | None = None + +JETONS_VIVANTS = "consumed_at is null" + + +def upgrade() -> None: + op.create_table( + "password_reset_attempt", + sa.Column("id", sa.BigInteger(), sa.Identity(always=True), nullable=False), + sa.Column( + "occurred_at", + sa.DateTime(timezone=True), + server_default=sa.text("now()"), + nullable=False, + ), + sa.Column("email_tried", sa.String(length=320), nullable=False), + sa.Column("client_ip", postgresql.INET(), nullable=True), + sa.PrimaryKeyConstraint("id", name="pk_password_reset_attempt"), + ) + op.create_index( + "ix_password_reset_attempt_email_date", + "password_reset_attempt", + ["email_tried", "occurred_at"], + ) + op.create_index( + "ix_password_reset_attempt_ip_date", "password_reset_attempt", ["client_ip", "occurred_at"] + ) + + op.create_table( + "password_reset_token", + sa.Column("id", sa.UUID(), server_default=sa.text("gen_random_uuid()"), nullable=False), + sa.Column("user_id", sa.UUID(), nullable=False), + sa.Column("token_hash", sa.LargeBinary(), nullable=False), + sa.Column( + "issued_at", + sa.DateTime(timezone=True), + server_default=sa.text("now()"), + nullable=False, + ), + sa.Column("expires_at", sa.DateTime(timezone=True), nullable=False), + sa.Column("consumed_at", sa.DateTime(timezone=True), nullable=True), + sa.Column("client_ip", postgresql.INET(), nullable=True), + sa.Column("user_agent", sa.Text(), nullable=True), + sa.ForeignKeyConstraint( + ["user_id"], + ["app_user.id"], + name="fk_password_reset_token_user", + ondelete="CASCADE", + ), + sa.PrimaryKeyConstraint("id", name="pk_password_reset_token"), + sa.UniqueConstraint("token_hash", name="uq_password_reset_token_hash"), + ) + op.create_index("ix_password_reset_token_user", "password_reset_token", ["user_id"]) + op.create_index( + "ix_password_reset_token_vivants", + "password_reset_token", + ["user_id"], + postgresql_where=JETONS_VIVANTS, + ) + + +def downgrade() -> None: + op.drop_index( + "ix_password_reset_token_vivants", + table_name="password_reset_token", + postgresql_where=JETONS_VIVANTS, + ) + op.drop_index("ix_password_reset_token_user", table_name="password_reset_token") + op.drop_table("password_reset_token") + op.drop_index("ix_password_reset_attempt_ip_date", table_name="password_reset_attempt") + op.drop_index("ix_password_reset_attempt_email_date", table_name="password_reset_attempt") + op.drop_table("password_reset_attempt") diff --git a/apps/backend/app/api/deps.py b/apps/backend/app/api/deps.py index 5b39098..f1aa8ae 100644 --- a/apps/backend/app/api/deps.py +++ b/apps/backend/app/api/deps.py @@ -16,6 +16,7 @@ from sqlalchemy.ext.asyncio import AsyncSession from app.core.config import Settings, get_settings from app.core.hashing import Argon2Hasher, build_hasher +from app.core.mailer import Mailer, SmtpConfig from app.core.principal import Principal from app.core.roles import AccountKind, Role, has_at_least from app.core.security import TokenExpiredError, TokenInvalidError, TokenPolicy @@ -24,13 +25,15 @@ from app.db.session import get_session from app.repositories.alert import AlertRepository from app.repositories.audit_log import AuditLogRepository from app.repositories.login_attempt import LoginAttemptRepository +from app.repositories.password_reset_attempt import PasswordResetAttemptRepository +from app.repositories.password_reset_token import PasswordResetTokenRepository from app.repositories.reading import ReadingRepository from app.repositories.recommendation import RecommendationRepository from app.repositories.refresh_token import RefreshTokenRepository from app.repositories.site import SiteRepository from app.repositories.user import UserRepository from app.services.alert import AlertService -from app.services.auth import AuthService, LoginPolicy +from app.services.auth import AuthService, LoginPolicy, PasswordResetPolicy from app.services.recommendation import RecommendationService from app.services.sensor import SensorService from app.services.site import SiteService @@ -97,11 +100,27 @@ def get_client_ip(request: Request, settings: SettingsDep) -> str | None: return request.client.host if request.client else None +def get_mailer(settings: SettingsDep) -> Mailer: + return Mailer( + SmtpConfig( + host=settings.smtp_host, + port=settings.smtp_port, + username=settings.smtp_username, + password=( + settings.smtp_password.get_secret_value() if settings.smtp_password else None + ), + use_tls=settings.smtp_use_tls, + from_address=settings.smtp_from_address, + ) + ) + + def get_auth_service( session: SessionDep, settings: SettingsDep, hasher: Annotated[Argon2Hasher, Depends(get_hasher)], token_policy: Annotated[TokenPolicy, Depends(get_token_policy)], + mailer: Annotated[Mailer, Depends(get_mailer)], ) -> AuthService: return AuthService( users=UserRepository(session), @@ -118,6 +137,16 @@ def get_auth_service( max_failures_per_identifier=settings.login_max_failures_per_identifier, ), refresh_ttl=timedelta(seconds=settings.refresh_token_ttl_seconds), + reset_tokens=PasswordResetTokenRepository(session), + reset_attempts=PasswordResetAttemptRepository(session), + reset_policy=PasswordResetPolicy( + window_seconds=settings.password_reset_window_seconds, + max_requests_per_identifier=settings.password_reset_max_requests_per_identifier, + max_requests_per_ip=settings.password_reset_max_requests_per_ip, + token_ttl=timedelta(seconds=settings.password_reset_ttl_seconds), + frontend_reset_url=settings.frontend_reset_password_url, + ), + mailer=mailer, ) diff --git a/apps/backend/app/api/openapi.py b/apps/backend/app/api/openapi.py index 85b7775..a649705 100644 --- a/apps/backend/app/api/openapi.py +++ b/apps/backend/app/api/openapi.py @@ -156,3 +156,16 @@ REPONSE_ORIGINE_REFUSEE: Final[Reponses] = { "description": "Origine non autorisée (protection CSRF de `require_trusted_origin`).", }, } + +REPONSE_LIMITE: Final[Reponses] = { + 429: { + "model": ErrorResponse, + "description": "Trop de demandes sur cette fenêtre glissante.", + "headers": { + "Retry-After": { + "description": "Secondes à attendre avant une nouvelle tentative.", + "schema": {"type": "integer"}, + } + }, + }, +} diff --git a/apps/backend/app/api/v1/endpoints/auth.py b/apps/backend/app/api/v1/endpoints/auth.py index 32bf8b2..957775f 100644 --- a/apps/backend/app/api/v1/endpoints/auth.py +++ b/apps/backend/app/api/v1/endpoints/auth.py @@ -12,6 +12,7 @@ from app.api.deps import ( require_trusted_origin, ) from app.api.openapi import ( + REPONSE_LIMITE, REPONSE_ORIGINE_REFUSEE, REPONSE_VALIDATION, REPONSES_AUTHENTIFIEES, @@ -21,15 +22,18 @@ from app.api.openapi import ( from app.core.cookies import RefreshCookie, cookie_name from app.core.logging import get_logger from app.schemas.auth import ( + ForgotPasswordRequest, LoginRequest, PasswordChangeRequest, PrincipalResponse, + ResetPasswordRequest, TokenResponse, ) from app.schemas.errors import ErrorResponse from app.services.auth import ( AuthenticatedSession, InvalidCredentialsError, + InvalidOrExpiredResetTokenError, RateLimitedError, SessionRejectedError, ) @@ -39,6 +43,7 @@ logger = get_logger(__name__) DETAIL_IDENTIFIANTS = "Identifiants invalides" DETAIL_SESSION = "Session invalide" +DETAIL_LIEN_RESET = "Lien invalide ou expiré" REPONSES_LOGIN: Reponses = { **REPONSE_VALIDATION, @@ -85,6 +90,20 @@ REPONSES_MOT_DE_PASSE: Reponses = { }, } +REPONSES_FORGOT_PASSWORD: Reponses = { + **REPONSE_VALIDATION, + **REPONSE_LIMITE, +} + +REPONSES_RESET_PASSWORD: Reponses = { + **REPONSE_VALIDATION, + **REPONSE_ORIGINE_REFUSEE, + 400: { + "model": ErrorResponse, + "description": "Lien invalide, déjà utilisé, ou expiré (durée de vie : 15 minutes).", + }, +} + def repond( response: Response, settings: SettingsDep, session: AuthenticatedSession @@ -267,3 +286,67 @@ async def change_password( logger.info("auth.password_changed user_id=%s", principal.id) return repond(response, settings, session) + + +@router.post( + "/forgot-password", + status_code=status.HTTP_202_ACCEPTED, + summary="Demande un lien de réinitialisation par email", + responses=REPONSES_FORGOT_PASSWORD, +) +async def forgot_password( + payload: ForgotPasswordRequest, + request: Request, + response: Response, + service: AuthServiceDep, + client_ip: str | None = Depends(get_client_ip), +) -> None: + response.headers["Cache-Control"] = "no-store" + + try: + await service.request_password_reset( + email=payload.email, + client_ip=client_ip, + user_agent=request.headers.get("user-agent"), + ) + except RateLimitedError as erreur: + logger.warning("auth.password_reset.rate_limited ip=%s", client_ip) + raise HTTPException( + status_code=status.HTTP_429_TOO_MANY_REQUESTS, + detail="Trop de demandes, réessayez plus tard", + headers={"Retry-After": str(erreur.retry_after)}, + ) from erreur + + +@router.post( + "/reset-password", + response_model=TokenResponse, + summary="Choisit un nouveau mot de passe depuis un lien reçu par email", + dependencies=[Depends(require_trusted_origin)], + responses=REPONSES_RESET_PASSWORD, +) +async def reset_password( + payload: ResetPasswordRequest, + request: Request, + response: Response, + settings: SettingsDep, + service: AuthServiceDep, + client_ip: str | None = Depends(get_client_ip), +) -> TokenResponse: + response.headers["Cache-Control"] = "no-store" + + try: + session = await service.confirm_password_reset( + token=payload.token, + new_password=payload.new_password, + client_ip=client_ip, + user_agent=request.headers.get("user-agent"), + ) + except InvalidOrExpiredResetTokenError as erreur: + logger.warning("auth.password_reset.invalid_token ip=%s", client_ip) + raise HTTPException( + status_code=status.HTTP_400_BAD_REQUEST, detail=DETAIL_LIEN_RESET + ) from erreur + + logger.info("auth.password_reset.success user_id=%s", session.principal.id) + return repond(response, settings, session) diff --git a/apps/backend/app/cli.py b/apps/backend/app/cli.py index 37e94fd..fea510e 100644 --- a/apps/backend/app/cli.py +++ b/apps/backend/app/cli.py @@ -9,6 +9,7 @@ import argparse import asyncio import json import secrets +import string import sys from getpass import getpass from pathlib import Path @@ -22,9 +23,10 @@ from app.core.roles import Role from app.db.session import get_session_factory from app.main import create_app from app.repositories.user import UserRepository +from app.schemas.auth import PASSWORD_MIN_LENGTH, valide_complexite LONGUEUR_MOT_DE_PASSE_GENERE = 24 -LONGUEUR_MINIMALE = 12 +CARACTERES_SPECIAUX = "!@#$%^&*()-_=+[]{};:,.?" CHEMIN_CONTRAT = Path(__file__).resolve().parent.parent / "openapi.json" @@ -111,15 +113,36 @@ def build_parser() -> argparse.ArgumentParser: return parser +def genere_mot_de_passe() -> str: + tirage = secrets.SystemRandom() + classes = [ + string.ascii_uppercase, + string.ascii_lowercase, + string.digits, + CARACTERES_SPECIAUX, + ] + reste = LONGUEUR_MOT_DE_PASSE_GENERE - len(classes) + caracteres = [tirage.choice(classe) for classe in classes] + caracteres += [tirage.choice("".join(classes)) for _ in range(reste)] + tirage.shuffle(caracteres) + return "".join(caracteres) + + def read_password(*, generate: bool) -> str: if generate: - mot_de_passe = secrets.token_urlsafe(LONGUEUR_MOT_DE_PASSE_GENERE) + mot_de_passe = genere_mot_de_passe() print(f"Mot de passe généré, il ne sera plus affiché : {mot_de_passe}") return mot_de_passe mot_de_passe = getpass("Mot de passe : ") - if len(mot_de_passe) < LONGUEUR_MINIMALE: - raise SystemExit(f"Le mot de passe doit faire au moins {LONGUEUR_MINIMALE} caractères") + if len(mot_de_passe) < PASSWORD_MIN_LENGTH: + raise SystemExit( + f"Le mot de passe doit faire au moins {PASSWORD_MIN_LENGTH} caractères" + ) + try: + valide_complexite(mot_de_passe) + except ValueError as erreur: + raise SystemExit(str(erreur)) from erreur if mot_de_passe != getpass("Confirmation : "): raise SystemExit("Les deux saisies diffèrent") return mot_de_passe diff --git a/apps/backend/app/core/config.py b/apps/backend/app/core/config.py index 6733b3a..e374709 100644 --- a/apps/backend/app/core/config.py +++ b/apps/backend/app/core/config.py @@ -54,6 +54,19 @@ class Settings(BaseSettings): login_max_failures_per_ip: int = Field(default=20, ge=1) login_max_failures_per_identifier: int = Field(default=50, ge=1) + password_reset_ttl_seconds: int = Field(default=900, ge=60, le=3600) + password_reset_window_seconds: int = Field(default=900, ge=60) + password_reset_max_requests_per_identifier: int = Field(default=3, ge=1) + password_reset_max_requests_per_ip: int = Field(default=10, ge=1) + + smtp_host: str = "localhost" + smtp_port: int = Field(default=587, ge=1, le=65535) + smtp_username: str | None = None + smtp_password: SecretStr | None = None + smtp_use_tls: bool = False + smtp_from_address: str = "no-reply@enervision.fr" + frontend_reset_password_url: str = "http://localhost:4200/reset-password" # noqa: S105 + trust_proxy_headers: bool = False expose_api_docs: bool | None = None metrics_token: SecretStr | None = None diff --git a/apps/backend/app/core/mailer.py b/apps/backend/app/core/mailer.py new file mode 100644 index 0000000..5c09008 --- /dev/null +++ b/apps/backend/app/core/mailer.py @@ -0,0 +1,48 @@ +# Piège : l'URL de réinitialisation porte le jeton en clair. Ne jamais la journaliser : +# `send_password_reset_email()` ne logue que le destinataire, jamais `reset_url`. + +from dataclasses import dataclass +from email.message import EmailMessage + +import aiosmtplib + +from app.core.logging import get_logger + +logger = get_logger(__name__) + + +@dataclass(frozen=True, slots=True) +class SmtpConfig: + host: str + port: int + username: str | None + password: str | None + use_tls: bool + from_address: str + + +class Mailer: + def __init__(self, config: SmtpConfig) -> None: + self._config = config + + async def send_password_reset_email(self, *, to: str, reset_url: str) -> None: + message = EmailMessage() + message["From"] = self._config.from_address + message["To"] = to + message["Subject"] = "Réinitialisation de votre mot de passe EnerVision" + message.set_content( + "Une réinitialisation de mot de passe a été demandée pour ce compte.\n\n" + f"Ouvrez ce lien dans les 15 minutes pour choisir un nouveau mot de passe : " + f"{reset_url}\n\n" + "Si vous n'êtes pas à l'origine de cette demande, ignorez cet email." + ) + + _, message_recu = await aiosmtplib.send( + message, + hostname=self._config.host, + port=self._config.port, + username=self._config.username, + password=self._config.password, + use_tls=self._config.use_tls, + ) + logger.info("mailer.password_reset_sent to=%s smtp_response=%s", to, message_recu) diff --git a/apps/backend/app/models/__init__.py b/apps/backend/app/models/__init__.py index 10a5ecb..167d7ce 100644 --- a/apps/backend/app/models/__init__.py +++ b/apps/backend/app/models/__init__.py @@ -4,6 +4,8 @@ from app.models.audit_log import AuditLog from app.models.energy import Alert, Dataset, Prediction, Reading, Recommendation, Site from app.models.login_attempt import LoginAttempt +from app.models.password_reset_attempt import PasswordResetAttempt +from app.models.password_reset_token import PasswordResetToken from app.models.refresh_token import RefreshToken from app.models.user import AppUser @@ -13,6 +15,8 @@ __all__ = [ "AuditLog", "Dataset", "LoginAttempt", + "PasswordResetAttempt", + "PasswordResetToken", "Prediction", "Reading", "Recommendation", diff --git a/apps/backend/app/models/audit_log.py b/apps/backend/app/models/audit_log.py index 5775f5e..d389880 100644 --- a/apps/backend/app/models/audit_log.py +++ b/apps/backend/app/models/audit_log.py @@ -29,6 +29,8 @@ class AuditAction(StrEnum): COMPTE_ACTIVE = "user.enabled" COMPTE_MOT_DE_PASSE_REINITIALISE = "user.password_reset_by_admin" COMPTE_MOT_DE_PASSE_CHANGE = "user.password_changed" + MOT_DE_PASSE_OUBLIE_DEMANDE = "auth.password_reset_requested" + MOT_DE_PASSE_REINITIALISE_PAR_SOI = "auth.password_reset_self_service" REFRESH_REUTILISE = "auth.refresh_reuse_detected" SESSIONS_REVOQUEES = "auth.all_sessions_revoked" LIMITE_PAR_IDENTIFIANT = "auth.identifier_throttled" diff --git a/apps/backend/app/models/password_reset_attempt.py b/apps/backend/app/models/password_reset_attempt.py new file mode 100644 index 0000000..6d2a607 --- /dev/null +++ b/apps/backend/app/models/password_reset_attempt.py @@ -0,0 +1,27 @@ +# Pourquoi : même séparation que `login_attempt` par rapport à `audit_log` : ce compteur est +# piloté par l'attaquant (une campagne de demandes) et se purge, l'audit log est en ajout seul. +# Piège : la tentative est enregistrée même quand l'email est inconnu, sinon le 429 apprendrait +# qu'un compte existe. + +from datetime import datetime + +from sqlalchemy import BigInteger, DateTime, Identity, Index, String, func +from sqlalchemy.dialects.postgresql import INET +from sqlalchemy.orm import Mapped, mapped_column + +from app.db.base import Base + + +class PasswordResetAttempt(Base): + __tablename__ = "password_reset_attempt" + __table_args__ = ( + Index("ix_password_reset_attempt_email_date", "email_tried", "occurred_at"), + Index("ix_password_reset_attempt_ip_date", "client_ip", "occurred_at"), + ) + + id: Mapped[int] = mapped_column(BigInteger, Identity(always=True), primary_key=True) + occurred_at: Mapped[datetime] = mapped_column( + DateTime(timezone=True), nullable=False, server_default=func.now() + ) + email_tried: Mapped[str] = mapped_column(String(320), nullable=False) + client_ip: Mapped[str | None] = mapped_column(INET, nullable=True) diff --git a/apps/backend/app/models/password_reset_token.py b/apps/backend/app/models/password_reset_token.py new file mode 100644 index 0000000..d67d310 --- /dev/null +++ b/apps/backend/app/models/password_reset_token.py @@ -0,0 +1,40 @@ +# Pourquoi : même schéma que `refresh_token` (chaîne opaque, jamais un JWT) pour la même +# raison : un jeton de réinitialisation doit être révocable d'un coup, et un JWT ne figure +# dans aucune ligne à invalider. + +import uuid +from datetime import datetime + +from sqlalchemy import DateTime, ForeignKey, Index, LargeBinary, Text, func +from sqlalchemy.dialects.postgresql import INET +from sqlalchemy.dialects.postgresql import UUID as PG_UUID +from sqlalchemy.orm import Mapped, mapped_column + +from app.db.base import Base + + +class PasswordResetToken(Base): + __tablename__ = "password_reset_token" + __table_args__ = ( + Index("ix_password_reset_token_user", "user_id"), + Index( + "ix_password_reset_token_vivants", + "user_id", + postgresql_where="consumed_at is null", + ), + ) + + id: Mapped[uuid.UUID] = mapped_column( + PG_UUID(as_uuid=True), primary_key=True, server_default=func.gen_random_uuid() + ) + user_id: Mapped[uuid.UUID] = mapped_column( + PG_UUID(as_uuid=True), ForeignKey("app_user.id", ondelete="CASCADE"), nullable=False + ) + token_hash: Mapped[bytes] = mapped_column(LargeBinary, nullable=False, unique=True) + issued_at: Mapped[datetime] = mapped_column( + DateTime(timezone=True), nullable=False, server_default=func.now() + ) + expires_at: Mapped[datetime] = mapped_column(DateTime(timezone=True), nullable=False) + consumed_at: Mapped[datetime | None] = mapped_column(DateTime(timezone=True), nullable=True) + client_ip: Mapped[str | None] = mapped_column(INET, nullable=True) + user_agent: Mapped[str | None] = mapped_column(Text, nullable=True) diff --git a/apps/backend/app/repositories/password_reset_attempt.py b/apps/backend/app/repositories/password_reset_attempt.py new file mode 100644 index 0000000..ddc2f91 --- /dev/null +++ b/apps/backend/app/repositories/password_reset_attempt.py @@ -0,0 +1,42 @@ +from dataclasses import dataclass +from datetime import UTC, datetime, timedelta + +from sqlalchemy import func, select +from sqlalchemy.ext.asyncio import AsyncSession + +from app.models.password_reset_attempt import PasswordResetAttempt + + +@dataclass(frozen=True, slots=True) +class ResetRequestCounts: + per_identifier: int + per_ip: int + + +class PasswordResetAttemptRepository: + def __init__(self, session: AsyncSession) -> None: + self._session = session + + async def record(self, *, email: str, client_ip: str | None) -> None: + self._session.add( + PasswordResetAttempt(email_tried=email.strip().lower(), client_ip=client_ip) + ) + + async def count_recent( + self, *, email: str, client_ip: str | None, window_seconds: int + ) -> ResetRequestCounts: + identifiant = email.strip().lower() + meme_email = PasswordResetAttempt.email_tried == identifiant + meme_ip = PasswordResetAttempt.client_ip == client_ip + + requete = select( + func.count().filter(meme_email), + func.count().filter(meme_ip), + ).where( + PasswordResetAttempt.occurred_at + > datetime.now(UTC) - timedelta(seconds=window_seconds), + meme_email | meme_ip, + ) + + par_identifiant, par_ip = (await self._session.execute(requete)).one() + return ResetRequestCounts(per_identifier=par_identifiant, per_ip=par_ip) diff --git a/apps/backend/app/repositories/password_reset_token.py b/apps/backend/app/repositories/password_reset_token.py new file mode 100644 index 0000000..13a660e --- /dev/null +++ b/apps/backend/app/repositories/password_reset_token.py @@ -0,0 +1,68 @@ +# Piège : `consume()` est une seule instruction, sur le modèle de `claim_for_rotation()` du +# jeton de rafraîchissement. Un SELECT puis un UPDATE laisseraient une fenêtre où deux +# soumissions concurrentes du même lien réussiraient toutes les deux. + +from dataclasses import dataclass +from datetime import datetime +from uuid import UUID + +from sqlalchemy import func, update +from sqlalchemy.ext.asyncio import AsyncSession + +from app.models.password_reset_token import PasswordResetToken + + +@dataclass(frozen=True, slots=True) +class ConsumedResetToken: + id: UUID + user_id: UUID + + +class PasswordResetTokenRepository: + def __init__(self, session: AsyncSession) -> None: + self._session = session + + async def create( + self, + *, + user_id: UUID, + token_hash: bytes, + expires_at: datetime, + client_ip: str | None, + user_agent: str | None, + ) -> PasswordResetToken: + jeton = PasswordResetToken( + user_id=user_id, + token_hash=token_hash, + expires_at=expires_at, + client_ip=client_ip, + user_agent=user_agent, + ) + self._session.add(jeton) + await self._session.flush() + return jeton + + async def consume(self, token_hash: bytes) -> ConsumedResetToken | None: + requete = ( + update(PasswordResetToken) + .where( + PasswordResetToken.token_hash == token_hash, + PasswordResetToken.consumed_at.is_(None), + PasswordResetToken.expires_at > func.clock_timestamp(), + ) + .values(consumed_at=func.clock_timestamp()) + .returning(PasswordResetToken.id, PasswordResetToken.user_id) + ) + ligne = (await self._session.execute(requete)).one_or_none() + if ligne is None: + return None + return ConsumedResetToken(id=ligne.id, user_id=ligne.user_id) + + async def invalidate_all_for_user(self, user_id: UUID) -> int: + resultat = await self._session.execute( + update(PasswordResetToken) + .where(PasswordResetToken.user_id == user_id, PasswordResetToken.consumed_at.is_(None)) + .values(consumed_at=func.clock_timestamp()) + .returning(PasswordResetToken.id) + ) + return len(resultat.all()) diff --git a/apps/backend/app/schemas/auth.py b/apps/backend/app/schemas/auth.py index 522b4c5..e6785be 100644 --- a/apps/backend/app/schemas/auth.py +++ b/apps/backend/app/schemas/auth.py @@ -1,17 +1,39 @@ # Contrainte : le mot de passe est borné à 128 caractères. Sans plafond, une chaîne de dix # mégaoctets ferait travailler Argon2 gratuitement, à la charge du serveur. +import re from typing import Literal, Self from uuid import UUID -from pydantic import BaseModel, ConfigDict, EmailStr, Field +from pydantic import BaseModel, ConfigDict, EmailStr, Field, field_validator from app.core.principal import Principal from app.core.roles import AccountKind, Role -PASSWORD_MIN_LENGTH = 12 +PASSWORD_MIN_LENGTH = 8 PASSWORD_MAX_LENGTH = 128 +_MAJUSCULE = re.compile(r"[A-ZÀ-Ý]") +_MINUSCULE = re.compile(r"[a-zà-ÿ]") +_CHIFFRE = re.compile(r"\d") +_SPECIAL = re.compile(r"[^\w\s]") + + +def valide_complexite(mot_de_passe: str) -> str: + manquants = [ + nom + for nom, motif in ( + ("une majuscule", _MAJUSCULE), + ("une minuscule", _MINUSCULE), + ("un chiffre", _CHIFFRE), + ("un caractère spécial", _SPECIAL), + ) + if not motif.search(mot_de_passe) + ] + if manquants: + raise ValueError(f"Le mot de passe doit contenir au moins {', '.join(manquants)}") + return mot_de_passe + class LoginRequest(BaseModel): email: EmailStr @@ -22,6 +44,25 @@ class PasswordChangeRequest(BaseModel): current_password: str = Field(min_length=1, max_length=PASSWORD_MAX_LENGTH) new_password: str = Field(min_length=PASSWORD_MIN_LENGTH, max_length=PASSWORD_MAX_LENGTH) + @field_validator("new_password") + @classmethod + def _new_password_est_complexe(cls, valeur: str) -> str: + return valide_complexite(valeur) + + +class ForgotPasswordRequest(BaseModel): + email: EmailStr + + +class ResetPasswordRequest(BaseModel): + token: str = Field(min_length=1) + new_password: str = Field(min_length=PASSWORD_MIN_LENGTH, max_length=PASSWORD_MAX_LENGTH) + + @field_validator("new_password") + @classmethod + def _new_password_est_complexe(cls, valeur: str) -> str: + return valide_complexite(valeur) + class PrincipalResponse(BaseModel): model_config = ConfigDict(from_attributes=True) diff --git a/apps/backend/app/services/auth.py b/apps/backend/app/services/auth.py index 8baf857..02ff04b 100644 --- a/apps/backend/app/services/auth.py +++ b/apps/backend/app/services/auth.py @@ -15,6 +15,7 @@ from typing import NoReturn, Protocol from uuid import UUID, uuid4 from app.core.hashing import Argon2Hasher +from app.core.mailer import Mailer from app.core.principal import Principal from app.core.roles import AccountKind, Role from app.core.security import ( @@ -28,6 +29,8 @@ from app.models.login_attempt import LoginOutcome from app.models.refresh_token import RevocationReason from app.repositories.audit_log import AuditLogRepository from app.repositories.login_attempt import LoginAttemptRepository +from app.repositories.password_reset_attempt import PasswordResetAttemptRepository +from app.repositories.password_reset_token import PasswordResetTokenRepository from app.repositories.refresh_token import RefreshTokenRepository from app.repositories.user import UserRepository @@ -54,6 +57,10 @@ class RateLimitedError(AuthError): self.retry_after = retry_after +class InvalidOrExpiredResetTokenError(AuthError): + pass + + @dataclass(frozen=True, slots=True) class LoginPolicy: window_seconds: int @@ -62,6 +69,15 @@ class LoginPolicy: max_failures_per_identifier: int +@dataclass(frozen=True, slots=True) +class PasswordResetPolicy: + window_seconds: int + max_requests_per_identifier: int + max_requests_per_ip: int + token_ttl: timedelta + frontend_reset_url: str + + @dataclass(frozen=True, slots=True) class AuthenticatedSession: principal: Principal @@ -83,6 +99,10 @@ class AuthService: token_policy: TokenPolicy, login_policy: LoginPolicy, refresh_ttl: timedelta, + reset_tokens: PasswordResetTokenRepository, + reset_attempts: PasswordResetAttemptRepository, + reset_policy: PasswordResetPolicy, + mailer: Mailer, ) -> None: self._users = users self._attempts = attempts @@ -93,6 +113,10 @@ class AuthService: self._token_policy = token_policy self._login_policy = login_policy self._refresh_ttl = refresh_ttl + self._reset_tokens = reset_tokens + self._reset_attempts = reset_attempts + self._reset_policy = reset_policy + self._mailer = mailer async def authenticate( self, *, email: str, password: str, client_ip: str | None, user_agent: str | None @@ -200,6 +224,75 @@ class AuthService: rafraichi = await self._users.get_by_id(principal.id) return self._session(self._en_principal(rafraichi or compte), secret) + async def request_password_reset( + self, *, email: str, client_ip: str | None, user_agent: str | None + ) -> None: + await self._refuse_si_limite_reset(email=email, client_ip=client_ip) + + compte = await self._users.get_by_email(email) + # Piège : le hachage factice équilibre le temps de réponse sur un compte inconnu, comme + # `authenticate()`. La réponse et sa forme restent identiques dans tous les cas : compte + # inconnu, compte inactif, ou email envoyé avec succès. + if compte is None or not compte.is_active or compte.kind != AccountKind.HUMAIN.value: + await self._hasher.verify_dummy() + await self._reset_attempts.record(email=email, client_ip=client_ip) + await self._transaction.commit() + return + + await self._reset_tokens.invalidate_all_for_user(compte.id) + secret = generate_refresh_secret() + await self._reset_tokens.create( + user_id=compte.id, + token_hash=fingerprint_refresh(secret), + expires_at=datetime.now(UTC) + self._reset_policy.token_ttl, + client_ip=client_ip, + user_agent=user_agent, + ) + await self._reset_attempts.record(email=email, client_ip=client_ip) + await self._audit.record( + action=AuditAction.MOT_DE_PASSE_OUBLIE_DEMANDE, + actor_label=compte.email, + target_type="app_user", + target_id=str(compte.id), + client_ip=client_ip, + user_agent=user_agent, + ) + await self._transaction.commit() + + lien = f"{self._reset_policy.frontend_reset_url}?token={secret}" + await self._mailer.send_password_reset_email(to=compte.email, reset_url=lien) + + async def confirm_password_reset( + self, *, token: str, new_password: str, client_ip: str | None, user_agent: str | None + ) -> AuthenticatedSession: + revendique = await self._reset_tokens.consume(fingerprint_refresh(token)) + if revendique is None: + raise InvalidOrExpiredResetTokenError("Lien invalide ou expiré") + + await self._users.update_password( + revendique.user_id, await self._hasher.hash(new_password), must_change_password=False + ) + revoquees = await self._refresh.revoke_all_for_user( + revendique.user_id, RevocationReason.CHANGEMENT_MOT_DE_PASSE + ) + secret = await self._ouvre_une_famille( + user_id=revendique.user_id, client_ip=client_ip, user_agent=user_agent + ) + await self._audit.record( + action=AuditAction.MOT_DE_PASSE_REINITIALISE_PAR_SOI, + target_type="app_user", + target_id=str(revendique.user_id), + client_ip=client_ip, + user_agent=user_agent, + detail={"sessions_revoquees": revoquees}, + ) + await self._transaction.commit() + + compte = await self._users.get_by_id(revendique.user_id) + if compte is None: + raise SessionRejectedError("Compte introuvable") + return self._session(self._en_principal(compte), secret) + async def logout_all(self, principal: Principal) -> int: revoquees = await self._refresh.revoke_all_for_user( principal.id, RevocationReason.DECONNEXION @@ -307,6 +400,23 @@ class AuthService: await self._transaction.commit() raise RateLimitedError(politique.window_seconds) + async def _refuse_si_limite_reset(self, *, email: str, client_ip: str | None) -> None: + politique = self._reset_policy + compteurs = await self._reset_attempts.count_recent( + email=email, client_ip=client_ip, window_seconds=politique.window_seconds + ) + + depasse = ( + compteurs.per_identifier >= politique.max_requests_per_identifier + or compteurs.per_ip >= politique.max_requests_per_ip + ) + if not depasse: + return + + await self._reset_attempts.record(email=email, client_ip=client_ip) + await self._transaction.commit() + raise RateLimitedError(politique.window_seconds) + async def _echoue( self, email: str, diff --git a/apps/backend/openapi.json b/apps/backend/openapi.json index 84f9c08..f142efd 100644 --- a/apps/backend/openapi.json +++ b/apps/backend/openapi.json @@ -424,6 +424,144 @@ ] } }, + "/api/v1/auth/forgot-password": { + "post": { + "tags": [ + "auth" + ], + "summary": "Demande un lien de réinitialisation par email", + "operationId": "forgot_password_api_v1_auth_forgot_password_post", + "requestBody": { + "content": { + "application/json": { + "schema": { + "$ref": "#/components/schemas/ForgotPasswordRequest" + } + } + }, + "required": true + }, + "responses": { + "202": { + "description": "Successful Response", + "content": { + "application/json": { + "schema": {} + } + } + }, + "500": { + "description": "Erreur interne. `correlation` identifie la trace côté serveur, qui n'est pas renvoyée au client.", + "content": { + "application/json": { + "schema": { + "$ref": "#/components/schemas/InternalErrorResponse" + } + } + } + }, + "422": { + "description": "Corps invalide. Le détail nomme le champ fautif et le type d'erreur, jamais la valeur envoyée.", + "content": { + "application/json": { + "schema": { + "$ref": "#/components/schemas/ValidationErrorResponse" + } + } + } + }, + "429": { + "description": "Trop de demandes sur cette fenêtre glissante.", + "headers": { + "Retry-After": { + "description": "Secondes à attendre avant une nouvelle tentative.", + "schema": { + "type": "integer" + } + } + }, + "content": { + "application/json": { + "schema": { + "$ref": "#/components/schemas/ErrorResponse" + } + } + } + } + } + } + }, + "/api/v1/auth/reset-password": { + "post": { + "tags": [ + "auth" + ], + "summary": "Choisit un nouveau mot de passe depuis un lien reçu par email", + "operationId": "reset_password_api_v1_auth_reset_password_post", + "requestBody": { + "content": { + "application/json": { + "schema": { + "$ref": "#/components/schemas/ResetPasswordRequest" + } + } + }, + "required": true + }, + "responses": { + "200": { + "description": "Successful Response", + "content": { + "application/json": { + "schema": { + "$ref": "#/components/schemas/TokenResponse" + } + } + } + }, + "500": { + "description": "Erreur interne. `correlation` identifie la trace côté serveur, qui n'est pas renvoyée au client.", + "content": { + "application/json": { + "schema": { + "$ref": "#/components/schemas/InternalErrorResponse" + } + } + } + }, + "422": { + "description": "Corps invalide. Le détail nomme le champ fautif et le type d'erreur, jamais la valeur envoyée.", + "content": { + "application/json": { + "schema": { + "$ref": "#/components/schemas/ValidationErrorResponse" + } + } + } + }, + "403": { + "description": "Origine non autorisée (protection CSRF de `require_trusted_origin`).", + "content": { + "application/json": { + "schema": { + "$ref": "#/components/schemas/ErrorResponse" + } + } + } + }, + "400": { + "description": "Lien invalide, déjà utilisé, ou expiré (durée de vie : 15 minutes).", + "content": { + "application/json": { + "schema": { + "$ref": "#/components/schemas/ErrorResponse" + } + } + } + } + } + } + }, "/api/v1/users": { "get": { "tags": [ @@ -1432,6 +1570,20 @@ ], "title": "FieldError" }, + "ForgotPasswordRequest": { + "properties": { + "email": { + "type": "string", + "format": "email", + "title": "Email" + } + }, + "type": "object", + "required": [ + "email" + ], + "title": "ForgotPasswordRequest" + }, "InternalErrorResponse": { "properties": { "detail": { @@ -1511,7 +1663,7 @@ "new_password": { "type": "string", "maxLength": 128, - "minLength": 12, + "minLength": 8, "title": "New Password" } }, @@ -1619,6 +1771,27 @@ ], "title": "RecommendationResponse" }, + "ResetPasswordRequest": { + "properties": { + "token": { + "type": "string", + "minLength": 1, + "title": "Token" + }, + "new_password": { + "type": "string", + "maxLength": 128, + "minLength": 8, + "title": "New Password" + } + }, + "type": "object", + "required": [ + "token", + "new_password" + ], + "title": "ResetPasswordRequest" + }, "Role": { "type": "string", "enum": [ diff --git a/apps/backend/pyproject.toml b/apps/backend/pyproject.toml index 18bf979..2bfdef3 100644 --- a/apps/backend/pyproject.toml +++ b/apps/backend/pyproject.toml @@ -16,6 +16,7 @@ dependencies = [ "pyjwt>=2.10", "argon2-cffi>=23.1", "anyio>=4.0", + "aiosmtplib>=5.1.3", ] [dependency-groups] diff --git a/apps/backend/tests/api/test_auth.py b/apps/backend/tests/api/test_auth.py index 1d734da..44c25e6 100644 --- a/apps/backend/tests/api/test_auth.py +++ b/apps/backend/tests/api/test_auth.py @@ -11,6 +11,7 @@ from app.core.roles import AccountKind, Role from app.services.auth import ( AuthenticatedSession, InvalidCredentialsError, + InvalidOrExpiredResetTokenError, RateLimitedError, SessionRejectedError, ) @@ -36,6 +37,14 @@ class FauxService: async def logout(self, **_: object) -> None: return None + async def request_password_reset(self, **_: object) -> None: + if self._erreur is not None: + raise self._erreur + return None + + async def confirm_password_reset(self, **_: object) -> AuthenticatedSession: + return await self.authenticate() + async def authenticate(self, **_: object) -> AuthenticatedSession: if self._erreur is not None: raise self._erreur @@ -206,3 +215,94 @@ async def test_a_cookie_bearing_route_accepts_a_request_without_origin( response = await client.post("/api/v1/auth/logout") assert response.status_code != 403 + + +async def test_forgot_password_answers_202_when_the_account_exists( + fake_auth_service: list[Exception | None], client: AsyncClient +) -> None: + response = await client.post( + "/api/v1/auth/forgot-password", json={"email": "operateur@enervision.fr"} + ) + + assert response.status_code == 202 + assert response.headers["cache-control"] == "no-store" + + +async def test_forgot_password_answers_202_identically_when_the_account_is_unknown( + fake_auth_service: list[Exception | None], client: AsyncClient +) -> None: + response = await client.post( + "/api/v1/auth/forgot-password", json={"email": "inconnu@enervision.fr"} + ) + + assert response.status_code == 202 + + +async def test_forgot_password_returns_429_with_a_retry_after_when_the_rate_limit_is_reached( + fake_auth_service: list[Exception | None], client: AsyncClient +) -> None: + fake_auth_service[0] = RateLimitedError(900) + + response = await client.post( + "/api/v1/auth/forgot-password", json={"email": "operateur@enervision.fr"} + ) + + assert response.status_code == 429 + assert response.headers["retry-after"] == "900" + + +async def test_forgot_password_rejects_a_malformed_email( + fake_auth_service: list[Exception | None], client: AsyncClient +) -> None: + response = await client.post("/api/v1/auth/forgot-password", json={"email": "pas-un-email"}) + + assert response.status_code == 422 + + +async def test_reset_password_returns_the_token_and_the_cookie_on_success( + fake_auth_service: list[Exception | None], client: AsyncClient +) -> None: + response = await client.post( + "/api/v1/auth/reset-password", + json={"token": "un-secret-opaque", "new_password": "Un-nouveau-mot-de-passe1!"}, + ) + + assert response.status_code == 200 + assert response.cookies.get("ev_refresh") is not None + assert "refresh_secret" not in response.text + + +async def test_reset_password_rejects_an_invalid_or_expired_token( + fake_auth_service: list[Exception | None], client: AsyncClient +) -> None: + fake_auth_service[0] = InvalidOrExpiredResetTokenError("Lien invalide ou expiré") + + response = await client.post( + "/api/v1/auth/reset-password", + json={"token": "un-secret-perime", "new_password": "Un-nouveau-mot-de-passe1!"}, + ) + + assert response.status_code == 400 + + +async def test_reset_password_rejects_a_weak_password( + fake_auth_service: list[Exception | None], client: AsyncClient +) -> None: + response = await client.post( + "/api/v1/auth/reset-password", + json={"token": "un-secret-opaque", "new_password": "trop-simple"}, + ) + + assert response.status_code == 422 + + +async def test_reset_password_refuses_a_foreign_origin( + fake_auth_service: list[Exception | None], client: AsyncClient +) -> None: + response = await client.post( + "/api/v1/auth/reset-password", + json={"token": "un-secret-opaque", "new_password": "Un-nouveau-mot-de-passe1!"}, + headers={"Origin": "https://malveillant.example"}, + ) + + assert response.status_code == 403 diff --git a/apps/backend/tests/api/test_route_protection.py b/apps/backend/tests/api/test_route_protection.py index 9a04338..1080dce 100644 --- a/apps/backend/tests/api/test_route_protection.py +++ b/apps/backend/tests/api/test_route_protection.py @@ -18,6 +18,10 @@ ROUTES_PUBLIQUES = frozenset( ("POST", "/api/v1/auth/login"), # Sans cookie, la déconnexion ne fait rien et répond 204 : elle est idempotente. ("POST", "/api/v1/auth/logout"), + ("POST", "/api/v1/auth/forgot-password"), + # Protégée par le jeton dans le corps de la requête, pas par un `Principal` : aucune + # authentification préalable ne s'applique, c'est la validité du jeton qui tranche. + ("POST", "/api/v1/auth/reset-password"), ("GET", "/metrics"), } ) diff --git a/apps/backend/tests/repositories/test_password_reset_token.py b/apps/backend/tests/repositories/test_password_reset_token.py new file mode 100644 index 0000000..e25518c --- /dev/null +++ b/apps/backend/tests/repositories/test_password_reset_token.py @@ -0,0 +1,114 @@ +# Le premier test démontre l'atomicité de `consume()` : sur un double, deux soumissions +# concurrentes du même lien réussiraient toutes les deux. + +import uuid +from datetime import UTC, datetime, timedelta + +import pytest +from sqlalchemy.exc import IntegrityError +from sqlalchemy.ext.asyncio import AsyncSession + +from app.core.roles import Role +from app.core.security import fingerprint_refresh, generate_refresh_secret +from app.repositories.password_reset_token import PasswordResetTokenRepository +from app.repositories.user import UserRepository + +pytestmark = pytest.mark.integration + +DUREE = timedelta(minutes=15) + + +async def un_compte(session: AsyncSession) -> uuid.UUID: + compte = await UserRepository(session).create( + email=f"reset-{uuid.uuid4().hex[:12]}@enervision.fr", + password_hash="$argon2id$x", + role=Role.LECTEUR, + ) + return compte.id + + +async def un_jeton( + depot: PasswordResetTokenRepository, user_id: uuid.UUID, *, duree: timedelta = DUREE +) -> str: + secret = generate_refresh_secret() + await depot.create( + user_id=user_id, + token_hash=fingerprint_refresh(secret), + expires_at=datetime.now(UTC) + duree, + client_ip="203.0.113.10", + user_agent="pytest", + ) + return secret + + +async def test_consume_only_succeeds_once(session: AsyncSession) -> None: + depot = PasswordResetTokenRepository(session) + secret = await un_jeton(depot, await un_compte(session)) + + premier = await depot.consume(fingerprint_refresh(secret)) + second = await depot.consume(fingerprint_refresh(secret)) + await session.rollback() + + assert premier is not None + assert second is None + + +async def test_consume_refuses_an_expired_token(session: AsyncSession) -> None: + depot = PasswordResetTokenRepository(session) + secret = await un_jeton(depot, await un_compte(session), duree=-timedelta(minutes=1)) + + revendique = await depot.consume(fingerprint_refresh(secret)) + await session.rollback() + + assert revendique is None + + +async def test_consume_returns_nothing_for_an_unknown_fingerprint( + session: AsyncSession, +) -> None: + revendique = await PasswordResetTokenRepository(session).consume( + fingerprint_refresh(generate_refresh_secret()) + ) + + assert revendique is None + + +async def test_invalidate_all_for_user_only_touches_living_tokens( + session: AsyncSession, +) -> None: + depot = PasswordResetTokenRepository(session) + compte = await un_compte(session) + await un_jeton(depot, compte) + await un_jeton(depot, compte) + + invalides = await depot.invalidate_all_for_user(compte) + second_passage = await depot.invalidate_all_for_user(compte) + await session.rollback() + + assert invalides == 2 + assert second_passage == 0 + + +async def test_the_database_refuses_two_tokens_sharing_a_fingerprint( + session: AsyncSession, +) -> None: + depot = PasswordResetTokenRepository(session) + compte = await un_compte(session) + secret = generate_refresh_secret() + await depot.create( + user_id=compte, + token_hash=fingerprint_refresh(secret), + expires_at=datetime.now(UTC) + DUREE, + client_ip=None, + user_agent=None, + ) + + with pytest.raises(IntegrityError): + await depot.create( + user_id=compte, + token_hash=fingerprint_refresh(secret), + expires_at=datetime.now(UTC) + DUREE, + client_ip=None, + user_agent=None, + ) + await session.rollback() diff --git a/apps/backend/tests/schemas/__init__.py b/apps/backend/tests/schemas/__init__.py new file mode 100644 index 0000000..e69de29 diff --git a/apps/backend/tests/schemas/test_auth.py b/apps/backend/tests/schemas/test_auth.py new file mode 100644 index 0000000..7982f56 --- /dev/null +++ b/apps/backend/tests/schemas/test_auth.py @@ -0,0 +1,41 @@ +import pytest +from pydantic import ValidationError + +from app.schemas.auth import PasswordChangeRequest, valide_complexite + +MOT_DE_PASSE_VALIDE = "Un-mot-de-passe1!" + + +def test_password_change_request_accepts_a_password_covering_the_four_classes() -> None: + requete = PasswordChangeRequest( + current_password="peu-importe", new_password=MOT_DE_PASSE_VALIDE + ) + + assert requete.new_password == MOT_DE_PASSE_VALIDE + + +@pytest.mark.parametrize( + "new_password", + [ + "un-mot-de-passe1!", + "UN-MOT-DE-PASSE1!", + "Un-mot-de-passe!", + "Un mot de passe 1", + ], + ids=["sans_majuscule", "sans_minuscule", "sans_chiffre", "sans_caractere_special"], +) +def test_password_change_request_rejects_a_password_missing_a_character_class( + new_password: str, +) -> None: + with pytest.raises(ValidationError): + PasswordChangeRequest(current_password="peu-importe", new_password=new_password) + + +def test_password_change_request_rejects_a_password_below_the_minimum_length() -> None: + with pytest.raises(ValidationError): + PasswordChangeRequest(current_password="peu-importe", new_password="Ab1!") + + +def test_valide_complexite_names_every_missing_class_in_the_error() -> None: + with pytest.raises(ValueError, match=r"majuscule.*chiffre|chiffre.*majuscule"): + valide_complexite("minuscules-seulement") diff --git a/apps/backend/tests/services/test_auth.py b/apps/backend/tests/services/test_auth.py index 9b8c42c..52cde71 100644 --- a/apps/backend/tests/services/test_auth.py +++ b/apps/backend/tests/services/test_auth.py @@ -16,11 +16,15 @@ from app.core.security import ( from app.models.login_attempt import LoginOutcome from app.models.refresh_token import RevocationReason from app.repositories.login_attempt import FailureCounts +from app.repositories.password_reset_attempt import ResetRequestCounts +from app.repositories.password_reset_token import ConsumedResetToken from app.repositories.refresh_token import ClaimedToken from app.services.auth import ( AuthService, InvalidCredentialsError, + InvalidOrExpiredResetTokenError, LoginPolicy, + PasswordResetPolicy, RateLimitedError, SessionRejectedError, ) @@ -37,6 +41,13 @@ POLITIQUE_CONNEXION = LoginPolicy( max_failures_per_ip=20, max_failures_per_identifier=50, ) +POLITIQUE_RESET = PasswordResetPolicy( + window_seconds=900, + max_requests_per_identifier=3, + max_requests_per_ip=10, + token_ttl=timedelta(minutes=15), + frontend_reset_url="http://localhost:4200/reset-password", +) @dataclass @@ -168,6 +179,43 @@ class FausseTransaction: self.validations += 1 +class FauxDepotJetonsReset: + def __init__(self, revendique: ConsumedResetToken | None = None) -> None: + self.revendique = revendique + self.crees: list[UUID] = [] + self.invalidations: list[UUID] = [] + + async def create(self, *, user_id: UUID, **_: object) -> None: + self.crees.append(user_id) + + async def consume(self, token_hash: bytes) -> ConsumedResetToken | None: + return self.revendique + + async def invalidate_all_for_user(self, user_id: UUID) -> int: + self.invalidations.append(user_id) + return len(self.invalidations) + + +class FauxDepotTentativesReset: + def __init__(self, compteurs: ResetRequestCounts | None = None) -> None: + self.compteurs = compteurs or ResetRequestCounts(0, 0) + self.enregistrees: list[str] = [] + + async def count_recent(self, **_: object) -> ResetRequestCounts: + return self.compteurs + + async def record(self, *, email: str, **_: object) -> None: + self.enregistrees.append(email) + + +class FauxMailer: + def __init__(self) -> None: + self.envois: list[tuple[str, str]] = [] + + async def send_password_reset_email(self, *, to: str, reset_url: str) -> None: + self.envois.append((to, reset_url)) + + @dataclass class Attirail: service: AuthService @@ -176,6 +224,9 @@ class Attirail: jetons: FauxDepotJetons audit: FauxDepotAudit hacheur: FauxHacheur + jetons_reset: FauxDepotJetonsReset + tentatives_reset: FauxDepotTentativesReset + mailer: FauxMailer def fabrique_service( @@ -184,12 +235,17 @@ def fabrique_service( compteurs: FailureCounts | None = None, hacheur: FauxHacheur | None = None, jetons: FauxDepotJetons | None = None, + jetons_reset: FauxDepotJetonsReset | None = None, + compteurs_reset: ResetRequestCounts | None = None, ) -> Attirail: comptes = FauxDepotComptes(compte) tentatives = FauxDepotTentatives(compteurs) depot_jetons = jetons or FauxDepotJetons() audit = FauxDepotAudit() hacheur = hacheur or FauxHacheur() + depot_jetons_reset = jetons_reset or FauxDepotJetonsReset() + tentatives_reset = FauxDepotTentativesReset(compteurs_reset) + mailer = FauxMailer() service = AuthService( users=comptes, # type: ignore[arg-type] attempts=tentatives, # type: ignore[arg-type] @@ -200,8 +256,22 @@ def fabrique_service( token_policy=POLITIQUE_JETON, login_policy=POLITIQUE_CONNEXION, refresh_ttl=timedelta(days=7), + reset_tokens=depot_jetons_reset, # type: ignore[arg-type] + reset_attempts=tentatives_reset, # type: ignore[arg-type] + reset_policy=POLITIQUE_RESET, + mailer=mailer, # type: ignore[arg-type] + ) + return Attirail( + service, + comptes, + tentatives, + depot_jetons, + audit, + hacheur, + depot_jetons_reset, + tentatives_reset, + mailer, ) - return Attirail(service, comptes, tentatives, depot_jetons, audit, hacheur) async def connecte(service: AuthService, mot_de_passe: str = "un-mot-de-passe-valide") -> object: @@ -493,3 +563,89 @@ async def test_change_password_refuses_a_wrong_current_password() -> None: assert attirail.jetons.revocations_par_compte == [] assert attirail.jetons.crees == [] + + +async def test_request_password_reset_emails_a_link_when_the_account_exists() -> None: + compte = FauxCompte() + attirail = fabrique_service(compte=compte) + + await attirail.service.request_password_reset( + email=compte.email, client_ip="203.0.113.10", user_agent="pytest" + ) + + assert attirail.jetons_reset.invalidations == [compte.id] + assert attirail.jetons_reset.crees == [compte.id] + assert len(attirail.mailer.envois) == 1 + assert attirail.mailer.envois[0][0] == compte.email + assert "auth.password_reset_requested" in attirail.audit.lignes[0][0] + + +async def test_request_password_reset_stays_silent_when_the_account_is_unknown() -> None: + attirail = fabrique_service(compte=None) + + await attirail.service.request_password_reset( + email="inconnu@enervision.fr", client_ip="203.0.113.10", user_agent="pytest" + ) + + assert attirail.jetons_reset.crees == [] + assert attirail.mailer.envois == [] + assert attirail.hacheur.verifications == 1, "le hachage factice doit tout de même tourner" + + +async def test_request_password_reset_stays_silent_when_the_account_is_inactive() -> None: + compte = FauxCompte(is_active=False) + attirail = fabrique_service(compte=compte) + + await attirail.service.request_password_reset( + email=compte.email, client_ip="203.0.113.10", user_agent="pytest" + ) + + assert attirail.jetons_reset.crees == [] + assert attirail.mailer.envois == [] + + +async def test_request_password_reset_raises_when_the_rate_limit_is_reached() -> None: + attirail = fabrique_service(compteurs_reset=ResetRequestCounts(per_identifier=3, per_ip=0)) + + with pytest.raises(RateLimitedError): + await attirail.service.request_password_reset( + email="operateur@enervision.fr", client_ip="203.0.113.10", user_agent="pytest" + ) + + assert attirail.mailer.envois == [] + + +async def test_confirm_password_reset_revokes_every_session_then_reopens_the_current_one() -> None: + compte = FauxCompte() + jetons_reset = FauxDepotJetonsReset( + revendique=ConsumedResetToken(id=uuid4(), user_id=compte.id) + ) + attirail = fabrique_service(compte=compte, jetons_reset=jetons_reset) + + session = await attirail.service.confirm_password_reset( + token="un-secret-opaque", + new_password="Un-nouveau-mot-de-passe1!", + client_ip="203.0.113.10", + user_agent="pytest", + ) + + assert attirail.jetons.revocations_par_compte == [ + (compte.id, RevocationReason.CHANGEMENT_MOT_DE_PASSE.value) + ] + assert len(attirail.jetons.crees) == 1 + assert session.refresh_secret + assert "auth.password_reset_self_service" in attirail.audit.lignes[0][0] + + +async def test_confirm_password_reset_rejects_an_invalid_or_expired_token() -> None: + attirail = fabrique_service(jetons_reset=FauxDepotJetonsReset(revendique=None)) + + with pytest.raises(InvalidOrExpiredResetTokenError): + await attirail.service.confirm_password_reset( + token="un-secret-invalide", + new_password="Un-nouveau-mot-de-passe1!", + client_ip=None, + user_agent=None, + ) + + assert attirail.jetons.revocations_par_compte == [] diff --git a/apps/backend/tests/test_cli.py b/apps/backend/tests/test_cli.py index 40b8317..7344bf7 100644 --- a/apps/backend/tests/test_cli.py +++ b/apps/backend/tests/test_cli.py @@ -4,6 +4,7 @@ from pathlib import Path import pytest from app import cli +from app.schemas.auth import valide_complexite def test_build_parser_reads_the_create_admin_arguments() -> None: @@ -34,26 +35,36 @@ def test_read_password_generates_a_long_secret_when_asked( assert len(mot_de_passe) >= cli.LONGUEUR_MOT_DE_PASSE_GENERE assert mot_de_passe in capsys.readouterr().out + valide_complexite(mot_de_passe) def test_read_password_accepts_two_matching_entries(monkeypatch: pytest.MonkeyPatch) -> None: - saisies = iter(["un-mot-de-passe-valide", "un-mot-de-passe-valide"]) + saisies = iter(["Un-mot-de-passe-valide1", "Un-mot-de-passe-valide1"]) monkeypatch.setattr(cli, "getpass", lambda _: next(saisies)) - assert cli.read_password(generate=False) == "un-mot-de-passe-valide" + assert cli.read_password(generate=False) == "Un-mot-de-passe-valide1" def test_read_password_refuses_a_password_below_the_minimum_length( monkeypatch: pytest.MonkeyPatch, ) -> None: - monkeypatch.setattr(cli, "getpass", lambda _: "court") + monkeypatch.setattr(cli, "getpass", lambda _: "Court1!") + + with pytest.raises(SystemExit): + cli.read_password(generate=False) + + +def test_read_password_refuses_a_password_missing_a_character_class( + monkeypatch: pytest.MonkeyPatch, +) -> None: + monkeypatch.setattr(cli, "getpass", lambda _: "un-mot-de-passe-sans-majuscule-ni-chiffre") with pytest.raises(SystemExit): cli.read_password(generate=False) def test_read_password_refuses_two_different_entries(monkeypatch: pytest.MonkeyPatch) -> None: - saisies = iter(["un-mot-de-passe-valide", "un-autre-mot-de-passe"]) + saisies = iter(["Un-mot-de-passe-valide1", "Un-autre-mot-de-passe2"]) monkeypatch.setattr(cli, "getpass", lambda _: next(saisies)) with pytest.raises(SystemExit): diff --git a/apps/backend/uv.lock b/apps/backend/uv.lock index 7c2b8f4..39ec7ca 100644 --- a/apps/backend/uv.lock +++ b/apps/backend/uv.lock @@ -2,6 +2,15 @@ version = 1 revision = 3 requires-python = "==3.14.*" +[[package]] +name = "aiosmtplib" +version = "5.1.3" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/9b/5c/9cabc5db6d607616e81ba6d8f1f231cd5a75955807a308c1090a59072d6d/aiosmtplib-5.1.3.tar.gz", hash = "sha256:ac2b418d3260ba62d9cfd0fe7359726e9dc009a4e8e8d9909fdfae332f522a7c", size = 77010, upload-time = "2026-09-08T02:11:20.532Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/9c/0a/b56ab8163d54960337fdca475d3dfd56c8badf6172e79cf2ad00d5335dc1/aiosmtplib-5.1.3-py3-none-any.whl", hash = "sha256:f7d76ce3d4995a65a178c1f11e1bd1607706b921d00cb768e7a2c7f7ef5517a8", size = 30116, upload-time = "2026-09-08T02:11:19.352Z" }, +] + [[package]] name = "alembic" version = "1.20.0" @@ -306,6 +315,7 @@ name = "enervision-backend" version = "0.1.0" source = { editable = "." } dependencies = [ + { name = "aiosmtplib" }, { name = "alembic" }, { name = "anyio" }, { name = "argon2-cffi" }, @@ -332,6 +342,7 @@ dev = [ [package.metadata] requires-dist = [ + { name = "aiosmtplib", specifier = ">=5.1.3" }, { name = "alembic", specifier = ">=1.20.0" }, { name = "anyio", specifier = ">=4.0" }, { name = "argon2-cffi", specifier = ">=23.1" }, diff --git a/apps/frontend/src/app/app.routes.ts b/apps/frontend/src/app/app.routes.ts index b3e97d8..72e20f5 100644 --- a/apps/frontend/src/app/app.routes.ts +++ b/apps/frontend/src/app/app.routes.ts @@ -5,6 +5,8 @@ export const routes: Routes = [ { path: '', redirectTo: 'dashboard', pathMatch: 'full' }, { path: 'login', loadComponent: () => import('./features/auth/login/login').then(m => m.Login) }, { path: 'change-password', loadComponent: () => import('./features/auth/change-password/change-password').then(m => m.ChangePassword) }, + { path: 'forgot-password', loadComponent: () => import('./features/auth/forgot-password/forgot-password').then(m => m.ForgotPassword) }, + { path: 'reset-password', loadComponent: () => import('./features/auth/reset-password/reset-password').then(m => m.ResetPassword) }, { path: 'dashboard', canActivate: [authGuard], diff --git a/apps/frontend/src/app/core/services/auth.service.ts b/apps/frontend/src/app/core/services/auth.service.ts index d27c1db..9aa477a 100644 --- a/apps/frontend/src/app/core/services/auth.service.ts +++ b/apps/frontend/src/app/core/services/auth.service.ts @@ -1,7 +1,14 @@ import { Service, signal, computed, inject } from '@angular/core'; import { HttpClient } from '@angular/common/http'; import { Observable, tap, finalize, shareReplay } from 'rxjs'; -import { LoginRequest, PasswordChangeRequest, Principal, TokenResponse } from '../../shared/models/auth.model'; +import { + ForgotPasswordRequest, + LoginRequest, + PasswordChangeRequest, + Principal, + ResetPasswordRequest, + TokenResponse, +} from '../../shared/models/auth.model'; import { environment } from '../../../environments/environment'; @Service() @@ -66,4 +73,14 @@ export class AuthService { me(): Observable { return this.http.get(`${environment.apiUrl}/auth/me`); } + + forgotPassword(payload: ForgotPasswordRequest): Observable { + return this.http.post(`${environment.apiUrl}/auth/forgot-password`, payload); + } + + resetPassword(payload: ResetPasswordRequest): Observable { + return this.http + .post(`${environment.apiUrl}/auth/reset-password`, payload, { withCredentials: true }) + .pipe(tap((response) => this.setSession(response))); + } } diff --git a/apps/frontend/src/app/features/auth/change-password/change-password.html b/apps/frontend/src/app/features/auth/change-password/change-password.html index edf2146..d7b5039 100644 --- a/apps/frontend/src/app/features/auth/change-password/change-password.html +++ b/apps/frontend/src/app/features/auth/change-password/change-password.html @@ -18,7 +18,7 @@ formControlName="new_password" autocomplete="new-password" /> - 12 à 128 caractères + {{ passwordHint }} @if (errorMessage()) {

{{ errorMessage() }}

diff --git a/apps/frontend/src/app/features/auth/change-password/change-password.spec.ts b/apps/frontend/src/app/features/auth/change-password/change-password.spec.ts index 63e1872..0e72843 100644 --- a/apps/frontend/src/app/features/auth/change-password/change-password.spec.ts +++ b/apps/frontend/src/app/features/auth/change-password/change-password.spec.ts @@ -32,10 +32,19 @@ describe('ChangePassword', () => { expect(authMock.changePassword).not.toHaveBeenCalled(); }); + it('ne soumet pas si le mot de passe ne couvre pas les 4 classes de caractères', () => { + const fixture = TestBed.createComponent(ChangePassword); + const component = fixture.componentInstance; + component.form.setValue({ current_password: 'old', new_password: 'longueur-suffisante-sans-majuscule-ni-chiffre' }); + + component.onSubmit(); + expect(authMock.changePassword).not.toHaveBeenCalled(); + }); + it('redirige vers /dashboard après un changement réussi', () => { const fixture = TestBed.createComponent(ChangePassword); const component = fixture.componentInstance; - component.form.setValue({ current_password: 'ancien-mot-de-passe', new_password: 'un-nouveau-mot-de-passe-valide' }); + component.form.setValue({ current_password: 'ancien-mot-de-passe', new_password: 'Un-nouveau-mot-de-passe1!' }); authMock.changePassword.mockReturnValue(of({ principal: { role: 'admin' } })); @@ -46,7 +55,7 @@ describe('ChangePassword', () => { it("affiche un message d'erreur si le mot de passe actuel est incorrect", () => { const fixture = TestBed.createComponent(ChangePassword); const component = fixture.componentInstance; - component.form.setValue({ current_password: 'mauvais-mot-de-passe', new_password: 'un-nouveau-mot-de-passe-valide' }); + component.form.setValue({ current_password: 'mauvais-mot-de-passe', new_password: 'Un-nouveau-mot-de-passe1!' }); authMock.changePassword.mockReturnValue(throwError(() => new Error('401'))); @@ -70,7 +79,7 @@ describe('ChangePassword', () => { it('déclenche onSubmit via la soumission réelle du formulaire (ngSubmit)', () => { const fixture = TestBed.createComponent(ChangePassword); const component = fixture.componentInstance; - component.form.setValue({ current_password: 'ancien-mot-de-passe', new_password: 'un-nouveau-mot-de-passe-valide' }); + component.form.setValue({ current_password: 'ancien-mot-de-passe', new_password: 'Un-nouveau-mot-de-passe1!' }); fixture.detectChanges(); authMock.changePassword.mockReturnValue(of({ principal: { role: 'admin' } })); @@ -81,7 +90,7 @@ describe('ChangePassword', () => { expect(authMock.changePassword).toHaveBeenCalledWith({ current_password: 'ancien-mot-de-passe', - new_password: 'un-nouveau-mot-de-passe-valide', + new_password: 'Un-nouveau-mot-de-passe1!', }); }); diff --git a/apps/frontend/src/app/features/auth/change-password/change-password.ts b/apps/frontend/src/app/features/auth/change-password/change-password.ts index 507af14..528aea0 100644 --- a/apps/frontend/src/app/features/auth/change-password/change-password.ts +++ b/apps/frontend/src/app/features/auth/change-password/change-password.ts @@ -2,6 +2,7 @@ import { Component, inject, signal } from '@angular/core'; import { ReactiveFormsModule, FormBuilder, Validators } from '@angular/forms'; import { Router } from '@angular/router'; import { AuthService } from '../../../core/services/auth.service'; +import { passwordValidators, PASSWORD_HINT } from '../../../shared/validators/password.validator'; @Component({ selector: 'app-change-password', @@ -17,10 +18,11 @@ export class ChangePassword { errorMessage = signal(null); isLoading = signal(false); + passwordHint = PASSWORD_HINT; form = this.fb.nonNullable.group({ current_password: ['', Validators.required], - new_password: ['', [Validators.required, Validators.minLength(12), Validators.maxLength(128)]], + new_password: ['', passwordValidators], }); onSubmit(): void { @@ -34,7 +36,7 @@ export class ChangePassword { }, error: () => { this.isLoading.set(false); - this.errorMessage.set('Mot de passe actuel incorrect, ou nouveau mot de passe invalide (12 à 128 caractères).'); + this.errorMessage.set(`Mot de passe actuel incorrect, ou nouveau mot de passe invalide (${this.passwordHint}).`); }, }); } diff --git a/apps/frontend/src/app/features/auth/forgot-password/forgot-password.html b/apps/frontend/src/app/features/auth/forgot-password/forgot-password.html new file mode 100644 index 0000000..2bd7ef9 --- /dev/null +++ b/apps/frontend/src/app/features/auth/forgot-password/forgot-password.html @@ -0,0 +1,37 @@ +
+
+

Mot de passe oublié

+

Recevez un lien de réinitialisation par email

+ + @if (submitted()) { +

+ Si un compte existe pour cet email, un lien de réinitialisation vient d'être envoyé. + Il expire dans 15 minutes. +

+ } @else { + + + + @if (errorMessage()) { +

+ {{ errorMessage() }} + @if (retryAfterSeconds(); as seconds) { + (réessayez dans {{ seconds }}s) + } +

+ } + + + } + + +
+
diff --git a/apps/frontend/src/app/features/auth/forgot-password/forgot-password.scss b/apps/frontend/src/app/features/auth/forgot-password/forgot-password.scss new file mode 100644 index 0000000..31c9efc --- /dev/null +++ b/apps/frontend/src/app/features/auth/forgot-password/forgot-password.scss @@ -0,0 +1,104 @@ +:host { + display: flex; + align-items: center; + justify-content: center; + min-height: 100vh; + background: #f3f4f6; + font-family: 'Segoe UI', system-ui, sans-serif; +} + +.auth-card { + background: #ffffff; + border: 1px solid #e5e7eb; + border-radius: 12px; + padding: 2.5rem; + width: 100%; + max-width: 360px; + box-shadow: 0 1px 3px rgba(0, 0, 0, 0.06); + display: flex; + flex-direction: column; + + h1 { + margin: 0; + font-size: 1.5rem; + font-weight: 700; + color: #1f2937; + } + + .auth-subtitle { + margin: 0.25rem 0 1.5rem; + color: #6b7280; + font-size: 0.9rem; + line-height: 1.4; + } + + label { + font-size: 0.85rem; + font-weight: 600; + color: #374151; + margin-bottom: 0.35rem; + margin-top: 1rem; + } + + input { + padding: 0.6rem 0.75rem; + border: 1px solid #d1d5db; + border-radius: 8px; + font-size: 0.95rem; + + &:focus { + outline: none; + border-color: #3b82f6; + box-shadow: 0 0 0 3px rgba(59, 130, 246, 0.15); + } + } + + button { + margin-top: 1.5rem; + padding: 0.7rem; + background: #3b82f6; + color: #fff; + border: none; + border-radius: 8px; + font-size: 0.95rem; + font-weight: 600; + cursor: pointer; + + &:disabled { + background: #9ca3af; + cursor: not-allowed; + } + + &:not(:disabled):hover { + background: #2563eb; + } + } +} + +.auth-hint { + font-size: 0.75rem; + color: #9ca3af; + margin-top: 0.25rem; +} + +.auth-error { + margin: 0.75rem 0 0; + color: #dc2626; + font-size: 0.85rem; +} + +.auth-success { + margin: 0.75rem 0 0; + color: #16a34a; + font-size: 0.85rem; +} + +.auth-link { + margin-top: 1rem; + font-size: 0.85rem; + text-align: center; + + a { + color: #3b82f6; + } +} diff --git a/apps/frontend/src/app/features/auth/forgot-password/forgot-password.spec.ts b/apps/frontend/src/app/features/auth/forgot-password/forgot-password.spec.ts new file mode 100644 index 0000000..56f7764 --- /dev/null +++ b/apps/frontend/src/app/features/auth/forgot-password/forgot-password.spec.ts @@ -0,0 +1,75 @@ +import { TestBed } from '@angular/core/testing'; +import { ReactiveFormsModule } from '@angular/forms'; +import { ActivatedRoute, Router } from '@angular/router'; +import { HttpErrorResponse, HttpHeaders } from '@angular/common/http'; +import { of, throwError } from 'rxjs'; +import { vi } from 'vitest'; +import { ForgotPassword } from './forgot-password'; +import { AuthService } from '../../../core/services/auth.service'; + +describe('ForgotPassword', () => { + let authMock: { forgotPassword: ReturnType }; + let routerMock: { navigate: ReturnType }; + + beforeEach(async () => { + authMock = { forgotPassword: vi.fn() }; + routerMock = { navigate: vi.fn() }; + + await TestBed.configureTestingModule({ + imports: [ForgotPassword, ReactiveFormsModule], + providers: [ + { provide: AuthService, useValue: authMock }, + { provide: Router, useValue: routerMock }, + { provide: ActivatedRoute, useValue: {} }, + ], + }).compileComponents(); + }); + + it('ne soumet pas si le formulaire est invalide', () => { + const fixture = TestBed.createComponent(ForgotPassword); + fixture.componentInstance.onSubmit(); + expect(authMock.forgotPassword).not.toHaveBeenCalled(); + }); + + it('affiche le message générique après une soumission réussie', () => { + const fixture = TestBed.createComponent(ForgotPassword); + const component = fixture.componentInstance; + component.form.setValue({ email: 'operateur@enervision.fr' }); + authMock.forgotPassword.mockReturnValue(of(undefined)); + + component.onSubmit(); + + expect(component.submitted()).toBe(true); + }); + + it('affiche le même message générique même quand le serveur répond une erreur autre que 429', () => { + const fixture = TestBed.createComponent(ForgotPassword); + const component = fixture.componentInstance; + component.form.setValue({ email: 'inconnu@enervision.fr' }); + authMock.forgotPassword.mockReturnValue(throwError(() => new HttpErrorResponse({ status: 500 }))); + + component.onSubmit(); + + expect(component.submitted()).toBe(true); + }); + + it('affiche le délai à respecter quand le taux limite est atteint', () => { + const fixture = TestBed.createComponent(ForgotPassword); + const component = fixture.componentInstance; + component.form.setValue({ email: 'operateur@enervision.fr' }); + authMock.forgotPassword.mockReturnValue( + throwError( + () => + new HttpErrorResponse({ + status: 429, + headers: new HttpHeaders({ 'Retry-After': '900' }), + }) + ) + ); + + component.onSubmit(); + + expect(component.submitted()).toBe(false); + expect(component.retryAfterSeconds()).toBe(900); + }); +}); diff --git a/apps/frontend/src/app/features/auth/forgot-password/forgot-password.ts b/apps/frontend/src/app/features/auth/forgot-password/forgot-password.ts new file mode 100644 index 0000000..6ceef5c --- /dev/null +++ b/apps/frontend/src/app/features/auth/forgot-password/forgot-password.ts @@ -0,0 +1,53 @@ +import { Component, inject, signal } from '@angular/core'; +import { ReactiveFormsModule, FormBuilder, Validators } from '@angular/forms'; +import { RouterLink } from '@angular/router'; +import { HttpErrorResponse } from '@angular/common/http'; +import { AuthService } from '../../../core/services/auth.service'; + +@Component({ + selector: 'app-forgot-password', + standalone: true, + imports: [ReactiveFormsModule, RouterLink], + templateUrl: './forgot-password.html', + styleUrl: './forgot-password.scss', +}) +export class ForgotPassword { + private fb = inject(FormBuilder); + private auth = inject(AuthService); + + errorMessage = signal(null); + retryAfterSeconds = signal(null); + submitted = signal(false); + isLoading = signal(false); + + form = this.fb.nonNullable.group({ + email: ['', [Validators.required, Validators.email]], + }); + + onSubmit(): void { + if (this.form.invalid) return; + + this.isLoading.set(true); + this.errorMessage.set(null); + this.retryAfterSeconds.set(null); + + this.auth.forgotPassword(this.form.getRawValue()).subscribe({ + // Le message affiché ne dépend jamais du fait que le compte existe ou non : la réponse + // du serveur est déjà générique, l'écran doit l'être aussi. + next: () => { + this.isLoading.set(false); + this.submitted.set(true); + }, + error: (error: HttpErrorResponse) => { + this.isLoading.set(false); + if (error.status === 429) { + const retryAfter = error.headers.get('Retry-After'); + this.retryAfterSeconds.set(retryAfter ? Number(retryAfter) : null); + this.errorMessage.set('Trop de demandes, réessayez plus tard.'); + return; + } + this.submitted.set(true); + }, + }); + } +} diff --git a/apps/frontend/src/app/features/auth/login/login.html b/apps/frontend/src/app/features/auth/login/login.html index 0083bd2..3ee100b 100644 --- a/apps/frontend/src/app/features/auth/login/login.html +++ b/apps/frontend/src/app/features/auth/login/login.html @@ -32,5 +32,7 @@ + + diff --git a/apps/frontend/src/app/features/auth/login/login.scss b/apps/frontend/src/app/features/auth/login/login.scss index cc415b8..45b28c0 100644 --- a/apps/frontend/src/app/features/auth/login/login.scss +++ b/apps/frontend/src/app/features/auth/login/login.scss @@ -79,3 +79,13 @@ color: #dc2626; font-size: 0.85rem; } + +.auth-link { + margin-top: 1rem; + font-size: 0.85rem; + text-align: center; + + a { + color: #3b82f6; + } +} diff --git a/apps/frontend/src/app/features/auth/login/login.spec.ts b/apps/frontend/src/app/features/auth/login/login.spec.ts index 3c9bac1..d39298d 100644 --- a/apps/frontend/src/app/features/auth/login/login.spec.ts +++ b/apps/frontend/src/app/features/auth/login/login.spec.ts @@ -1,6 +1,6 @@ import { TestBed } from '@angular/core/testing'; import { ReactiveFormsModule } from '@angular/forms'; -import { Router } from '@angular/router'; +import { ActivatedRoute, Router } from '@angular/router'; import { HttpErrorResponse, HttpHeaders } from '@angular/common/http'; import { of, throwError } from 'rxjs'; import { vi } from 'vitest'; @@ -20,6 +20,7 @@ describe('Login', () => { providers: [ { provide: AuthService, useValue: authMock }, { provide: Router, useValue: routerMock }, + { provide: ActivatedRoute, useValue: {} }, ], }).compileComponents(); }); diff --git a/apps/frontend/src/app/features/auth/login/login.ts b/apps/frontend/src/app/features/auth/login/login.ts index 34b9ff2..871e7cc 100644 --- a/apps/frontend/src/app/features/auth/login/login.ts +++ b/apps/frontend/src/app/features/auth/login/login.ts @@ -1,13 +1,13 @@ import { Component, inject, signal } from '@angular/core'; import { ReactiveFormsModule, FormBuilder, Validators } from '@angular/forms'; -import { Router } from '@angular/router'; +import { Router, RouterLink } from '@angular/router'; import { HttpErrorResponse } from '@angular/common/http'; import { AuthService } from '../../../core/services/auth.service'; @Component({ selector: 'app-login', standalone: true, - imports: [ReactiveFormsModule], + imports: [ReactiveFormsModule, RouterLink], templateUrl: './login.html', styleUrl: './login.scss', }) diff --git a/apps/frontend/src/app/features/auth/reset-password/reset-password.html b/apps/frontend/src/app/features/auth/reset-password/reset-password.html new file mode 100644 index 0000000..eed77a8 --- /dev/null +++ b/apps/frontend/src/app/features/auth/reset-password/reset-password.html @@ -0,0 +1,30 @@ +
+
+

Nouveau mot de passe

+ + @if (!hasToken) { +

Ce lien est incomplet. Redemandez un lien de réinitialisation.

+ } @else { +

Choisissez votre nouveau mot de passe

+ + + + {{ passwordHint }} + + @if (errorMessage()) { +

{{ errorMessage() }}

+ } + + + } + + +
+
diff --git a/apps/frontend/src/app/features/auth/reset-password/reset-password.scss b/apps/frontend/src/app/features/auth/reset-password/reset-password.scss new file mode 100644 index 0000000..31c9efc --- /dev/null +++ b/apps/frontend/src/app/features/auth/reset-password/reset-password.scss @@ -0,0 +1,104 @@ +:host { + display: flex; + align-items: center; + justify-content: center; + min-height: 100vh; + background: #f3f4f6; + font-family: 'Segoe UI', system-ui, sans-serif; +} + +.auth-card { + background: #ffffff; + border: 1px solid #e5e7eb; + border-radius: 12px; + padding: 2.5rem; + width: 100%; + max-width: 360px; + box-shadow: 0 1px 3px rgba(0, 0, 0, 0.06); + display: flex; + flex-direction: column; + + h1 { + margin: 0; + font-size: 1.5rem; + font-weight: 700; + color: #1f2937; + } + + .auth-subtitle { + margin: 0.25rem 0 1.5rem; + color: #6b7280; + font-size: 0.9rem; + line-height: 1.4; + } + + label { + font-size: 0.85rem; + font-weight: 600; + color: #374151; + margin-bottom: 0.35rem; + margin-top: 1rem; + } + + input { + padding: 0.6rem 0.75rem; + border: 1px solid #d1d5db; + border-radius: 8px; + font-size: 0.95rem; + + &:focus { + outline: none; + border-color: #3b82f6; + box-shadow: 0 0 0 3px rgba(59, 130, 246, 0.15); + } + } + + button { + margin-top: 1.5rem; + padding: 0.7rem; + background: #3b82f6; + color: #fff; + border: none; + border-radius: 8px; + font-size: 0.95rem; + font-weight: 600; + cursor: pointer; + + &:disabled { + background: #9ca3af; + cursor: not-allowed; + } + + &:not(:disabled):hover { + background: #2563eb; + } + } +} + +.auth-hint { + font-size: 0.75rem; + color: #9ca3af; + margin-top: 0.25rem; +} + +.auth-error { + margin: 0.75rem 0 0; + color: #dc2626; + font-size: 0.85rem; +} + +.auth-success { + margin: 0.75rem 0 0; + color: #16a34a; + font-size: 0.85rem; +} + +.auth-link { + margin-top: 1rem; + font-size: 0.85rem; + text-align: center; + + a { + color: #3b82f6; + } +} diff --git a/apps/frontend/src/app/features/auth/reset-password/reset-password.spec.ts b/apps/frontend/src/app/features/auth/reset-password/reset-password.spec.ts new file mode 100644 index 0000000..7e212cd --- /dev/null +++ b/apps/frontend/src/app/features/auth/reset-password/reset-password.spec.ts @@ -0,0 +1,74 @@ +import { TestBed } from '@angular/core/testing'; +import { ReactiveFormsModule } from '@angular/forms'; +import { ActivatedRoute, convertToParamMap, Router } from '@angular/router'; +import { HttpErrorResponse } from '@angular/common/http'; +import { of, throwError } from 'rxjs'; +import { vi } from 'vitest'; +import { ResetPassword } from './reset-password'; +import { AuthService } from '../../../core/services/auth.service'; + +function configure(token: string | null) { + return TestBed.configureTestingModule({ + imports: [ResetPassword, ReactiveFormsModule], + providers: [ + { provide: AuthService, useValue: { resetPassword: vi.fn() } }, + { provide: Router, useValue: { navigate: vi.fn() } }, + { + provide: ActivatedRoute, + useValue: { snapshot: { queryParamMap: convertToParamMap(token ? { token } : {}) } }, + }, + ], + }).compileComponents(); +} + +describe('ResetPassword', () => { + it("signale un lien incomplet quand le jeton est absent de l'URL", async () => { + await configure(null); + const fixture = TestBed.createComponent(ResetPassword); + + expect(fixture.componentInstance.hasToken).toBe(false); + }); + + it('ne soumet pas si le mot de passe ne respecte pas la politique de complexité', async () => { + await configure('un-secret-opaque'); + const fixture = TestBed.createComponent(ResetPassword); + const component = fixture.componentInstance; + const auth = TestBed.inject(AuthService) as unknown as { resetPassword: ReturnType }; + component.form.setValue({ new_password: 'trop-simple' }); + + component.onSubmit(); + + expect(auth.resetPassword).not.toHaveBeenCalled(); + }); + + it('redirige vers /dashboard après une réinitialisation réussie', async () => { + await configure('un-secret-opaque'); + const fixture = TestBed.createComponent(ResetPassword); + const component = fixture.componentInstance; + const auth = TestBed.inject(AuthService) as unknown as { resetPassword: ReturnType }; + const router = TestBed.inject(Router) as unknown as { navigate: ReturnType }; + component.form.setValue({ new_password: 'Un-nouveau-mot-de-passe1!' }); + auth.resetPassword.mockReturnValue(of({ principal: { role: 'operateur' } })); + + component.onSubmit(); + + expect(auth.resetPassword).toHaveBeenCalledWith({ + token: 'un-secret-opaque', + new_password: 'Un-nouveau-mot-de-passe1!', + }); + expect(router.navigate).toHaveBeenCalledWith(['/dashboard']); + }); + + it('affiche un message dédié quand le lien est invalide ou expiré', async () => { + await configure('un-secret-perime'); + const fixture = TestBed.createComponent(ResetPassword); + const component = fixture.componentInstance; + const auth = TestBed.inject(AuthService) as unknown as { resetPassword: ReturnType }; + component.form.setValue({ new_password: 'Un-nouveau-mot-de-passe1!' }); + auth.resetPassword.mockReturnValue(throwError(() => new HttpErrorResponse({ status: 400 }))); + + component.onSubmit(); + + expect(component.errorMessage()).toContain('invalide'); + }); +}); diff --git a/apps/frontend/src/app/features/auth/reset-password/reset-password.ts b/apps/frontend/src/app/features/auth/reset-password/reset-password.ts new file mode 100644 index 0000000..6754fa7 --- /dev/null +++ b/apps/frontend/src/app/features/auth/reset-password/reset-password.ts @@ -0,0 +1,52 @@ +import { Component, inject, signal } from '@angular/core'; +import { ReactiveFormsModule, FormBuilder } from '@angular/forms'; +import { ActivatedRoute, Router, RouterLink } from '@angular/router'; +import { HttpErrorResponse } from '@angular/common/http'; +import { AuthService } from '../../../core/services/auth.service'; +import { passwordValidators, PASSWORD_HINT } from '../../../shared/validators/password.validator'; + +@Component({ + selector: 'app-reset-password', + standalone: true, + imports: [ReactiveFormsModule, RouterLink], + templateUrl: './reset-password.html', + styleUrl: './reset-password.scss', +}) +export class ResetPassword { + private fb = inject(FormBuilder); + private auth = inject(AuthService); + private router = inject(Router); + private route = inject(ActivatedRoute); + + private token = this.route.snapshot.queryParamMap.get('token') ?? ''; + + errorMessage = signal(null); + isLoading = signal(false); + passwordHint = PASSWORD_HINT; + hasToken = this.token.length > 0; + + form = this.fb.nonNullable.group({ + new_password: ['', passwordValidators], + }); + + onSubmit(): void { + if (this.form.invalid || !this.hasToken) return; + + this.isLoading.set(true); + this.errorMessage.set(null); + + this.auth.resetPassword({ token: this.token, new_password: this.form.getRawValue().new_password }).subscribe({ + next: () => { + this.router.navigate(['/dashboard']); + }, + error: (error: HttpErrorResponse) => { + this.isLoading.set(false); + if (error.status === 400) { + this.errorMessage.set('Ce lien est invalide, déjà utilisé, ou a expiré. Redemandez-en un.'); + return; + } + this.errorMessage.set(`Nouveau mot de passe invalide (${this.passwordHint}).`); + }, + }); + } +} diff --git a/apps/frontend/src/app/shared/models/auth.model.ts b/apps/frontend/src/app/shared/models/auth.model.ts index 932572f..ebed0d5 100644 --- a/apps/frontend/src/app/shared/models/auth.model.ts +++ b/apps/frontend/src/app/shared/models/auth.model.ts @@ -10,6 +10,15 @@ export interface PasswordChangeRequest { new_password: string; } +export interface ForgotPasswordRequest { + email: string; +} + +export interface ResetPasswordRequest { + token: string; + new_password: string; +} + export interface Principal { id: string; email: string; diff --git a/apps/frontend/src/app/shared/validators/password.validator.ts b/apps/frontend/src/app/shared/validators/password.validator.ts new file mode 100644 index 0000000..fac1359 --- /dev/null +++ b/apps/frontend/src/app/shared/validators/password.validator.ts @@ -0,0 +1,15 @@ +import { Validators } from '@angular/forms'; + +export const PASSWORD_MIN_LENGTH = 8; +export const PASSWORD_MAX_LENGTH = 128; +export const PASSWORD_HINT = + '8 à 128 caractères, avec au moins 1 majuscule, 1 minuscule, 1 chiffre et 1 caractère spécial'; + +const PASSWORD_PATTERN = /^(?=.*[A-ZÀ-Ý])(?=.*[a-zà-ÿ])(?=.*\d)(?=.*[^\w\s]).*$/; + +export const passwordValidators = [ + Validators.required, + Validators.minLength(PASSWORD_MIN_LENGTH), + Validators.maxLength(PASSWORD_MAX_LENGTH), + Validators.pattern(PASSWORD_PATTERN), +]; diff --git a/docker-compose.yml b/docker-compose.yml index 3d0ea63..3f7f9ea 100644 --- a/docker-compose.yml +++ b/docker-compose.yml @@ -27,11 +27,22 @@ services: start_period: 40s restart: unless-stopped + # Piege : Mailpit ne relaie rien vers l'exterieur, il capture tout email envoye par le + # backend. Aucun acces reseau sortant n'est requis ; l'UI web (8025) sert a lire les emails. + mailpit: + image: axllent/mailpit + ports: + - "${MAILPIT_SMTP_PORT:-1025}:1025" + - "${MAILPIT_UI_PORT:-8025}:8025" + restart: unless-stopped + backend: build: ./apps/backend depends_on: db: condition: service_healthy + mailpit: + condition: service_started environment: APP_ENV: ${APP_ENV:-local} APP_DEBUG: ${APP_DEBUG:-false} @@ -39,6 +50,11 @@ services: APP_SECRET_KEY: ${APP_SECRET_KEY:?} APP_CORS_ORIGINS: ${APP_CORS_ORIGINS:-http://localhost:4200} DATABASE_URL: postgresql+asyncpg://${POSTGRES_USER}:${POSTGRES_PASSWORD}@db:5432/${POSTGRES_DB} + APP_FRONTEND_RESET_PASSWORD_URL: ${APP_FRONTEND_RESET_PASSWORD_URL:-http://localhost:4200/reset-password} + APP_SMTP_HOST: mailpit + APP_SMTP_PORT: "1025" + APP_SMTP_USE_TLS: "false" + APP_SMTP_FROM_ADDRESS: ${APP_SMTP_FROM_ADDRESS:-no-reply@enervision.fr} ports: - "${BACKEND_PORT:-8000}:8000" restart: unless-stopped diff --git a/docs/architecture/31-contrat-authentification.md b/docs/architecture/31-contrat-authentification.md index 9c9fe66..981cd85 100644 --- a/docs/architecture/31-contrat-authentification.md +++ b/docs/architecture/31-contrat-authentification.md @@ -20,6 +20,8 @@ gérer : il suffit d'envoyer les requêtes avec `withCredentials`. | POST | `/api/v1/auth/logout` | cookie | `204` | | POST | `/api/v1/auth/logout-all` | jeton d'accès | `204` | | POST | `/api/v1/auth/password` | jeton d'accès | `200` `TokenResponse` | +| POST | `/api/v1/auth/forgot-password` | aucune | `202` (toujours, que le compte existe ou non) | +| POST | `/api/v1/auth/reset-password` | aucune (jeton dans le corps) | `200` `TokenResponse` | | GET | `/api/v1/auth/me` | jeton d'accès | `200` `PrincipalResponse` | | GET | `/api/v1/users` | jeton d'accès, `admin` | `200` `UserResponse[]` | | POST | `/api/v1/users` | jeton d'accès, `admin` | `201` `TemporaryPasswordResponse` | @@ -51,7 +53,17 @@ codes d'erreur ci-dessous reste la référence de comportement, le schéma celle } // POST /auth/password -{ "current_password": "...", "new_password": "..." } // 12 à 128 caractères +{ "current_password": "...", "new_password": "..." } // 8 à 128 caractères, au moins 1 majuscule, 1 minuscule, 1 chiffre, 1 caractère spécial + +// POST /auth/forgot-password +{ "email": "operateur@enervision.fr" } +// Répond toujours 202, sans corps, que le compte existe, soit inactif, ou soit inconnu. + +// POST /auth/reset-password +{ "token": "...", "new_password": "..." } // même règle de complexité que /auth/password +// Le jeton vient du lien reçu par email, valable 15 minutes, à usage unique. Répond +// TokenResponse au succès (l'appareil qui pose le nouveau mot de passe reste connecté), ou 400 +// si le jeton est invalide, déjà utilisé, ou expiré. ``` Le secret de rafraîchissement **n'apparaît jamais** dans le corps de la réponse. @@ -70,6 +82,9 @@ Le secret de rafraîchissement **n'apparaît jamais** dans le corps de la répon | `403` avec `detail: "Droits insuffisants"` | rôle trop bas | masquer ou griser l'action, ne pas déconnecter | | `403` sur `/auth/refresh`, `/logout`, `/logout-all`, `/password` | origine hors liste autorisée (voir « Origines autorisées ») | erreur de configuration réseau, pas un cas à gérer par l'utilisateur | | `422` | corps invalide | le détail donne `champ` et `type`, jamais la valeur envoyée | +| `429` sur `/auth/forgot-password` | trop de demandes | afficher l'attente, l'en-tête `Retry-After` donne les secondes | +| `400` sur `/auth/reset-password` | lien invalide, déjà utilisé, ou expiré | inviter à redemander un lien depuis `/forgot-password` | +| `403` sur `/auth/reset-password` | origine hors liste autorisée | erreur de configuration réseau, pas un cas à gérer par l'utilisateur | ## Les quatre règles qui comptent From 62932e57c37ee3d070ae1815827222bfb666371c Mon Sep 17 00:00:00 2001 From: Johan LEROY Date: Thu, 17 Sep 2026 11:42:44 +0200 Subject: [PATCH 08/18] style(backend): formatage ruff de cli.py --- apps/backend/app/cli.py | 4 +--- 1 file changed, 1 insertion(+), 3 deletions(-) diff --git a/apps/backend/app/cli.py b/apps/backend/app/cli.py index fea510e..06c5610 100644 --- a/apps/backend/app/cli.py +++ b/apps/backend/app/cli.py @@ -136,9 +136,7 @@ def read_password(*, generate: bool) -> str: mot_de_passe = getpass("Mot de passe : ") if len(mot_de_passe) < PASSWORD_MIN_LENGTH: - raise SystemExit( - f"Le mot de passe doit faire au moins {PASSWORD_MIN_LENGTH} caractères" - ) + raise SystemExit(f"Le mot de passe doit faire au moins {PASSWORD_MIN_LENGTH} caractères") try: valide_complexite(mot_de_passe) except ValueError as erreur: From 8d28113f0311d057c819d21469801488cf1b7219 Mon Sep 17 00:00:00 2001 From: Dorian Date: Thu, 17 Sep 2026 11:50:20 +0200 Subject: [PATCH 09/18] feat(backend): expose GET /api/v1/readings avec fenetre bornee et pagination --- apps/backend/app/api/deps.py | 8 + apps/backend/app/api/openapi.py | 8 + apps/backend/app/api/v1/endpoints/readings.py | 54 +++ apps/backend/app/api/v1/router.py | 14 +- apps/backend/app/repositories/reading.py | 21 + apps/backend/app/schemas/reading.py | 45 +++ apps/backend/app/services/reading.py | 59 +++ apps/backend/openapi.json | 378 ++++++++++++++++++ apps/backend/tests/api/test_openapi.py | 1 + apps/backend/tests/api/test_readings.py | 198 +++++++++ .../tests/repositories/test_reading.py | 123 ++++++ apps/backend/tests/services/test_reading.py | 153 +++++++ docs/architecture/00-vue-ensemble.md | 2 +- docs/architecture/20-backend.md | 50 ++- docs/architecture/owasp-traceabilite.md | 3 +- 15 files changed, 1097 insertions(+), 20 deletions(-) create mode 100644 apps/backend/app/api/v1/endpoints/readings.py create mode 100644 apps/backend/app/schemas/reading.py create mode 100644 apps/backend/app/services/reading.py create mode 100644 apps/backend/tests/api/test_readings.py create mode 100644 apps/backend/tests/services/test_reading.py diff --git a/apps/backend/app/api/deps.py b/apps/backend/app/api/deps.py index aaf7403..31aff77 100644 --- a/apps/backend/app/api/deps.py +++ b/apps/backend/app/api/deps.py @@ -31,6 +31,7 @@ from app.repositories.site import SiteRepository from app.repositories.user import UserRepository from app.services.alert import AlertService from app.services.auth import AuthService, LoginPolicy +from app.services.reading import ReadingService from app.services.recommendation import RecommendationService from app.services.site import SiteService from app.services.stats import StatsService @@ -167,6 +168,13 @@ def get_stats_service(session: SessionDep) -> StatsService: StatsServiceDep = Annotated[StatsService, Depends(get_stats_service)] +def get_reading_service(session: SessionDep) -> ReadingService: + return ReadingService(readings=ReadingRepository(session)) + + +ReadingServiceDep = Annotated[ReadingService, Depends(get_reading_service)] + + async def get_current_principal( credentials: CredentialsDep, session: SessionDep, diff --git a/apps/backend/app/api/openapi.py b/apps/backend/app/api/openapi.py index 6eb02a2..b665338 100644 --- a/apps/backend/app/api/openapi.py +++ b/apps/backend/app/api/openapi.py @@ -71,6 +71,14 @@ TAGS: Final[list[dict[str, Any]]] = [ "description": "Statistiques agrégées de consommation. Accessible à partir du rôle " "`lecteur`.", }, + { + "name": "readings", + "description": ( + "Historique des lectures de consommation. Fenêtre temporelle plafonnée à 90 jours, " + "24 dernières heures par défaut si `start`/`end` sont omis. Accessible à partir du " + "rôle `lecteur`." + ), + }, ] cookie_de_rafraichissement = APIKeyCookie( diff --git a/apps/backend/app/api/v1/endpoints/readings.py b/apps/backend/app/api/v1/endpoints/readings.py new file mode 100644 index 0000000..c98ff4a --- /dev/null +++ b/apps/backend/app/api/v1/endpoints/readings.py @@ -0,0 +1,54 @@ +from datetime import datetime + +from fastapi import APIRouter, HTTPException, Query, status + +from app.api.deps import LecteurDep, ReadingServiceDep +from app.api.openapi import REPONSE_VALIDATION, Reponses +from app.schemas.errors import ErrorResponse +from app.schemas.reading import ReadingResponse +from app.services.reading import FenetreInverseeError, FenetreTropLargeError + +router = APIRouter() + +REPONSES_FENETRE: Reponses = { + **REPONSE_VALIDATION, + 400: { + "model": ErrorResponse, + "description": ( + "Fenêtre temporelle invalide : `start` postérieur ou égal à `end`, ou écart entre " + "les deux supérieur à 90 jours." + ), + }, +} + + +@router.get( + "", + response_model=list[ReadingResponse], + summary="Liste l'historique des lectures", + responses=REPONSES_FENETRE, +) +async def list_readings( + _: LecteurDep, + service: ReadingServiceDep, + site_id: str | None = None, + start: datetime | None = None, + end: datetime | None = None, + limit: int = Query(500, ge=1, le=2000), + offset: int = Query(0, ge=0), +) -> list[ReadingResponse]: + try: + lectures = await service.list_history( + site_id=site_id, start=start, end=end, limit=limit, offset=offset + ) + except FenetreInverseeError as erreur: + raise HTTPException( + status_code=status.HTTP_400_BAD_REQUEST, + detail="`start` doit être strictement antérieur à `end`", + ) from erreur + except FenetreTropLargeError as erreur: + raise HTTPException( + status_code=status.HTTP_400_BAD_REQUEST, + detail="L'écart entre `start` et `end` ne peut pas dépasser 90 jours", + ) from erreur + return [ReadingResponse.model_validate(lecture) for lecture in lectures] diff --git a/apps/backend/app/api/v1/router.py b/apps/backend/app/api/v1/router.py index 60171df..c189c82 100644 --- a/apps/backend/app/api/v1/router.py +++ b/apps/backend/app/api/v1/router.py @@ -1,7 +1,16 @@ from fastapi import APIRouter from app.api.openapi import REPONSE_SERVEUR, REPONSES_ADMIN, REPONSES_LECTEUR -from app.api.v1.endpoints import alerts, auth, health, recommendations, sites, stats, users +from app.api.v1.endpoints import ( + alerts, + auth, + health, + readings, + recommendations, + sites, + stats, + users, +) api_router = APIRouter(responses=REPONSE_SERVEUR) api_router.include_router(health.router, prefix="/health", tags=["health"]) @@ -18,3 +27,6 @@ api_router.include_router( responses=REPONSES_LECTEUR, ) api_router.include_router(stats.router, prefix="/stats", tags=["stats"], responses=REPONSES_LECTEUR) +api_router.include_router( + readings.router, prefix="/readings", tags=["readings"], responses=REPONSES_LECTEUR +) diff --git a/apps/backend/app/repositories/reading.py b/apps/backend/app/repositories/reading.py index 5424b46..71352da 100644 --- a/apps/backend/app/repositories/reading.py +++ b/apps/backend/app/repositories/reading.py @@ -1,4 +1,5 @@ from collections.abc import Sequence +from datetime import datetime from sqlalchemy import select from sqlalchemy.ext.asyncio import AsyncSession @@ -19,3 +20,23 @@ class ReadingRepository: .order_by(Reading.site_id, Reading.timestamp.desc()) ) return (await self._session.execute(requete)).scalars().all() + + async def list_history( + self, + *, + start: datetime, + end: datetime, + site_id: str | None = None, + limit: int, + offset: int, + ) -> Sequence[Reading]: + requete = ( + select(Reading) + .where(Reading.timestamp >= start, Reading.timestamp < end) + .order_by(Reading.timestamp.desc(), Reading.reading_id.desc()) + .limit(limit) + .offset(offset) + ) + if site_id is not None: + requete = requete.where(Reading.site_id == site_id) + return (await self._session.scalars(requete)).all() diff --git a/apps/backend/app/schemas/reading.py b/apps/backend/app/schemas/reading.py new file mode 100644 index 0000000..5deef21 --- /dev/null +++ b/apps/backend/app/schemas/reading.py @@ -0,0 +1,45 @@ +from datetime import datetime +from decimal import Decimal +from enum import StrEnum +from typing import Any + +from pydantic import BaseModel, ConfigDict + + +class ReadingSource(StrEnum): + CSV = "csv" + API_CURRENT = "api_current" + API_HISTORY = "api_history" + + +class ReadingDataQuality(StrEnum): + GOOD = "good" + PARTIAL = "partial" + DEGRADED = "degraded" + CRITICAL = "critical" + + +class ReadingResponse(BaseModel): + model_config = ConfigDict(from_attributes=True) + + reading_id: int + site_id: str + timestamp: datetime + source: ReadingSource + consumption_kw: float | None + consumption_kwh: float | None + # Piège : `Decimal` (miroir de `Numeric(14, 2)` en base, pour ne pas arrondir un montant) + # sérialise en chaîne dans le JSON, pas en nombre — un consommateur qui ferait un `parseFloat` + # naïf perdrait la précision que ce choix visait à garder. + consumption_euros: Decimal | None + voltage_v: float | None + current_a: float | None + power_factor: float | None + temperature_celsius: float | None + humidity_percent: float | None + solar_irradiance_wm2: float | None + is_working_hours: bool | None + data_quality: ReadingDataQuality | None + null_reasons: list[str] | None + imputed_values: dict[str, Any] | None + imputation_method: str | None diff --git a/apps/backend/app/services/reading.py b/apps/backend/app/services/reading.py new file mode 100644 index 0000000..818c202 --- /dev/null +++ b/apps/backend/app/services/reading.py @@ -0,0 +1,59 @@ +from collections.abc import Sequence +from datetime import UTC, datetime, timedelta + +from app.models.energy import Reading +from app.repositories.reading import ReadingRepository + +FENETRE_PAR_DEFAUT = timedelta(hours=24) +FENETRE_MAXIMALE = timedelta(days=90) + + +class FenetreInverseeError(Exception): + """`start` est postérieur ou égal à `end`.""" + + +class FenetreTropLargeError(Exception): + """L'écart entre `start` et `end` dépasse `FENETRE_MAXIMALE`.""" + + +class ReadingService: + def __init__(self, *, readings: ReadingRepository) -> None: + self._readings = readings + + async def list_history( + self, + *, + site_id: str | None = None, + start: datetime | None = None, + end: datetime | None = None, + limit: int, + offset: int, + ) -> Sequence[Reading]: + debut, fin = self._resoudre_fenetre(start, end) + return await self._readings.list_history( + site_id=site_id, start=debut, end=fin, limit=limit, offset=offset + ) + + @staticmethod + def _resoudre_fenetre( + start: datetime | None, end: datetime | None + ) -> tuple[datetime, datetime]: + # Piège : un datetime naïf (sans fuseau dans la chaîne ISO reçue) fait échouer la + # comparaison à `reading.timestamp` (`timestamptz`) au niveau du pilote, en 500 plutôt + # qu'un refus propre. On le traite comme de l'UTC plutôt que de le rejeter. + debut = _vers_utc(start) + fin = _vers_utc(end) or datetime.now(UTC) + if debut is None: + debut = fin - FENETRE_PAR_DEFAUT + + if debut >= fin: + raise FenetreInverseeError + if fin - debut > FENETRE_MAXIMALE: + raise FenetreTropLargeError + return debut, fin + + +def _vers_utc(instant: datetime | None) -> datetime | None: + if instant is None: + return None + return instant if instant.tzinfo is not None else instant.replace(tzinfo=UTC) diff --git a/apps/backend/openapi.json b/apps/backend/openapi.json index af962df..3256d09 100644 --- a/apps/backend/openapi.json +++ b/apps/backend/openapi.json @@ -1227,6 +1227,161 @@ } ] } + }, + "/api/v1/readings": { + "get": { + "tags": [ + "readings" + ], + "summary": "Liste l'historique des lectures", + "operationId": "list_readings_api_v1_readings_get", + "security": [ + { + "Jeton d'accès": [] + } + ], + "parameters": [ + { + "name": "site_id", + "in": "query", + "required": false, + "schema": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "title": "Site Id" + } + }, + { + "name": "start", + "in": "query", + "required": false, + "schema": { + "anyOf": [ + { + "type": "string", + "format": "date-time" + }, + { + "type": "null" + } + ], + "title": "Start" + } + }, + { + "name": "end", + "in": "query", + "required": false, + "schema": { + "anyOf": [ + { + "type": "string", + "format": "date-time" + }, + { + "type": "null" + } + ], + "title": "End" + } + }, + { + "name": "limit", + "in": "query", + "required": false, + "schema": { + "type": "integer", + "maximum": 2000, + "minimum": 1, + "default": 500, + "title": "Limit" + } + }, + { + "name": "offset", + "in": "query", + "required": false, + "schema": { + "type": "integer", + "minimum": 0, + "default": 0, + "title": "Offset" + } + } + ], + "responses": { + "200": { + "description": "Successful Response", + "content": { + "application/json": { + "schema": { + "type": "array", + "items": { + "$ref": "#/components/schemas/ReadingResponse" + }, + "title": "Response List Readings Api V1 Readings Get" + } + } + } + }, + "500": { + "description": "Erreur interne. `correlation` identifie la trace côté serveur, qui n'est pas renvoyée au client.", + "content": { + "application/json": { + "schema": { + "$ref": "#/components/schemas/InternalErrorResponse" + } + } + } + }, + "401": { + "description": "Jeton absent, illisible, périmé, ou rendu caduc par un changement de rôle ou une désactivation. L'en-tête `WWW-Authenticate` porte la cause dans `error=`.", + "content": { + "application/json": { + "schema": { + "$ref": "#/components/schemas/ErrorResponse" + } + } + } + }, + "403": { + "description": "Mot de passe provisoire à changer (`detail` vaut `password_change_required`).", + "content": { + "application/json": { + "schema": { + "$ref": "#/components/schemas/ErrorResponse" + } + } + } + }, + "422": { + "description": "Corps invalide. Le détail nomme le champ fautif et le type d'erreur, jamais la valeur envoyée.", + "content": { + "application/json": { + "schema": { + "$ref": "#/components/schemas/ValidationErrorResponse" + } + } + } + }, + "400": { + "description": "Fenêtre temporelle invalide : `start` postérieur ou égal à `end`, ou écart entre les deux supérieur à 90 jours.", + "content": { + "application/json": { + "schema": { + "$ref": "#/components/schemas/ErrorResponse" + } + } + } + } + } + } } }, "components": { @@ -1524,6 +1679,225 @@ ], "title": "ReadinessStatus" }, + "ReadingDataQuality": { + "type": "string", + "enum": [ + "good", + "partial", + "degraded", + "critical" + ], + "title": "ReadingDataQuality" + }, + "ReadingResponse": { + "properties": { + "reading_id": { + "type": "integer", + "title": "Reading Id" + }, + "site_id": { + "type": "string", + "title": "Site Id" + }, + "timestamp": { + "type": "string", + "format": "date-time", + "title": "Timestamp" + }, + "source": { + "$ref": "#/components/schemas/ReadingSource" + }, + "consumption_kw": { + "anyOf": [ + { + "type": "number" + }, + { + "type": "null" + } + ], + "title": "Consumption Kw" + }, + "consumption_kwh": { + "anyOf": [ + { + "type": "number" + }, + { + "type": "null" + } + ], + "title": "Consumption Kwh" + }, + "consumption_euros": { + "anyOf": [ + { + "type": "string", + "pattern": "^(?!^[-+.]*$)[+-]?0*\\d*\\.?\\d*$" + }, + { + "type": "null" + } + ], + "title": "Consumption Euros" + }, + "voltage_v": { + "anyOf": [ + { + "type": "number" + }, + { + "type": "null" + } + ], + "title": "Voltage V" + }, + "current_a": { + "anyOf": [ + { + "type": "number" + }, + { + "type": "null" + } + ], + "title": "Current A" + }, + "power_factor": { + "anyOf": [ + { + "type": "number" + }, + { + "type": "null" + } + ], + "title": "Power Factor" + }, + "temperature_celsius": { + "anyOf": [ + { + "type": "number" + }, + { + "type": "null" + } + ], + "title": "Temperature Celsius" + }, + "humidity_percent": { + "anyOf": [ + { + "type": "number" + }, + { + "type": "null" + } + ], + "title": "Humidity Percent" + }, + "solar_irradiance_wm2": { + "anyOf": [ + { + "type": "number" + }, + { + "type": "null" + } + ], + "title": "Solar Irradiance Wm2" + }, + "is_working_hours": { + "anyOf": [ + { + "type": "boolean" + }, + { + "type": "null" + } + ], + "title": "Is Working Hours" + }, + "data_quality": { + "anyOf": [ + { + "$ref": "#/components/schemas/ReadingDataQuality" + }, + { + "type": "null" + } + ] + }, + "null_reasons": { + "anyOf": [ + { + "items": { + "type": "string" + }, + "type": "array" + }, + { + "type": "null" + } + ], + "title": "Null Reasons" + }, + "imputed_values": { + "anyOf": [ + { + "additionalProperties": true, + "type": "object" + }, + { + "type": "null" + } + ], + "title": "Imputed Values" + }, + "imputation_method": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "title": "Imputation Method" + } + }, + "type": "object", + "required": [ + "reading_id", + "site_id", + "timestamp", + "source", + "consumption_kw", + "consumption_kwh", + "consumption_euros", + "voltage_v", + "current_a", + "power_factor", + "temperature_celsius", + "humidity_percent", + "solar_irradiance_wm2", + "is_working_hours", + "data_quality", + "null_reasons", + "imputed_values", + "imputation_method" + ], + "title": "ReadingResponse" + }, + "ReadingSource": { + "type": "string", + "enum": [ + "csv", + "api_current", + "api_history" + ], + "title": "ReadingSource" + }, "RecommendationResponse": { "properties": { "recommendation_id": { @@ -1959,6 +2333,10 @@ { "name": "stats", "description": "Statistiques agrégées de consommation. Accessible à partir du rôle `lecteur`." + }, + { + "name": "readings", + "description": "Historique des lectures de consommation. Fenêtre temporelle plafonnée à 90 jours, 24 dernières heures par défaut si `start`/`end` sont omis. Accessible à partir du rôle `lecteur`." } ] } diff --git a/apps/backend/tests/api/test_openapi.py b/apps/backend/tests/api/test_openapi.py index f7147da..5cd1f4d 100644 --- a/apps/backend/tests/api/test_openapi.py +++ b/apps/backend/tests/api/test_openapi.py @@ -35,6 +35,7 @@ ROUTES_A_ROLE = { ("GET", "/api/v1/recommendations"), ("GET", "/api/v1/recommendations/{recommendation_id}"), ("GET", "/api/v1/stats/summary"), + ("GET", "/api/v1/readings"), } diff --git a/apps/backend/tests/api/test_readings.py b/apps/backend/tests/api/test_readings.py new file mode 100644 index 0000000..0d01aa8 --- /dev/null +++ b/apps/backend/tests/api/test_readings.py @@ -0,0 +1,198 @@ +from collections.abc import Callable, Iterator +from datetime import UTC, datetime +from uuid import uuid4 + +import pytest +from fastapi import FastAPI +from httpx import AsyncClient + +from app.api.deps import get_current_principal, get_reading_service +from app.core.principal import Principal +from app.core.roles import AccountKind, Role +from app.models.energy import Reading +from app.services.reading import FenetreInverseeError, FenetreTropLargeError + + +def principal(role: Role = Role.LECTEUR) -> Principal: + return Principal( + id=uuid4(), + email=f"{role.value}@enervision.fr", + role=role, + kind=AccountKind.HUMAIN, + must_change_password=False, + ) + + +def reading(reading_id: int = 1, site_id: str = "site-1") -> Reading: + return Reading( + reading_id=reading_id, + site_id=site_id, + timestamp=datetime(2026, 9, 16, tzinfo=UTC), + source="api_current", + consumption_kw=42.5, + consumption_kwh=None, + consumption_euros=None, + voltage_v=230.0, + current_a=None, + power_factor=None, + temperature_celsius=None, + humidity_percent=None, + solar_irradiance_wm2=None, + is_working_hours=True, + data_quality="good", + null_reasons=None, + imputed_values=None, + imputation_method=None, + raw_data={}, + ) + + +class FauxService: + def __init__(self, leve: Exception | None = None) -> None: + self.reading = reading() + self.leve = leve + self.appels: list[tuple[str | None, str | None, str | None, int, int]] = [] + + async def list_history( + self, + *, + site_id: str | None = None, + start: datetime | None = None, + end: datetime | None = None, + limit: int, + offset: int, + ) -> list[Reading]: + self.appels.append((site_id, start, end, limit, offset)) + if self.leve is not None: + raise self.leve + return [self.reading] + + +@pytest.fixture +def lecteur_connecte(app: FastAPI) -> Iterator[None]: + app.dependency_overrides[get_current_principal] = lambda: principal() + yield + app.dependency_overrides.pop(get_current_principal, None) + + +@pytest.fixture +def servi(app: FastAPI, lecteur_connecte: None) -> Iterator[Callable[..., FauxService]]: + def installe(*, leve: Exception | None = None) -> FauxService: + service = FauxService(leve=leve) + app.dependency_overrides[get_reading_service] = lambda: service + return service + + yield installe + app.dependency_overrides.pop(get_reading_service, None) + + +async def test_list_readings_returns_the_readings( + servi: Callable[..., FauxService], client: AsyncClient +) -> None: + servi() + + response = await client.get("/api/v1/readings") + + assert response.status_code == 200 + corps = response.json() + assert corps == [ + { + "reading_id": 1, + "site_id": "site-1", + "timestamp": "2026-09-16T00:00:00Z", + "source": "api_current", + "consumption_kw": 42.5, + "consumption_kwh": None, + "consumption_euros": None, + "voltage_v": 230.0, + "current_a": None, + "power_factor": None, + "temperature_celsius": None, + "humidity_percent": None, + "solar_irradiance_wm2": None, + "is_working_hours": True, + "data_quality": "good", + "null_reasons": None, + "imputed_values": None, + "imputation_method": None, + } + ] + + +async def test_list_readings_transmits_the_filters_and_pagination( + servi: Callable[..., FauxService], client: AsyncClient +) -> None: + service = servi() + + response = await client.get( + "/api/v1/readings", + params={ + "site_id": "site-1", + "start": "2026-09-01T00:00:00Z", + "end": "2026-09-02T00:00:00Z", + "limit": 50, + "offset": 10, + }, + ) + + assert response.status_code == 200 + assert service.appels == [ + ( + "site-1", + datetime(2026, 9, 1, tzinfo=UTC), + datetime(2026, 9, 2, tzinfo=UTC), + 50, + 10, + ) + ] + + +async def test_list_readings_returns_400_when_the_window_is_inverted( + servi: Callable[..., FauxService], client: AsyncClient +) -> None: + servi(leve=FenetreInverseeError()) + + response = await client.get("/api/v1/readings") + + assert response.status_code == 400 + + +async def test_list_readings_returns_400_when_the_window_is_too_large( + servi: Callable[..., FauxService], client: AsyncClient +) -> None: + servi(leve=FenetreTropLargeError()) + + response = await client.get("/api/v1/readings") + + assert response.status_code == 400 + + +async def test_list_readings_returns_422_for_a_limit_above_the_maximum( + servi: Callable[..., FauxService], client: AsyncClient +) -> None: + servi() + + response = await client.get("/api/v1/readings", params={"limit": 5000}) + + assert response.status_code == 422 + + +async def test_list_readings_returns_422_for_a_negative_offset( + servi: Callable[..., FauxService], client: AsyncClient +) -> None: + servi() + + response = await client.get("/api/v1/readings", params={"offset": -1}) + + assert response.status_code == 422 + + +async def test_list_readings_returns_an_empty_list_when_there_is_nothing( + lecteur_connecte: None, fake_session: Callable[..., None], client: AsyncClient +) -> None: + fake_session(result=[]) + + response = await client.get("/api/v1/readings") + + assert response.status_code == 200 + assert response.json() == [] diff --git a/apps/backend/tests/repositories/test_reading.py b/apps/backend/tests/repositories/test_reading.py index 650d49a..150fa29 100644 --- a/apps/backend/tests/repositories/test_reading.py +++ b/apps/backend/tests/repositories/test_reading.py @@ -6,6 +6,8 @@ from sqlalchemy.ext.asyncio import AsyncSession from app.models.energy import Reading, Site from app.repositories.reading import ReadingRepository +from tests.repositories.test_site import creer as creer_site +from tests.repositories.test_site import identifiant as identifiant_site pytestmark = pytest.mark.integration @@ -25,6 +27,20 @@ def lecture(site_id: str, *, timestamp: datetime, consumption_kw: float) -> Read ) +async def creer_lecture(session: AsyncSession, *, site_id: str, **overrides: object) -> Reading: + reading = Reading( + site_id=site_id, + timestamp=overrides.get("timestamp", datetime(2026, 9, 16, tzinfo=UTC)), + source=overrides.get("source", "api_current"), + consumption_kw=overrides.get("consumption_kw", 10.0), + data_quality=overrides.get("data_quality", "good"), + raw_data=overrides.get("raw_data", {}), + ) + session.add(reading) + await session.flush() + return reading + + async def test_latest_by_site_keeps_only_the_most_recent_reading(session: AsyncSession) -> None: site_id = identifiant() maintenant = datetime.now(UTC) @@ -70,3 +86,110 @@ async def test_latest_by_site_returns_one_row_per_site(session: AsyncSession) -> await session.rollback() assert identifiants == {premier, second} + + +async def test_list_history_orders_the_readings_by_timestamp_descending( + session: AsyncSession, +) -> None: + site = await creer_site(session) + depot = ReadingRepository(session) + ancienne = await creer_lecture( + session, site_id=site.site_id, timestamp=datetime(2026, 9, 1, tzinfo=UTC) + ) + recente = await creer_lecture( + session, site_id=site.site_id, timestamp=datetime(2026, 9, 15, tzinfo=UTC) + ) + + resultats = await depot.list_history( + start=datetime(2026, 8, 1, tzinfo=UTC), + end=datetime(2026, 10, 1, tzinfo=UTC), + limit=100, + offset=0, + ) + identifiants = [ + r.reading_id for r in resultats if r.reading_id in (ancienne.reading_id, recente.reading_id) + ] + await session.rollback() + + assert identifiants == [recente.reading_id, ancienne.reading_id] + + +async def test_list_history_filters_by_site_id(session: AsyncSession) -> None: + premier = await creer_site(session) + second = await creer_site(session) + depot = ReadingRepository(session) + voulue = await creer_lecture(session, site_id=premier.site_id) + await creer_lecture(session, site_id=second.site_id) + + resultats = await depot.list_history( + site_id=premier.site_id, + start=datetime(2026, 8, 1, tzinfo=UTC), + end=datetime(2026, 10, 1, tzinfo=UTC), + limit=100, + offset=0, + ) + identifiants = [r.reading_id for r in resultats] + await session.rollback() + + assert identifiants == [voulue.reading_id] + + +async def test_list_history_excludes_readings_outside_the_window(session: AsyncSession) -> None: + site = await creer_site(session) + depot = ReadingRepository(session) + dedans = await creer_lecture( + session, site_id=site.site_id, timestamp=datetime(2026, 9, 10, tzinfo=UTC) + ) + await creer_lecture(session, site_id=site.site_id, timestamp=datetime(2026, 8, 1, tzinfo=UTC)) + await creer_lecture(session, site_id=site.site_id, timestamp=datetime(2026, 10, 1, tzinfo=UTC)) + + resultats = await depot.list_history( + site_id=site.site_id, + start=datetime(2026, 9, 1, tzinfo=UTC), + end=datetime(2026, 9, 30, tzinfo=UTC), + limit=100, + offset=0, + ) + identifiants = [r.reading_id for r in resultats] + await session.rollback() + + assert identifiants == [dedans.reading_id] + + +async def test_list_history_respects_limit_and_offset(session: AsyncSession) -> None: + site = await creer_site(session) + depot = ReadingRepository(session) + lectures = [ + await creer_lecture( + session, site_id=site.site_id, timestamp=datetime(2026, 9, jour, tzinfo=UTC) + ) + for jour in (1, 2, 3) + ] + + resultats = await depot.list_history( + site_id=site.site_id, + start=datetime(2026, 8, 1, tzinfo=UTC), + end=datetime(2026, 10, 1, tzinfo=UTC), + limit=1, + offset=1, + ) + identifiants = [r.reading_id for r in resultats] + await session.rollback() + + assert identifiants == [lectures[1].reading_id] + + +async def test_list_history_returns_an_empty_list_when_there_is_nothing( + session: AsyncSession, +) -> None: + depot = ReadingRepository(session) + + resultats = await depot.list_history( + site_id=identifiant_site(), + start=datetime(2026, 8, 1, tzinfo=UTC), + end=datetime(2026, 10, 1, tzinfo=UTC), + limit=100, + offset=0, + ) + + assert list(resultats) == [] diff --git a/apps/backend/tests/services/test_reading.py b/apps/backend/tests/services/test_reading.py new file mode 100644 index 0000000..a3f0826 --- /dev/null +++ b/apps/backend/tests/services/test_reading.py @@ -0,0 +1,153 @@ +from datetime import UTC, datetime, timedelta + +import pytest + +from app.models.energy import Reading +from app.services.reading import ( + FENETRE_MAXIMALE, + FENETRE_PAR_DEFAUT, + FenetreInverseeError, + FenetreTropLargeError, + ReadingService, +) + + +def reading(reading_id: int = 1, site_id: str = "site-1") -> Reading: + return Reading( + reading_id=reading_id, + site_id=site_id, + timestamp=datetime(2026, 9, 16, tzinfo=UTC), + source="api_current", + consumption_kw=10.0, + data_quality="good", + raw_data={}, + ) + + +class FakeRepository: + def __init__(self, readings: list[Reading]) -> None: + self._readings = readings + self.appels: list[tuple[str | None, datetime, datetime, int, int]] = [] + + async def list_history( + self, + *, + start: datetime, + end: datetime, + site_id: str | None = None, + limit: int, + offset: int, + ) -> list[Reading]: + self.appels.append((site_id, start, end, limit, offset)) + return self._readings + + +async def test_list_history_returns_the_repository_readings() -> None: + service = ReadingService(readings=FakeRepository([reading(1), reading(2)])) + + lectures = await service.list_history(limit=500, offset=0) + + assert [r.reading_id for r in lectures] == [1, 2] + + +async def test_list_history_relays_the_site_id_limit_and_offset() -> None: + depot = FakeRepository([]) + service = ReadingService(readings=depot) + debut = datetime(2026, 9, 1, tzinfo=UTC) + fin = datetime(2026, 9, 2, tzinfo=UTC) + + await service.list_history(site_id="site-1", start=debut, end=fin, limit=50, offset=10) + + assert depot.appels == [("site-1", debut, fin, 50, 10)] + + +async def test_list_history_defaults_to_the_last_24_hours_when_no_window_is_given() -> None: + depot = FakeRepository([]) + service = ReadingService(readings=depot) + avant = datetime.now(UTC) + + await service.list_history(limit=500, offset=0) + + apres = datetime.now(UTC) + _, debut, fin, _, _ = depot.appels[0] + assert avant <= fin <= apres + assert fin - debut == FENETRE_PAR_DEFAUT + + +async def test_list_history_defaults_end_to_now_when_only_start_is_given() -> None: + depot = FakeRepository([]) + service = ReadingService(readings=depot) + debut = datetime.now(UTC) - timedelta(hours=1) + avant = datetime.now(UTC) + + await service.list_history(start=debut, limit=500, offset=0) + + apres = datetime.now(UTC) + _, debut_transmis, fin, _, _ = depot.appels[0] + assert debut_transmis == debut + assert avant <= fin <= apres + + +async def test_list_history_defaults_start_to_24_hours_before_end_when_only_end_is_given() -> None: + depot = FakeRepository([]) + service = ReadingService(readings=depot) + fin = datetime(2026, 9, 16, tzinfo=UTC) + + await service.list_history(end=fin, limit=500, offset=0) + + _, debut, fin_transmise, _, _ = depot.appels[0] + assert fin_transmise == fin + assert debut == fin - FENETRE_PAR_DEFAUT + + +async def test_list_history_normalizes_naive_datetimes_to_utc() -> None: + depot = FakeRepository([]) + service = ReadingService(readings=depot) + + await service.list_history( + start=datetime(2026, 9, 1), end=datetime(2026, 9, 2), limit=500, offset=0 + ) + + _, debut, fin, _, _ = depot.appels[0] + assert debut == datetime(2026, 9, 1, tzinfo=UTC) + assert fin == datetime(2026, 9, 2, tzinfo=UTC) + + +async def test_list_history_raises_when_start_is_after_end() -> None: + service = ReadingService(readings=FakeRepository([])) + + with pytest.raises(FenetreInverseeError): + await service.list_history( + start=datetime(2026, 9, 2, tzinfo=UTC), + end=datetime(2026, 9, 1, tzinfo=UTC), + limit=500, + offset=0, + ) + + +async def test_list_history_raises_when_start_equals_end() -> None: + service = ReadingService(readings=FakeRepository([])) + instant = datetime(2026, 9, 1, tzinfo=UTC) + + with pytest.raises(FenetreInverseeError): + await service.list_history(start=instant, end=instant, limit=500, offset=0) + + +async def test_list_history_raises_when_the_window_exceeds_the_maximum_span() -> None: + service = ReadingService(readings=FakeRepository([])) + debut = datetime(2026, 1, 1, tzinfo=UTC) + fin = debut + FENETRE_MAXIMALE + timedelta(seconds=1) + + with pytest.raises(FenetreTropLargeError): + await service.list_history(start=debut, end=fin, limit=500, offset=0) + + +async def test_list_history_accepts_a_window_exactly_at_the_maximum_span() -> None: + depot = FakeRepository([]) + service = ReadingService(readings=depot) + debut = datetime(2026, 1, 1, tzinfo=UTC) + fin = debut + FENETRE_MAXIMALE + + await service.list_history(start=debut, end=fin, limit=500, offset=0) + + assert depot.appels == [(None, debut, fin, 500, 0)] diff --git a/docs/architecture/00-vue-ensemble.md b/docs/architecture/00-vue-ensemble.md index b49a70f..f59f286 100644 --- a/docs/architecture/00-vue-ensemble.md +++ b/docs/architecture/00-vue-ensemble.md @@ -74,7 +74,7 @@ collecteur ne vient le lire. | Domaine | Technologie | Emplacement | Statut | Ce qui existe réellement | |---|---|---|---|---| -| Backend | FastAPI, Python 3.14 | `apps/backend` | `En cours` | Factory, configuration, journalisation, 2 sondes de santé, `/metrics`, contrat OpenAPI versionné, routes `sites` et `recommendations` en lecture (endpoints → services → repositories → models) | +| Backend | FastAPI, Python 3.14 | `apps/backend` | `En cours` | Factory, configuration, journalisation, 2 sondes de santé, `/metrics`, contrat OpenAPI versionné, routes `sites`, `alerts`, `recommendations`, `stats/summary` et `readings` en lecture (endpoints → services → repositories → models) | | Frontend | Angular 22, Node 24 | `apps/frontend` | `En cours` | Tableau de bord sur route `/dashboard`, deux services HTTP, graphiques Chart.js, données servies par des fixtures | | Base | PostgreSQL 17 + TimescaleDB | `db` | `Fait` | Bootstrap de l'extension, base de test, chaîne Alembic. Schéma applicatif créé (`site`, `dataset`, `reading` en hypertable, `prediction`, `alert`, `recommendation`) | | Infra | Terraform, k3s single-node | `infra/terraform` | `En cours` | Module d'installation du cluster. Jamais appliqué, aucune ressource Kubernetes déclarée | diff --git a/docs/architecture/20-backend.md b/docs/architecture/20-backend.md index fec2794..2595a94 100644 --- a/docs/architecture/20-backend.md +++ b/docs/architecture/20-backend.md @@ -146,6 +146,7 @@ Deux fichiers d'environnement, deux usages : `.env` à la racine alimente `docke | GET | `/api/v1/recommendations` | Liste les recommandations. `lecteur` | 401, 403, 500 | | GET | `/api/v1/recommendations/{recommendation_id}` | Décrit une recommandation. `lecteur` | 401, 403, 404, 422, 500 | | GET | `/api/v1/stats/summary` | Résume la consommation instantanée du parc. `lecteur` | 401, 403, 500 | +| GET | `/api/v1/readings` | Historique des lectures, filtrable par `site_id`, fenêtre `start`/`end` (24h par défaut, 90 jours maximum) et paginé par `limit`/`offset`. `lecteur` | 400, 401, 403, 422, 500 | | GET | `/metrics` | Format Prometheus, hors du schéma. Jeton requis si `APP_METRICS_TOKEN` est posé | | | GET | `/docs`, `/redoc`, `/openapi.json` | Hors du schéma. Fermés en `staging` et en `prod` | | @@ -158,20 +159,33 @@ Les codes de la dernière colonne sont ceux que le schéma **déclare**, et le f donc de modifier la liste dans ce fichier de test. `GET /sites` et `GET /sites/{site_id}` sont la première route métier, et le gabarit repris pour -`GET /alerts` puis pour les suivantes (`reading`, `dataset`, `prediction`, `recommendation`) : les -quatre couches `endpoints → services → repositories → models` y sont toutes présentes, sur des -tables déjà créées par la révision Alembic `e6d2026091501`. Elles n'exigent que le rôle `lecteur`, -contrairement aux routes d'administration qui exigent `admin`. `SiteRepository` lit par -`AsyncSession.scalar()` (une ligne) et `AsyncSession.scalars()` (plusieurs lignes) plutôt que par -`execute()`, ce qui la rend testable par la fixture `fake_session` au niveau endpoint sans base -réelle. `GET /recommendations` et `GET /recommendations/{recommendation_id}` reprennent le même -gabarit à la lettre, `recommendation_id` étant un entier plutôt qu'un texte. Une recommandation ne -porte pas `site_id` : elle remonte à un site par sa seule `alert_id`, `alert` n'étant pas encore -exposée. `GET /stats/summary` agrège deux repositories (`SiteRepository`, `ReadingRepository`) -dans un service dédié plutôt que d'exposer une table : elle n'entre donc pas dans ce gabarit -route-par-table. Le contrat détaillé pour le frontend est dans +`GET /alerts` puis pour les suivantes (`dataset`, `prediction`) : les quatre couches +`endpoints → services → repositories → models` y sont toutes présentes, sur des tables déjà créées +par la révision Alembic `e6d2026091501`. Elles n'exigent que le rôle `lecteur`, contrairement aux +routes d'administration qui exigent `admin`. `SiteRepository` lit par `AsyncSession.scalar()` (une +ligne) et `AsyncSession.scalars()` (plusieurs lignes) plutôt que par `execute()`, ce qui la rend +testable par la fixture `fake_session` au niveau endpoint sans base réelle. `GET /recommendations` +et `GET /recommendations/{recommendation_id}` reprennent le même gabarit à la lettre, +`recommendation_id` étant un entier plutôt qu'un texte. Une recommandation ne porte pas `site_id` : +elle remonte à un site par sa seule `alert_id`, `alert` n'étant pas encore exposée. `GET +/stats/summary` agrège deux repositories (`SiteRepository`, `ReadingRepository`) dans un service +dédié plutôt que d'exposer une table : elle n'entre donc pas dans ce gabarit route-par-table. Le +contrat détaillé pour le frontend est dans [31-contrat-authentification.md](31-contrat-authentification.md). +`GET /readings` reprend le même gabarit mais s'en écarte sur un point : `reading` est l'hypertable, +donc la seule table métier pouvant porter des années d'historique, ce que `docs/architecture/ +owasp-traceabilite.md` documentait comme un risque ouvert (API4, aucune pagination plafonnée ni +fenêtre temporelle maximale). `ReadingService` porte donc une couche de validation absente des +autres routes de lecture : `start`/`end` sont optionnels (24 dernières heures par défaut si les +deux sont omis, l'un défaut par rapport à l'autre sinon), l'écart entre les deux est plafonné à 90 +jours (`FENETRE_MAXIMALE`), et `limit`/`offset` (défaut 500, plafond 2000) empêchent qu'une fenêtre +large mais peu dense reste malgré tout coûteuse. Un dépassement de plafond répond `400` (règle +métier, portée par le service) plutôt que `422` (réservé à la validation structurelle de FastAPI, +par exemple `limit` hors bornes). Un datetime sans fuseau dans `start`/`end` est traité comme de +l'UTC plutôt que rejeté : le comparer tel quel à `reading.timestamp` (`timestamptz`) échouerait +côté pilote, en `500` plutôt qu'un refus propre. + ### `/health/ready` Cette sonde porte une garde décrite dans l'[ADR 0001](../adr/0001-postgresql-timescaledb.md) : un @@ -246,8 +260,8 @@ Les modèles de `app/schemas/errors.py` décrivent ce que les gestionnaires renv ### Ajouter une route métier -Checklist pour toute nouvelle route sur le gabarit `sites`/`alerts`/`recommendations`/`stats` -(`reading`, `dataset`, `prediction`) : +Checklist pour toute nouvelle route sur le gabarit `sites`/`alerts`/`recommendations`/`stats`/ +`readings` (`dataset`, `prediction`) : 1. Composer ses `responses=` depuis `app/api/openapi.py` : `REPONSES_LECTEUR`/`REPONSES_ADMIN` au niveau de l'`include_router()` du routeur, `REPONSE_VALIDATION` et les codes locaux @@ -324,7 +338,9 @@ Trois fichiers méritent d'être connus avant de toucher à l'authentification : agir sur le site B. C'est la limite connue du modèle, et le risque BOLA du top 10 API. - **Rôles PostgreSQL cantonnés** pour l'ETL et le travail d'apprentissage, plus le `REVOKE` sur `audit_log`. Dette assumée, décrite dans les ADR 0003 et 0004. -- **Pagination et fenêtrage** des lectures de séries temporelles, qui conditionnent la forme des - endpoints métier. Sans plafond dur, une requête sur dix ans d'historique suffit à faire tomber - l'API. +- **Pagination et fenêtrage** : posés sur `GET /readings` (fenêtre plafonnée à 90 jours, + `limit`/`offset` plafonné à 2000), mais toujours en `limit`/`offset` simple — pas de curseur ni + de plan de secours si un `offset` élevé sur une fenêtre dense devient lent en pratique. + `statement_timeout` reste absent au niveau de la connexion, donc rien n'empêche une requête + individuelle de tourner longtemps si les plafonds au-dessus d'elle s'avéraient insuffisants. - **Politique de versionnement de l'API** au-delà du préfixe `/api/v1`. diff --git a/docs/architecture/owasp-traceabilite.md b/docs/architecture/owasp-traceabilite.md index 15c2b51..34e6853 100644 --- a/docs/architecture/owasp-traceabilite.md +++ b/docs/architecture/owasp-traceabilite.md @@ -22,6 +22,7 @@ lecture seule ; plusieurs lignes resteront à compléter une fois les endpoints | Argon2id m=19456 t=2 p=1, re-hachage passif quand les paramètres changent | `app/core/hashing.py` | A02 Cryptographic Failures, A07 Identification and Authentication Failures | | Message et temps de réponse identiques quelle que soit la cause de l'échec, haché leurre sur adresse inconnue | `app/services/auth.py` | A07, API2 | | Limitation de débit à fenêtre glissante sur trois clés, évaluée avant le hachage | `app/services/auth.py`, `app/repositories/login_attempt.py` | A07, API4 Unrestricted Resource Consumption | +| `GET /readings` : fenêtre temporelle plafonnée à 90 jours (24h par défaut), `limit`/`offset` plafonné à 2000, refus `400` si la fenêtre est inversée ou trop large | `app/services/reading.py` | API4 | | Absence de verrouillage de compte, qui serait un déni de service | ADR 0002 | API4 | | Jeton de rafraîchissement opaque, haché en base, rotation avec détection de réutilisation | `app/services/auth.py`, `app/repositories/refresh_token.py` | A07, API2 | | Séparation structurelle accès / rafraîchissement, impossible à confondre | ADR 0002 | API2 | @@ -50,7 +51,7 @@ règles Bandit. Ajouter Bandit à la CI serait redondant, contrairement à ce qu | Item | État | Raison | |---|---|---| | **API1 Broken Object Level Authorization** | **ouvert** | Les rôles sont globaux, il n'y a pas de portée par site : `GET /sites/{site_id}` et `GET /recommendations/{recommendation_id}` répondent à tout compte `lecteur` pour n'importe quel site ou recommandation, sans vérifier une affectation compte-site qui n'existe pas encore. Un opérateur du site A pourra agir sur le site B dès que les endpoints d'écriture métier existeront. Correctif prévu : table d'affectation compte-site, contrôle d'appartenance dans la même dépendance que le contrôle de rôle. | -| **API4, lectures de séries temporelles** | **ouvert** | Pas encore d'endpoint métier, donc ni pagination plafonnée, ni fenêtre temporelle maximale, ni `statement_timeout`. C'est la façon la plus probable dont la démonstration tombera : une requête sur dix ans d'historique suffit. | +| **API4, lectures de séries temporelles** | **partiel** | `GET /readings` plafonne la fenêtre temporelle (90 jours) et la pagination (`limit` ≤ 2000), voir plus haut. Reste ouvert : pagination en `limit`/`offset` simple plutôt qu'en curseur (un `offset` élevé sur une fenêtre dense reste coûteux), et aucun `statement_timeout` au niveau de la connexion pour borner une requête individuelle si les plafonds au-dessus s'avéraient insuffisants. | | **API8 Security Misconfiguration, transport** | **ouvert** | Pas de TLS, donc ni HSTS, ni cookie `Secure` réellement posé en production. Ils appartiennent au terminateur TLS, qui n'existe pas. | | **API10 Unsafe Consumption of APIs** | **ouvert, et spécifique à ce projet** | L'API Mock de l'école n'a aucune authentification, tourne en HTTP clair sur le réseau de l'école, et expose un endpoint mutatif à quiconque. Sa réponse doit être traitée comme une entrée hostile : bornes physiques, taille de tableau plafonnée, timeout, et frontière d'anti-corruption. La conséquence la plus sérieuse n'est pas la fausse alerte, c'est l'empoisonnement du jeu d'entraînement du modèle de prédiction. | | **A08 Software and Data Integrity Failures** | **partiel** | La CI vérifie le code mais n'analyse ni les dépendances ni les images. `.terraform.lock.hcl` reste ignoré par git, ce qui contredit une chaîne d'approvisionnement maîtrisée. | From 2ad7692f1c16f07f5ae9f60b97d7b0d568a7fbc2 Mon Sep 17 00:00:00 2001 From: Valentin Date: Thu, 17 Sep 2026 12:12:48 +0200 Subject: [PATCH 10/18] Ajoute la configuration Dependabot (npm, uv, github-actions, docker) --- .github/dependabot.yml | 35 +++++++++++++++++++++++++++++++++++ 1 file changed, 35 insertions(+) create mode 100644 .github/dependabot.yml diff --git a/.github/dependabot.yml b/.github/dependabot.yml new file mode 100644 index 0000000..c00dc10 --- /dev/null +++ b/.github/dependabot.yml @@ -0,0 +1,35 @@ +version: 2 +updates: + # Frontend — npm + - package-ecosystem: "npm" + directory: "/apps/frontend" + schedule: + interval: "weekly" + open-pull-requests-limit: 5 + groups: + frontend-dependencies: + patterns: + - "*" + + # Backend — uv (lit pyproject.toml / uv.lock) + - package-ecosystem: "uv" + directory: "/apps/backend" + schedule: + interval: "weekly" + open-pull-requests-limit: 5 + groups: + backend-dependencies: + patterns: + - "*" + + # Les workflows GitHub Actions eux-mêmes ont aussi des dépendances à jour + - package-ecosystem: "github-actions" + directory: "/" + schedule: + interval: "weekly" + + # Si un Dockerfile existe pour le backend + - package-ecosystem: "docker" + directory: "/apps/backend" + schedule: + interval: "weekly" From 88f4f9a601fff4895e8bfd211c12b5ef04518300 Mon Sep 17 00:00:00 2001 From: ValentinDeFaria <123947752+ValentinDeFaria@users.noreply.github.com> Date: Thu, 17 Sep 2026 13:42:02 +0200 Subject: [PATCH 11/18] chore(ci): ajoute la surveillance docker du frontend a dependabot --- .github/dependabot.yml | 5 +++++ 1 file changed, 5 insertions(+) diff --git a/.github/dependabot.yml b/.github/dependabot.yml index c00dc10..ecebb0d 100644 --- a/.github/dependabot.yml +++ b/.github/dependabot.yml @@ -33,3 +33,8 @@ updates: directory: "/apps/backend" schedule: interval: "weekly" + + - package-ecosystem: "docker" + directory: "/apps/frontend" + schedule: + interval: "weekly" From 4f6919973413a3d059599bd924a036b2de813232 Mon Sep 17 00:00:00 2001 From: Dorian Date: Thu, 17 Sep 2026 14:12:26 +0200 Subject: [PATCH 12/18] feat(ml): initialise le pipeline d'entrainement LightGBM (ADR 0005) --- .github/workflows/ml.yml | 59 + .gitignore | 8 + Makefile | 25 +- README.md | 2 + docs/adr/0005-modele-prediction-lightgbm.md | 101 + docs/architecture/00-vue-ensemble.md | 1 + ml/.python-version | 1 + ml/README.md | 88 + ml/enervision_ml/__init__.py | 0 ml/enervision_ml/baseline.py | 16 + ml/enervision_ml/config.py | 38 + ml/enervision_ml/data.py | 68 + ml/enervision_ml/features.py | 129 ++ ml/enervision_ml/metrics.py | 24 + ml/enervision_ml/train.py | 245 +++ ml/models/.gitkeep | 0 ml/pyproject.toml | 79 + ml/tests/test_baseline.py | 11 + ml/tests/test_features.py | 96 + ml/tests/test_metrics.py | 45 + ml/tests/test_train.py | 76 + ml/uv.lock | 1977 +++++++++++++++++++ 22 files changed, 3086 insertions(+), 3 deletions(-) create mode 100644 .github/workflows/ml.yml create mode 100644 docs/adr/0005-modele-prediction-lightgbm.md create mode 100644 ml/.python-version create mode 100644 ml/README.md create mode 100644 ml/enervision_ml/__init__.py create mode 100644 ml/enervision_ml/baseline.py create mode 100644 ml/enervision_ml/config.py create mode 100644 ml/enervision_ml/data.py create mode 100644 ml/enervision_ml/features.py create mode 100644 ml/enervision_ml/metrics.py create mode 100644 ml/enervision_ml/train.py create mode 100644 ml/models/.gitkeep create mode 100644 ml/pyproject.toml create mode 100644 ml/tests/test_baseline.py create mode 100644 ml/tests/test_features.py create mode 100644 ml/tests/test_metrics.py create mode 100644 ml/tests/test_train.py create mode 100644 ml/uv.lock diff --git a/.github/workflows/ml.yml b/.github/workflows/ml.yml new file mode 100644 index 0000000..b85fec7 --- /dev/null +++ b/.github/workflows/ml.yml @@ -0,0 +1,59 @@ +name: ML + +# Piège : la version de Python vient de ml/.python-version, et doit rester en 3.14 (cf. +# .github/workflows/backend.yml, même contrainte). + +on: + push: + paths: + - "ml/**" + - ".github/workflows/ml.yml" + pull_request: + paths: + - "ml/**" + - ".github/workflows/ml.yml" + +permissions: + contents: read + +concurrency: + group: ml-${{ github.ref }} + cancel-in-progress: true + +jobs: + verification: + name: Lint, typage et tests + runs-on: ubuntu-latest + defaults: + run: + working-directory: ml + + steps: + - name: Récupère le dépôt + uses: actions/checkout@v4 + + - name: Installe uv + uses: astral-sh/setup-uv@v5 + with: + enable-cache: true + cache-dependency-glob: ml/uv.lock + + - name: Installe l'interpréteur déclaré par .python-version + run: uv python install + + - name: Synchronise les dépendances sans dévier du verrou + run: uv sync --all-groups --frozen + + - name: Vérifie le formatage + run: uv run ruff format --check . + + - name: Analyse statique + run: uv run ruff check --output-format=github . + + - name: Typage + run: uv run mypy enervision_ml tests + + # Aucun test ne touche PostgreSQL ni MLflow distant : tout tourne sur donnees + # synthetiques ou un magasin SQLite local jetable (cf. ml/tests/test_train.py). + - name: Tests + run: uv run pytest diff --git a/.gitignore b/.gitignore index 38ef5cf..47574d1 100644 --- a/.gitignore +++ b/.gitignore @@ -58,6 +58,14 @@ data/raw/* monitoring/grafana/data/ monitoring/prometheus/data/ +# ML : jeu de donnees, modeles entraines et suivi MLflow local, tous generes/volumineux +ml/data/ +ml/models/* +!ml/models/.gitkeep +ml/mlruns/ +ml/mlartifacts/ +ml/mlflow.db + # IDE et OS .idea/ .vscode/ diff --git a/Makefile b/Makefile index ef7a692..0bb1dcb 100644 --- a/Makefile +++ b/Makefile @@ -1,15 +1,17 @@ BACKEND := apps/backend FRONTEND := apps/frontend +ML := ml .DEFAULT_GOAL := help -.PHONY: help install install-backend install-frontend dev dev-backend dev-frontend \ +.PHONY: help install install-backend install-frontend install-ml dev dev-backend dev-frontend \ lint format typecheck test test-cov test-integration check \ - openapi docker-build db-up db-down db-reset db-logs db-psql migrate bootstrap-admin + openapi docker-build db-up db-down db-reset db-logs db-psql migrate bootstrap-admin \ + ml-lint ml-typecheck ml-test ml-check ml-train help: ## Liste les cibles disponibles @grep -E '^[a-zA-Z_-]+:.*?## .*$$' $(MAKEFILE_LIST) | awk 'BEGIN {FS = ":.*?## "}; {printf " \033[36m%-16s\033[0m %s\n", $$1, $$2}' -install: install-backend install-frontend ## Installe les dépendances backend et frontend +install: install-backend install-frontend install-ml ## Installe les dépendances backend, frontend et ML install-backend: ## Installe les dépendances du backend cd $(BACKEND) && uv sync --all-groups @@ -17,6 +19,9 @@ install-backend: ## Installe les dépendances du backend install-frontend: ## Installe les dépendances du frontend cd $(FRONTEND) && npm ci +install-ml: ## Installe les dépendances du pipeline ML + cd $(ML) && uv sync --all-groups + dev: ## Lance toute la stack (backend + frontend) en rechargement à chaud @trap 'kill 0' EXIT INT TERM; \ $(MAKE) --no-print-directory dev-backend & \ @@ -55,6 +60,20 @@ check: lint typecheck test ## Chaîne de vérification complète openapi: ## Régénère apps/backend/openapi.json depuis les routes déclarées cd $(BACKEND) && uv run python -m app.cli export-openapi +ml-lint: ## Analyse statique du pipeline ML + cd $(ML) && uv run ruff check . + +ml-typecheck: ## Vérifie le typage du pipeline ML + cd $(ML) && uv run mypy enervision_ml tests + +ml-test: ## Exécute les tests du pipeline ML (donnees synthetiques, sans base ni serveur MLflow) + cd $(ML) && uv run pytest + +ml-check: ml-lint ml-typecheck ml-test ## Chaîne de vérification complète du pipeline ML + +ml-train: ## Entraine le modele LightGBM. CSV=chemin optionnel, sinon lit ML_DATABASE_URL + cd $(ML) && uv run python -m enervision_ml.train $(if $(CSV),--csv $(CSV),) + docker-build: ## Construit l'image du backend docker build -t enervision-backend:local $(BACKEND) diff --git a/README.md b/README.md index 27affce..33426fb 100644 --- a/README.md +++ b/README.md @@ -25,6 +25,7 @@ Ce que la documentation apporte à chacun : [docs/architecture/00-vue-ensemble.m | Infra | Terraform (k3s single-node) | `infra/terraform` | Initialise | | CI/CD | GitHub Actions | `.github/workflows` | Backend en place | | Monitoring | Prometheus, Grafana, Alertmanager | `monitoring` | A initialiser | +| ML | LightGBM, MLflow | `ml` | Entrainement initialise | Le backend, la base et l'infrastructure (Terraform/k3s) sont initialises a ce stade. Le frontend sert un tableau de bord sur `/dashboard`, dont les données proviennent de fixtures : les endpoints @@ -53,6 +54,7 @@ L'etat detaille de chaque brique et les vues d'architecture sont dans ├── infra/terraform/ │ ├── modules/ Modules reutilisables │ └── environments/ Racines Terraform, une par environnement +├── ml/ Pipeline d'entrainement LightGBM, suivi MLflow ├── monitoring/ │ ├── prometheus/ Collecte et regles d'alerte │ ├── grafana/ Provisioning et dashboards diff --git a/docs/adr/0005-modele-prediction-lightgbm.md b/docs/adr/0005-modele-prediction-lightgbm.md new file mode 100644 index 0000000..cb39524 --- /dev/null +++ b/docs/adr/0005-modele-prediction-lightgbm.md @@ -0,0 +1,101 @@ +# 0005 - Modèle de prédiction de consommation : LightGBM + +- Statut : accepté +- Date : 2026-09-17 + +## Contexte + +Le schéma `prediction` contraint déjà la forme de la solution (deux cibles de régression, +`consumption_kw` instantané et `consumption_kwh` sur `period_minutes`, un statut +`insufficient_data` à détecter explicitement), mais aucun modèle n'était choisi. Trois +contraintes non négociables cadrent le choix, discutées dans l'issue #89 : + +1. **EC06** (grille de notation individuelle) exige un modèle **entraîné, versionné avec + MLflow**, exposé via un endpoint fonctionnel, avec **surveillance du drift** en production. +2. **Aucun GPU dédié** : l'infra tourne on-premise sur une VM à 4 CPU / 8 Gio RAM (ou + `Standard_B2s`/`B2ms` côté Azure, 2 vCPU max) — Azure Machine Learning est de toute façon + bloqué par la politique Azure du projet. +3. **Délai serré** : le jalon J3 arrive à échéance le lendemain de la décision, J4 concentre déjà + 26 issues sur 4 jours. Un modèle long à mettre en œuvre retarde la chaîne complète (service de + scoring #37, moteur de recommandations #38, tests ML #44/#45, tous bloqués par ce choix). + +Le jeu de données est déjà disponible (`all_sites_combined.csv`, fourni par le formateur) : 7 +sites, 2 ans au pas horaire (~17 500 lignes/site), avec `temperature_celsius`, +`humidity_percent`, `solar_irradiance_wm2` en régresseurs exogènes et des features calendaires +déjà dérivées. + +## Options comparées + +| Critère | Prophet | LightGBM/XGBoost | NeuralProphet | SARIMA | Holt-Winters | Mistral (LLM) | +|---|---|---|---|---|---|---| +| Saisonnalités multiples (jour/semaine/an) | Oui, nativement | Oui, via features engineered | Oui, nativement, + autorégression | Une seule, lourd à régler (SARIMAX) | Une seule, aucune | Non conçu pour ça | +| Régresseurs exogènes | Oui, mais doivent être connus dans le futur au moment de la prédiction | Oui, via lags/moyennes glissantes sur le passé | Oui, natif | Difficile en multivarié | Aucun support | Contexte de prompt seulement, non appris | +| Coût de calcul (VM sans GPU) | Faible | Faible | Élevé (deep learning) | Faible | Faible | Élevé à prohibitif | +| Versionnable MLflow | Oui, nativement | Oui, nativement | Pas de support direct | Oui, générique | Pas de support direct | Rien à versionner (pas un modèle entraîné) | +| Granularité | Un modèle par site (ou par site × métrique) | Un seul modèle global sur tous les sites | Un par site | Un par site | Un par site | — | +| Effort avant l'échéance | Faible | Moyen (feature engineering) | Élevé | Moyen à élevé | Faible en soi | Élevé, ou factice | + +## Décision + +**LightGBM, un seul modèle global** couvrant tous les sites, plutôt qu'un modèle par site +(Prophet) ou par famille de site. Cible : `consumption_kwh`, avec `period_minutes` comme feature +d'entrée plutôt que comme étape d'agrégation post-prédiction. Suivi et versioning via **MLflow** +(tracking + registre de modèles), sur le magasin local par défaut dans un premier temps — +l'hébergement sur l'infra k3s reste une question ouverte, non bloquante pour démarrer. + +Raisons retenues, au-delà du tableau ci-dessus : + +- **Un modèle global plutôt qu'un modèle par site** évite la fragilité des sites les moins + fournis en historique : ils bénéficient de ce qu'apprennent les autres sites, ce qu'un Prophet + par site ne permet pas. +- **Aucune dépendance à une prévision météo future.** Prophet exige que ses régresseurs + (`add_regressor`) soient connus au moment prédit ; `temperature_celsius`, + `humidity_percent` et `solar_irradiance_wm2` sont des mesures passées, pas des prévisions, et + aucune source de prévision météo n'existe dans le projet. LightGBM s'en sort avec des features + de lag/moyenne glissante calculées sur l'historique déjà présent dans `reading`, cf. + `ml/enervision_ml/features.py` — un choix qui vaut aussi bien à l'entraînement qu'au futur + scoring. +- **Apprentissage direct sur `consumption_kwh`** avec `period_minutes` en feature, sans étape + d'agrégation intermédiaire que la sortie continue de Prophet aurait demandée. +- **Coût de calcul compatible avec l'infra on-premise sans GPU.** + +Débat complet, comparatif détaillé et décision finale : issue #89 (Johan, phyri0s, +ValentinDeFaria), actée en réunion d'équipe du 2026-09-17 et validée par l'ensemble de l'équipe. + +## Conséquences + +- Le pipeline d'entraînement (`ml/`, ce commit) lit `reading` + `site` par connexion PostgreSQL + directe et construit ses features par lags/moyennes glissantes plutôt que par régresseurs + contemporains, cf. `docs/ML-START.md`. +- Le rôle PostgreSQL dédié `enervision_ml` (lecture seule sur `reading`/`site`) n'est pas encore + provisionné : dette déjà assumée par l'ADR 0003 pour les comptes ETL/ML, `ML_DATABASE_URL` + pointe pour l'instant vers la même base que le backend applicatif en développement. +- Le service de scoring (#37), le moteur de recommandations (#38) et les tests de dérive + (#44/#45) restent à construire ; ils consommeront le même module `enervision_ml.features`, qui + doit rester strictement identique entre entraînement et scoring pour éviter un train/serve skew + silencieux. +- La surveillance de drift exigée par EC06 n'est pas encore implémentée : ce ticket ne livre que + l'entraînement et son suivi MLflow (paramètres, métriques, artefact modèle), pas le monitoring + en production. +- L'hébergement de MLflow sur l'infra k3s reste une question ouverte ; le magasin SQLite local + (`ml/mlflow.db`, ignoré par git) suffit pour l'instant à comparer des runs sur un poste. + +## Alternatives écartées + +- **Prophet** : proposition initiale, écartée après débat pour les raisons ci-dessus (modèle par + site, dépendance à une météo future indisponible, agrégation kWh en post-traitement). Reste un + candidat solide si un jour le projet doit produire une décomposition tendance/saisonnalité + explicable pour un usage différent. +- **Mistral (LLM)** : aucun produit dédié aux séries temporelles ; interroger un LLM généraliste + ne constitue pas un modèle entraîné et versionnable au sens MLflow, et le fine-tuning est hors + budget de calcul et hors délai. +- **SARIMA** : ne gère pas nativement plusieurs régresseurs exogènes ; réglage (p,d,q,P,D,Q) plus + long que le délai disponible. +- **NeuralProphet** : fait tout ce que fait Prophet et apprend en plus des motifs autorégressifs, + mais coûte plus cher en calcul (pas de GPU disponible) et n'a pas d'outil MLflow direct — piste + d'évolution possible, non engageante à ce stade. +- **Holt-Winters** : écarté d'entrée, pas seulement différé — aucun support de régresseurs + exogènes, alors que la météo et l'irradiance sont nécessaires ici. +- **CatBoost** : même famille que LightGBM, gère nativement les colonnes catégorielles (comme + `site_type`) sans encodage manuel. Non rejeté, différé : candidat à comparer si LightGBM + plafonne en précision. diff --git a/docs/architecture/00-vue-ensemble.md b/docs/architecture/00-vue-ensemble.md index f59f286..e2b68b1 100644 --- a/docs/architecture/00-vue-ensemble.md +++ b/docs/architecture/00-vue-ensemble.md @@ -77,6 +77,7 @@ collecteur ne vient le lire. | Backend | FastAPI, Python 3.14 | `apps/backend` | `En cours` | Factory, configuration, journalisation, 2 sondes de santé, `/metrics`, contrat OpenAPI versionné, routes `sites`, `alerts`, `recommendations`, `stats/summary` et `readings` en lecture (endpoints → services → repositories → models) | | Frontend | Angular 22, Node 24 | `apps/frontend` | `En cours` | Tableau de bord sur route `/dashboard`, deux services HTTP, graphiques Chart.js, données servies par des fixtures | | Base | PostgreSQL 17 + TimescaleDB | `db` | `Fait` | Bootstrap de l'extension, base de test, chaîne Alembic. Schéma applicatif créé (`site`, `dataset`, `reading` en hypertable, `prediction`, `alert`, `recommendation`) | +| ML | LightGBM, MLflow | `ml` | `En cours` | Pipeline d'entraînement (features par lags/moyennes glissantes, baseline de persistance saisonnière, suivi MLflow local), voir [ADR 0005](../adr/0005-modele-prediction-lightgbm.md) et [ML-START.md](../../ML-START.md). Scoring, endpoint et surveillance de dérive pas encore construits | | Infra | Terraform, k3s single-node | `infra/terraform` | `En cours` | Module d'installation du cluster. Jamais appliqué, aucune ressource Kubernetes déclarée | | Monitoring | Prometheus, Grafana, Alertmanager | `monitoring` | `Cible` | Rien, hors le `/metrics` exposé par l'API | | ETL | Apache Airflow | `etl/airflow` | `Cible` | Rien | diff --git a/ml/.python-version b/ml/.python-version new file mode 100644 index 0000000..6324d40 --- /dev/null +++ b/ml/.python-version @@ -0,0 +1 @@ +3.14 diff --git a/ml/README.md b/ml/README.md new file mode 100644 index 0000000..4d69363 --- /dev/null +++ b/ml/README.md @@ -0,0 +1,88 @@ +# ML EnerVision + +Pipeline d'entrainement du modele de prevision de consommation energetique. Contexte complet : +[ADR 0005](../docs/adr/0005-modele-prediction-lightgbm.md) (choix du modele) et +[ML-START.md](../ML-START.md) (mecanisme d'acces aux donnees). + +| Element | Choix | +|--------------|-----------------------------------------------| +| Python | 3.14 | +| Gestionnaire | uv (`uv.lock` fait foi) | +| Modele | LightGBM (regression, un seul modele global) | +| Suivi | MLflow (parametres, metriques, artefact) | +| Lint/format | ruff | +| Typage | mypy en mode strict | +| Tests | pytest, donnees synthetiques uniquement | + +Projet Python independant de `apps/backend` : le service FastAPI n'a aucune raison d'embarquer +LightGBM/MLflow en dependance de production juste pour un script d'entrainement lance a la main. + +## Installation + +```bash +uv sync --all-groups +``` + +## Donnees + +Deux sources, qui produisent le meme schema en sortie de `enervision_ml.data` (voir le module +pour le detail) : + +- **CSV** (`--csv`), chemin de demarrage : lit directement `ml/data/all_sites_combined.csv`, le + jeu de donnees fourni pour le jalon J3. Ce dossier est ignore par git (gros fichier, local a + chaque poste) : recuperer le CSV et `dataset_metadata.json` aupres de l'equipe et les placer + dans `ml/data/` avant d'entrainer sur cette source. +- **PostgreSQL** (par defaut, sans `--csv`) : connexion directe a `reading` + `site` via + `ML_DATABASE_URL`, le chemin cible decrit dans `ML-START.md`. Le role PostgreSQL dedie + `enervision_ml` (lecture seule) n'est pas encore provisionne (dette assumee, cf. ADR 0003 et + ADR 0005) ; en attendant, pointer `ML_DATABASE_URL` vers la meme base que le backend suffit en + developpement. + +## Entrainement + +```bash +uv run python -m enervision_ml.train --csv data/all_sites_combined.csv +# ou, une fois la base peuplee et ML_DATABASE_URL positionnee : +uv run python -m enervision_ml.train +``` + +Ecrit le modele entraine dans `models/lightgbm-consumption.txt` (`Booster.save_model()`, dossier +ignore par git) et journalise la run dans MLflow : parametres, MAE/RMSE/MAPE du modele **et** de +la baseline de persistance saisonniere (consommation de la meme heure, une semaine avant), et +l'artefact modele. Sans `MLFLOW_TRACKING_URI`, MLflow ecrit dans un magasin SQLite local +(`./mlflow.db`, ignore par git) : `uv run mlflow ui` pour le consulter. + +`--test-fraction` (0.15 par defaut) fixe la part la plus recente de l'historique reservee a la +validation. La coupure est **chronologique**, jamais un tirage aleatoire de lignes : un tirage +aleatoire laisserait des lignes de validation "voir" des lignes d'entrainement via leurs +lags/moyennes glissantes, une fuite qui masquerait un surapprentissage. + +## Commandes + +```bash +uv run ruff check . # lint +uv run ruff format . # format +uv run mypy enervision_ml tests # typage strict +uv run pytest # tests +``` + +Depuis la racine du monorepo, via le `Makefile` : `make install-ml`, `make ml-lint`, +`make ml-typecheck`, `make ml-test`, `make ml-check`, `make ml-train` (`CSV=chemin` optionnel). + +## Ou ecrire les tests + +Aucun test ne touche PostgreSQL ni un serveur MLflow distant : `enervision_ml.data.load_from_csv` +et le chargement CSV de test suffisent a exercer `build_features` sur des donnees reelles ou +synthetiques, et `enervision_ml.train.train()` accepte un `tracking_uri` SQLite isole (`tmp_path` +pytest) pour un test de bout en bout sans effet de bord. `enervision_ml.data.load_from_database` +n'est pas encore couvert : il n'existe aucune base PostgreSQL a interroger en CI ni dans cet +environnement de developpement pour le moment. + +## Piege a connaitre + +`enervision_ml.features.build_features` est **le seul endroit** qui doit construire les features +du modele, a l'entrainement comme au futur scoring (service #37, pas encore construit). Si les +deux divergent meme legerement (une fenetre de moyenne glissante calculee differemment, par +exemple), le modele recoit en production des features qui ne ressemblent plus a ce qu'il a +appris, et ses predictions deviennent silencieusement mauvaises sans qu'aucune erreur ne se +declenche. Ne jamais reecrire cette logique ailleurs : importer `enervision_ml.features`. diff --git a/ml/enervision_ml/__init__.py b/ml/enervision_ml/__init__.py new file mode 100644 index 0000000..e69de29 diff --git a/ml/enervision_ml/baseline.py b/ml/enervision_ml/baseline.py new file mode 100644 index 0000000..91e77f8 --- /dev/null +++ b/ml/enervision_ml/baseline.py @@ -0,0 +1,16 @@ +"""Baseline de persistance saisonniere, la barre a depasser pour justifier LightGBM. + +Predit la consommation de l'heure cible par celle de la meme heure, une semaine avant +(`consumption_kwh_lag_168h`) : une consommation energetique horaire est dominee par le cycle +hebdomadaire (jours ouvres contre week-end), donc ce naif-la est deja un concurrent serieux. +""" + +import pandas as pd + +from enervision_ml.features import TARGET_COLUMN + +SEASONAL_LAG_COLUMN = f"{TARGET_COLUMN}_lag_168h" + + +def seasonal_persistence_predictions(features: pd.DataFrame) -> pd.Series: + return features[SEASONAL_LAG_COLUMN] diff --git a/ml/enervision_ml/config.py b/ml/enervision_ml/config.py new file mode 100644 index 0000000..ee9a316 --- /dev/null +++ b/ml/enervision_ml/config.py @@ -0,0 +1,38 @@ +"""Configuration minimale du pipeline, lue depuis l'environnement. + +Pas de `BaseSettings` Pydantic ici : contrairement a `apps/backend`, ce n'est pas un service qui +tourne en continu mais un script CLI lance a la main (cf. `docs/ML-START.md`), donc pas de +surface de configuration a valider au demarrage d'un processus long. +""" + +import os + +# Piege : ce n'est pas `DATABASE_URL` (celui du backend applicatif, proprietaire du schema). +# `docs/ML-START.md` et l'ADR 0003 designent un role PostgreSQL dedie et restreint en lecture, +# `enervision_ml`, non encore provisionne (dette assumee). Reutiliser `DATABASE_URL` par defaut +# ferait tourner l'entrainement avec les droits d'ecriture complets de l'application, en +# silence. +ML_DATABASE_URL_ENV = "ML_DATABASE_URL" + +MLFLOW_EXPERIMENT_NAME = "consumption-forecast" +MLFLOW_TRACKING_URI_ENV = "MLFLOW_TRACKING_URI" + + +def database_url() -> str: + valeur = os.environ.get(ML_DATABASE_URL_ENV) + if not valeur: + raise RuntimeError( + f"{ML_DATABASE_URL_ENV} n'est pas defini. Elle doit pointer vers un role " + "PostgreSQL en lecture seule sur `reading`/`site` (voir docs/ML-START.md)." + ) + return valeur + + +def mlflow_tracking_uri() -> str | None: + """`None` laisse MLflow choisir son magasin local par defaut. + + Piege : ce n'est plus `./mlruns` en clair depuis MLflow 3 (magasin fichier "maintenance + mode", refuse une URI `file:` explicite sauf `MLFLOW_ALLOW_FILE_STORE=true`), mais une base + SQLite locale (`./mlflow.db`). + """ + return os.environ.get(MLFLOW_TRACKING_URI_ENV) diff --git a/ml/enervision_ml/data.py b/ml/enervision_ml/data.py new file mode 100644 index 0000000..e7b5853 --- /dev/null +++ b/ml/enervision_ml/data.py @@ -0,0 +1,68 @@ +"""Chargement des donnees d'entrainement. + +Deux chemins, qui doivent produire le meme schema de sortie (colonnes `site_id`, `timestamp`, +`consumption_kwh`, `temperature_celsius`, `humidity_percent`, `solar_irradiance_wm2`, +`is_working_hours`, `site_type`, `capacity_kw`), consomme ensuite par `enervision_ml.features` : + +- `load_from_database` : le chemin cible decrit dans `docs/ML-START.md`, connexion PostgreSQL + directe (`reading` + `site`), pas par l'API. C'est celui qu'utilisera le pipeline en + production, une fois le role PostgreSQL dedie `enervision_ml` provisionne (dette assumee, + documentee dans `CLAUDE.md` et l'ADR 0003 : pour l'instant, la meme chaine de connexion que le + backend applicatif convient en developpement). +- `load_from_csv` : chemin de demarrage, tant que la base locale n'est pas peuplee. Lit + directement `ml/data/all_sites_combined.csv` (jeu de donnees fourni pour le jalon J3, cf. + issue #89), le meme fichier que celui consomme par + `apps/backend/app/etl/historical_import.py`. `capacity_kw` n'existe pas dans ce CSV : la + colonne est renvoyee a `NaN`, que LightGBM gere nativement comme valeur manquante. +""" + +from pathlib import Path + +import pandas as pd +from sqlalchemy import text +from sqlalchemy.engine import Connectable + +OUTPUT_COLUMNS = [ + "site_id", + "timestamp", + "consumption_kwh", + "temperature_celsius", + "humidity_percent", + "solar_irradiance_wm2", + "is_working_hours", + "site_type", + "capacity_kw", +] + +_READING_QUERY = text( + """ + SELECT + r.site_id, + r.timestamp, + r.consumption_kwh, + r.temperature_celsius, + r.humidity_percent, + r.solar_irradiance_wm2, + r.is_working_hours, + s.site_type, + s.capacity_kw + FROM reading r + JOIN site s ON s.site_id = r.site_id + ORDER BY r.site_id, r.timestamp + """ +) + + +def load_from_database(connection: Connectable) -> pd.DataFrame: + """Lit l'historique complet `reading` + `site` depuis PostgreSQL.""" + frame = pd.read_sql(_READING_QUERY, connection) + return frame[OUTPUT_COLUMNS] + + +def load_from_csv(csv_path: Path) -> pd.DataFrame: + """Lit le jeu de donnees CSV historique (chemin de demarrage, hors base).""" + frame = pd.read_csv(csv_path, parse_dates=["timestamp"]) + frame["capacity_kw"] = float("nan") + frame["is_working_hours"] = frame["is_working_hours"].astype(bool) + + return frame[OUTPUT_COLUMNS] diff --git a/ml/enervision_ml/features.py b/ml/enervision_ml/features.py new file mode 100644 index 0000000..a723470 --- /dev/null +++ b/ml/enervision_ml/features.py @@ -0,0 +1,129 @@ +"""Construction des features pour le modele de consommation. + +Module partage entre l'entrainement et le futur scoring (cf. `docs/ML-START.md`) : la fonction +qui construit les features doit rester strictement identique des deux cotes, sous peine de +"train/serve skew" silencieux (le modele recoit en production des features qui ne ressemblent +plus a ce qu'il a appris). +""" + +from collections.abc import Sequence + +import pandas as pd + +# Cible de l'entrainement : consommation en kWh, jamais consumption_kw (absent des lectures +# historiques CSV, cf. `apps/backend/app/etl/historical_import.py`). +TARGET_COLUMN = "consumption_kwh" + +# Decalages horaires utilises pour les lags et moyennes glissantes : une heure avant, un jour +# avant (meme heure), une semaine avant (meme heure, meme jour) - saisonnalites usuelles d'une +# consommation energetique horaire. +LAG_HOURS: Sequence[int] = (1, 24, 168) +ROLLING_WINDOWS_HOURS: Sequence[int] = (24, 168) + +STATIC_FEATURE_COLUMNS: Sequence[str] = ("site_type", "capacity_kw") + +CALENDAR_FEATURE_COLUMNS: Sequence[str] = ( + "hour", + "day_of_week", + "month", + "is_weekend", + "is_working_hours", +) + +WEATHER_COLUMNS: Sequence[str] = ( + "temperature_celsius", + "humidity_percent", + "solar_irradiance_wm2", +) + + +def build_features(frame: pd.DataFrame) -> pd.DataFrame: + """Construit la matrice de features a partir de lectures brutes triees par site. + + `frame` doit porter au minimum : `site_id`, `timestamp`, `consumption_kwh`, + `is_working_hours`, les trois colonnes meteo, et les colonnes statiques de site + (`site_type`, `capacity_kw`). Une ligne par `(site_id, timestamp)`, sans doublon. + + Piege : la meteo n'entre dans les features que decalee (lag/moyenne glissante), jamais a + l'instant cible. A l'entrainement comme au scoring, la meteo au moment predit n'est pas une + mesure mais une prevision que le projet n'a pas — l'utiliser telle quelle romprait le + contrat entre entrainement et usage reel (la feature ne serait tout simplement plus + disponible en production). Cf. debat d'architecture dans l'issue #89. + """ + travail = frame.sort_values(["site_id", "timestamp"]).reset_index(drop=True) + + calendrier = _calendar_features(travail["timestamp"]) + decalees = _lagged_features(travail) + + features = pd.concat( + [ + travail[["site_id", "timestamp"]], + travail[list(STATIC_FEATURE_COLUMNS)], + calendrier, + travail[["is_working_hours"]], + decalees, + travail[[TARGET_COLUMN]], + ], + axis=1, + ) + + # `period_minutes` : resolution temporelle de la cible. Les lectures historiques sont toutes + # au pas horaire (cf. `dataset_metadata.json`, `frequency: "1h""), donc une constante pour + # l'instant. Exposee comme feature plutot que supposee implicitement, pour que le modele + # puisse un jour apprendre sur d'autres resolutions sans reentrainement de zero. + features["period_minutes"] = 60 + + return features + + +def feature_columns() -> list[str]: + """Liste ordonnee des colonnes d'entree du modele (hors identifiants et cible).""" + lag_columns = [f"consumption_kwh_lag_{h}h" for h in LAG_HOURS] + rolling_columns = [ + f"{colonne}_rolling_mean_{fenetre}h" + for colonne in (TARGET_COLUMN, *WEATHER_COLUMNS) + for fenetre in ROLLING_WINDOWS_HOURS + ] + weather_lag_columns = [f"{colonne}_lag_1h" for colonne in WEATHER_COLUMNS] + + return [ + *STATIC_FEATURE_COLUMNS, + *CALENDAR_FEATURE_COLUMNS, + "period_minutes", + *lag_columns, + *rolling_columns, + *weather_lag_columns, + ] + + +def _calendar_features(timestamps: pd.Series) -> pd.DataFrame: + instants = pd.to_datetime(timestamps) + + return pd.DataFrame( + { + "hour": instants.dt.hour, + "day_of_week": instants.dt.dayofweek, + "month": instants.dt.month, + "is_weekend": instants.dt.dayofweek.isin([5, 6]).astype(int), + } + ) + + +def _lagged_features(travail: pd.DataFrame) -> pd.DataFrame: + par_site = travail.groupby("site_id", sort=False) + colonnes: dict[str, pd.Series] = {} + + for decalage in LAG_HOURS: + colonnes[f"{TARGET_COLUMN}_lag_{decalage}h"] = par_site[TARGET_COLUMN].shift(decalage) + + for colonne in (TARGET_COLUMN, *WEATHER_COLUMNS): + decale = par_site[colonne].shift(1) + for fenetre in ROLLING_WINDOWS_HOURS: + colonnes[f"{colonne}_rolling_mean_{fenetre}h"] = decale.groupby( + travail["site_id"] + ).transform(lambda serie, fenetre=fenetre: serie.rolling(fenetre, min_periods=1).mean()) + + for colonne in WEATHER_COLUMNS: + colonnes[f"{colonne}_lag_1h"] = par_site[colonne].shift(1) + + return pd.DataFrame(colonnes, index=travail.index) diff --git a/ml/enervision_ml/metrics.py b/ml/enervision_ml/metrics.py new file mode 100644 index 0000000..aeb281f --- /dev/null +++ b/ml/enervision_ml/metrics.py @@ -0,0 +1,24 @@ +"""Metriques de regression partagees entre le modele et la baseline.""" + +import numpy as np +import pandas as pd +from sklearn.metrics import mean_absolute_error, root_mean_squared_error + + +def regression_metrics(y_true: pd.Series, y_pred: pd.Series) -> dict[str, float]: + """MAE, RMSE et MAPE (en %), sur les paires non nulles des deux series.""" + valides = y_true.notna() & y_pred.notna() + reel = y_true[valides] + predit = y_pred[valides] + + # MAPE diverge a consommation nulle : les mesures a zero (site a l'arret) sont exclues de ce + # seul ratio, pas des autres metriques. + non_nul = reel != 0 + mape = float(np.mean(np.abs((reel[non_nul] - predit[non_nul]) / reel[non_nul])) * 100) + + return { + "mae": float(mean_absolute_error(reel, predit)), + "rmse": float(root_mean_squared_error(reel, predit)), + "mape": mape, + "n_observations": int(valides.sum()), + } diff --git a/ml/enervision_ml/train.py b/ml/enervision_ml/train.py new file mode 100644 index 0000000..fad5b89 --- /dev/null +++ b/ml/enervision_ml/train.py @@ -0,0 +1,245 @@ +"""Entrainement du modele LightGBM de prevision de consommation energetique. + +CLI autonome, sur le meme gabarit que `apps/backend/app/etl/historical_import.py` +(argparse, connexion directe a la base). Cf. `docs/ML-START.md`, section 1. + + uv run python -m enervision_ml.train --csv ../ml/data/all_sites_combined.csv + uv run python -m enervision_ml.train # lit ML_DATABASE_URL + +Le modele entraine est ecrit en fichier (`Booster.save_model()`) et suivi par MLflow (parametres, +metriques, artefact). La base ne stocke jamais le modele lui-meme, seulement une reference vers +lui (`prediction.model_reference`, pose par le futur service de scoring - hors perimetre ici). +""" + +import argparse +from pathlib import Path +from typing import Any + +import lightgbm as lgb +import mlflow +import mlflow.lightgbm +import pandas as pd +from sqlalchemy import create_engine + +from enervision_ml import config +from enervision_ml.baseline import seasonal_persistence_predictions +from enervision_ml.data import load_from_csv, load_from_database +from enervision_ml.features import TARGET_COLUMN, build_features, feature_columns +from enervision_ml.metrics import regression_metrics + +CATEGORICAL_FEATURES = ["site_type"] + +LIGHTGBM_PARAMS: dict[str, Any] = { + "objective": "regression", + "metric": "mae", + "learning_rate": 0.05, + "num_leaves": 63, + "min_data_in_leaf": 50, + "feature_fraction": 0.8, + "bagging_fraction": 0.8, + "bagging_freq": 1, + "verbosity": -1, +} + +NUM_BOOST_ROUND = 1000 +EARLY_STOPPING_ROUNDS = 50 +DEFAULT_TEST_FRACTION = 0.15 + + +def load_raw_frame(csv_path: Path | None) -> pd.DataFrame: + """Lit les lectures brutes, depuis le CSV de demarrage ou depuis PostgreSQL.""" + if csv_path is not None: + return load_from_csv(csv_path) + + engine = create_engine(config.database_url()) + try: + return load_from_database(engine) + finally: + engine.dispose() + + +def chronological_split( + features: pd.DataFrame, test_fraction: float +) -> tuple[pd.DataFrame, pd.DataFrame]: + """Coupe par date de coupure, jamais par tirage aleatoire de lignes. + + Une coupure aleatoire laisserait des lignes d'apres la coupure "voir" des lignes d'avant via + leurs lags/moyennes glissantes, une fuite qui masquerait un surapprentissage a l'evaluation. + """ + coupure = features["timestamp"].quantile(1 - test_fraction) + entrainement = features[features["timestamp"] < coupure] + validation = features[features["timestamp"] >= coupure] + return entrainement, validation + + +def prepare_dataset(frame: pd.DataFrame, columns: list[str]) -> tuple[pd.DataFrame, pd.Series]: + typee = frame.copy() + typee["site_type"] = typee["site_type"].astype("category") + return typee[columns], typee[TARGET_COLUMN] + + +def train( + *, + csv_path: Path | None, + model_output: Path, + test_fraction: float = DEFAULT_TEST_FRACTION, + tracking_uri: str | None = None, +) -> tuple[dict[str, float], dict[str, float]]: + """Execute le pipeline complet et rend (metriques du modele, metriques de la baseline).""" + raw = load_raw_frame(csv_path) + features = build_features(raw) + columns = feature_columns() + + # Les premieres 168h par site n'ont pas de lag hebdomadaire complet : ni entrainables, ni + # comparables a la baseline saisonniere qui en depend. + utilisable = features.dropna(subset=[TARGET_COLUMN, f"{TARGET_COLUMN}_lag_168h"]) + + entrainement, validation = chronological_split(utilisable, test_fraction) + if entrainement.empty or validation.empty: + raise ValueError( + "Fenetre d'entrainement ou de validation vide : jeu de donnees trop court pour " + f"test_fraction={test_fraction}." + ) + + X_train, y_train = prepare_dataset(entrainement, columns) + X_valid, y_valid = prepare_dataset(validation, columns) + + train_set = lgb.Dataset( + X_train, + label=y_train, + categorical_feature=CATEGORICAL_FEATURES, + free_raw_data=False, + ) + valid_set = lgb.Dataset( + X_valid, + label=y_valid, + reference=train_set, + categorical_feature=CATEGORICAL_FEATURES, + free_raw_data=False, + ) + + booster = lgb.train( + LIGHTGBM_PARAMS, + train_set, + num_boost_round=NUM_BOOST_ROUND, + valid_sets=[valid_set], + callbacks=[ + lgb.early_stopping(EARLY_STOPPING_ROUNDS, verbose=False), + lgb.log_evaluation(period=0), + ], + ) + + predictions = pd.Series( + booster.predict(X_valid, num_iteration=booster.best_iteration), + index=X_valid.index, + ) + model_metrics = regression_metrics(y_valid, predictions) + baseline_metrics = regression_metrics(y_valid, seasonal_persistence_predictions(validation)) + + model_output.parent.mkdir(parents=True, exist_ok=True) + booster.save_model(str(model_output)) + + _log_to_mlflow( + tracking_uri=tracking_uri, + booster=booster, + model_metrics=model_metrics, + baseline_metrics=baseline_metrics, + n_train=len(X_train), + n_valid=len(X_valid), + test_fraction=test_fraction, + model_output=model_output, + ) + + return model_metrics, baseline_metrics + + +def _log_to_mlflow( + *, + tracking_uri: str | None, + booster: lgb.Booster, + model_metrics: dict[str, float], + baseline_metrics: dict[str, float], + n_train: int, + n_valid: int, + test_fraction: float, + model_output: Path, +) -> None: + uri = tracking_uri or config.mlflow_tracking_uri() + if uri is not None: + mlflow.set_tracking_uri(uri) + mlflow.set_experiment(config.MLFLOW_EXPERIMENT_NAME) + + with mlflow.start_run(): + mlflow.log_params( + { + **LIGHTGBM_PARAMS, + "num_boost_round": booster.best_iteration or NUM_BOOST_ROUND, + "test_fraction": test_fraction, + "n_train": n_train, + "n_valid": n_valid, + } + ) + mlflow.log_metrics({f"model_{cle}": valeur for cle, valeur in model_metrics.items()}) + mlflow.log_metrics({f"baseline_{cle}": valeur for cle, valeur in baseline_metrics.items()}) + mlflow.lightgbm.log_model(booster, name="model") + mlflow.log_artifact(str(model_output)) + + +def parse_args() -> argparse.Namespace: + parser = argparse.ArgumentParser(description="Entrainement du modele LightGBM EnerVision") + + parser.add_argument( + "--csv", + type=Path, + default=None, + help=( + "Chemin vers le CSV historique (chemin de demarrage). Omis, lit ML_DATABASE_URL " + "et se connecte directement a PostgreSQL (reading + site)." + ), + ) + parser.add_argument( + "--model-output", + type=Path, + default=Path("models/lightgbm-consumption.txt"), + help="Chemin d'ecriture du modele entraine. Defaut : models/lightgbm-consumption.txt.", + ) + parser.add_argument( + "--test-fraction", + type=float, + default=DEFAULT_TEST_FRACTION, + help=( + "Part la plus recente de l'historique reservee a la validation. " + f"Defaut : {DEFAULT_TEST_FRACTION}." + ), + ) + parser.add_argument( + "--mlflow-tracking-uri", + default=None, + help="Surcharge MLFLOW_TRACKING_URI. Omis, magasin SQLite local (./mlflow.db).", + ) + + return parser.parse_args() + + +def main() -> None: + args = parse_args() + + model_metrics, baseline_metrics = train( + csv_path=args.csv, + model_output=args.model_output, + test_fraction=args.test_fraction, + tracking_uri=args.mlflow_tracking_uri, + ) + + print("Modele LightGBM :", model_metrics) + print("Baseline saisonniere (t-168h) :", baseline_metrics) + + if model_metrics["mae"] < baseline_metrics["mae"]: + gain = (1 - model_metrics["mae"] / baseline_metrics["mae"]) * 100 + print(f"LightGBM bat la baseline de {gain:.1f}% de MAE.") + else: + print("LightGBM ne bat pas la baseline saisonniere sur ce decoupage.") + + +if __name__ == "__main__": + main() diff --git a/ml/models/.gitkeep b/ml/models/.gitkeep new file mode 100644 index 0000000..e69de29 diff --git a/ml/pyproject.toml b/ml/pyproject.toml new file mode 100644 index 0000000..b3c368b --- /dev/null +++ b/ml/pyproject.toml @@ -0,0 +1,79 @@ +[project] +name = "enervision-ml" +version = "0.1.0" +description = "Pipeline d'entrainement et de scoring du modele de prediction EnerVision (LightGBM)" +requires-python = ">=3.14,<3.15" +dependencies = [ + "pandas>=3.0.5", + "sqlalchemy>=2.0.52", + "psycopg[binary]>=3.2", + "lightgbm>=4.6", + "scikit-learn>=1.7", + "mlflow>=3.0", +] + +[dependency-groups] +dev = [ + "ruff>=0.16.7", + "mypy>=2.3.1", + "pytest>=9.1.1", + "pandas-stubs>=3.0.5.260914", +] + +[build-system] +requires = ["hatchling>=1.32.0"] +build-backend = "hatchling.build" + +[tool.hatch.build.targets.wheel] +packages = ["enervision_ml"] + +[tool.ruff] +line-length = 100 +target-version = "py314" +src = ["enervision_ml", "tests"] + +[tool.ruff.lint] +select = [ + "E", "W", + "F", + "I", + "N", + "UP", + "B", + "C4", + "SIM", + "TID", + "RUF", + "S", + "PT", +] +# N806 : `X`/`y` (donnees/cible) est la convention scikit-learn/LightGBM, pas une variable mal +# nommee. +ignore = ["B008", "N806"] + +[tool.ruff.lint.per-file-ignores] +"tests/**/*.py" = ["S101"] + +[tool.ruff.lint.isort] +known-first-party = ["enervision_ml"] + +[tool.ruff.format] +quote-style = "double" + +[tool.mypy] +python_version = "3.14" +strict = true +warn_unreachable = true + +[[tool.mypy.overrides]] +module = ["tests.*"] +disallow_untyped_defs = false + +[[tool.mypy.overrides]] +module = ["lightgbm.*", "mlflow.*", "sklearn.*"] +ignore_missing_imports = true + +[tool.pytest.ini_options] +testpaths = ["tests"] +addopts = "-q --strict-markers -m 'not integration'" +markers = ["integration: requiert une base PostgreSQL joignable"] diff --git a/ml/tests/test_baseline.py b/ml/tests/test_baseline.py new file mode 100644 index 0000000..5aecc0c --- /dev/null +++ b/ml/tests/test_baseline.py @@ -0,0 +1,11 @@ +import pandas as pd + +from enervision_ml.baseline import SEASONAL_LAG_COLUMN, seasonal_persistence_predictions + + +def test_seasonal_persistence_predictions_returns_the_168h_lag_column() -> None: + features = pd.DataFrame({SEASONAL_LAG_COLUMN: [1.0, 2.0, 3.0], "autre_colonne": [9, 9, 9]}) + + predictions = seasonal_persistence_predictions(features) + + assert predictions.tolist() == [1.0, 2.0, 3.0] diff --git a/ml/tests/test_features.py b/ml/tests/test_features.py new file mode 100644 index 0000000..7a6fdd6 --- /dev/null +++ b/ml/tests/test_features.py @@ -0,0 +1,96 @@ +from datetime import UTC, datetime, timedelta +from typing import cast + +import pandas as pd + +from enervision_ml.features import TARGET_COLUMN, build_features, feature_columns + + +def make_site_reading( + site_id: str, *, heures: int, depart: datetime, valeur: float = 10.0 +) -> pd.DataFrame: + instants = [depart + timedelta(hours=h) for h in range(heures)] + return pd.DataFrame( + { + "site_id": site_id, + "timestamp": instants, + TARGET_COLUMN: [valeur + h for h in range(heures)], + "temperature_celsius": [15.0] * heures, + "humidity_percent": [50.0] * heures, + "solar_irradiance_wm2": [0.0] * heures, + "is_working_hours": [True] * heures, + "site_type": "office", + "capacity_kw": 100.0, + } + ) + + +def two_site_frame(heures: int = 200) -> pd.DataFrame: + depart = datetime(2026, 1, 1, tzinfo=UTC) + return pd.concat( + [ + make_site_reading("site-a", heures=heures, depart=depart, valeur=10.0), + make_site_reading("site-b", heures=heures, depart=depart, valeur=1000.0), + ], + ignore_index=True, + ) + + +def test_build_features_returns_every_declared_feature_column() -> None: + features = build_features(two_site_frame()) + + manquantes = set(feature_columns()) - set(features.columns) + + assert manquantes == set() + + +def test_build_features_sets_a_constant_period_minutes() -> None: + features = build_features(two_site_frame()) + + assert (features["period_minutes"] == 60).all() + + +def test_build_features_lag_1h_matches_the_previous_hour_of_the_same_site() -> None: + features = build_features(two_site_frame(heures=200)) + site_a = features[features["site_id"] == "site-a"].reset_index(drop=True) + + assert site_a.loc[10, f"{TARGET_COLUMN}_lag_1h"] == site_a.loc[9, TARGET_COLUMN] + + +def test_build_features_lag_168h_is_nan_before_a_full_week_of_history() -> None: + features = build_features(two_site_frame(heures=200)) + site_a = features[features["site_id"] == "site-a"].reset_index(drop=True) + + assert pd.isna(site_a.loc[100, f"{TARGET_COLUMN}_lag_168h"]) + assert not pd.isna(site_a.loc[168, f"{TARGET_COLUMN}_lag_168h"]) + + +def test_build_features_never_leaks_lags_across_sites() -> None: + # site-b demarre a 1000 : si un lag de site-a s'y glissait, la valeur sortirait de son + # echelle (10, 11, 12, ...). + features = build_features(two_site_frame(heures=200)) + site_b = features[features["site_id"] == "site-b"].reset_index(drop=True) + + assert cast(float, site_b.loc[5, f"{TARGET_COLUMN}_lag_1h"]) >= 1000.0 + + +def test_build_features_rolling_mean_excludes_the_current_hour() -> None: + # Valeurs constantes sauf la derniere ligne : si la moyenne glissante incluait l'heure + # courante, la constante ne resterait pas stable jusqu'au bout. + depart = datetime(2026, 1, 1, tzinfo=UTC) + frame = make_site_reading("site-a", heures=200, depart=depart, valeur=10.0) + frame[TARGET_COLUMN] = 10.0 + frame.loc[frame.index[-1], TARGET_COLUMN] = 10_000.0 + + features = build_features(frame).reset_index(drop=True) + + assert features.loc[len(features) - 1, f"{TARGET_COLUMN}_rolling_mean_24h"] == 10.0 + + +def test_build_features_computes_calendar_fields_from_the_timestamp() -> None: + depart = datetime(2026, 1, 3, 6, tzinfo=UTC) # un samedi, 6h + features = build_features(make_site_reading("site-a", heures=1, depart=depart)) + + assert features.loc[0, "hour"] == 6 + assert features.loc[0, "day_of_week"] == 5 + assert features.loc[0, "is_weekend"] == 1 diff --git a/ml/tests/test_metrics.py b/ml/tests/test_metrics.py new file mode 100644 index 0000000..d492dee --- /dev/null +++ b/ml/tests/test_metrics.py @@ -0,0 +1,45 @@ +import pandas as pd +import pytest + +from enervision_ml.metrics import regression_metrics + + +def test_regression_metrics_computes_mae_and_rmse_on_known_values() -> None: + y_true = pd.Series([10.0, 20.0, 30.0]) + y_pred = pd.Series([12.0, 18.0, 33.0]) + + resultat = regression_metrics(y_true, y_pred) + + assert resultat["mae"] == pytest.approx(7 / 3) + assert resultat["n_observations"] == 3 + + +def test_regression_metrics_ignores_rows_with_a_missing_value() -> None: + y_true = pd.Series([10.0, None, 30.0]) + y_pred = pd.Series([12.0, 18.0, None]) + + resultat = regression_metrics(y_true, y_pred) + + assert resultat["n_observations"] == 1 + assert resultat["mae"] == 2.0 + + +def test_regression_metrics_excludes_zero_actuals_from_mape_only() -> None: + y_true = pd.Series([0.0, 10.0]) + y_pred = pd.Series([5.0, 12.0]) + + resultat = regression_metrics(y_true, y_pred) + + assert resultat["n_observations"] == 2 + assert resultat["mape"] == pytest.approx(20.0) + + +def test_metrics_are_zero_for_a_perfect_prediction() -> None: + y_true = pd.Series([10.0, 20.0]) + y_pred = pd.Series([10.0, 20.0]) + + resultat = regression_metrics(y_true, y_pred) + + assert resultat["mae"] == 0.0 + assert resultat["rmse"] == 0.0 + assert resultat["mape"] == 0.0 diff --git a/ml/tests/test_train.py b/ml/tests/test_train.py new file mode 100644 index 0000000..3084983 --- /dev/null +++ b/ml/tests/test_train.py @@ -0,0 +1,76 @@ +from datetime import UTC, datetime, timedelta +from pathlib import Path + +import numpy as np +import pandas as pd + +from enervision_ml.features import TARGET_COLUMN, build_features, feature_columns +from enervision_ml.train import chronological_split, prepare_dataset, train + + +def make_frame(site_id: str, *, heures: int, depart: datetime) -> pd.DataFrame: + instants = [depart + timedelta(hours=h) for h in range(heures)] + rng = np.random.default_rng(42) + + return pd.DataFrame( + { + "site_id": site_id, + "timestamp": instants, + TARGET_COLUMN: 100.0 + 10.0 * np.sin(np.arange(heures) / 24) + rng.normal(0, 1, heures), + "temperature_celsius": 15.0, + "humidity_percent": 50.0, + "solar_irradiance_wm2": 0.0, + "is_working_hours": True, + "site_type": "office", + "capacity_kw": 100.0, + } + ) + + +def test_chronological_split_puts_the_most_recent_rows_in_validation() -> None: + depart = datetime(2026, 1, 1, tzinfo=UTC) + features = make_frame("site-a", heures=200, depart=depart) + + entrainement, validation = chronological_split(features, test_fraction=0.2) + + assert entrainement["timestamp"].max() < validation["timestamp"].min() + # La coupure vient d'un quantile sur les dates : une approximation du taux demande, pas un + # decompte exact de lignes. + assert abs(len(validation) - 0.2 * len(features)) <= 2 + + +def test_prepare_dataset_types_site_type_as_a_pandas_category() -> None: + depart = datetime(2026, 1, 1, tzinfo=UTC) + features = build_features(make_frame("site-a", heures=200, depart=depart)) + + X, y = prepare_dataset(features, feature_columns()) + + assert X["site_type"].dtype.name == "category" + assert y.name == TARGET_COLUMN + + +def test_train_runs_end_to_end_on_synthetic_data_and_beats_a_dummy_baseline( + tmp_path: Path, +) -> None: + depart = datetime(2026, 1, 1, tzinfo=UTC) + frame = pd.concat( + [ + make_frame("site-a", heures=400, depart=depart), + make_frame("site-b", heures=400, depart=depart), + ], + ignore_index=True, + ) + csv_path = tmp_path / "synthetic.csv" + frame.to_csv(csv_path, index=False) + + model_metrics, baseline_metrics = train( + csv_path=csv_path, + model_output=tmp_path / "model.txt", + test_fraction=0.2, + tracking_uri=f"sqlite:///{tmp_path / 'mlflow.db'}", + ) + + assert (tmp_path / "model.txt").exists() + assert model_metrics["n_observations"] > 0 + assert model_metrics["mae"] >= 0 + assert baseline_metrics["n_observations"] == model_metrics["n_observations"] diff --git a/ml/uv.lock b/ml/uv.lock new file mode 100644 index 0000000..ed8e065 --- /dev/null +++ b/ml/uv.lock @@ -0,0 +1,1977 @@ +version = 1 +revision = 3 +requires-python = "==3.14.*" +resolution-markers = [ + "sys_platform == 'win32'", + "sys_platform == 'emscripten'", + "sys_platform != 'emscripten' and sys_platform != 'win32'", +] + +[[package]] +name = "aiohappyeyeballs" +version = "2.7.1" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/ce/f4/eec0465c2f67b2664688d0240b3212d5196fd89e741df67ddb81f8d35658/aiohappyeyeballs-2.7.1.tar.gz", hash = "sha256:065665c041c42a5938ed220bdcd7230f22527fbec085e1853d2402c8a3615d9d", size = 24757, upload-time = "2026-07-01T17:11:55.501Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/71/43/1947f06babed6b3f1d7f38b0c767f52df66bfb2bc10b468c4a7de9eceff2/aiohappyeyeballs-2.7.1-py3-none-any.whl", hash = "sha256:9243213661e29250eb41368e5daa826fc017156c3b8a11440826b2e3ed376472", size = 15038, upload-time = "2026-07-01T17:11:54.055Z" }, +] + +[[package]] +name = "aiohttp" +version = "3.14.3" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "aiohappyeyeballs" }, + { name = "aiosignal" }, + { name = "attrs" }, + { name = "frozenlist" }, + { name = "multidict" }, + { name = "propcache" }, + { name = "yarl" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/58/d9/22ce5786ac0c1653ae8b6c23bded02c1686d11f0dbb45b31ce128e0df985/aiohttp-3.14.3.tar.gz", hash = "sha256:9491196535a88924a60afd5b5f434b5b203b6cc616250878dbdb223a8f7844bc", size = 7971213, upload-time = "2026-07-23T01:57:27.037Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/c8/20/887fdcf832326571b370ffc347b3e70abe101096f3720126aac161b1d872/aiohttp-3.14.3-cp314-cp314-android_24_arm64_v8a.whl", hash = "sha256:49f7325beb0f85ef4aef5f48f490269575f83e6e2acad00a1d80b807eb027062", size = 509067, upload-time = "2026-07-23T01:55:42.618Z" }, + { url = "https://files.pythonhosted.org/packages/ad/a3/92cec936f78cc4bf0fa5554ebe593b73459d94e3c62303e1902a4cccb6f7/aiohttp-3.14.3-cp314-cp314-android_24_x86_64.whl", hash = "sha256:e3be98a7c30b8c25d573dafba7171d66dfb05ee6a9070fc46535464ff97700a6", size = 514774, upload-time = "2026-07-23T01:55:44.937Z" }, + { url = "https://files.pythonhosted.org/packages/29/ba/2a0c38df3fc557620b6a5acd98364af050053b6285b4dc7ee74100c63c18/aiohttp-3.14.3-cp314-cp314-ios_13_0_arm64_iphoneos.whl", hash = "sha256:614c61d478b83953e261d02bb2df750f17227cd33ef8002945bf5aebbde21919", size = 488134, upload-time = "2026-07-23T01:55:47.135Z" }, + { url = "https://files.pythonhosted.org/packages/48/d6/d51b7d4bf309af3693940d8ffd2b9ed0b682434ef85959b7c9c137f60cf8/aiohttp-3.14.3-cp314-cp314-ios_13_0_arm64_iphonesimulator.whl", hash = "sha256:1caa7b0d05f3e3a36f87788c59e970a7ee1cefcfcbb924a9f138c4a6551c9cb7", size = 494201, upload-time = "2026-07-23T01:55:49.451Z" }, + { url = "https://files.pythonhosted.org/packages/3f/5a/8f624384e5f1efabb5229b94157eb966b021e97bdb188c62860c2ae243c2/aiohttp-3.14.3-cp314-cp314-ios_13_0_x86_64_iphonesimulator.whl", hash = "sha256:dfa68deb2a443bdaa3ea5297b0699c1464f08aef3812b486d1348eee61b07dc0", size = 502766, upload-time = "2026-07-23T01:55:51.656Z" }, + { url = "https://files.pythonhosted.org/packages/a6/26/4ff0164370deec18fb19254ee4ab10b7a73304ac0c860b13f5f84663759b/aiohttp-3.14.3-cp314-cp314-macosx_10_15_universal2.whl", hash = "sha256:e72ee89e28d907a18f46959b4eb0bb06701cc7f8cf4366e00029e2ccfaaf5924", size = 756557, upload-time = "2026-07-23T01:55:53.964Z" }, + { url = "https://files.pythonhosted.org/packages/97/a3/7056b86dc0d9ec709ea9777eae3b0161428f943372f8b98c01c11593b682/aiohttp-3.14.3-cp314-cp314-macosx_10_15_x86_64.whl", hash = "sha256:ad4c8b7488d745d2ca4838ebd8ae5ba9b56341d30b1da43640e4ce87f9f49646", size = 510168, upload-time = "2026-07-23T01:55:56.22Z" }, + { url = "https://files.pythonhosted.org/packages/85/ed/0357a015892fd68058bf2d39d3fd1958e459b997a7db30aaa6aaa434ae96/aiohttp-3.14.3-cp314-cp314-macosx_11_0_arm64.whl", hash = "sha256:db332af25642007330fca8be5c4d194caf2bea7a7fc84415aff3497af5dfee6b", size = 512957, upload-time = "2026-07-23T01:55:58.437Z" }, + { url = "https://files.pythonhosted.org/packages/47/d1/8aba53f15ccb2238405f5e9d30e2a8ca44f93878c26e7165ade00d374b1c/aiohttp-3.14.3-cp314-cp314-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:25bd2708db6bdf6a6630dd37bdcdfcb47c4434d22ac69c64665b802910140b30", size = 1750149, upload-time = "2026-07-23T01:56:00.856Z" }, + { url = "https://files.pythonhosted.org/packages/49/bd/40c3fee327529284375c6701cbb0fa4600cc2e8432af1378f897e2ef7d3a/aiohttp-3.14.3-cp314-cp314-manylinux2014_armv7l.manylinux_2_17_armv7l.manylinux_2_31_armv7l.whl", hash = "sha256:cef89a58e628c4efcac3275c2d68083f82426dcdc89c1492a6f654f9f7ea6ab9", size = 1707685, upload-time = "2026-07-23T01:56:03.371Z" }, + { url = "https://files.pythonhosted.org/packages/2a/a3/ca0cc6724cca8114b05694abd916060758c79894c3aa5b012cdadc1bc28e/aiohttp-3.14.3-cp314-cp314-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:c23ec8ee9d5ab2f5421f9c7fffce208435607af27fd46d4a44e031954352838f", size = 1803911, upload-time = "2026-07-23T01:56:05.817Z" }, + { url = "https://files.pythonhosted.org/packages/95/b5/85b099c299c3ffd38ad9b3e43694c8a346934e4a30c88c4fd5a841234f77/aiohttp-3.14.3-cp314-cp314-manylinux2014_s390x.manylinux_2_17_s390x.manylinux_2_28_s390x.whl", hash = "sha256:e2667f0bbe7eb6c74eae5e9691441ad186e5845ca3cff63230fc09c4e7514f5d", size = 1876929, upload-time = "2026-07-23T01:56:08.413Z" }, + { url = "https://files.pythonhosted.org/packages/d5/b7/1da684a04175473fa4cddbf9a2f572e79514c3fd27a74597f43057d4f3da/aiohttp-3.14.3-cp314-cp314-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:18cb43369747b2ae007bd2655fb8e63a099c2ff1d207962943636dac989b3147", size = 1761112, upload-time = "2026-07-23T01:56:10.918Z" }, + { url = "https://files.pythonhosted.org/packages/d1/16/bc4b55e3e5cb175fd69c53c90d60d2f47797cb343da5106e23863dc4dba4/aiohttp-3.14.3-cp314-cp314-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:d77640cc618c1d99fc4f8589c0f24a730adfa54eb1e57ef7bf0c8dfb78da898c", size = 1583500, upload-time = "2026-07-23T01:56:13.613Z" }, + { url = "https://files.pythonhosted.org/packages/2a/e8/13a9d957a1ee40837f46aa30f0f4c657e673ad86a2e6362a9f9be20d26d9/aiohttp-3.14.3-cp314-cp314-musllinux_1_2_aarch64.whl", hash = "sha256:53e5179d8abb5710f8e83ba207c41c8d1261fcffd4616500e15ca2b7a33be10a", size = 1713940, upload-time = "2026-07-23T01:56:15.969Z" }, + { url = "https://files.pythonhosted.org/packages/38/05/d33c680c1bcf1c7e130f9cbfc1fc02fe8bb0c4af2a94a53dd5fb56131e5c/aiohttp-3.14.3-cp314-cp314-musllinux_1_2_armv7l.whl", hash = "sha256:cd817772b2fcf2b8c0905795318485f9ec16eae60b29feb7f4c77085311637f0", size = 1724413, upload-time = "2026-07-23T01:56:18.591Z" }, + { url = "https://files.pythonhosted.org/packages/85/1d/af798d306f7a74b6a632dbcabcf62a4c91391b7582d2a8c6d7712e2cc54e/aiohttp-3.14.3-cp314-cp314-musllinux_1_2_ppc64le.whl", hash = "sha256:4e3ac92d90e92773b2362d506068e9a948192bd553e743c5b2429e28527c8661", size = 1770748, upload-time = "2026-07-23T01:56:21.074Z" }, + { url = "https://files.pythonhosted.org/packages/a8/92/ad720d472556a995049206867765e9410969684f86ee09423ff9969044c1/aiohttp-3.14.3-cp314-cp314-musllinux_1_2_riscv64.whl", hash = "sha256:3f42e9b78301f11c8f861746175d8b9c1ccef713fcad9eab396e2f6db8ed4a22", size = 1577564, upload-time = "2026-07-23T01:56:23.475Z" }, + { url = "https://files.pythonhosted.org/packages/60/ad/0ed7586cbef7a884e23a752fa2bb987a122e6a5dd50dab109258d0a95193/aiohttp-3.14.3-cp314-cp314-musllinux_1_2_s390x.whl", hash = "sha256:9d9edccfe496b476db5f398d97b865e9a6752bcf8aec4eef8390ce20fb64bb41", size = 1782080, upload-time = "2026-07-23T01:56:25.994Z" }, + { url = "https://files.pythonhosted.org/packages/97/ea/dbaed0d73e8a69aad653b045dab451c67c2454bb731a37b45a86593e9422/aiohttp-3.14.3-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:1c5ec8fb1bcc31a8466f74aaf26c345d5c386fa4bd08a3f0eb9c7a4a3fe8b5bf", size = 1745813, upload-time = "2026-07-23T01:56:28.604Z" }, + { url = "https://files.pythonhosted.org/packages/81/1b/6893d4bc57e434fc93a6c9217c637d967a0b651d989f6e3265179375754a/aiohttp-3.14.3-cp314-cp314-win32.whl", hash = "sha256:38901a84da3ce22249f6e860bf8f90d141bcab7da090cc398f8bb58c0e44b7da", size = 455872, upload-time = "2026-07-23T01:56:31.031Z" }, + { url = "https://files.pythonhosted.org/packages/f5/8b/c7baa1ba1eda4db6989baefe5de6d99834921b84ebd7918624febcb9f290/aiohttp-3.14.3-cp314-cp314-win_amd64.whl", hash = "sha256:8b3b60de05f3dcb6f6a00f818bb2ec781cee4de0645f59ccaf99b1d1823b6100", size = 481030, upload-time = "2026-07-23T01:56:33.365Z" }, + { url = "https://files.pythonhosted.org/packages/22/8c/c29d067df825a2df88ca432db848aa2fe8199598359cc06c12b09320cac9/aiohttp-3.14.3-cp314-cp314-win_arm64.whl", hash = "sha256:1576145bdceeb92382d899751e12743a3a5b8e460a841e3e50543859e54864dc", size = 453669, upload-time = "2026-07-23T01:56:35.731Z" }, + { url = "https://files.pythonhosted.org/packages/6a/a4/9c033beb355d39b6147980597ec9645e4729243f686ee4dc73945de72030/aiohttp-3.14.3-cp314-cp314t-macosx_10_15_universal2.whl", hash = "sha256:8800c996b01c2772a783e3e46f3e1abd5823029adca0df54231960de9bfefa5b", size = 791403, upload-time = "2026-07-23T01:56:37.972Z" }, + { url = "https://files.pythonhosted.org/packages/80/ca/87c32a0a7704583cfc49660bd817889bae5b830bf53b5dcb4e92145ac2da/aiohttp-3.14.3-cp314-cp314t-macosx_10_15_x86_64.whl", hash = "sha256:ebe8e504f058fe91223351cecd2d9d6946c9d241bb0250d898ffbdf584cc72b0", size = 526413, upload-time = "2026-07-23T01:56:40.523Z" }, + { url = "https://files.pythonhosted.org/packages/9e/d8/8ec0e471248c500acdce2be3f46db8fb62b5eb60efef072529cc85ee1d26/aiohttp-3.14.3-cp314-cp314t-macosx_11_0_arm64.whl", hash = "sha256:30402d03a7c0ff52bce290b57e564e9079fd9d0cb545c8aba73f86a103162d2e", size = 532135, upload-time = "2026-07-23T01:56:42.876Z" }, + { url = "https://files.pythonhosted.org/packages/fe/45/f8919fd936e8b79fcd9bda7b6d8e62613462a713f4f17987fd7c34399142/aiohttp-3.14.3-cp314-cp314t-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:9fc7b5bfec6573f3ae844f457fdde5adeb713f8b8e4a81ad64fc207b49383716", size = 1922742, upload-time = "2026-07-23T01:56:45.528Z" }, + { url = "https://files.pythonhosted.org/packages/f6/ec/9ca76b28a27525b0cc53e20842e0228b022f301ce1f436b7d814b4aaf2df/aiohttp-3.14.3-cp314-cp314t-manylinux2014_armv7l.manylinux_2_17_armv7l.manylinux_2_31_armv7l.whl", hash = "sha256:8a5fd34f7f7410d1730d5c2ba873cacb2eed3fede366feb268a70ba22581ed8f", size = 1787371, upload-time = "2026-07-23T01:56:48.045Z" }, + { url = "https://files.pythonhosted.org/packages/b1/04/6acdbf17315f7b55f1937e3387acb89a3cddeb4995689553d064af8e92ab/aiohttp-3.14.3-cp314-cp314t-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:270d3dace9ca2f10f0da5d8ebe519b7a310fc6112ed916e32df5866df0888553", size = 1912623, upload-time = "2026-07-23T01:56:50.605Z" }, + { url = "https://files.pythonhosted.org/packages/86/e6/438b0c79ca6f45eb9fd9817dd4c01a91919a38c0de5ee9e05e2b4dc0ece7/aiohttp-3.14.3-cp314-cp314t-manylinux2014_s390x.manylinux_2_17_s390x.manylinux_2_28_s390x.whl", hash = "sha256:3ae5b3a59436d089b5395d910121a390feed4d00578eb95a0fd1a329fe963100", size = 2005515, upload-time = "2026-07-23T01:56:53.153Z" }, + { url = "https://files.pythonhosted.org/packages/bb/6b/62cbd6577758699525f5c712d1ddef57d9875fbab0ae8d5f5a202fd598f8/aiohttp-3.14.3-cp314-cp314t-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:2498f0fe69ead802f9675beca44a7c21c62fdaa4ec5145ea1c3ad6edbee29f85", size = 1879906, upload-time = "2026-07-23T01:56:55.818Z" }, + { url = "https://files.pythonhosted.org/packages/00/95/18bcbf830a21dc3aae24d8f6b6feaf3db1d2090242d00a7868db2ffb0b67/aiohttp-3.14.3-cp314-cp314t-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:a0dc483c00da8b673abbb367eb6f8d8f4bcec30eb58529ea13cb42e7fd2dfa33", size = 1675849, upload-time = "2026-07-23T01:56:58.861Z" }, + { url = "https://files.pythonhosted.org/packages/a9/19/47f4968659c5e23606c3790c80fc624e691c153d036148449ee84d31b287/aiohttp-3.14.3-cp314-cp314t-musllinux_1_2_aarch64.whl", hash = "sha256:c7d3a97c678d34fc5b59da671ee9cd630096ddc643e7b5a30d54a2a6f3574d3f", size = 1843496, upload-time = "2026-07-23T01:57:01.591Z" }, + { url = "https://files.pythonhosted.org/packages/64/af/38c33c4dd82fddcb4e56c4653b6f1072a8edbc6b7fa15809f14932c41e2d/aiohttp-3.14.3-cp314-cp314t-musllinux_1_2_armv7l.whl", hash = "sha256:f8fb78a83c9e5f741ca3a68cfb455c1f5bb83b4e7249a3848b3cd78d0a8563b0", size = 1827746, upload-time = "2026-07-23T01:57:05.131Z" }, + { url = "https://files.pythonhosted.org/packages/a1/9d/0537cda4885ac8f5b7053d164dd06312f4c483a4edcb8ee5b8aaf2a989bf/aiohttp-3.14.3-cp314-cp314t-musllinux_1_2_ppc64le.whl", hash = "sha256:74ab5b6a9fb13e873e5a90946588baecaf488745e1db1a4a5c433f971f035098", size = 1853810, upload-time = "2026-07-23T01:57:08.043Z" }, + { url = "https://files.pythonhosted.org/packages/19/fe/26f9c5e6458385aa86497836b0dea6fb2f027827d63f37c7856cce9286ee/aiohttp-3.14.3-cp314-cp314t-musllinux_1_2_riscv64.whl", hash = "sha256:bd52f811e65f6fb634b1047159657c98f52b407f8efec907bcfc09da9a4c0a25", size = 1668895, upload-time = "2026-07-23T01:57:10.837Z" }, + { url = "https://files.pythonhosted.org/packages/ec/4c/618b1db9b9ba079b8875d2cdf78e7c4a3bf72903bd5850fee7dd9544600a/aiohttp-3.14.3-cp314-cp314t-musllinux_1_2_s390x.whl", hash = "sha256:f0f177d1b195b9e06376cfd7d308d8a1b920909a609d03ac82a8c73bbb16d3b9", size = 1883833, upload-time = "2026-07-23T01:57:13.672Z" }, + { url = "https://files.pythonhosted.org/packages/94/c6/bd959bd1e4771f9fd944e9e436224c48c77b018b73b519b5aad346335bcc/aiohttp-3.14.3-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:498c6c623134f8e09a3c4e60bcd607a0b4590dd7dbf08dd40851b27cbb520ccb", size = 1844251, upload-time = "2026-07-23T01:57:16.593Z" }, + { url = "https://files.pythonhosted.org/packages/5e/19/08d41839658bdd44a0ed2480f3891705ecb487ce28c0dde62c9040c997e0/aiohttp-3.14.3-cp314-cp314t-win32.whl", hash = "sha256:b304db572b4368edd8dda8a2274f73156fe15558fca4a917cb8a09fc47af5963", size = 474180, upload-time = "2026-07-23T01:57:19.306Z" }, + { url = "https://files.pythonhosted.org/packages/99/5d/3cd6ef0a2b2851f7ab913b5b079334781bd50ff56a323e4454063377a080/aiohttp-3.14.3-cp314-cp314t-win_amd64.whl", hash = "sha256:b20032766aedf6261c7a566585a40867d092ac03a0d81592d5370ef9b054f99b", size = 500528, upload-time = "2026-07-23T01:57:21.762Z" }, + { url = "https://files.pythonhosted.org/packages/a4/37/cfd1ed540a4d318da025590d96b728e63713c09e9377950fc655dadeb856/aiohttp-3.14.3-cp314-cp314t-win_arm64.whl", hash = "sha256:2e1161602f45a54de2ce0905243a95f58cb42dcd378402f3697f5e0b21e9d2e7", size = 469280, upload-time = "2026-07-23T01:57:24.241Z" }, +] + +[[package]] +name = "aiosignal" +version = "1.4.0" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "frozenlist" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/61/62/06741b579156360248d1ec624842ad0edf697050bbaf7c3e46394e106ad1/aiosignal-1.4.0.tar.gz", hash = "sha256:f47eecd9468083c2029cc99945502cb7708b082c232f9aca65da147157b251c7", size = 25007, upload-time = "2025-07-03T22:54:43.528Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/fb/76/641ae371508676492379f16e2fa48f4e2c11741bd63c48be4b12a6b09cba/aiosignal-1.4.0-py3-none-any.whl", hash = "sha256:053243f8b92b990551949e63930a839ff0cf0b0ebbe0597b0f3fb19e1a0fe82e", size = 7490, upload-time = "2025-07-03T22:54:42.156Z" }, +] + +[[package]] +name = "alembic" +version = "1.20.0" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "mako" }, + { name = "sqlalchemy" }, + { name = "typing-extensions" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/ed/aa/02910bdb8e2f1444f6654d5b296cd827d126f82209050ee7b1000f92ac4b/alembic-1.20.0.tar.gz", hash = "sha256:db505480647bc60386c5369402f4a57a506b7539c9e9ef5e270d45cbbe4939bf", size = 2093272, upload-time = "2026-09-11T19:09:11.126Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/3f/27/78a89b55b0904d222183164e079b4ca56208e94eff1d35ad1f1ad5be9b06/alembic-1.20.0-py3-none-any.whl", hash = "sha256:77eb101048d95f982c0353e9233404889dcd7a6fc244c107836c0e2fc9cf7d9d", size = 268719, upload-time = "2026-09-11T19:09:12.88Z" }, +] + +[[package]] +name = "annotated-doc" +version = "0.0.5" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/5a/8e/38aa427ed5402449e226975b649c5dc73ccadfefeb95e6aecb8f8ea4b6b6/annotated_doc-0.0.5.tar.gz", hash = "sha256:c7e58ce09192557605d8bbd92836d7e1d520ac9580096042c0bfd197efacf1bb", size = 10758, upload-time = "2026-07-28T13:50:58.129Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/3e/30/e900b21425a860e195f32e37657aa1f7c7f2b1bfb26f03ca209b90933c06/annotated_doc-0.0.5-py3-none-any.whl", hash = "sha256:117bac03a25ede5df5440e855b32d556049ca169ead221505badf432fed4b101", size = 5302, upload-time = "2026-07-28T13:50:57.239Z" }, +] + +[[package]] +name = "annotated-types" +version = "0.8.0" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/5f/56/a8120250d128bed162cd73c76d45f6ef9991f3e068f62a8ee060afa3104a/annotated_types-0.8.0.tar.gz", hash = "sha256:13b2beaad985e05e2d6407ee4c4f35590b11f8d693a258a561055cac8f64cab7", size = 15893, upload-time = "2026-07-23T20:16:13.995Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/99/91/8acff4f5e50511b911bbccb72b8628a49c68ce14148cd9f6431094859a90/annotated_types-0.8.0-py3-none-any.whl", hash = "sha256:f072f4d804ea359e4eaf198b1af7a8b0943881a87f31bb764f8bf219bb9419e0", size = 13427, upload-time = "2026-07-23T20:16:12.938Z" }, +] + +[[package]] +name = "anyio" +version = "4.15.1" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "idna" }, + { name = "typing-extensions" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/a9/d2/f4d173e22df740bc37b1db102b386ba719b66e95b0f0d751f556b387e6d2/anyio-4.15.1.tar.gz", hash = "sha256:9f28306018cbd6d329e64a36d58256edff76dd996fe423bc957326e578b82a94", size = 276966, upload-time = "2026-09-05T10:42:39.44Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/12/b8/4bd346e22b28902df4d651910f5242c28d84e4a5c2435ca5c3f797ed7e2e/anyio-4.15.1-py3-none-any.whl", hash = "sha256:6152fdbbf9a77fdec97731721bebf7c4c44f7c29b424b0065826173efc7ed101", size = 132079, upload-time = "2026-09-05T10:42:37.923Z" }, +] + +[[package]] +name = "ast-serialize" +version = "0.11.2" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/54/1e/4f6082cdd6e5a29093513e9a3eabc5ed1c5331a9a84386b2fece80a00a48/ast_serialize-0.11.2.tar.gz", hash = "sha256:976a5bd75845d22f4b52905ddf53ab669ef1b14dba7735f5512841a2ef2b5450", size = 954387, upload-time = "2026-09-13T18:48:55.673Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/a3/2e/beec3364eef4b01793a676d8cd16e9014c42044a5505000ceae3955e33fa/ast_serialize-0.11.2-cp314-cp314-pyemscripten_2026_0_wasm32.whl", hash = "sha256:f6a8dfc5ab204a706f6e5d39c6f77c18c27ef084fa2081803a64a9160ce89277", size = 897089, upload-time = "2026-09-13T18:47:22.69Z" }, + { url = "https://files.pythonhosted.org/packages/6f/d7/ef56443df2891c6ba2c4019c2cb3dcaf97c9948da6d963068e04e8dac6ea/ast_serialize-0.11.2-cp314-cp314t-macosx_10_12_x86_64.whl", hash = "sha256:cb073bfa15742699d408ac50f60878383b5665ae1791d1b6799ea6f08633cd77", size = 1235218, upload-time = "2026-09-13T18:47:24.541Z" }, + { url = "https://files.pythonhosted.org/packages/42/8d/cff58d17ba1d0272ff0b7ab5d3bdfcf8f47317eb0f47c001d394bffebf95/ast_serialize-0.11.2-cp314-cp314t-macosx_11_0_arm64.whl", hash = "sha256:1d6ad94edbe93bf1dabc06c9f37d55b898fdabc456aa6d7ced5e23c14f795f32", size = 1216399, upload-time = "2026-09-13T18:47:26.202Z" }, + { url = "https://files.pythonhosted.org/packages/de/d2/a1da7675af5f42335c36e4da6d86ef4fd7168cead18de81df0a2d6faeb1a/ast_serialize-0.11.2-cp314-cp314t-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:40b2801cf2221bd922d9f69d2f0ebc373c3db47207315d525b2d87fa161a2af4", size = 1282064, upload-time = "2026-09-13T18:47:27.787Z" }, + { url = "https://files.pythonhosted.org/packages/97/89/5a400a13b2c9c0152ebb5ad45408a3fe5e4e60e325d3ac4e5cf6e915a0cc/ast_serialize-0.11.2-cp314-cp314t-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:fd666cebd6ab3b3c0fd348a6202c26e18a401ee34293c3804d3472266bc146f6", size = 1285864, upload-time = "2026-09-13T18:47:29.667Z" }, + { url = "https://files.pythonhosted.org/packages/02/b8/80a381c70fd49f0316fb0383c4f9e4c13e81b010b64889bd45898ce8f5f4/ast_serialize-0.11.2-cp314-cp314t-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:0d01f61352c96370febf6c0dbd488dee9183a731fb2702170da9163ae317cded", size = 1554755, upload-time = "2026-09-13T18:47:31.257Z" }, + { url = "https://files.pythonhosted.org/packages/90/97/dcaa34a32d2db789221c125b3eb10feb5089715fe53d9874d627afc26231/ast_serialize-0.11.2-cp314-cp314t-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:a0fd40c668b0fa19b8fdb61d9e63d547e2e19cfbfe053a51ef0b6c37070298a8", size = 1301807, upload-time = "2026-09-13T18:47:32.714Z" }, + { url = "https://files.pythonhosted.org/packages/5c/9a/84a22420cb312642d7d31547c644d09a3d101418c6d6b9ef2ec30735cf11/ast_serialize-0.11.2-cp314-cp314t-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:efa819d7c14c8e4153dcd84671826331538be7cbe460383fc6386f5eea5bd234", size = 1301941, upload-time = "2026-09-13T18:47:34.418Z" }, + { url = "https://files.pythonhosted.org/packages/20/8a/aa5f3dcf1aed9678c25982f40d366004e3c0cac47bc0c240f6b837dcbb1f/ast_serialize-0.11.2-cp314-cp314t-manylinux_2_31_riscv64.whl", hash = "sha256:a9ffa8a197a721f07a352d0be6185f5b3e6f9aaebfdb66169ed652108531ae3b", size = 1307910, upload-time = "2026-09-13T18:47:36.253Z" }, + { url = "https://files.pythonhosted.org/packages/78/79/91a5102797fe3dc992171382d8579bcb33cbd1424b864ad3117ac43fb3fe/ast_serialize-0.11.2-cp314-cp314t-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:00119a8fb8c1dc0f1fab023f4d8071fa49e3b0208ee54d589fd463c16ab0124e", size = 1356258, upload-time = "2026-09-13T18:47:37.984Z" }, + { url = "https://files.pythonhosted.org/packages/51/52/54eeef9918e187ced417c4363eecea66975314cd5b9c91759eef7f7b714b/ast_serialize-0.11.2-cp314-cp314t-musllinux_1_2_aarch64.whl", hash = "sha256:0de02520c11391a026e62987a9aa2c3c2ff01545155059ddf0c4bdf2c5ecbe9f", size = 1459057, upload-time = "2026-09-13T18:47:39.891Z" }, + { url = "https://files.pythonhosted.org/packages/e4/cb/fd84b52b15d42f2423319cffd1fb7f1e9df5d5198e69ab0b449c450254cf/ast_serialize-0.11.2-cp314-cp314t-musllinux_1_2_armv7l.whl", hash = "sha256:b4e4558956b6a0fb35e18fba58f7d1810b1f2c0e6b52352572cd5dfb6b4ef33a", size = 1562447, upload-time = "2026-09-13T18:47:41.727Z" }, + { url = "https://files.pythonhosted.org/packages/be/92/9fb34f2e64b84a63cca92fb86bd0847b995a63b67477f44c20502fb60352/ast_serialize-0.11.2-cp314-cp314t-musllinux_1_2_i686.whl", hash = "sha256:6061a54f39e82a9f2cbcb9c268fc441890e4818a6636473caa4f4063254e0750", size = 1556423, upload-time = "2026-09-13T18:47:43.357Z" }, + { url = "https://files.pythonhosted.org/packages/75/0f/c43c44449e7ebc4e83ebd48750088fb06234622faa2d62d2a6dc8970d2a3/ast_serialize-0.11.2-cp314-cp314t-musllinux_1_2_ppc64le.whl", hash = "sha256:85fbb01e83967a126d71f679f2b9528ef0912cb0854aa1a4657314c34e255b57", size = 1687156, upload-time = "2026-09-13T18:47:44.995Z" }, + { url = "https://files.pythonhosted.org/packages/2b/a7/9e520f4a79b639da9ee20c1e747c3d739329e902fc55ac38065f25419f56/ast_serialize-0.11.2-cp314-cp314t-musllinux_1_2_riscv64.whl", hash = "sha256:7aaaffc32905159774a107d3cf33dad59bd41b7a0d1bc9885532186753ee7439", size = 1481008, upload-time = "2026-09-13T18:47:46.602Z" }, + { url = "https://files.pythonhosted.org/packages/48/a8/bdd3989f19de09cffcd8179c131f6741a5a8619705fc75b09541ff61530b/ast_serialize-0.11.2-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:08eda88a0f290a36c38cab33df8bf7e35eb95bc802ca5beb2c8fcda471a7d10c", size = 1501597, upload-time = "2026-09-13T18:47:48.265Z" }, + { url = "https://files.pythonhosted.org/packages/a5/8a/ca2dce2950875a4ef1d7c298196f803b0adcdb7c15ed0cecc71d84bccd70/ast_serialize-0.11.2-cp314-cp314t-win32.whl", hash = "sha256:76cc294246e60a914326b4ca88c6a5ea89c064906614aaf1537ce82f09e9449f", size = 1119503, upload-time = "2026-09-13T18:47:49.896Z" }, + { url = "https://files.pythonhosted.org/packages/5a/12/3f38e3613d07c46f9f81c5b1352748c6552397cc52825502e2c6ae44c6ea/ast_serialize-0.11.2-cp314-cp314t-win_amd64.whl", hash = "sha256:43b51e6ebe6549bf21416c3c78ee886147b80875a87cc6f69e303dde0d75be0b", size = 1156828, upload-time = "2026-09-13T18:47:51.454Z" }, + { url = "https://files.pythonhosted.org/packages/22/90/f89a4f67428a261daafdb69a0d0132c27933268702d1ba47e0b61c51aff1/ast_serialize-0.11.2-cp314-cp314t-win_arm64.whl", hash = "sha256:8df32ad4ff7843734a6c2f067ee974f6d3109ee5a2c3e1a9d2f79347bd282a9a", size = 1128298, upload-time = "2026-09-13T18:47:53.008Z" }, + { url = "https://files.pythonhosted.org/packages/0b/55/a1962188abf0e62d84d55892bb044347e434711763b9a1d4ad867a70c1be/ast_serialize-0.11.2-cp315-abi3.abi3t-macosx_10_12_x86_64.whl", hash = "sha256:ab924ba260efd7509492f272d4e236d24564033f20c005d7c63a107c6a76fc85", size = 1235457, upload-time = "2026-09-13T18:47:54.554Z" }, + { url = "https://files.pythonhosted.org/packages/2a/ad/439c2959150718446af76fbe2f4000f35eba9869ef8564f3d9a3d0b1c370/ast_serialize-0.11.2-cp315-abi3.abi3t-macosx_11_0_arm64.whl", hash = "sha256:a586be418eb70a9f1396cea29ddac8f4b9bf277fb73ea2340db31e218bc00f32", size = 1215705, upload-time = "2026-09-13T18:47:56.178Z" }, + { url = "https://files.pythonhosted.org/packages/6d/d8/2c6542fc3e7c56a0a25d8d12d034d5a2d2e1900e292567b1c1dca8e83124/ast_serialize-0.11.2-cp315-abi3.abi3t-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:8532f20916fa3189d4d785ef2a62d93c4d651ec9c5bffda66d2fc36898351f34", size = 1282530, upload-time = "2026-09-13T18:47:57.619Z" }, + { url = "https://files.pythonhosted.org/packages/fa/ad/6f6755cd0842db46c3b10b1e4735f14aad78d71dea4753eb46933101711b/ast_serialize-0.11.2-cp315-abi3.abi3t-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:ee732ae167e686d1d3c00f98d7d82b23138304694f0441b14d7ddf9c0f8a921c", size = 1287792, upload-time = "2026-09-13T18:47:59.227Z" }, + { url = "https://files.pythonhosted.org/packages/03/40/5da672f5dd23fb7dc0c884c97711e56a3540f2fe3c4355a81f8beb385911/ast_serialize-0.11.2-cp315-abi3.abi3t-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:75a1c7f46b9c19fc0ae01ca6fd076301628faa2ed7a8edbd55c6353c483946a3", size = 1557971, upload-time = "2026-09-13T18:48:00.96Z" }, + { url = "https://files.pythonhosted.org/packages/df/c7/2bb25684f697801eb72866fdb94ed5edbff3867ce878b0e542a4a5b9dab9/ast_serialize-0.11.2-cp315-abi3.abi3t-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:2fdf31a0bb85ea2575cc91669f005e6647d2efed491231c4dc1497bc9a5b3aa6", size = 1303230, upload-time = "2026-09-13T18:48:02.337Z" }, + { url = "https://files.pythonhosted.org/packages/d8/85/754681846f26e0ff1da729b1ffe3171e93c22f0aa6ec3cea5b14e3703846/ast_serialize-0.11.2-cp315-abi3.abi3t-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:3b78e6fdef3b06c86ed263e1962fee5a7b9d2d158e738b212d13b2c605ee12f5", size = 1302271, upload-time = "2026-09-13T18:48:03.915Z" }, + { url = "https://files.pythonhosted.org/packages/fb/dc/f5521d8cb44b69095c3982ae3658a12c403e0efa19e51aeb9c8a79dff60c/ast_serialize-0.11.2-cp315-abi3.abi3t-manylinux_2_31_riscv64.whl", hash = "sha256:8d62a47714c8bc432b9fabcc29989c815c5da17327d35151f2fd0d85c2a7a5ff", size = 1309529, upload-time = "2026-09-13T18:48:05.562Z" }, + { url = "https://files.pythonhosted.org/packages/73/0d/649182c7fd7c4f782279bed514de2dd67e48a5afecb605a098d64fdc01fd/ast_serialize-0.11.2-cp315-abi3.abi3t-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:8a5ffa70e76191dcf240d3c43e20c93b3bfd26f54d89148c762d57837f5bcd2c", size = 1356869, upload-time = "2026-09-13T18:48:07.534Z" }, + { url = "https://files.pythonhosted.org/packages/bf/cc/aff4d84c16afa742d13a75384127c7d24594dc8c304f0558a15924fd51af/ast_serialize-0.11.2-cp315-abi3.abi3t-musllinux_1_2_aarch64.whl", hash = "sha256:bfbe47a3a7c368f28836e78b2440a3643ac0ec4c67d9fe53588e1448f0a3d35d", size = 1460006, upload-time = "2026-09-13T18:48:09.162Z" }, + { url = "https://files.pythonhosted.org/packages/94/a7/891cbec2e5e0d7159196159d3ff0646622f3120ff4576c839ac2dd56c719/ast_serialize-0.11.2-cp315-abi3.abi3t-musllinux_1_2_armv7l.whl", hash = "sha256:7f1823275b246f9c7d373be6879e4eec09686948895d4ad083f4b27fd7e4da70", size = 1562935, upload-time = "2026-09-13T18:48:10.978Z" }, + { url = "https://files.pythonhosted.org/packages/45/c4/2c8c4498340ea9aff87a9fd408309aa25d56dd51d7bbddfdb46a3c31424a/ast_serialize-0.11.2-cp315-abi3.abi3t-musllinux_1_2_i686.whl", hash = "sha256:57c0f5cb0021a5beb1e5e4d6e840ae2f23a28909703ef4d256a144cc1ad3d437", size = 1557109, upload-time = "2026-09-13T18:48:12.616Z" }, + { url = "https://files.pythonhosted.org/packages/0d/8b/c5d4e5226fa18885fe17f949aee3ab1aeb8389c384d946ec1b7c9489cc94/ast_serialize-0.11.2-cp315-abi3.abi3t-musllinux_1_2_ppc64le.whl", hash = "sha256:cd320a5c4f1f2742af97eea22954f776379175c5ef2504801e9a155f2ff9a4d7", size = 1691603, upload-time = "2026-09-13T18:48:14.293Z" }, + { url = "https://files.pythonhosted.org/packages/73/d6/1d2ca472586f9e3416a289a22f36eeb6dd6f47d77b1a4aba358405babbc7/ast_serialize-0.11.2-cp315-abi3.abi3t-musllinux_1_2_riscv64.whl", hash = "sha256:13b13afe32e845c86a573497729e1b7ddeb26c572c78bf50ece51da23b8fad5e", size = 1483053, upload-time = "2026-09-13T18:48:15.789Z" }, + { url = "https://files.pythonhosted.org/packages/0e/16/d3703a7c1e3c76b144ac9349a54d3926d0749918a8dc13a66cede208b8ec/ast_serialize-0.11.2-cp315-abi3.abi3t-musllinux_1_2_x86_64.whl", hash = "sha256:9d80a81ec84660422579bdb8e789f656a794b48c7a1ae1261f6bd8bc1897d17d", size = 1502499, upload-time = "2026-09-13T18:48:17.405Z" }, + { url = "https://files.pythonhosted.org/packages/2b/e4/d974e55c2e247ef26ed1df01c74940583db9a5b3a8bcaad5732c6e2047fb/ast_serialize-0.11.2-cp315-abi3.abi3t-win32.whl", hash = "sha256:af8c003ce721b0099dd55cef4ba733500fc3054ea0cc8565d8957aaf7cccdeb4", size = 1119739, upload-time = "2026-09-13T18:48:19.005Z" }, + { url = "https://files.pythonhosted.org/packages/0d/00/d229443488e095054d5e0c0cc20689a2633b899d735849ff1b2c8e4f0cbf/ast_serialize-0.11.2-cp315-abi3.abi3t-win_amd64.whl", hash = "sha256:554d117cb916d8032d85007c654d179efbbfd446174c048062778136a922944f", size = 1158602, upload-time = "2026-09-13T18:48:20.524Z" }, + { url = "https://files.pythonhosted.org/packages/11/75/389fc1a6cfa0c4b2ce522f47d8401329d8bb11732e516d46465960fef1d9/ast_serialize-0.11.2-cp315-abi3.abi3t-win_arm64.whl", hash = "sha256:d60515335750d431e462af6e722bb55720a5e7827192777bddfd9c4376065a4d", size = 1128842, upload-time = "2026-09-13T18:48:22.052Z" }, + { url = "https://files.pythonhosted.org/packages/b1/54/f67120006fc73a55b6d057d4662d061fbb4eceafce3047c76ca8b382eb11/ast_serialize-0.11.2-cp39-abi3-macosx_10_12_x86_64.whl", hash = "sha256:daadf1c3e0224621607ffe16f1379e4bd372271ed2e1db8a67878f0bab3ef7e4", size = 1240734, upload-time = "2026-09-13T18:48:25.287Z" }, + { url = "https://files.pythonhosted.org/packages/9a/7e/8f2ab68bddbe58a66fbbaad87beeae3e7d7edddb17263d1fc423936cf34d/ast_serialize-0.11.2-cp39-abi3-macosx_11_0_arm64.whl", hash = "sha256:1844ed9a487fb3de7325c52ddb33f2918b66b65cd54d3f8d83d23785ffe99fa4", size = 1228053, upload-time = "2026-09-13T18:48:26.788Z" }, + { url = "https://files.pythonhosted.org/packages/d2/1b/8a69ab68f4c1603819f0481d756abdd8caf27cec7f1d77caa71007ebe997/ast_serialize-0.11.2-cp39-abi3-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:b17869f4ba261a5fa468a753328a548f4dbaf74b4eadae9e28aff66df7f1425b", size = 1292542, upload-time = "2026-09-13T18:48:28.295Z" }, + { url = "https://files.pythonhosted.org/packages/d1/ce/872f2e00f0467c289e483f0a34543463347243a2d0632748d89fcee5e0dc/ast_serialize-0.11.2-cp39-abi3-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:feb16d9c2a720e0120c58dd5d6e7b3c7c86b43249b60a3bc212bcb8fa031e2dd", size = 1294791, upload-time = "2026-09-13T18:48:29.969Z" }, + { url = "https://files.pythonhosted.org/packages/3a/82/36277c12af861c64b375c316135d8feffe3f400568463a8d2b2de4c2c4fb/ast_serialize-0.11.2-cp39-abi3-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:f3109fe4805384effc8d0f8e41fbf875aa8f389af91b4348c1cfb60ea6e4cb82", size = 1567583, upload-time = "2026-09-13T18:48:31.85Z" }, + { url = "https://files.pythonhosted.org/packages/b0/d7/ec643df91cea8bcbcb4e8011d6a8b08e5119b84f9554879f3e3c786d29d1/ast_serialize-0.11.2-cp39-abi3-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:abdb3e49ba053c3486ac1263bee9f16cc9a4a8abd9f8c90bfc21e3669f3ad9d1", size = 1312878, upload-time = "2026-09-13T18:48:33.495Z" }, + { url = "https://files.pythonhosted.org/packages/04/6f/4c992cd7841ba589fefb14ddc9aff2f6db7f2a615d4074f9ad04115b5ce0/ast_serialize-0.11.2-cp39-abi3-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:a7004ba572f09be34342ccb98dcd4bad5707d3d81adc8cb4c3f685d2a2c51bbc", size = 1312642, upload-time = "2026-09-13T18:48:35.294Z" }, + { url = "https://files.pythonhosted.org/packages/d5/e3/22aaa209c231a83cfea004fd67dee7a7a54da3f169c6c460b14b96887385/ast_serialize-0.11.2-cp39-abi3-manylinux_2_31_riscv64.whl", hash = "sha256:59c25f47524efa052971b860e128b1add0c94ede7dd16b2962952c85c3582365", size = 1319776, upload-time = "2026-09-13T18:48:36.866Z" }, + { url = "https://files.pythonhosted.org/packages/c1/f7/d4685fb54d10108ce44d3bc893ef670854d61645d47ed96d73524db90c23/ast_serialize-0.11.2-cp39-abi3-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:f3a367e0e05ed2d1b747ceb07aa728a8c204cc008b589127e9bd4f40053d7575", size = 1365324, upload-time = "2026-09-13T18:48:38.412Z" }, + { url = "https://files.pythonhosted.org/packages/42/3a/250643ffad02bda520c50a9a5f02a5d43259a06f34ce393c91761d134d7e/ast_serialize-0.11.2-cp39-abi3-musllinux_1_2_aarch64.whl", hash = "sha256:00bbf1f6669f813b48925b759f7ae4591067d456d443924055cab386e7e0a719", size = 1467653, upload-time = "2026-09-13T18:48:40.348Z" }, + { url = "https://files.pythonhosted.org/packages/c7/da/af66a646b9b7f8fdec95ce83fc7b1fe538b06864bc79bd554ac4fae2e6ea/ast_serialize-0.11.2-cp39-abi3-musllinux_1_2_armv7l.whl", hash = "sha256:ec1c20f89c3e0d83576e3c06f79375ce936266591fe0d5fd969914af3185cbaa", size = 1571914, upload-time = "2026-09-13T18:48:41.968Z" }, + { url = "https://files.pythonhosted.org/packages/34/82/77a9714564b9e8800087a8afec41527c65c39e49282baae2ac847b9c1c6a/ast_serialize-0.11.2-cp39-abi3-musllinux_1_2_i686.whl", hash = "sha256:c58bb119b73657fdc5569692f316e1e25ca114bd62f7782eb527c6be438ba3a9", size = 1569862, upload-time = "2026-09-13T18:48:43.701Z" }, + { url = "https://files.pythonhosted.org/packages/65/06/fa77b52f46b9bd6dcd8ff2b880e3781f8c1a316bb1342bc3de92907c6f96/ast_serialize-0.11.2-cp39-abi3-musllinux_1_2_ppc64le.whl", hash = "sha256:f739e0b601be7300c5697a2573d9200bd1db74b34ab111ef9537b9d5dcd7f106", size = 1699020, upload-time = "2026-09-13T18:48:45.261Z" }, + { url = "https://files.pythonhosted.org/packages/e1/09/239c83153c7e0798e5867d6909cb06f53dccfef02f6999c8e2e21ecb98c3/ast_serialize-0.11.2-cp39-abi3-musllinux_1_2_riscv64.whl", hash = "sha256:cae5addfbb54cc1d47fe947ef9138e9d83849ed1cbc72b819cf36d96a2315b07", size = 1492869, upload-time = "2026-09-13T18:48:46.922Z" }, + { url = "https://files.pythonhosted.org/packages/2f/eb/6108fb9a43fc7ab5529856e38e33c6e3e064fbfe375fdcbb208c7cd5438d/ast_serialize-0.11.2-cp39-abi3-musllinux_1_2_x86_64.whl", hash = "sha256:2fa3be25f7f5351b1b39c9f8a52779b2dbf21199efbae564b4746422e8edca4e", size = 1511621, upload-time = "2026-09-13T18:48:48.667Z" }, + { url = "https://files.pythonhosted.org/packages/8a/82/60367e58ef346a41ebc90d3f28593c1b8f5c2cb5314c7b2bbd98910ee131/ast_serialize-0.11.2-cp39-abi3-win32.whl", hash = "sha256:d70556a2f9230a44c99a655774cde823f056efc34466eabfb4085f0cb1ea9f99", size = 1125873, upload-time = "2026-09-13T18:48:50.661Z" }, + { url = "https://files.pythonhosted.org/packages/23/bf/b419c3205ce1143ba7c69baef4f0ba43c14d8712113bf34f9e0d27d609be/ast_serialize-0.11.2-cp39-abi3-win_amd64.whl", hash = "sha256:b9065dd23131a23b41f5bab3bf4e9b3c350a3fe8e36e8200eded9b729fcea484", size = 1165434, upload-time = "2026-09-13T18:48:52.169Z" }, + { url = "https://files.pythonhosted.org/packages/91/a7/c8bbb2173f7a7131b3b2412035b2d814ab5ef2ce9799bd06f07c451640e4/ast_serialize-0.11.2-cp39-abi3-win_arm64.whl", hash = "sha256:dab599cbdcb7b45b18c41fad746645580b3a24357082b7f0e8921cd373804f27", size = 1136031, upload-time = "2026-09-13T18:48:54.04Z" }, +] + +[[package]] +name = "attrs" +version = "26.1.0" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/9a/8e/82a0fe20a541c03148528be8cac2408564a6c9a0cc7e9171802bc1d26985/attrs-26.1.0.tar.gz", hash = "sha256:d03ceb89cb322a8fd706d4fb91940737b6642aa36998fe130a9bc96c985eff32", size = 952055, upload-time = "2026-03-19T14:22:25.026Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/64/b4/17d4b0b2a2dc85a6df63d1157e028ed19f90d4cd97c36717afef2bc2f395/attrs-26.1.0-py3-none-any.whl", hash = "sha256:c647aa4a12dfbad9333ca4e71fe62ddc36f4e63b2d260a37a8b83d2f043ac309", size = 67548, upload-time = "2026-03-19T14:22:23.645Z" }, +] + +[[package]] +name = "blinker" +version = "1.9.0" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/21/28/9b3f50ce0e048515135495f198351908d99540d69bfdc8c1d15b73dc55ce/blinker-1.9.0.tar.gz", hash = "sha256:b4ce2265a7abece45e7cc896e98dbebe6cead56bcf805a3d23136d145f5445bf", size = 22460, upload-time = "2024-11-08T17:25:47.436Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/10/cb/f2ad4230dc2eb1a74edf38f1a38b9b52277f75bef262d8908e60d957e13c/blinker-1.9.0-py3-none-any.whl", hash = "sha256:ba0efaa9080b619ff2f3459d1d500c57bddea4a6b424b60a91141db6fd2f08bc", size = 8458, upload-time = "2024-11-08T17:25:46.184Z" }, +] + +[[package]] +name = "cachetools" +version = "7.2.0" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/29/2c/3f18755527b03ca9ff6be724bd5370cb777c76a87f17301377cf04a4729b/cachetools-7.2.0.tar.gz", hash = "sha256:bcac1a1b8da6909994a2957238a57b8140dab7c5c5c69a43669654fe87a33c1d", size = 41129, upload-time = "2026-09-16T20:48:27.209Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/cc/bb/1c6e7a89b11da19f137e4ef5a5c5fe47a5bb686449ba343944ccf8fb34b2/cachetools-7.2.0-py3-none-any.whl", hash = "sha256:3045213f186b89fdd95d94441354c4bd87c570b7a38d8c3fd1d9dd37f6dc90d8", size = 16918, upload-time = "2026-09-16T20:48:25.575Z" }, +] + +[[package]] +name = "certifi" +version = "2026.7.22" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/a3/c2/24167ea9858356b47a87a50d39908bfdb72ceeefe0041586e704e5376b3a/certifi-2026.7.22.tar.gz", hash = "sha256:741e2c3b351ddf169a738da9f2c048608ff7f2c5cc02f1ebc6b118bb090d5d55", size = 138112, upload-time = "2026-07-22T03:35:12.644Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/0b/a7/71ac2cff56fec219ed242bb11b8efb69fcc4bec75db06fb7bfe35de520e6/certifi-2026.7.22-py3-none-any.whl", hash = "sha256:62f22742b58a1a33014a2b6b706588a8d7e2a88ae7bd1a6ebe8c992928483775", size = 136983, upload-time = "2026-07-22T03:35:11.276Z" }, +] + +[[package]] +name = "cffi" +version = "2.1.1" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "pycparser", marker = "implementation_name != 'PyPy'" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/9e/ef/008a1939e372c06329a3fce4279c02f328488f3526744906eeec3da7ad5f/cffi-2.1.1.tar.gz", hash = "sha256:dd31f52ea1086513bb9df30f8fcee9b8918323ae067a3d5b78bc826a000712be", size = 530807, upload-time = "2026-08-03T21:21:18.939Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/d3/7b/d6bbf82b8b96e7391438898c42f5bd96dd02030fd5b64937d248220003e2/cffi-2.1.1-cp314-cp314-ios_13_0_arm64_iphoneos.whl", hash = "sha256:7dbb61fe3a7699468030f71bbe5f8a0e326a151daa91beb11a6fc1f980c55e1c", size = 194064, upload-time = "2026-08-03T21:20:17.148Z" }, + { url = "https://files.pythonhosted.org/packages/94/e6/bcc91b283be94735e268487a054004f0aa19947b6348fa367db53230abc8/cffi-2.1.1-cp314-cp314-ios_13_0_arm64_iphonesimulator.whl", hash = "sha256:f24fb43132a4c6b4cb4eb029492919b2db645be6808d738f244fd146c03c32cb", size = 196720, upload-time = "2026-08-03T21:20:18.268Z" }, + { url = "https://files.pythonhosted.org/packages/d9/99/c4b0c17cacdc9c3b8f280026286a9826d6a208c0f047591a3c3ce99b91fd/cffi-2.1.1-cp314-cp314-macosx_10_15_x86_64.whl", hash = "sha256:d28630f5854ab07ab1fd4aba756de52326c82e6be15d414b12793f1975048b54", size = 184964, upload-time = "2026-08-03T21:20:19.708Z" }, + { url = "https://files.pythonhosted.org/packages/b3/a9/9db617d05d7367c1ad0ab00b3aa6e6f9281edd689b4ee9ea0e5a84e89c97/cffi-2.1.1-cp314-cp314-macosx_11_0_arm64.whl", hash = "sha256:661c298b4821edebead0c91edd2b00374d67ad7c5a1f7a91d4442633b79d6a72", size = 184962, upload-time = "2026-08-03T21:20:20.833Z" }, + { url = "https://files.pythonhosted.org/packages/67/b8/b42132ca113dc567d37684437b46ca1dafc885902b02a110a02d5b511857/cffi-2.1.1-cp314-cp314-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:58acb8ab8e295e6c5ea12f888cbb13cf21511ef2a3303a23f4325c29d17fe5c1", size = 222328, upload-time = "2026-08-03T21:20:22.118Z" }, + { url = "https://files.pythonhosted.org/packages/80/10/c5c0cbf0a657aecf59ef511409734230bf556f05a0d6c9eed7aa5c0a0166/cffi-2.1.1-cp314-cp314-manylinux2014_ppc64le.manylinux_2_17_ppc64le.whl", hash = "sha256:456a61fa52d579ebf9df2e9552ead5129855dbaff6c1e5a9b1bc408809bdc062", size = 209985, upload-time = "2026-08-03T21:20:23.401Z" }, + { url = "https://files.pythonhosted.org/packages/d5/6c/bfa0b87b03b9238148beca990292843c9396ba069b54496596594173de7b/cffi-2.1.1-cp314-cp314-manylinux2014_s390x.manylinux_2_17_s390x.whl", hash = "sha256:a4f00aa42f75d6e4595e8866e748cc1705adc0cddfeb2ca86d0d03993d63ba03", size = 208530, upload-time = "2026-08-03T21:20:24.628Z" }, + { url = "https://files.pythonhosted.org/packages/e9/02/4e7d553a7ac4b4238b38b3c1b80d486e9d4436f8d2acbf87a0997fe3f402/cffi-2.1.1-cp314-cp314-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:b0431303acaea1089ad4b3e9ce4e6518193def1118d4073ca848635ee4ea2e96", size = 221525, upload-time = "2026-08-03T21:20:25.758Z" }, + { url = "https://files.pythonhosted.org/packages/82/1d/a4aaf9babd75acb4d5f223bff71533bee748dd770a382619a798960ee9ba/cffi-2.1.1-cp314-cp314-musllinux_1_2_aarch64.whl", hash = "sha256:64faea20f4e2613363a1a9b9c7dd73058f3ecd00133a511e72ad7c511658f527", size = 225053, upload-time = "2026-08-03T21:20:26.985Z" }, + { url = "https://files.pythonhosted.org/packages/81/10/5dc0e7bdd18e22107054288283380fc97a06ae3f1656a106908d666a3c88/cffi-2.1.1-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:5c58fe613dc5e5336357eff555824a314d8e43282600435c8d1cb6a7a2fedd13", size = 223213, upload-time = "2026-08-03T21:20:28.277Z" }, + { url = "https://files.pythonhosted.org/packages/0b/e9/d0061c364cde06ee43168a0d076ac1da512cbc380d44767b844ba34fe2b6/cffi-2.1.1-cp314-cp314-win32.whl", hash = "sha256:1a18a57b58cfb21fc28d72e876acf10eaed67a1ed96226f92af4df681d571c4c", size = 177682, upload-time = "2026-08-03T21:20:44.288Z" }, + { url = "https://files.pythonhosted.org/packages/a7/06/1c3e01e3ba14c39f6d10bfbac52753b7e22259e38088e5cfe1d704918690/cffi-2.1.1-cp314-cp314-win_amd64.whl", hash = "sha256:3222ba5d678f80a030e6afbcc33dc1ae5cb45facabb61cee2c7016b8432fde48", size = 187949, upload-time = "2026-08-03T21:20:45.623Z" }, + { url = "https://files.pythonhosted.org/packages/87/5b/da4e39efe18eeb89cf580ea9cfc66b6a7c3eadb808fc0cc1d3a295cb5a5d/cffi-2.1.1-cp314-cp314-win_arm64.whl", hash = "sha256:ab36d55f9ed2d067327667c2fea18dda018eb628dd6347aa01dda6cf1f5d3836", size = 182947, upload-time = "2026-08-03T21:20:46.955Z" }, + { url = "https://files.pythonhosted.org/packages/23/59/40338bf421c5accea1d45158170c87006ef1cd371b05c077e76476949728/cffi-2.1.1-cp314-cp314t-macosx_10_15_x86_64.whl", hash = "sha256:7750c6449dff7864bb9bb27ddfb0267756189201a3afc911d82b3caacd70dfc3", size = 188504, upload-time = "2026-08-03T21:20:29.495Z" }, + { url = "https://files.pythonhosted.org/packages/7d/47/5ecf1023850036e674c77ec4de86182d309ae344e39e7cba984b7df5d647/cffi-2.1.1-cp314-cp314t-macosx_11_0_arm64.whl", hash = "sha256:0beceaabe56af686895136a2de78db54ecd8e4046b236b8fd6d6cb61389e9bf2", size = 188259, upload-time = "2026-08-03T21:20:31.291Z" }, + { url = "https://files.pythonhosted.org/packages/2a/9c/92934c3bea9f785b23eba304538c0b4d37a2a96d2431eb3a1bc87a11aa19/cffi-2.1.1-cp314-cp314t-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:49cbc70e6542d4ccccb936558d1064a8012541e78f821f955cff24e357776c94", size = 223864, upload-time = "2026-08-03T21:20:32.571Z" }, + { url = "https://files.pythonhosted.org/packages/4d/45/ba4c93527bc38616a8bd36488acb69a2212d60486794f0c1f318949bbb76/cffi-2.1.1-cp314-cp314t-manylinux2014_ppc64le.manylinux_2_17_ppc64le.whl", hash = "sha256:e2d65b31f36619cda3999b78b2aa9632e76b78448e7a56fc4240824200e7c4fc", size = 211538, upload-time = "2026-08-03T21:20:33.808Z" }, + { url = "https://files.pythonhosted.org/packages/80/e9/b6ef565e452acb932fb0cb5443f44a78efbd1233e566f02b5a83855e9115/cffi-2.1.1-cp314-cp314t-manylinux2014_s390x.manylinux_2_17_s390x.whl", hash = "sha256:28907ab9bfb6aa13184cfc17c6b8e1023c5ab6fd7076d8c20a35e59fe04f8f29", size = 210688, upload-time = "2026-08-03T21:20:34.974Z" }, + { url = "https://files.pythonhosted.org/packages/9a/95/eff5f0cee78d2eabc7eebffec40d3fc1876b5f3c95582e018bb4b99601f2/cffi-2.1.1-cp314-cp314t-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:51b31d1c98274844cfd7838ce00bfc27c7423a4dc00fc0772fc3331c2cc90676", size = 223803, upload-time = "2026-08-03T21:20:36.564Z" }, + { url = "https://files.pythonhosted.org/packages/fa/01/579d39fb8bef00a335a23d83757b44feb24cd6345a2c451b64cb67b9c362/cffi-2.1.1-cp314-cp314t-musllinux_1_2_aarch64.whl", hash = "sha256:5e7cecbaadb83884793e05828cee59b210b24583b9c7425d0ba6a754fe22eb4e", size = 226763, upload-time = "2026-08-03T21:20:37.816Z" }, + { url = "https://files.pythonhosted.org/packages/8d/b0/0b44f47c60b01b57b6e2bbd92343f13a85a1d93bc46ccf6e47e244acd99c/cffi-2.1.1-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:25792eac27877609e7bb06d42ff88278a6624fff2ba9bbb523c09616b117e80f", size = 225688, upload-time = "2026-08-03T21:20:38.959Z" }, + { url = "https://files.pythonhosted.org/packages/eb/d2/3b7176cb570a1d3e27faf67b72f591af508036e0d8b2be2ef9af9e8c84bb/cffi-2.1.1-cp314-cp314t-win32.whl", hash = "sha256:8ef53b2de9bcb9197d31854256575d59dbac0cba72ac627bb291ef5eceb74be4", size = 182868, upload-time = "2026-08-03T21:20:40.388Z" }, + { url = "https://files.pythonhosted.org/packages/56/78/31f00c1bcd97c9bbf55f1bfdf5bc809a5de8887473e90bb9960dca825e80/cffi-2.1.1-cp314-cp314t-win_amd64.whl", hash = "sha256:616f097f2fe415bc92a247f02e11f634e1f9e9a83d327e3c915c15089c87869e", size = 194104, upload-time = "2026-08-03T21:20:41.725Z" }, + { url = "https://files.pythonhosted.org/packages/7b/1b/58496f2ed0a35de575250c02a43ab3cc2c04d494a88fed31c1cabc0fd176/cffi-2.1.1-cp314-cp314t-win_arm64.whl", hash = "sha256:ad2c86c495b899d862ea0f4b42891b8713a3bd45dd4105c7fd51c2a72f39f3a5", size = 186402, upload-time = "2026-08-03T21:20:43.042Z" }, +] + +[[package]] +name = "charset-normalizer" +version = "3.5.1" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/e5/3f/143b048436775b0f76ac3eec145c019e8173ccc2885c8f20319b996d5e83/charset_normalizer-3.5.1.tar.gz", hash = "sha256:6117b84ea48435e5356dc737f5121485c30920ba43375fa7b434fd753df0eac3", size = 171764, upload-time = "2026-08-15T08:20:44.807Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/29/cd/2b812ce5e888f1ce69a5350281e58aab07ae64a958ecae8912f30865718e/charset_normalizer-3.5.1-cp314-cp314-android_24_arm64_v8a.whl", hash = "sha256:774d157f112367ff4abd29019f38f023c24e00e56edc7829c20e358a5a913ad8", size = 212318, upload-time = "2026-08-15T08:18:04.403Z" }, + { url = "https://files.pythonhosted.org/packages/9e/4a/a6ee107430768a5334e6d63f31f148a04a1a491ef161a1ac9415a73f2fa8/charset_normalizer-3.5.1-cp314-cp314-android_24_x86_64.whl", hash = "sha256:26422d45fd13551cf564c58932f7d72b4f58b93b0fcf18c35ba6be12b46bb102", size = 224897, upload-time = "2026-08-15T08:18:05.997Z" }, + { url = "https://files.pythonhosted.org/packages/c3/d9/35ae3f64f29d0179c35c3baefe575904df2913dde519129c7f75995a2b1d/charset_normalizer-3.5.1-cp314-cp314-ios_13_0_arm64_iphoneos.whl", hash = "sha256:09a7bba9f739468c8e78c36a75c33768e53cb1959fc638f510454c14683f00d5", size = 194848, upload-time = "2026-08-15T08:18:07.397Z" }, + { url = "https://files.pythonhosted.org/packages/74/76/f2fc7380f056cc273a53af37f50d08ad54b2c59f61078f31432edcf1c2bd/charset_normalizer-3.5.1-cp314-cp314-ios_13_0_arm64_iphonesimulator.whl", hash = "sha256:4c9548dc78002099910abaebc0a72ac58b7d30931869e0351c09b507dff4ece3", size = 198163, upload-time = "2026-08-15T08:18:08.989Z" }, + { url = "https://files.pythonhosted.org/packages/e9/40/095ce62fa078483cccc1fa2b36e6bc9580b85422a20ee9f925341c50e44f/charset_normalizer-3.5.1-cp314-cp314-macosx_10_15_universal2.whl", hash = "sha256:c428c6c31eb5f4277d7f8eccaf767fbd548ddd5ce3c8b4f4cbbfab3d96b5904c", size = 341823, upload-time = "2026-08-15T08:18:10.458Z" }, + { url = "https://files.pythonhosted.org/packages/f1/5a/0e58b1c04a1596e0256f407274a92d5fb2ee21324409d1fab1da48a65b5b/charset_normalizer-3.5.1-cp314-cp314-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:2f06b7eae9dbe77fe1d644ca244dad508de8d302870a43f3c559b521270938a0", size = 242458, upload-time = "2026-08-15T08:18:11.989Z" }, + { url = "https://files.pythonhosted.org/packages/22/95/b4618ce912e6db0b1aae89ba788e38e8a7eba0f3025cc66e8c0699f977b2/charset_normalizer-3.5.1-cp314-cp314-manylinux2014_armv7l.manylinux_2_17_armv7l.manylinux_2_31_armv7l.whl", hash = "sha256:6b7430cf5728e68f6c462254009a6ef4086e1bea43cf2f57aa9c55fb4f50ff96", size = 226717, upload-time = "2026-08-15T08:18:13.401Z" }, + { url = "https://files.pythonhosted.org/packages/8a/76/c681192bbda3d55356db5dadd64381d5202b37c6b598fcda5282e88b5d3d/charset_normalizer-3.5.1-cp314-cp314-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:ab743e9bc90c1f73552ec33e10e3331315acd2c397b36065b591b0181de533cc", size = 266111, upload-time = "2026-08-15T08:18:14.961Z" }, + { url = "https://files.pythonhosted.org/packages/88/be/55127bfca72c0cff6c022488d140d7c5b04c771e3b72e9bdb4836d54979d/charset_normalizer-3.5.1-cp314-cp314-manylinux2014_s390x.manylinux_2_17_s390x.manylinux_2_28_s390x.whl", hash = "sha256:f6f7deae3feb4edfa2efaf7c574fe88cbf055038a6abdb40188e4fff66d5699f", size = 263128, upload-time = "2026-08-15T08:18:16.515Z" }, + { url = "https://files.pythonhosted.org/packages/e0/91/39c3af510b0aa32bbda03374259200f28430febfd1bf5e511fe765282ce5/charset_normalizer-3.5.1-cp314-cp314-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:15f024313246a4ed976c60f440bb8d257815513a681d212ff74fd46f7d715a90", size = 251240, upload-time = "2026-08-15T08:18:18.127Z" }, + { url = "https://files.pythonhosted.org/packages/1c/a5/cbe418bbc6ecdfc3e05a0116002897c4b403a5e838d697e64c78e9f0190d/charset_normalizer-3.5.1-cp314-cp314-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:823f82903d189af463d7df250ef1f7f696f3cee08cc8d91deb565e8d425f6506", size = 245282, upload-time = "2026-08-15T08:18:19.625Z" }, + { url = "https://files.pythonhosted.org/packages/cc/a4/689bb42e8e7cd492f3cb64907c6bc00ad247ec9a3628cd3f8eed126e8ae1/charset_normalizer-3.5.1-cp314-cp314-musllinux_1_2_aarch64.whl", hash = "sha256:01e93745f7f219b703b60ba7afead36cfc4242782be5af484673fc500df12da5", size = 244597, upload-time = "2026-08-15T08:18:21.121Z" }, + { url = "https://files.pythonhosted.org/packages/c1/ce/9962938e179cf9f699d3f1e7b3114b5d7642dee6a893745229f9dd04f274/charset_normalizer-3.5.1-cp314-cp314-musllinux_1_2_armv7l.whl", hash = "sha256:329fc3ccb63ad22d867d84c2adea759a64079a37ba4a343433b02c7a2816871e", size = 231376, upload-time = "2026-08-15T08:18:22.57Z" }, + { url = "https://files.pythonhosted.org/packages/85/54/46000450ada53bd9eac5429a2c8c54cd2d9b39c0c255f229aea9af0948a5/charset_normalizer-3.5.1-cp314-cp314-musllinux_1_2_ppc64le.whl", hash = "sha256:bb57753e36e4855b8ca375069482250a6246372331a3e4f3407eaebb007443f5", size = 266715, upload-time = "2026-08-15T08:18:24.235Z" }, + { url = "https://files.pythonhosted.org/packages/3d/bb/618749d70f792b44252a777bf89bfb86823b9bbc1ea13fe8ce759b07f38a/charset_normalizer-3.5.1-cp314-cp314-musllinux_1_2_riscv64.whl", hash = "sha256:fce8cbd4997efeb450bd298b54f755dcdff18d496f7a5ddbb4867c6d7c88fdc3", size = 245848, upload-time = "2026-08-15T08:18:25.726Z" }, + { url = "https://files.pythonhosted.org/packages/7e/3f/ffb64458527c7668031d5eb095d978de561958dc9f5b53f8e488a533e603/charset_normalizer-3.5.1-cp314-cp314-musllinux_1_2_s390x.whl", hash = "sha256:6c9cdde8becb25a7fde49924511aa2644d6f8081cc8df8e9452724303348d8e3", size = 264521, upload-time = "2026-08-15T08:18:27.193Z" }, + { url = "https://files.pythonhosted.org/packages/4f/ab/74a55fd803916a35ac461daf002708191aac19b546b80dc8cabfedc63d98/charset_normalizer-3.5.1-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:9ac4444d8d4fd4c4bd08bf451ed3167aa9e7ec6cdb41b648794f1d1103652e36", size = 253054, upload-time = "2026-08-15T08:18:28.568Z" }, + { url = "https://files.pythonhosted.org/packages/a0/2a/6a9034b7d3c60b17499afb482df5878bf9fa20b50cc3887d5ef017a833db/charset_normalizer-3.5.1-cp314-cp314-pyemscripten_2026_0_wasm32.whl", hash = "sha256:f03ac127268b43ef4fe9e6ab6794a6794b49485a0cc0c1db79876d2f33f75bc7", size = 140580, upload-time = "2026-08-15T08:18:30.214Z" }, + { url = "https://files.pythonhosted.org/packages/f3/46/1d362e1a00d035d66b9869e1281eee115907f7e390a16a07824ab5737360/charset_normalizer-3.5.1-cp314-cp314-win32.whl", hash = "sha256:1f5883d77fd409a261abb5dc8ccbe335720d798b1de4abb3b1d47ccbbc76b53b", size = 180325, upload-time = "2026-08-15T08:18:31.877Z" }, + { url = "https://files.pythonhosted.org/packages/7a/7c/4938c329b6a9d446f6a59aa2092ff7118f274209b5ed0e26893d1d30a63c/charset_normalizer-3.5.1-cp314-cp314-win_amd64.whl", hash = "sha256:c658c50ac0c98cd755a2dd50b7977d3bca7df401dcc47fbdfa87db53ef7d4e8b", size = 204175, upload-time = "2026-08-15T08:18:33.466Z" }, + { url = "https://files.pythonhosted.org/packages/ac/33/eeb384dbd8dec570661354592f4f2e1b2fcc92585624d146a000caf53841/charset_normalizer-3.5.1-cp314-cp314-win_arm64.whl", hash = "sha256:4bea7f8ebe90bbd7f0e4a2de42ca6924ba23e3e76418c408ff82f1d46fabd687", size = 184123, upload-time = "2026-08-15T08:18:34.913Z" }, + { url = "https://files.pythonhosted.org/packages/1c/6c/c73fa9d5a85f6ab05395de61c5f6984e0a9ff40bb5ff888d46dff02526c6/charset_normalizer-3.5.1-cp314-cp314t-macosx_10_15_universal2.whl", hash = "sha256:fbc597639158fd7c14d55e808718848319540f51b0e6746e3eefa59723a4a348", size = 381682, upload-time = "2026-08-15T08:18:36.349Z" }, + { url = "https://files.pythonhosted.org/packages/30/c7/63565f860921457feba93bae6c86fb7746deb4cffeed2f375cb845318146/charset_normalizer-3.5.1-cp314-cp314t-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:e71c909f353863b2b89c83de2ebed71ea6d0df8a6ef65a128193c5e650766bef", size = 240826, upload-time = "2026-08-15T08:18:37.887Z" }, + { url = "https://files.pythonhosted.org/packages/06/ae/7ae8807410dfa33f8e6f1715740adeaafa8a816cc4cb33508f54b1f7c896/charset_normalizer-3.5.1-cp314-cp314t-manylinux2014_armv7l.manylinux_2_17_armv7l.manylinux_2_31_armv7l.whl", hash = "sha256:7ac76cf9afd34929d76eb7fcb63be476a4853d8a96f0dcf2d0db68a0cbdf9885", size = 227861, upload-time = "2026-08-15T08:18:39.315Z" }, + { url = "https://files.pythonhosted.org/packages/e9/a3/887c1642f0da26000b0e0652d91071113c0e72cea33952e225cf589f49a9/charset_normalizer-3.5.1-cp314-cp314t-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:a3a370082ce34d0612f421e15fe011c53bb1feff21a26d06ad4fb244dab5a375", size = 260758, upload-time = "2026-08-15T08:18:40.88Z" }, + { url = "https://files.pythonhosted.org/packages/3e/11/e6f5b9a3d0e55b0ef7505cd3765cdd48f22db89994c947b316f52f801fd8/charset_normalizer-3.5.1-cp314-cp314t-manylinux2014_s390x.manylinux_2_17_s390x.manylinux_2_28_s390x.whl", hash = "sha256:256dd4d85d9e4dc595e2bc983c980e73f62ddeb3165c58b4c3dfe78c5c8548c1", size = 259950, upload-time = "2026-08-15T08:18:42.351Z" }, + { url = "https://files.pythonhosted.org/packages/1b/ee/e4e10a94d51cd1ee638aa7e00b65399e6b2a4e8376ab6d2eac9f95586671/charset_normalizer-3.5.1-cp314-cp314t-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:58d4aa13a59c969dbfdf9e6a9560e242cbfd9e8a8f50c2747714df1a423adf65", size = 249329, upload-time = "2026-08-15T08:18:43.914Z" }, + { url = "https://files.pythonhosted.org/packages/c4/25/d5f4198819e6059735a84e8d0bfb72dc33976da67b97adcd3fb5a5e07ec6/charset_normalizer-3.5.1-cp314-cp314t-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:0c6dfb5ca6723eeed15aa8e564a014d69fcb8812f94eef11fe3631e0508199f5", size = 243137, upload-time = "2026-08-15T08:18:45.368Z" }, + { url = "https://files.pythonhosted.org/packages/a5/e9/e925ca7569cf9fb9701fd82503fee73eea5268fdb856bdd64947092d3daa/charset_normalizer-3.5.1-cp314-cp314t-musllinux_1_2_aarch64.whl", hash = "sha256:c010f5581d9c612804cc59fcf7b524b707fbcb72828551237ab545bb5c7034af", size = 242820, upload-time = "2026-08-15T08:18:46.842Z" }, + { url = "https://files.pythonhosted.org/packages/34/17/672c251a888ed2aebcdd2fe830ad0104e25ff83c43f5c4f9c15e9fc6853c/charset_normalizer-3.5.1-cp314-cp314t-musllinux_1_2_armv7l.whl", hash = "sha256:52ec005752a56ae79547a05c0139ca2501a0c866390b6115008456b9f0e7cde1", size = 230504, upload-time = "2026-08-15T08:18:48.353Z" }, + { url = "https://files.pythonhosted.org/packages/3f/fc/f6a85abebd42ce4da2f1db0aa56cc6a0df1995e318b3875d14401b8381d1/charset_normalizer-3.5.1-cp314-cp314t-musllinux_1_2_ppc64le.whl", hash = "sha256:2bced4061f000f7187254a02ad3433ae17eaf991747ceea2f478422590a5bba9", size = 263087, upload-time = "2026-08-15T08:18:49.859Z" }, + { url = "https://files.pythonhosted.org/packages/98/66/7c42677e739ba66746b297e2046918d793078094dc239e1e72768cffccc6/charset_normalizer-3.5.1-cp314-cp314t-musllinux_1_2_riscv64.whl", hash = "sha256:9eea3ab2597a5e65fe65296e2d6a84570845a6b55532d90333d740d48bbc850a", size = 243269, upload-time = "2026-08-15T08:18:51.601Z" }, + { url = "https://files.pythonhosted.org/packages/de/d8/a50b79237f417af10f8c2a501ce8d1ca87829a22e69117891ca4ba20a69e/charset_normalizer-3.5.1-cp314-cp314t-musllinux_1_2_s390x.whl", hash = "sha256:496846868fea80e479324862fa877f02411f2fd0f83b79ccee2607aa68b2a032", size = 258766, upload-time = "2026-08-15T08:18:53.23Z" }, + { url = "https://files.pythonhosted.org/packages/2e/1d/0fc91aeaeb3c83b748f532399ce67cf84604b48297405d740000f7a9e786/charset_normalizer-3.5.1-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:85d5855daafc240cc045c026d7a15fd198a09b0fc8ff6f5ecbb5297b509cb11e", size = 250814, upload-time = "2026-08-15T08:18:54.768Z" }, + { url = "https://files.pythonhosted.org/packages/ae/10/3d8c777cf9024615295aa1b808324ad5b4a77855869c00824bad74ffaf8a/charset_normalizer-3.5.1-cp314-cp314t-win32.whl", hash = "sha256:58d3e12c88e0950bca850ae1f7c256055c097639c2edb9eb123af9807d8b15e4", size = 191074, upload-time = "2026-08-15T08:18:56.305Z" }, + { url = "https://files.pythonhosted.org/packages/4d/81/ae557d3c44d1a1d688696d60563413a0866a91b7ebc50f20df838be3d8c8/charset_normalizer-3.5.1-cp314-cp314t-win_amd64.whl", hash = "sha256:acaf604462bf330b0d07e7a07c1d6e4adac79e5fb13e9c5140590542cafacc00", size = 216476, upload-time = "2026-08-15T08:18:57.889Z" }, + { url = "https://files.pythonhosted.org/packages/27/e9/61c01fb8b804692569c036b3fc50495814502dcf13a60649c6055390b02c/charset_normalizer-3.5.1-cp314-cp314t-win_arm64.whl", hash = "sha256:fdb8a068947befafba9952162645dc2fecaeb400e64584829ed5e9b2fbe21a7f", size = 194115, upload-time = "2026-08-15T08:18:59.418Z" }, + { url = "https://files.pythonhosted.org/packages/5b/97/fb4e82231aba271ffd775a1b4993b0defc4e3059f286ae41d9433409fe85/charset_normalizer-3.5.1-cp37-abi3-macosx_10_9_universal2.whl", hash = "sha256:41876ee62a3dddf48ff1121ad8f0798032aa03f2fd35f21f34a4cab14f18d8d2", size = 331467, upload-time = "2026-08-15T08:19:50.959Z" }, + { url = "https://files.pythonhosted.org/packages/9f/2f/fe3f187327aac18e2d54e9d2b08e15d27bf9b642d9e51c219f130fc34d1a/charset_normalizer-3.5.1-cp37-abi3-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl", hash = "sha256:a6dac12ff6b846103483683f60c5f8fee205121adc58ffd87e90a90a3af69e99", size = 253057, upload-time = "2026-08-15T08:19:52.654Z" }, + { url = "https://files.pythonhosted.org/packages/d7/c7/9e48cee5c161fe24da823b61bf381921d77cb994a0a4de148e95018c1984/charset_normalizer-3.5.1-cp37-abi3-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:cee5dd7c6fb5dd52a0fe2a740f9bc6e3593f5f8b1788bde49de02086f30182b2", size = 240930, upload-time = "2026-08-15T08:19:54.163Z" }, + { url = "https://files.pythonhosted.org/packages/49/e0/716601f3cc69be7b198951150c75ead1ece33c3c8036ff6ffa46029659a0/charset_normalizer-3.5.1-cp37-abi3-manylinux2014_armv7l.manylinux_2_17_armv7l.manylinux_2_31_armv7l.whl", hash = "sha256:343fb4f2821043bd87095f7b08a1a181febc8e36ac64212143bbfd0a0e1bc235", size = 230822, upload-time = "2026-08-15T08:19:55.807Z" }, + { url = "https://files.pythonhosted.org/packages/d3/05/71bfc5caa0abcc45aea1f6a4d50ac68e59605ddc7666fe8494f4cd229665/charset_normalizer-3.5.1-cp37-abi3-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:ae4a097991662cd4fff0ddc74e0fe7874f82e00042fa0ea00855645ed0c79598", size = 260037, upload-time = "2026-08-15T08:19:57.312Z" }, + { url = "https://files.pythonhosted.org/packages/c3/92/de7e32ed05341e7a9c4c877c318418197b7f2d66a3b68d561bf2ac57ca3e/charset_normalizer-3.5.1-cp37-abi3-manylinux2014_s390x.manylinux_2_17_s390x.manylinux_2_28_s390x.whl", hash = "sha256:4b599739b93b2cbeded49645ae3c8d1405c29ddfbceac1545c87a3f9580a9e96", size = 255097, upload-time = "2026-08-15T08:19:59.056Z" }, + { url = "https://files.pythonhosted.org/packages/f5/7b/ade0a122600319dfa0b1000ab0f9731c94a817904cf3c5de408c73a4ede7/charset_normalizer-3.5.1-cp37-abi3-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:b39b69b347e5e47a3b5b8cfc005c68c1ba347474e3960236c4944a8ecd174962", size = 250166, upload-time = "2026-08-15T08:20:00.612Z" }, + { url = "https://files.pythonhosted.org/packages/75/9c/019fbb9f4834491a160951349b1a3714439376f66e5f7cf18b4f18f0c7aa/charset_normalizer-3.5.1-cp37-abi3-musllinux_1_2_aarch64.whl", hash = "sha256:a2028475ba855475b8b4d3cfeb4994269c967aea8b9892dfba907f4263a863a3", size = 241821, upload-time = "2026-08-15T08:20:02.321Z" }, + { url = "https://files.pythonhosted.org/packages/2b/b8/11d4840bfc99330cc7fbcc2681ee5a044553a6e77655508d8f9b2bff7b34/charset_normalizer-3.5.1-cp37-abi3-musllinux_1_2_armv7l.whl", hash = "sha256:36047af20e17097c3bb9476c2b7655f2f7aa51322c0ba58c07695bedf755a950", size = 232529, upload-time = "2026-08-15T08:20:04.008Z" }, + { url = "https://files.pythonhosted.org/packages/18/96/2b3a21492d9f65171ac75d872f5018260013d00bfa0ff70ec9f179148cbd/charset_normalizer-3.5.1-cp37-abi3-musllinux_1_2_ppc64le.whl", hash = "sha256:4c4fb141a727957c93edfe5c32a26ceb6b5f6461d67146e2d39f51e16170bea8", size = 260348, upload-time = "2026-08-15T08:20:05.877Z" }, + { url = "https://files.pythonhosted.org/packages/d6/aa/a69a2028e8bd052476c245460ab19d7de595de084dd968f2d75cd50c3e25/charset_normalizer-3.5.1-cp37-abi3-musllinux_1_2_riscv64.whl", hash = "sha256:2f293479cce755c75f1697e87c409b7ae4c555c7dfecb6e988ad13abba943031", size = 247234, upload-time = "2026-08-15T08:20:07.487Z" }, + { url = "https://files.pythonhosted.org/packages/35/8a/3d130aeabcaf3d2466af76b7b141c08d9e89c9016ab4b7cdd0f7dc2d1c62/charset_normalizer-3.5.1-cp37-abi3-musllinux_1_2_s390x.whl", hash = "sha256:3588e376b3ea2eea84976f67273d679f229e24c66dce7b82ae45aef04ff6e072", size = 256917, upload-time = "2026-08-15T08:20:09.142Z" }, + { url = "https://files.pythonhosted.org/packages/80/c2/a7379b840292d0c1ab9fbd17d1f3967aa81794dc95bc74be8999d7fedcf7/charset_normalizer-3.5.1-cp37-abi3-musllinux_1_2_x86_64.whl", hash = "sha256:e199fb99720074809a7720f1c0b4d919eea8b87e88713e0f8f602f7bef543d9d", size = 254846, upload-time = "2026-08-15T08:20:10.727Z" }, + { url = "https://files.pythonhosted.org/packages/01/65/d43b714731bb2f40d4053dfa00ecfc1c5a301f8e3316c5db3a09af59fe94/charset_normalizer-3.5.1-cp37-abi3-win32.whl", hash = "sha256:dd732602a7009217f658d5863d12d79d373a4de0eebc111094bcdd3bb8e0a6cc", size = 174216, upload-time = "2026-08-15T08:20:12.334Z" }, + { url = "https://files.pythonhosted.org/packages/35/4f/b911ed898b26a09789eba9c9200c999aff6c61b4bafaf4838e56d1a1e1a3/charset_normalizer-3.5.1-cp37-abi3-win_amd64.whl", hash = "sha256:70055ff39b97c99e7ae40ea3e393fb62aa2e44dbd9b29f8d14f42fb0025c3959", size = 199764, upload-time = "2026-08-15T08:20:13.908Z" }, + { url = "https://files.pythonhosted.org/packages/f0/a7/920baf467bfd9bf689f3b318340f37aee4572a71f162bd8db51da55ba4fa/charset_normalizer-3.5.1-cp37-abi3-win_arm64.whl", hash = "sha256:87e4f41d375c0b9be2fb5251aee4b8a689169e134535aed81bf085c3b647451e", size = 287318, upload-time = "2026-08-15T08:20:15.551Z" }, + { url = "https://files.pythonhosted.org/packages/cc/61/d01fc49b8dea277640b55a9e15960dbca9fdc8c9fde18e572d39c59f4019/charset_normalizer-3.5.1-py3-none-any.whl", hash = "sha256:6df0ec430f9a831772c23ca5a224cba36517a58a84bb32c32bb59a9fa67c47f6", size = 68658, upload-time = "2026-08-15T08:20:43.306Z" }, +] + +[[package]] +name = "click" +version = "8.5.0" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/c7/0e/7fa0ef50764b67090eca4114772a2abf8b6148198475e54c660b97caeee6/click-8.5.0.tar.gz", hash = "sha256:ba0d2089de75ea0310e2dde03160e6ca10009947fb95a182f9b54021bb272e34", size = 382235, upload-time = "2026-08-26T13:33:14.56Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/58/50/6c0d534c5f134586a8e1ba4e330569e32f057e33372ae556463212fb4cd3/click-8.5.0-py3-none-any.whl", hash = "sha256:255bc9599cf7748b4b1a446ccc735421bd08a2ae529a8b88597d3de5664ee360", size = 125251, upload-time = "2026-08-26T13:33:12.928Z" }, +] + +[[package]] +name = "cloudpickle" +version = "3.1.2" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/27/fb/576f067976d320f5f0114a8d9fa1215425441bb35627b1993e5afd8111e5/cloudpickle-3.1.2.tar.gz", hash = "sha256:7fda9eb655c9c230dab534f1983763de5835249750e85fbcef43aaa30a9a2414", size = 22330, upload-time = "2025-11-03T09:25:26.604Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/88/39/799be3f2f0f38cc727ee3b4f1445fe6d5e4133064ec2e4115069418a5bb6/cloudpickle-3.1.2-py3-none-any.whl", hash = "sha256:9acb47f6afd73f60dc1df93bb801b472f05ff42fa6c84167d25cb206be1fbf4a", size = 22228, upload-time = "2025-11-03T09:25:25.534Z" }, +] + +[[package]] +name = "colorama" +version = "0.4.6" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/d8/53/6f443c9a4a8358a93a6792e2acffb9d9d5cb0a5cfd8802644b7b1c9a02e4/colorama-0.4.6.tar.gz", hash = "sha256:08695f5cb7ed6e0531a20572697297273c47b8cae5a63ffc6d6ed5c201be6e44", size = 27697, upload-time = "2022-10-25T02:36:22.414Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/d1/d6/3965ed04c63042e047cb6a3e6ed1a63a35087b6a609aa3a15ed8ac56c221/colorama-0.4.6-py2.py3-none-any.whl", hash = "sha256:4f1d9991f5acc0ca119f9d443620b77f9d6b33703e51011c16baf57afb285fc6", size = 25335, upload-time = "2022-10-25T02:36:20.889Z" }, +] + +[[package]] +name = "contourpy" +version = "1.4.0" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "numpy" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/83/5a/a55177dd22553a277388e8a1b3220e92de91bacb28356cdc73caa240121d/contourpy-1.4.0.tar.gz", hash = "sha256:20156f5a1ac4f8ce02656e39a61e82164a3d359796dc8026f75b062783d500e1", size = 13323726, upload-time = "2026-09-11T19:05:05.808Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/75/b0/b548628c8dddf6e5e0a981b7fa8e4c008024df09c7d17c6a9e271edfa0b3/contourpy-1.4.0-cp314-cp314-macosx_10_15_x86_64.whl", hash = "sha256:a3e67bc1a6a4618a1dac7c3053a9ffece5ddfa2046b2670b342cf430bb0b87d1", size = 297354, upload-time = "2026-09-11T19:03:35.017Z" }, + { url = "https://files.pythonhosted.org/packages/04/5a/513484208742f65af2648c519f0b7ab034616e183c4403538024c136a1ab/contourpy-1.4.0-cp314-cp314-macosx_11_0_arm64.whl", hash = "sha256:072a702e2e178f4fcf96f04775d0c059e4c917925abf0d3208ebb6865df3c23d", size = 283729, upload-time = "2026-09-11T19:03:36.818Z" }, + { url = "https://files.pythonhosted.org/packages/35/da/5a6562febc994b2c4bf9d01e57a50458ef8a2051bb3e7b35a00333e0fc26/contourpy-1.4.0-cp314-cp314-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:404dbcd9233513dfd1323b66ea593fef90e899f658f6b8a9ed8e93bd0ca669db", size = 357819, upload-time = "2026-09-11T19:03:39.058Z" }, + { url = "https://files.pythonhosted.org/packages/6d/99/7b358ce888aaa426f755daa096c99c59d17c352037344e836f20e5d3b957/contourpy-1.4.0-cp314-cp314-manylinux_2_26_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:61624f6722480aa7e168fd746164e7bfdf48f8ccb6542f1613741200dc37e2b1", size = 407795, upload-time = "2026-09-11T19:03:41.293Z" }, + { url = "https://files.pythonhosted.org/packages/be/02/34d7548adf08c60967435d79d7a90882eacc84f5093435287974c7e99943/contourpy-1.4.0-cp314-cp314-manylinux_2_26_s390x.manylinux_2_28_s390x.whl", hash = "sha256:2e741a39dfc96babe1722561e81351aeec104526c57dbe91c167c1db606c2d55", size = 408552, upload-time = "2026-09-11T19:03:42.728Z" }, + { url = "https://files.pythonhosted.org/packages/cf/8c/9677dad226e5aaac5b823d5b09d881ebc32ff1648af417597649841e516c/contourpy-1.4.0-cp314-cp314-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:e439ab450c93455feb0218532ded3e946ec7a9b5f459069f122cfa44b89229f6", size = 384850, upload-time = "2026-09-11T19:03:44.402Z" }, + { url = "https://files.pythonhosted.org/packages/08/f5/e3fbeaa489c223629fbb434737cb3de4ecaca9cae4825e77b92490f640f8/contourpy-1.4.0-cp314-cp314-musllinux_1_2_aarch64.whl", hash = "sha256:417be048f7e122cefbe2a34c51a1f2b0410f8eb35796f794d45475ddb7872d9d", size = 1357601, upload-time = "2026-09-11T19:03:46.746Z" }, + { url = "https://files.pythonhosted.org/packages/88/be/55fec293d342c222ed58a5d4056df4362e192af2e59527a3d5d822de8828/contourpy-1.4.0-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:43d80072a32299bf945de0a6dd4e034ea0162e832261de2e07a274a5adbba9c9", size = 1427340, upload-time = "2026-09-11T19:03:48.745Z" }, + { url = "https://files.pythonhosted.org/packages/86/40/0faabf453edf59b0e3633381d7ca72c3414fb9b72b5cbb08b06ed792d3e5/contourpy-1.4.0-cp314-cp314-pyemscripten_2026_0_wasm32.whl", hash = "sha256:fa1b787362a3856e63dd2b89449f6c384d55ee1beb8f94f4bcc871b40f02462c", size = 118355, upload-time = "2026-09-11T19:03:50.047Z" }, + { url = "https://files.pythonhosted.org/packages/38/0c/7ea75aa3559ae8a6805015e15a19c92b6480752ecc92526361e5776e88c5/contourpy-1.4.0-cp314-cp314-win32.whl", hash = "sha256:738c44fa71735a617f36da58e32810512407d283d5d1bb5b1cecb00d7eeba7cf", size = 356977, upload-time = "2026-09-11T19:04:11.401Z" }, + { url = "https://files.pythonhosted.org/packages/15/41/3df8cc14bb572c8b447f9dfbc876703f0f2f2896058285b5c87a1d4a638d/contourpy-1.4.0-cp314-cp314-win_amd64.whl", hash = "sha256:181bea01bc742734ae672fa00c717d855dd35e1f029536406538c52e7b0cd73d", size = 240101, upload-time = "2026-09-11T19:04:12.772Z" }, + { url = "https://files.pythonhosted.org/packages/66/01/ee6830a5aa4565662a345172f6f35eeeed625d20f1c9d4ecd35318fe4ade/contourpy-1.4.0-cp314-cp314-win_arm64.whl", hash = "sha256:64039341e2d8804f1a13bda8c69083eab935167bbd7e856cf096241f17d5bd45", size = 576359, upload-time = "2026-09-11T19:04:14.983Z" }, + { url = "https://files.pythonhosted.org/packages/51/af/49ee9c9cf012699e505c1b63c531cc99f19df50f205173092c4d541e3ec7/contourpy-1.4.0-cp314-cp314t-macosx_10_15_x86_64.whl", hash = "sha256:ef47fef9a912c77e3d84b014f701e5a9340f25703e9ed3bcebe37f91fb69dc49", size = 313601, upload-time = "2026-09-11T19:03:51.452Z" }, + { url = "https://files.pythonhosted.org/packages/ad/59/ce411ab2be0f805038626d8f4ca9ce563487ff51ff6c363e7512271564ed/contourpy-1.4.0-cp314-cp314t-macosx_11_0_arm64.whl", hash = "sha256:96019f059bcb3774acc0104be3360a57b36d33eaaa2e1d7f77c800ca8e07618b", size = 302812, upload-time = "2026-09-11T19:03:53.022Z" }, + { url = "https://files.pythonhosted.org/packages/95/b0/390915f9af14c1e2d3b2a9ad99d85b98df4352346a51e368cbb825f813c3/contourpy-1.4.0-cp314-cp314t-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:ddf5a2596d716fd3793434844caf31abc7a40b1e8718431420c89858268fb909", size = 348996, upload-time = "2026-09-11T19:03:54.594Z" }, + { url = "https://files.pythonhosted.org/packages/c7/85/e0952576d54322f3e9983b1e049a7a31f42ce82c5c29d01821e6dd3780d7/contourpy-1.4.0-cp314-cp314t-manylinux_2_26_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:dd59df9e2fb0aff8bd7fd1adb9f349b7c835245a9d0f18c2f2deeb537190f2b1", size = 400272, upload-time = "2026-09-11T19:03:56.822Z" }, + { url = "https://files.pythonhosted.org/packages/d6/7d/f13543a5e1598e4a4ad01d9d5e2d65f9c09c37660616429913d606c5977d/contourpy-1.4.0-cp314-cp314t-manylinux_2_26_s390x.manylinux_2_28_s390x.whl", hash = "sha256:b7794ea07cab575633daad8d6e963b662053391022294d3aacc1d9ba9ef54114", size = 412895, upload-time = "2026-09-11T19:03:58.487Z" }, + { url = "https://files.pythonhosted.org/packages/c5/a8/6e5eaff53507dfd2dfc428240eecda32453067277d4b3e7ca71210b2d611/contourpy-1.4.0-cp314-cp314t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:a1c8a74744fa746eeaa12f0f9ed7f8b4add9d8f1b14d95e3b5e133675eac888f", size = 377060, upload-time = "2026-09-11T19:04:00.122Z" }, + { url = "https://files.pythonhosted.org/packages/16/a3/d00e44d35511b3cead5bd794ee672d4eecf30d9de4ceac57a49d6204064f/contourpy-1.4.0-cp314-cp314t-musllinux_1_2_aarch64.whl", hash = "sha256:107ec46f7aa1664266d69b1181aadc953d58d39f7d8d648fa5b795d4a060b0de", size = 1345688, upload-time = "2026-09-11T19:04:02.705Z" }, + { url = "https://files.pythonhosted.org/packages/1e/01/1e533b0cae32c8edd63fe40435ec3b29345dab87321afcd28722d7f957d1/contourpy-1.4.0-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:5a4c89c7f38a0d7a94356d74e3391073c4325c4d47ad2fd065c3fe7dbae16c0c", size = 1416140, upload-time = "2026-09-11T19:04:04.77Z" }, + { url = "https://files.pythonhosted.org/packages/6d/0c/4ee66759f00d6a5d6909782f14f441d639fa18a4a43142e334351efc47f8/contourpy-1.4.0-cp314-cp314t-win32.whl", hash = "sha256:912c6afaa106e2f74ba22b30416b77ef7eb94e3bdc5a4df51ab147845dba9b6d", size = 371982, upload-time = "2026-09-11T19:04:06.233Z" }, + { url = "https://files.pythonhosted.org/packages/e6/ac/b3e5324138c3e3741f526663f4f265f4f69dfdf26415a39428940864a5f6/contourpy-1.4.0-cp314-cp314t-win_amd64.whl", hash = "sha256:ef9440f6f8506246269a82734f5ff9e2e4c5e775b3996fc883cc491c5257eca6", size = 262907, upload-time = "2026-09-11T19:04:07.882Z" }, + { url = "https://files.pythonhosted.org/packages/19/37/c9aa45e47819dc15a38fc5c81a2fb987fde55e9d3b991fbde514e3b6b5f5/contourpy-1.4.0-cp314-cp314t-win_arm64.whl", hash = "sha256:fc9feef8f1f001c5b87decadc67c4a5d1eebb62ca39c4763d1237ff62cf2b707", size = 587071, upload-time = "2026-09-11T19:04:09.898Z" }, +] + +[[package]] +name = "cryptography" +version = "50.0.1" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "cffi", marker = "platform_python_implementation != 'PyPy'" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/bb/ad/5d6702db60b1e40b41ef513b6967ff5848f307d50f8449baf1634f5908f1/cryptography-50.0.1.tar.gz", hash = "sha256:5dd9bda1c12b4162f6ff568eeb5e0ff956c28d14406e875cfe8a63a2d414ff20", size = 880381, upload-time = "2026-08-25T19:45:45.499Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/ba/19/797e2aaac9df6a66f1550f49979dc1b1e39ecd2077501c30efa81e8d5d67/cryptography-50.0.1-cp311-abi3-macosx_11_0_arm64.whl", hash = "sha256:b8f852c65863251b9e3a1b8c150ce21e59b522dbb6a7d4bc80e680d38388e986", size = 4010153, upload-time = "2026-08-25T19:44:03.155Z" }, + { url = "https://files.pythonhosted.org/packages/90/34/9ce9a62ed9dc82ca9fd6a34445b6904af56e5f38b3eae2ed32e49c36053d/cryptography-50.0.1-cp311-abi3-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:53e279950892dc102c6b4e52af03ae5ea92fac572a1ddab78ca73a997f62b69f", size = 4723133, upload-time = "2026-08-25T19:44:05.461Z" }, + { url = "https://files.pythonhosted.org/packages/57/26/e6d4fc8512a51a5f9ee7bfdbfb853bce1197087df40c9ad993ad370b846f/cryptography-50.0.1-cp311-abi3-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:ff838d62ec1bfce4f9ba7fa16f4a7b554cd8d0c299e6be37502161a660c84eef", size = 4712478, upload-time = "2026-08-25T19:44:07.375Z" }, + { url = "https://files.pythonhosted.org/packages/e6/de/d3cdc2815697aae84126cbd6a030ca7b6b452e28a88b501b836bd3aa7a86/cryptography-50.0.1-cp311-abi3-manylinux_2_28_aarch64.whl", hash = "sha256:e74591e283fe6eb956416c929eb58262a719fe0311fd9054c62c3350ed8760d8", size = 4730726, upload-time = "2026-08-25T19:44:09.294Z" }, + { url = "https://files.pythonhosted.org/packages/55/32/38c0d344b98c06d34b5df8946565a9c0d6dbf32c8e0730a7f05f0a3c6cab/cryptography-50.0.1-cp311-abi3-manylinux_2_28_ppc64le.whl", hash = "sha256:5fe002589592ed749ce77fe0695fcbd3500dd61d7d6db5858a7544c612fa8e45", size = 5353524, upload-time = "2026-08-25T19:44:11.96Z" }, + { url = "https://files.pythonhosted.org/packages/e1/1b/82f0f0d8858d4432be1af790477edf62aef90324041aa07c57e57bef1af7/cryptography-50.0.1-cp311-abi3-manylinux_2_28_x86_64.whl", hash = "sha256:51593d180cf6d179bde5c5d065bed81386b1f381656ae7d042b7ffc87a9895ad", size = 4746720, upload-time = "2026-08-25T19:44:14.051Z" }, + { url = "https://files.pythonhosted.org/packages/29/ba/042ca458b8c64348c768284b5d23e69b92ed53d057ab779fee628564676d/cryptography-50.0.1-cp311-abi3-manylinux_2_31_armv7l.whl", hash = "sha256:359e62deae718bce96170e223fdcb6357e4fbd3bb7a3a75f4430763532560e49", size = 4361866, upload-time = "2026-08-25T19:44:16.167Z" }, + { url = "https://files.pythonhosted.org/packages/39/3b/e96c1ef71edef71057c7e3c3d982ce8fda554e0c52d0cc19c18845cde3eb/cryptography-50.0.1-cp311-abi3-manylinux_2_34_aarch64.whl", hash = "sha256:e2ca8fd1b6b4b82a1c4cb02841d0837e3c12336c2e24b520ab8ab3b969733d8f", size = 4730028, upload-time = "2026-08-25T19:44:18.085Z" }, + { url = "https://files.pythonhosted.org/packages/e3/38/45abd72ef63f2e7d0754a6cacf97bd8b69512ace7f6130d24c39ece65da2/cryptography-50.0.1-cp311-abi3-manylinux_2_34_ppc64le.whl", hash = "sha256:76de83fbd91ac49c0feaaa983d0748fd7a53176afac5fb3bf7478d244f0eb527", size = 5308405, upload-time = "2026-08-25T19:44:20.197Z" }, + { url = "https://files.pythonhosted.org/packages/85/66/6ccca4722987ddedaa7fc9c3f4708af7431f5535666c174350830888c6b7/cryptography-50.0.1-cp311-abi3-manylinux_2_34_x86_64.whl", hash = "sha256:51afcfceb15597cf2635068e4ac9a56b2abde622edde17f37d85fd7b5306497a", size = 4746230, upload-time = "2026-08-25T19:44:22.376Z" }, + { url = "https://files.pythonhosted.org/packages/13/0e/b1f92e013228111413f2e6743948b80bc24dfd3c1b87ba98ceea16f5df89/cryptography-50.0.1-cp311-abi3-musllinux_1_2_aarch64.whl", hash = "sha256:be224a65493ec5b74a158ff22a5522ce4a5ca1e543c647a3a4730d4a09e5f959", size = 4862596, upload-time = "2026-08-25T19:44:24.472Z" }, + { url = "https://files.pythonhosted.org/packages/7e/22/c3654cccc856e9d682817b04ac3ee79731cb09ca6f95996a95c904de2883/cryptography-50.0.1-cp311-abi3-musllinux_1_2_x86_64.whl", hash = "sha256:9ebcdd5519be9b652a46f507817a74591774fc3d6923ac364e4dfa64e36b291b", size = 5014082, upload-time = "2026-08-25T19:44:26.709Z" }, + { url = "https://files.pythonhosted.org/packages/42/8b/cb12b1b60c91b074ca6bf0fdd59aa8f10d8bc5f73af8faece86ef0421b37/cryptography-50.0.1-cp311-abi3-win_amd64.whl", hash = "sha256:aed8db4f6d71c51efb89530e12d9464e7bf2923d46c3205dc794a2a93f8c0648", size = 3842826, upload-time = "2026-08-25T19:44:28.784Z" }, + { url = "https://files.pythonhosted.org/packages/5b/f0/424cb557d99aa86ac55da5e2add02e2882e44047b6264f93ade1b975a993/cryptography-50.0.1-cp314-cp314t-macosx_11_0_arm64.whl", hash = "sha256:30a125032e5642a21ff816e021152bd4e7e94f03eff3f4b7fca41cd22bc3110f", size = 3973525, upload-time = "2026-08-25T19:44:30.7Z" }, + { url = "https://files.pythonhosted.org/packages/4d/72/3a2711d967977ab5fc80b782837c7e8d1ac7445e764c20c381a265c57ef3/cryptography-50.0.1-cp314-cp314t-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:a0b1a59e3a089064a0ec309e9428c8e3ae4e161419d20ac33600767e83fc658a", size = 4708817, upload-time = "2026-08-25T19:44:32.773Z" }, + { url = "https://files.pythonhosted.org/packages/b4/f2/bb1f56e10815b789df0b409a69fa4992ff3d3fef9c72747f4a6b26fed38e/cryptography-50.0.1-cp314-cp314t-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:8921d58f426793c5f1b47f0b59575780de9a095214958d0eb37d909593db8367", size = 4697300, upload-time = "2026-08-25T19:44:35.144Z" }, + { url = "https://files.pythonhosted.org/packages/08/bd/ed5396be499ffcf8807a585bfe38b71a1fbdd1c342b4f9b6d0ef5162a946/cryptography-50.0.1-cp314-cp314t-manylinux_2_28_aarch64.whl", hash = "sha256:a8f40ea47330e71b594a7e246898f93177c259490c63183dbaf9e571d71ed9a5", size = 4716039, upload-time = "2026-08-25T19:44:37.192Z" }, + { url = "https://files.pythonhosted.org/packages/f6/6e/1cf405c5c8e8df7545378048e954792f00b7f2367af8863ce8b8f3e10607/cryptography-50.0.1-cp314-cp314t-manylinux_2_28_ppc64le.whl", hash = "sha256:a255449073358275b64b67d3f595f268bbef70e72b6edb65e0c70c735bf739c9", size = 5332388, upload-time = "2026-08-25T19:44:39.16Z" }, + { url = "https://files.pythonhosted.org/packages/47/92/b4317e8c32c4f47b062f5398bd79106b220a124546f42be83bf32b761e2a/cryptography-50.0.1-cp314-cp314t-manylinux_2_28_x86_64.whl", hash = "sha256:8df2de9102026855887e4587084f6eabd80ed0f345b8ad8a7ac27ab9bf4723e0", size = 4730293, upload-time = "2026-08-25T19:44:41.298Z" }, + { url = "https://files.pythonhosted.org/packages/39/0d/a1e7633e2c744d0f2983320a27e924ef2264c79c56e1a58d5fb0a1cfd413/cryptography-50.0.1-cp314-cp314t-manylinux_2_31_armv7l.whl", hash = "sha256:ac02b07824d4d1001bd4367599f839c19cb171924c796e52c23508ac14c2c0cc", size = 4346031, upload-time = "2026-08-25T19:44:43.245Z" }, + { url = "https://files.pythonhosted.org/packages/88/dd/b215616f9bab3fc18510c78a4e5c9f362d77838503c363dc747c7d4f5c6f/cryptography-50.0.1-cp314-cp314t-manylinux_2_34_aarch64.whl", hash = "sha256:cbf74a81765ee67413503ca6e26dcc4f6f5a519822436cc0a1b97aab6c1b8a17", size = 4715344, upload-time = "2026-08-25T19:44:45.291Z" }, + { url = "https://files.pythonhosted.org/packages/b1/1b/ec3ebd31741d0e963612c4fe43caa39341b9b1e031e469820e42e4c83918/cryptography-50.0.1-cp314-cp314t-manylinux_2_34_ppc64le.whl", hash = "sha256:16c5ecd954b3330ebfb6605eca4fd952da8bef376551d5cc264534e3770a9ee6", size = 5287201, upload-time = "2026-08-25T19:44:47.297Z" }, + { url = "https://files.pythonhosted.org/packages/1a/01/0127d11a762b31a9ee0221894f540318761783f3fdc4bc5d057698caebd5/cryptography-50.0.1-cp314-cp314t-manylinux_2_34_x86_64.whl", hash = "sha256:79bf008d1f9af6071c797ad133e39915dfee7614f18f18f4db9072eb715064a3", size = 4730023, upload-time = "2026-08-25T19:44:49.435Z" }, + { url = "https://files.pythonhosted.org/packages/9e/b9/e7425ebfb599241a0c1d7000f1b466c3062da66c19d9525031315dff7213/cryptography-50.0.1-cp314-cp314t-musllinux_1_2_aarch64.whl", hash = "sha256:330fbb252391c596f1ae42c5754449dc924e6ad012dca8efe0d703f9f2d12ec6", size = 4847362, upload-time = "2026-08-25T19:44:51.94Z" }, + { url = "https://files.pythonhosted.org/packages/2d/fd/60d0ddf4defa12e482c9d5e0f554384d6e8ab25341fd15f060028fd92e6a/cryptography-50.0.1-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:42be3bb70596b3abe4ac097b75be223e8b3ab614a0e5de068e3dcc54d71d6149", size = 4999247, upload-time = "2026-08-25T19:44:53.876Z" }, + { url = "https://files.pythonhosted.org/packages/4d/56/bc4f2b209e766c93372cfcd59b781a0b2b59700f62a969580415b699c2b2/cryptography-50.0.1-cp314-cp314t-win_amd64.whl", hash = "sha256:f74455bb086a85d5e81246412602aaa97ed095e504cd40dd261ef50be42205bf", size = 3825806, upload-time = "2026-08-25T19:44:56.209Z" }, + { url = "https://files.pythonhosted.org/packages/84/a9/ee16a903f13755e914d1eecc482fe64d1f10761c3960e5d8fa6837377aff/cryptography-50.0.1-cp39-abi3-macosx_11_0_arm64.whl", hash = "sha256:ca83d00d9e69cd5eb63f2e69c3a5a59e0cecae5ae14c6ae0b35830fe3b37bad0", size = 4035307, upload-time = "2026-08-25T19:44:58.305Z" }, + { url = "https://files.pythonhosted.org/packages/5e/a5/9ec7e81e8526c0d7a387d73386b2daed3f39e10d81a85930bd1b6bfba65c/cryptography-50.0.1-cp39-abi3-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:05ba322c4da95b262a212c345af888ef2c37c88c0509756ea00a0e6d68850f23", size = 4751900, upload-time = "2026-08-25T19:45:00.401Z" }, + { url = "https://files.pythonhosted.org/packages/7e/3c/0e77bd5ffcf078e9dd27d3074aad6c030d9b10d0bf69329d573c927a188c/cryptography-50.0.1-cp39-abi3-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:e22dfed744bd4002e909464cb23d2f0b05c6f3113a79ef2e9864a53db737c733", size = 4738357, upload-time = "2026-08-25T19:45:02.786Z" }, + { url = "https://files.pythonhosted.org/packages/27/3a/3c5f80daa4dcd47323c7af8a2fcb90de27a33564d4fcac69846c0972691a/cryptography-50.0.1-cp39-abi3-manylinux_2_28_aarch64.whl", hash = "sha256:4c4188f7c0cf655be5c06342b817ed0f9595b69ffa2b12026e5353eed29dea88", size = 4758474, upload-time = "2026-08-25T19:45:04.889Z" }, + { url = "https://files.pythonhosted.org/packages/6e/2b/214cf0cf93db9628c3c20c896b229f327f6fb1b20e4b3743d8ad3f00af8b/cryptography-50.0.1-cp39-abi3-manylinux_2_28_ppc64le.whl", hash = "sha256:2ebbfb0f1fed745e91796e3e1080a1440423fdae8ece1b995a1d80883a409054", size = 5375862, upload-time = "2026-08-25T19:45:07.163Z" }, + { url = "https://files.pythonhosted.org/packages/d6/51/3f9701867a46b6c1740c9b52fc4d3bed6cbdcfedcc9b6e64305c07f39cff/cryptography-50.0.1-cp39-abi3-manylinux_2_28_x86_64.whl", hash = "sha256:407fe2b6db00939c05c0e945e9914238f2f0a430974839429dafc82b1ee6bee5", size = 4772942, upload-time = "2026-08-25T19:45:09.396Z" }, + { url = "https://files.pythonhosted.org/packages/0d/5c/13ea642e08e2544d0f5396122055f4820cfacb3203562197b5967125ea97/cryptography-50.0.1-cp39-abi3-manylinux_2_31_armv7l.whl", hash = "sha256:2b34d76a652ea2b6faf777c35df230c5637842cd904e04f16230c3f9f03e4361", size = 4383347, upload-time = "2026-08-25T19:45:11.659Z" }, + { url = "https://files.pythonhosted.org/packages/84/d5/7d1fe1cb93f91c428093ff234e128c89ba8ea61a6f26aab406081f9b996e/cryptography-50.0.1-cp39-abi3-manylinux_2_34_aarch64.whl", hash = "sha256:01f41478cf33fc605a6a089cd56d28b45c6c0b45a1928b61797f2621a04bac71", size = 4758050, upload-time = "2026-08-25T19:45:13.745Z" }, + { url = "https://files.pythonhosted.org/packages/dd/04/557fc5ead96a829e0bc812a3b9dc4a52a2f27e4f7f5950da7ff27653a805/cryptography-50.0.1-cp39-abi3-manylinux_2_34_ppc64le.whl", hash = "sha256:fc3ed7ebd2a8c96f5b166de0ab9b624996bef3b07bbeb19364dfb78222c22c80", size = 5332955, upload-time = "2026-08-25T19:45:16.193Z" }, + { url = "https://files.pythonhosted.org/packages/8c/eb/5d7124083e8d8cda8f5b348f544b71ad6f707ad63193758ef4d8e569da02/cryptography-50.0.1-cp39-abi3-manylinux_2_34_x86_64.whl", hash = "sha256:9dde0a357190eb3b1da1bb9ab750e9c85cba82ca5977aa0836cbb94e92611239", size = 4772694, upload-time = "2026-08-25T19:45:18.315Z" }, + { url = "https://files.pythonhosted.org/packages/63/8e/f1f955e0921dd2b6d22eae7e8d24a4c4b638d10735ffbf6a71f99eb0fcb8/cryptography-50.0.1-cp39-abi3-musllinux_1_2_aarch64.whl", hash = "sha256:fd3718b960d0b5dd213cdf03f3bcb7000e69dda0de8b956061947ff6bcff5558", size = 4888413, upload-time = "2026-08-25T19:45:20.4Z" }, + { url = "https://files.pythonhosted.org/packages/1f/ab/89e2b798d2c3925f82e2bb72d5979f3d2f6da2dd22ef4a8cd8b70d920039/cryptography-50.0.1-cp39-abi3-musllinux_1_2_x86_64.whl", hash = "sha256:2a93d05e34d5f67fba6f891fe85d929999baa7195e853923ea6d7576c9e68c5e", size = 5044355, upload-time = "2026-08-25T19:45:22.353Z" }, + { url = "https://files.pythonhosted.org/packages/99/89/87ef49ffe383ef4e147d27b7bf2088fb0b54ea409dd87b5a89442e5828a5/cryptography-50.0.1-cp39-abi3-win_amd64.whl", hash = "sha256:55d16b1ef3ee0958d893a977b19777887e546c9954ea81b200c3301a864013f2", size = 3875429, upload-time = "2026-08-25T19:45:24.418Z" }, +] + +[[package]] +name = "cycler" +version = "0.12.1" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/a9/95/a3dbbb5028f35eafb79008e7522a75244477d2838f38cbb722248dabc2a8/cycler-0.12.1.tar.gz", hash = "sha256:88bb128f02ba341da8ef447245a9e138fae777f6a23943da4540077d3601eb1c", size = 7615, upload-time = "2023-10-07T05:32:18.335Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/e7/05/c19819d5e3d95294a6f5947fb9b9629efb316b96de511b418c53d245aae6/cycler-0.12.1-py3-none-any.whl", hash = "sha256:85cef7cff222d8644161529808465972e51340599459b8ac3ccbac5a854e0d30", size = 8321, upload-time = "2023-10-07T05:32:16.783Z" }, +] + +[[package]] +name = "databricks-sdk" +version = "0.139.0" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "google-auth" }, + { name = "protobuf" }, + { name = "requests" }, + { name = "urllib3" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/d8/72/74a547b6a3b9b048ad348df5042a832560c2c673ff16f1fd1138b97eedaf/databricks_sdk-0.139.0.tar.gz", hash = "sha256:a1c1e1ca5db02fa13a3b40d78794b411ea33cb6b78e24905328a4e24d25b21af", size = 1098889, upload-time = "2026-09-13T05:27:40.383Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/ae/fc/245d6a55c1c7933ed1a2349ab92f2173b7c80fee12400176bb9af5930280/databricks_sdk-0.139.0-py3-none-any.whl", hash = "sha256:ac1ede8bdd69edba12b93e3102b248cd26cced4d2e6c22cd3e7dac8c0aef9ceb", size = 1043276, upload-time = "2026-09-13T05:27:38.782Z" }, +] + +[[package]] +name = "docker" +version = "7.2.0" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "pywin32", marker = "sys_platform == 'win32'" }, + { name = "requests" }, + { name = "urllib3" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/88/7f/731ff914b0255d3d065f45fd4e626d4b8c95dbcbaada049f337a6ac16410/docker-7.2.0.tar.gz", hash = "sha256:cebb93773d334f778e023a7ee352a8d6e13ab1bd3b863a4d4a59dec897df43ac", size = 118731, upload-time = "2026-07-09T14:53:46.39Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/75/23/529140fe1aab80fc6992f93a706deec709140a6397439139a054e1515c45/docker-7.2.0-py3-none-any.whl", hash = "sha256:a3f45fdeb9165e2d25d9a1d02ddf3bc70fb572cf5ebbf9b58558c22caf29b71f", size = 148775, upload-time = "2026-07-09T14:53:45.224Z" }, +] + +[[package]] +name = "enervision-ml" +version = "0.1.0" +source = { editable = "." } +dependencies = [ + { name = "lightgbm" }, + { name = "mlflow" }, + { name = "pandas" }, + { name = "psycopg", extra = ["binary"] }, + { name = "scikit-learn" }, + { name = "sqlalchemy" }, +] + +[package.dev-dependencies] +dev = [ + { name = "mypy" }, + { name = "pandas-stubs" }, + { name = "pytest" }, + { name = "ruff" }, +] + +[package.metadata] +requires-dist = [ + { name = "lightgbm", specifier = ">=4.6" }, + { name = "mlflow", specifier = ">=3.0" }, + { name = "pandas", specifier = ">=3.0.5" }, + { name = "psycopg", extras = ["binary"], specifier = ">=3.2" }, + { name = "scikit-learn", specifier = ">=1.7" }, + { name = "sqlalchemy", specifier = ">=2.0.52" }, +] + +[package.metadata.requires-dev] +dev = [ + { name = "mypy", specifier = ">=2.3.1" }, + { name = "pandas-stubs", specifier = ">=3.0.5.260914" }, + { name = "pytest", specifier = ">=9.1.1" }, + { name = "ruff", specifier = ">=0.16.7" }, +] + +[[package]] +name = "fastapi" +version = "0.141.1" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "annotated-doc" }, + { name = "pydantic" }, + { name = "starlette" }, + { name = "typing-extensions" }, + { name = "typing-inspection" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/8a/02/91e3416a8fdd715abb903a952a6bec7cdd8d14eed55d415fc8595524c319/fastapi-0.141.1.tar.gz", hash = "sha256:e8822fc40db1e1858054d7a949a888695bc9bdce70139178e33bd2871a453ca1", size = 425799, upload-time = "2026-07-29T17:18:05.568Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/cb/03/10388a42375ee7e4ac9b94eb2c5c569c8b5795e377e701c9ac3ad63de890/fastapi-0.141.1-py3-none-any.whl", hash = "sha256:bfb91aa2d334c61cb35ba9a116fc123b3d3df31640b801cf57a7a78ec3f603b3", size = 131954, upload-time = "2026-07-29T17:18:04.364Z" }, +] + +[[package]] +name = "flask" +version = "3.1.3" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "blinker" }, + { name = "click" }, + { name = "itsdangerous" }, + { name = "jinja2" }, + { name = "markupsafe" }, + { name = "werkzeug" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/26/00/35d85dcce6c57fdc871f3867d465d780f302a175ea360f62533f12b27e2b/flask-3.1.3.tar.gz", hash = "sha256:0ef0e52b8a9cd932855379197dd8f94047b359ca0a78695144304cb45f87c9eb", size = 759004, upload-time = "2026-02-19T05:00:57.678Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/7f/9c/34f6962f9b9e9c71f6e5ed806e0d0ff03c9d1b0b2340088a0cf4bce09b18/flask-3.1.3-py3-none-any.whl", hash = "sha256:f4bcbefc124291925f1a26446da31a5178f9483862233b23c0c96a20701f670c", size = 103424, upload-time = "2026-02-19T05:00:56.027Z" }, +] + +[[package]] +name = "flask-cors" +version = "6.0.5" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "flask" }, + { name = "werkzeug" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/47/03/4e464a50860f9adf08b5c1d3479cb8ea1f12af2aa69535c7042c6e628135/flask_cors-6.0.5.tar.gz", hash = "sha256:30c5031552cd59f620ac0c8211dac45b345d3b2df310e7721879e4f46ef9c601", size = 101386, upload-time = "2026-06-08T20:20:17.765Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/49/55/5bb1a2d918e9f02f131e47a59032bae70e48050e986e941511fd737a935c/flask_cors-6.0.5-py3-none-any.whl", hash = "sha256:68fcf75693e961f3af26683b23c4b9a8fb6b64de17d20d0c37b95e8de7ab2ed8", size = 16692, upload-time = "2026-06-08T20:20:16.247Z" }, +] + +[[package]] +name = "fonttools" +version = "4.65.0" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/77/51/d63c7e52163ac14393a35bd14bd7c0da95f8f74be5d7cc988092f9965129/fonttools-4.65.0.tar.gz", hash = "sha256:762ba5431358d0dbd4a01982484a1d494fb267e91f974cdcf20b80eab8560f6f", size = 3674467, upload-time = "2026-09-10T15:35:54.955Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/64/29/606365ef601668bfebed14cfe3dc72bb7fcd1e23011bbb2833f17fea3065/fonttools-4.65.0-cp314-cp314-macosx_10_15_universal2.whl", hash = "sha256:dc87a9f846bec83c3795804f62b4632716d46e3522869a3dd9cd44a5d245b006", size = 3098393, upload-time = "2026-09-10T15:34:28.472Z" }, + { url = "https://files.pythonhosted.org/packages/c7/61/11412939d6b7abf5ac7ce0d61d7f94a0a4fbabc9f1ab0a04fa622e0fc11c/fonttools-4.65.0-cp314-cp314-macosx_10_15_x86_64.whl", hash = "sha256:aa50dd7b9baf75e2bbd43401fc0d237f7a94a8ad2e0c57ea97160fc631af5eb0", size = 2585766, upload-time = "2026-09-10T15:34:31.207Z" }, + { url = "https://files.pythonhosted.org/packages/db/17/734921d8aee8309801da42590375d32d4d46f771b73373ec9520d5d4220b/fonttools-4.65.0-cp314-cp314-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:0d2a9892fdb3b7e2d0f4174e3b907d226ff83698249762eeefce08ec5b2de1dd", size = 5380679, upload-time = "2026-09-10T15:34:33.933Z" }, + { url = "https://files.pythonhosted.org/packages/cf/eb/2a4d78d60d978e694cfa04c98e4d8ddbf7f028fd768ddef470bb9da5d69e/fonttools-4.65.0-cp314-cp314-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:6d815734e7fede0ad1f233f23f0f191cbe8fc64762ff041e589bc0f78e0b2397", size = 5321833, upload-time = "2026-09-10T15:34:36.295Z" }, + { url = "https://files.pythonhosted.org/packages/d9/ca/1cd48b5c11ef9658732787bf2362e1bf3871dad5945d2f6cc8f675ca769c/fonttools-4.65.0-cp314-cp314-musllinux_1_2_aarch64.whl", hash = "sha256:71e4c67b6196a2f447f46476fd2302604721617f5e0a21b0988bdd87b6bb9687", size = 5320938, upload-time = "2026-09-10T15:34:38.992Z" }, + { url = "https://files.pythonhosted.org/packages/c6/0d/90e6051bded926cccabe9dd0bce3b6ca012f4d5779d61167afbf4989ceb6/fonttools-4.65.0-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:b11d8a4a0c3ca74bbd4c105b7ef82501945c939e6096d9934ec7d288cdf5aaa9", size = 5451747, upload-time = "2026-09-10T15:34:41.387Z" }, + { url = "https://files.pythonhosted.org/packages/18/74/23e0268e48029ff0752083f69312c49b738163d5af919add9dc4ac81e907/fonttools-4.65.0-cp314-cp314-win32.whl", hash = "sha256:8e44a34d91b3c793879767eb115867ced74d2eb94974e64e72fe9e2eea71cf1a", size = 2434246, upload-time = "2026-09-10T15:34:44.385Z" }, + { url = "https://files.pythonhosted.org/packages/a1/2d/ee69affecd4bc81cb932a213438d4199fb48bf8ca6d664438ccc7f623c2a/fonttools-4.65.0-cp314-cp314-win_amd64.whl", hash = "sha256:0aa8901db22875c831d6a91796549590d7e747da37438f38b69d771b668be445", size = 2486706, upload-time = "2026-09-10T15:34:46.842Z" }, + { url = "https://files.pythonhosted.org/packages/8e/9c/edee5f785198ce3327e1ddeace91c773122d47f086a67e0a84b800f4a940/fonttools-4.65.0-cp314-cp314t-macosx_10_15_universal2.whl", hash = "sha256:2e4a380ca40d3a5372e31b340f0da0d53b4583aadbb8e41f6a516afa69c509a4", size = 3172027, upload-time = "2026-09-10T15:34:49.269Z" }, + { url = "https://files.pythonhosted.org/packages/9c/c6/252ec9884381089bc30da75978b072593920249de60219817f16cbc9145f/fonttools-4.65.0-cp314-cp314t-macosx_10_15_x86_64.whl", hash = "sha256:661bd91c4be13721408b2d4b67a9b3fa7736713adc9a6c9780c9c60fc7959f90", size = 2619020, upload-time = "2026-09-10T15:34:51.453Z" }, + { url = "https://files.pythonhosted.org/packages/42/79/f71b0d202b8473bb45b07876c08a474de9fe560ed2c0cde642812a81e22a/fonttools-4.65.0-cp314-cp314t-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:62c5e42c79449def957adf8a9a65a43018efa7e2a6bc6baa3afe955e0d5fb2ab", size = 5545942, upload-time = "2026-09-10T15:34:54.804Z" }, + { url = "https://files.pythonhosted.org/packages/4a/bd/52e1bf33e0aebfe22ecc9a85c634db707c1dd9f6b1b438efeed98c55b959/fonttools-4.65.0-cp314-cp314t-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:36fca8efc46b5adfca327c666e739fc05b7a7a6ef17840230f81b22f53230f61", size = 5351477, upload-time = "2026-09-10T15:34:57.514Z" }, + { url = "https://files.pythonhosted.org/packages/5c/76/8c6b2ad20beec95cd446f3a8bdc753c7e4a4fd69ef3e66704c0f7c8cb0b5/fonttools-4.65.0-cp314-cp314t-musllinux_1_2_aarch64.whl", hash = "sha256:8aa1291e4c767abf1b0b79ca2d6895f7c0b661d9d95d03b5791c883a9d1e1f08", size = 5412271, upload-time = "2026-09-10T15:35:00.895Z" }, + { url = "https://files.pythonhosted.org/packages/79/49/fadbf11bbbd2d699d88a5498a0634280206e01e3bd5da9a4e0c504953ce9/fonttools-4.65.0-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:fcf39949f56911348514b466714efa9118bec3d2be249e1c487263f7cda6edab", size = 5446450, upload-time = "2026-09-10T15:35:03.369Z" }, + { url = "https://files.pythonhosted.org/packages/df/77/5fda646d3a6d5ee26465865c00319cc0925cf484a3b42dd8232d5b39f973/fonttools-4.65.0-cp314-cp314t-win32.whl", hash = "sha256:ffc918702661f1d74d2fbb2f5551036b64f6d2d743139e105289b694bcd16f54", size = 2467858, upload-time = "2026-09-10T15:35:05.744Z" }, + { url = "https://files.pythonhosted.org/packages/ae/0f/afa0f3de70ebe02bba46b32cccb30b1de52624472b14ac2e7cd403d08db9/fonttools-4.65.0-cp314-cp314t-win_amd64.whl", hash = "sha256:5a977e3645dbffaee924209828aa702a215f7ff68bc08010740c10c723787e62", size = 2518248, upload-time = "2026-09-10T15:35:07.846Z" }, + { url = "https://files.pythonhosted.org/packages/e6/35/f894ceb867118c0261d0f69a9bd516b045a3754238f76c88a49513ac7a83/fonttools-4.65.0-py3-none-any.whl", hash = "sha256:3060b8c1fc2329fa20265b7c138614143ea7c1624e26c5c180c76aeb74deae6f", size = 1196441, upload-time = "2026-09-10T15:35:52.347Z" }, +] + +[[package]] +name = "frozenlist" +version = "1.8.0" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/2d/f5/c831fac6cc817d26fd54c7eaccd04ef7e0288806943f7cc5bbf69f3ac1f0/frozenlist-1.8.0.tar.gz", hash = "sha256:3ede829ed8d842f6cd48fc7081d7a41001a56f1f38603f9d49bf3020d59a31ad", size = 45875, upload-time = "2025-10-06T05:38:17.865Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/f1/c8/85da824b7e7b9b6e7f7705b2ecaf9591ba6f79c1177f324c2735e41d36a2/frozenlist-1.8.0-cp314-cp314-macosx_10_13_universal2.whl", hash = "sha256:cee686f1f4cadeb2136007ddedd0aaf928ab95216e7691c63e50a8ec066336d0", size = 86127, upload-time = "2025-10-06T05:37:08.438Z" }, + { url = "https://files.pythonhosted.org/packages/8e/e8/a1185e236ec66c20afd72399522f142c3724c785789255202d27ae992818/frozenlist-1.8.0-cp314-cp314-macosx_10_13_x86_64.whl", hash = "sha256:119fb2a1bd47307e899c2fac7f28e85b9a543864df47aa7ec9d3c1b4545f096f", size = 49698, upload-time = "2025-10-06T05:37:09.48Z" }, + { url = "https://files.pythonhosted.org/packages/a1/93/72b1736d68f03fda5fdf0f2180fb6caaae3894f1b854d006ac61ecc727ee/frozenlist-1.8.0-cp314-cp314-macosx_11_0_arm64.whl", hash = "sha256:4970ece02dbc8c3a92fcc5228e36a3e933a01a999f7094ff7c23fbd2beeaa67c", size = 49749, upload-time = "2025-10-06T05:37:10.569Z" }, + { url = "https://files.pythonhosted.org/packages/a7/b2/fabede9fafd976b991e9f1b9c8c873ed86f202889b864756f240ce6dd855/frozenlist-1.8.0-cp314-cp314-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl", hash = "sha256:cba69cb73723c3f329622e34bdbf5ce1f80c21c290ff04256cff1cd3c2036ed2", size = 231298, upload-time = "2025-10-06T05:37:11.993Z" }, + { url = "https://files.pythonhosted.org/packages/3a/3b/d9b1e0b0eed36e70477ffb8360c49c85c8ca8ef9700a4e6711f39a6e8b45/frozenlist-1.8.0-cp314-cp314-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:778a11b15673f6f1df23d9586f83c4846c471a8af693a22e066508b77d201ec8", size = 232015, upload-time = "2025-10-06T05:37:13.194Z" }, + { url = "https://files.pythonhosted.org/packages/dc/94/be719d2766c1138148564a3960fc2c06eb688da592bdc25adcf856101be7/frozenlist-1.8.0-cp314-cp314-manylinux2014_armv7l.manylinux_2_17_armv7l.manylinux_2_31_armv7l.whl", hash = "sha256:0325024fe97f94c41c08872db482cf8ac4800d80e79222c6b0b7b162d5b13686", size = 225038, upload-time = "2025-10-06T05:37:14.577Z" }, + { url = "https://files.pythonhosted.org/packages/e4/09/6712b6c5465f083f52f50cf74167b92d4ea2f50e46a9eea0523d658454ae/frozenlist-1.8.0-cp314-cp314-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:97260ff46b207a82a7567b581ab4190bd4dfa09f4db8a8b49d1a958f6aa4940e", size = 240130, upload-time = "2025-10-06T05:37:15.781Z" }, + { url = "https://files.pythonhosted.org/packages/f8/d4/cd065cdcf21550b54f3ce6a22e143ac9e4836ca42a0de1022da8498eac89/frozenlist-1.8.0-cp314-cp314-manylinux2014_s390x.manylinux_2_17_s390x.manylinux_2_28_s390x.whl", hash = "sha256:54b2077180eb7f83dd52c40b2750d0a9f175e06a42e3213ce047219de902717a", size = 242845, upload-time = "2025-10-06T05:37:17.037Z" }, + { url = "https://files.pythonhosted.org/packages/62/c3/f57a5c8c70cd1ead3d5d5f776f89d33110b1addae0ab010ad774d9a44fb9/frozenlist-1.8.0-cp314-cp314-musllinux_1_2_aarch64.whl", hash = "sha256:2f05983daecab868a31e1da44462873306d3cbfd76d1f0b5b69c473d21dbb128", size = 229131, upload-time = "2025-10-06T05:37:18.221Z" }, + { url = "https://files.pythonhosted.org/packages/6c/52/232476fe9cb64f0742f3fde2b7d26c1dac18b6d62071c74d4ded55e0ef94/frozenlist-1.8.0-cp314-cp314-musllinux_1_2_armv7l.whl", hash = "sha256:33f48f51a446114bc5d251fb2954ab0164d5be02ad3382abcbfe07e2531d650f", size = 240542, upload-time = "2025-10-06T05:37:19.771Z" }, + { url = "https://files.pythonhosted.org/packages/5f/85/07bf3f5d0fb5414aee5f47d33c6f5c77bfe49aac680bfece33d4fdf6a246/frozenlist-1.8.0-cp314-cp314-musllinux_1_2_ppc64le.whl", hash = "sha256:154e55ec0655291b5dd1b8731c637ecdb50975a2ae70c606d100750a540082f7", size = 237308, upload-time = "2025-10-06T05:37:20.969Z" }, + { url = "https://files.pythonhosted.org/packages/11/99/ae3a33d5befd41ac0ca2cc7fd3aa707c9c324de2e89db0e0f45db9a64c26/frozenlist-1.8.0-cp314-cp314-musllinux_1_2_s390x.whl", hash = "sha256:4314debad13beb564b708b4a496020e5306c7333fa9a3ab90374169a20ffab30", size = 238210, upload-time = "2025-10-06T05:37:22.252Z" }, + { url = "https://files.pythonhosted.org/packages/b2/60/b1d2da22f4970e7a155f0adde9b1435712ece01b3cd45ba63702aea33938/frozenlist-1.8.0-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:073f8bf8becba60aa931eb3bc420b217bb7d5b8f4750e6f8b3be7f3da85d38b7", size = 231972, upload-time = "2025-10-06T05:37:23.5Z" }, + { url = "https://files.pythonhosted.org/packages/3f/ab/945b2f32de889993b9c9133216c068b7fcf257d8595a0ac420ac8677cab0/frozenlist-1.8.0-cp314-cp314-win32.whl", hash = "sha256:bac9c42ba2ac65ddc115d930c78d24ab8d4f465fd3fc473cdedfccadb9429806", size = 40536, upload-time = "2025-10-06T05:37:25.581Z" }, + { url = "https://files.pythonhosted.org/packages/59/ad/9caa9b9c836d9ad6f067157a531ac48b7d36499f5036d4141ce78c230b1b/frozenlist-1.8.0-cp314-cp314-win_amd64.whl", hash = "sha256:3e0761f4d1a44f1d1a47996511752cf3dcec5bbdd9cc2b4fe595caf97754b7a0", size = 44330, upload-time = "2025-10-06T05:37:26.928Z" }, + { url = "https://files.pythonhosted.org/packages/82/13/e6950121764f2676f43534c555249f57030150260aee9dcf7d64efda11dd/frozenlist-1.8.0-cp314-cp314-win_arm64.whl", hash = "sha256:d1eaff1d00c7751b7c6662e9c5ba6eb2c17a2306ba5e2a37f24ddf3cc953402b", size = 40627, upload-time = "2025-10-06T05:37:28.075Z" }, + { url = "https://files.pythonhosted.org/packages/c0/c7/43200656ecc4e02d3f8bc248df68256cd9572b3f0017f0a0c4e93440ae23/frozenlist-1.8.0-cp314-cp314t-macosx_10_13_universal2.whl", hash = "sha256:d3bb933317c52d7ea5004a1c442eef86f426886fba134ef8cf4226ea6ee1821d", size = 89238, upload-time = "2025-10-06T05:37:29.373Z" }, + { url = "https://files.pythonhosted.org/packages/d1/29/55c5f0689b9c0fb765055629f472c0de484dcaf0acee2f7707266ae3583c/frozenlist-1.8.0-cp314-cp314t-macosx_10_13_x86_64.whl", hash = "sha256:8009897cdef112072f93a0efdce29cd819e717fd2f649ee3016efd3cd885a7ed", size = 50738, upload-time = "2025-10-06T05:37:30.792Z" }, + { url = "https://files.pythonhosted.org/packages/ba/7d/b7282a445956506fa11da8c2db7d276adcbf2b17d8bb8407a47685263f90/frozenlist-1.8.0-cp314-cp314t-macosx_11_0_arm64.whl", hash = "sha256:2c5dcbbc55383e5883246d11fd179782a9d07a986c40f49abe89ddf865913930", size = 51739, upload-time = "2025-10-06T05:37:32.127Z" }, + { url = "https://files.pythonhosted.org/packages/62/1c/3d8622e60d0b767a5510d1d3cf21065b9db874696a51ea6d7a43180a259c/frozenlist-1.8.0-cp314-cp314t-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl", hash = "sha256:39ecbc32f1390387d2aa4f5a995e465e9e2f79ba3adcac92d68e3e0afae6657c", size = 284186, upload-time = "2025-10-06T05:37:33.21Z" }, + { url = "https://files.pythonhosted.org/packages/2d/14/aa36d5f85a89679a85a1d44cd7a6657e0b1c75f61e7cad987b203d2daca8/frozenlist-1.8.0-cp314-cp314t-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:92db2bf818d5cc8d9c1f1fc56b897662e24ea5adb36ad1f1d82875bd64e03c24", size = 292196, upload-time = "2025-10-06T05:37:36.107Z" }, + { url = "https://files.pythonhosted.org/packages/05/23/6bde59eb55abd407d34f77d39a5126fb7b4f109a3f611d3929f14b700c66/frozenlist-1.8.0-cp314-cp314t-manylinux2014_armv7l.manylinux_2_17_armv7l.manylinux_2_31_armv7l.whl", hash = "sha256:2dc43a022e555de94c3b68a4ef0b11c4f747d12c024a520c7101709a2144fb37", size = 273830, upload-time = "2025-10-06T05:37:37.663Z" }, + { url = "https://files.pythonhosted.org/packages/d2/3f/22cff331bfad7a8afa616289000ba793347fcd7bc275f3b28ecea2a27909/frozenlist-1.8.0-cp314-cp314t-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:cb89a7f2de3602cfed448095bab3f178399646ab7c61454315089787df07733a", size = 294289, upload-time = "2025-10-06T05:37:39.261Z" }, + { url = "https://files.pythonhosted.org/packages/a4/89/5b057c799de4838b6c69aa82b79705f2027615e01be996d2486a69ca99c4/frozenlist-1.8.0-cp314-cp314t-manylinux2014_s390x.manylinux_2_17_s390x.manylinux_2_28_s390x.whl", hash = "sha256:33139dc858c580ea50e7e60a1b0ea003efa1fd42e6ec7fdbad78fff65fad2fd2", size = 300318, upload-time = "2025-10-06T05:37:43.213Z" }, + { url = "https://files.pythonhosted.org/packages/30/de/2c22ab3eb2a8af6d69dc799e48455813bab3690c760de58e1bf43b36da3e/frozenlist-1.8.0-cp314-cp314t-musllinux_1_2_aarch64.whl", hash = "sha256:168c0969a329b416119507ba30b9ea13688fafffac1b7822802537569a1cb0ef", size = 282814, upload-time = "2025-10-06T05:37:45.337Z" }, + { url = "https://files.pythonhosted.org/packages/59/f7/970141a6a8dbd7f556d94977858cfb36fa9b66e0892c6dd780d2219d8cd8/frozenlist-1.8.0-cp314-cp314t-musllinux_1_2_armv7l.whl", hash = "sha256:28bd570e8e189d7f7b001966435f9dac6718324b5be2990ac496cf1ea9ddb7fe", size = 291762, upload-time = "2025-10-06T05:37:46.657Z" }, + { url = "https://files.pythonhosted.org/packages/c1/15/ca1adae83a719f82df9116d66f5bb28bb95557b3951903d39135620ef157/frozenlist-1.8.0-cp314-cp314t-musllinux_1_2_ppc64le.whl", hash = "sha256:b2a095d45c5d46e5e79ba1e5b9cb787f541a8dee0433836cea4b96a2c439dcd8", size = 289470, upload-time = "2025-10-06T05:37:47.946Z" }, + { url = "https://files.pythonhosted.org/packages/ac/83/dca6dc53bf657d371fbc88ddeb21b79891e747189c5de990b9dfff2ccba1/frozenlist-1.8.0-cp314-cp314t-musllinux_1_2_s390x.whl", hash = "sha256:eab8145831a0d56ec9c4139b6c3e594c7a83c2c8be25d5bcf2d86136a532287a", size = 289042, upload-time = "2025-10-06T05:37:49.499Z" }, + { url = "https://files.pythonhosted.org/packages/96/52/abddd34ca99be142f354398700536c5bd315880ed0a213812bc491cff5e4/frozenlist-1.8.0-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:974b28cf63cc99dfb2188d8d222bc6843656188164848c4f679e63dae4b0708e", size = 283148, upload-time = "2025-10-06T05:37:50.745Z" }, + { url = "https://files.pythonhosted.org/packages/af/d3/76bd4ed4317e7119c2b7f57c3f6934aba26d277acc6309f873341640e21f/frozenlist-1.8.0-cp314-cp314t-win32.whl", hash = "sha256:342c97bf697ac5480c0a7ec73cd700ecfa5a8a40ac923bd035484616efecc2df", size = 44676, upload-time = "2025-10-06T05:37:52.222Z" }, + { url = "https://files.pythonhosted.org/packages/89/76/c615883b7b521ead2944bb3480398cbb07e12b7b4e4d073d3752eb721558/frozenlist-1.8.0-cp314-cp314t-win_amd64.whl", hash = "sha256:06be8f67f39c8b1dc671f5d83aaefd3358ae5cdcf8314552c57e7ed3e6475bdd", size = 49451, upload-time = "2025-10-06T05:37:53.425Z" }, + { url = "https://files.pythonhosted.org/packages/e0/a3/5982da14e113d07b325230f95060e2169f5311b1017ea8af2a29b374c289/frozenlist-1.8.0-cp314-cp314t-win_arm64.whl", hash = "sha256:102e6314ca4da683dca92e3b1355490fed5f313b768500084fbe6371fddfdb79", size = 42507, upload-time = "2025-10-06T05:37:54.513Z" }, + { url = "https://files.pythonhosted.org/packages/9a/9a/e35b4a917281c0b8419d4207f4334c8e8c5dbf4f3f5f9ada73958d937dcc/frozenlist-1.8.0-py3-none-any.whl", hash = "sha256:0c18a16eab41e82c295618a77502e17b195883241c563b00f0aa5106fc4eaa0d", size = 13409, upload-time = "2025-10-06T05:38:16.721Z" }, +] + +[[package]] +name = "gitdb" +version = "4.0.12" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "smmap" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/72/94/63b0fc47eb32792c7ba1fe1b694daec9a63620db1e313033d18140c2320a/gitdb-4.0.12.tar.gz", hash = "sha256:5ef71f855d191a3326fcfbc0d5da835f26b13fbcba60c32c21091c349ffdb571", size = 394684, upload-time = "2025-01-02T07:20:46.413Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/a0/61/5c78b91c3143ed5c14207f463aecfc8f9dbb5092fb2869baf37c273b2705/gitdb-4.0.12-py3-none-any.whl", hash = "sha256:67073e15955400952c6565cc3e707c554a4eea2e428946f7a4c162fab9bd9bcf", size = 62794, upload-time = "2025-01-02T07:20:43.624Z" }, +] + +[[package]] +name = "gitpython" +version = "3.1.62" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "gitdb" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/e0/db/3ca813cbacb23ab6fe46ff38a9b5ef8e73e970c8051f2ce903aacafe0446/gitpython-3.1.62.tar.gz", hash = "sha256:1791de66309bc0c7cfca40bf8d2e3de7ca091cbf94e6051be1ad0722c61062af", size = 231728, upload-time = "2026-09-07T02:57:21.155Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/d6/0b/29d7965215f8ef830a7ca1f42997fe13e5693d85e9edb18f938d063ef5f2/gitpython-3.1.62-py3-none-any.whl", hash = "sha256:7002251225e10e29d2e1f49e6532613fe5d5d9f0b6f1f02997a52b38fe56899e", size = 222753, upload-time = "2026-09-07T02:57:19.762Z" }, +] + +[[package]] +name = "google-auth" +version = "2.58.0" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "cryptography" }, + { name = "pyasn1-modules" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/ac/ca/f398a483ce5aad18ca2f735646e45ccee2439bd94a41a4ad0cfa646bd495/google_auth-2.58.0.tar.gz", hash = "sha256:55e30cf15e737de92c5323d78cda8a83fcd57e7ffbaf900c4600039fd60a80fd", size = 380018, upload-time = "2026-09-09T20:49:38.043Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/59/13/477d90d09591b3938b45c4e11f4d8a51291682112cb5efcac961e815d562/google_auth-2.58.0-py3-none-any.whl", hash = "sha256:8a9c4645bb4c8e91668fb1934b95ae6a8687084232753639220ba9bf04a1610d", size = 262404, upload-time = "2026-09-09T20:49:33.951Z" }, +] + +[[package]] +name = "graphene" +version = "3.4.3" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "graphql-core" }, + { name = "graphql-relay" }, + { name = "python-dateutil" }, + { name = "typing-extensions" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/cc/f6/bf62ff950c317ed03e77f3f6ddd7e34aaa98fe89d79ebd660c55343d8054/graphene-3.4.3.tar.gz", hash = "sha256:2a3786948ce75fe7e078443d37f609cbe5bb36ad8d6b828740ad3b95ed1a0aaa", size = 44739, upload-time = "2024-11-09T20:44:25.757Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/66/e0/61d8e98007182e6b2aca7cf65904721fb2e4bce0192272ab9cb6f69d8812/graphene-3.4.3-py2.py3-none-any.whl", hash = "sha256:820db6289754c181007a150db1f7fff544b94142b556d12e3ebc777a7bf36c71", size = 114894, upload-time = "2024-11-09T20:44:23.851Z" }, +] + +[[package]] +name = "graphql-core" +version = "3.2.12" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/11/7f/671c1046fe72ba5b62be2de3979ea9e61cb3dba8f1edfb880b811f8bdf8b/graphql_core-3.2.12.tar.gz", hash = "sha256:4579094d5fc8a1a59555a9b18e51b320779d9bbc63e2302c519af0c4919d9543", size = 531478, upload-time = "2026-08-27T20:25:48.607Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/4e/b6/304c572e79b9e82982dbd5091e26a89f5018e565868091d804c2142f6ba5/graphql_core-3.2.12-py3-none-any.whl", hash = "sha256:3d8f104532070485e13caa4092c1e71cda2ba6cffd96e98f285111ee10ed1e51", size = 216042, upload-time = "2026-08-27T20:25:47.234Z" }, +] + +[[package]] +name = "graphql-relay" +version = "3.2.0" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "graphql-core" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/d1/13/98fbf8d67552f102488ffc16c6f559ce71ea15f6294728d33928ab5ff14d/graphql-relay-3.2.0.tar.gz", hash = "sha256:1ff1c51298356e481a0be009ccdff249832ce53f30559c1338f22a0e0d17250c", size = 50027, upload-time = "2022-04-16T11:03:45.447Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/74/16/a4cf06adbc711bd364a73ce043b0b08d8fa5aae3df11b6ee4248bcdad2e0/graphql_relay-3.2.0-py3-none-any.whl", hash = "sha256:c9b22bd28b170ba1fe674c74384a8ff30a76c8e26f88ac3aa1584dd3179953e5", size = 16940, upload-time = "2022-04-16T11:03:43.895Z" }, +] + +[[package]] +name = "greenlet" +version = "3.5.6" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/3e/6e/0091f175ccd02b02bc8811bbcbcc6ac2e980be116e3b2f7a736ca322bf84/greenlet-3.5.6.tar.gz", hash = "sha256:8e67c43bdfc88d5fee6db0d3e40175b362fc95fb85f0412d233b9b203c53a575", size = 207653, upload-time = "2026-09-14T15:42:51.806Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/66/c0/d254544ae2b8bdd311aef000fafc02828c2771b17d994b3075620ea7cc6e/greenlet-3.5.6-cp314-cp314-macosx_11_0_universal2.whl", hash = "sha256:8cddea1b8339451c2fb3388e138347b6126744f33b611bdb55b7357361cfef46", size = 295221, upload-time = "2026-09-14T14:25:11.583Z" }, + { url = "https://files.pythonhosted.org/packages/18/18/eb54be16b9cc3971e09ca5b73334e1b8c804a4630d9addaaf218a4fe300f/greenlet-3.5.6-cp314-cp314-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:c59acfa8eb73a1e0d484392dc002bdf001fd4ce73394e0132df3d1ab6093d7cb", size = 660992, upload-time = "2026-09-14T15:12:04.876Z" }, + { url = "https://files.pythonhosted.org/packages/8f/b4/e193efe65671dcf294bc51fcc59efb52d154adf8612c4ea016da0d2c486c/greenlet-3.5.6-cp314-cp314-manylinux_2_24_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:a3b4a01c6da07ef9f80d4fe8933b994bc99747bcea3eab0330a9c34d3c12655b", size = 673428, upload-time = "2026-09-14T15:20:45.756Z" }, + { url = "https://files.pythonhosted.org/packages/45/ac/28fa7a9e50f2859466214c4ac584d776db52c1604ad4dd158960a5af2a1f/greenlet-3.5.6-cp314-cp314-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:9a09d59bef1db94f384b5bcc2d523694d338f3df6b757aeeaf7baca5d0c0be88", size = 670773, upload-time = "2026-09-14T14:36:02.577Z" }, + { url = "https://files.pythonhosted.org/packages/c3/cd/fb7d6cdd86ff3427c1494854f0e35437eba05142be91f530f6da75e09e19/greenlet-3.5.6-cp314-cp314-musllinux_1_2_aarch64.whl", hash = "sha256:8b7c73d1cef3d9ae963e9ff03f6222df43efbb9054ffd2f1969c935b7fc84c02", size = 1631900, upload-time = "2026-09-14T15:10:09.745Z" }, + { url = "https://files.pythonhosted.org/packages/f6/40/143bdbb20a516628cb15074ae52ed17d850b450292609c7a6fccac6dbece/greenlet-3.5.6-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:8b27df301f56e3b3d2298095c8f7d6b68f2521f6b1693e901fa039bdbae34424", size = 1693740, upload-time = "2026-09-14T14:35:52.959Z" }, + { url = "https://files.pythonhosted.org/packages/c9/9e/019642432e6ae283301df1361227d47610709d2dc69a38f95edef266d713/greenlet-3.5.6-cp314-cp314-win_amd64.whl", hash = "sha256:f8f0bd690e1a41294ac87905e8121c81a3761ec2583c768f13467428606c8c7a", size = 327473, upload-time = "2026-09-14T14:28:12.948Z" }, + { url = "https://files.pythonhosted.org/packages/e9/7f/8aafc7bf70c948786dba7221d0dc0838e5329bebc6d434ef2208b4f0e760/greenlet-3.5.6-cp314-cp314-win_arm64.whl", hash = "sha256:8cda13494d86a4f12429641117cb6ac4bbbc9c30a33f711f7d3a2e5fbe4b0b7e", size = 311095, upload-time = "2026-09-14T14:28:00.7Z" }, + { url = "https://files.pythonhosted.org/packages/14/7e/7a205688a5b3074933b18a906608d46d106e9a79d776bdab5a4abf4b4feb/greenlet-3.5.6-cp314-cp314t-macosx_11_0_universal2.whl", hash = "sha256:97c5a53e8c1754df58e73f047a99e287d4da1bdfe64b0072fb25c87000897951", size = 305352, upload-time = "2026-09-14T14:21:31.962Z" }, + { url = "https://files.pythonhosted.org/packages/78/cb/9c4a57a9d9dd0256e20b8f7f4f06554c2c92badebf0ab73ce344321b78b9/greenlet-3.5.6-cp314-cp314t-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:fea4427d1ffdb3b523d7daa6712038428a4c16c450b9777bdd1221cfee0eab49", size = 672671, upload-time = "2026-09-14T15:12:06.347Z" }, + { url = "https://files.pythonhosted.org/packages/97/52/c6729681ebbd298f4decd28746815acc8a0b0a0fde21d2df33776fd4d042/greenlet-3.5.6-cp314-cp314t-manylinux_2_24_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:73a29b5ba642e35433166a03a3e02935e7238c4b3467fbd77523b99edea23e5b", size = 679489, upload-time = "2026-09-14T15:20:47.291Z" }, + { url = "https://files.pythonhosted.org/packages/58/c5/2b6c721ba8b8963da42d5a0f57f25b8aaeb1fe9bdd156875e57f3be648a2/greenlet-3.5.6-cp314-cp314t-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:460e70b033aba8ed47e2ac9b5d0d2157b05a34fbfa30a241400aef4118902cdc", size = 676608, upload-time = "2026-09-14T14:36:03.959Z" }, + { url = "https://files.pythonhosted.org/packages/b2/04/0d018e0d05bcdde19a0fcb907834155f1fc853a9bedd3f3f5e6acadcae19/greenlet-3.5.6-cp314-cp314t-musllinux_1_2_aarch64.whl", hash = "sha256:ca80a49b53ed1d22f7282da7255f7bb2fd1935fd0f623d8613fda38745f18961", size = 1641479, upload-time = "2026-09-14T15:10:11.216Z" }, + { url = "https://files.pythonhosted.org/packages/59/bb/f02ef9073919158f6403fe3701d4ed4403d646720e7201dfc6e9d264bac3/greenlet-3.5.6-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:916f92f2a8db10508f739d0b5e00b83defe5d1115a997c54532a6d7cf8c95404", size = 1698758, upload-time = "2026-09-14T14:35:54.336Z" }, + { url = "https://files.pythonhosted.org/packages/08/a5/1f48fe647473a2dcccfd1839b2ff2c78eb57009be776b4da071e901c9bff/greenlet-3.5.6-cp314-cp314t-win_amd64.whl", hash = "sha256:886bcf1870af74c32bc310fd00a6b803445e17e51b7d5a107c7b35c0f362cc16", size = 331574, upload-time = "2026-09-14T14:27:18.451Z" }, +] + +[[package]] +name = "gunicorn" +version = "26.2.0" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/d9/8a/e4ef6ee11701b6cd64702848415ffb69eeff85cb388a3c6c7fe86f22f3f8/gunicorn-26.2.0.tar.gz", hash = "sha256:62b864895d9ebff0b2f9867ba04fe811c93121596540830c9c916d0769668447", size = 787921, upload-time = "2026-08-24T15:05:59.3Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/fe/85/7522a52e5e2f42faf1a129113ab63e548c42e103e9af395b7bfe65e403e2/gunicorn-26.2.0-py3-none-any.whl", hash = "sha256:bd249d0b3f7972f7432f0a6b6ff3b3ee2d129f70cd1ff6c09a9dd9e29a2b88e3", size = 228389, upload-time = "2026-08-24T15:05:57.67Z" }, +] + +[[package]] +name = "h11" +version = "0.16.0" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/01/ee/02a2c011bdab74c6fb3c75474d40b3052059d95df7e73351460c8588d963/h11-0.16.0.tar.gz", hash = "sha256:4e35b956cf45792e4caa5885e69fba00bdbc6ffafbfa020300e549b208ee5ff1", size = 101250, upload-time = "2025-04-24T03:35:25.427Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/04/4b/29cac41a4d98d144bf5f6d33995617b185d14b22401f75ca86f384e87ff1/h11-0.16.0-py3-none-any.whl", hash = "sha256:63cf8bbe7522de3bf65932fda1d9c2772064ffb3dae62d55932da54b31cb6c86", size = 37515, upload-time = "2025-04-24T03:35:24.344Z" }, +] + +[[package]] +name = "huey" +version = "3.4.0" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/57/25/1281d8f3febc30b5facbfc5e4163447241711591c094dac642d32c827eb0/huey-3.4.0.tar.gz", hash = "sha256:ac9b02e741f13da4092ea19bcaafc73669e97d3153914d2fed2868df144f6dfa", size = 630013, upload-time = "2026-09-04T02:04:34.521Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/57/31/cee585bd4d1e39947a426a6736f4e17d22b454952370fb9cf48eb3103085/huey-3.4.0-py3-none-any.whl", hash = "sha256:d0580762397744026f83baae5f2b97a62474a62b8565ac75bbafefe72f9c784f", size = 136493, upload-time = "2026-09-04T02:04:32.848Z" }, +] + +[[package]] +name = "idna" +version = "3.19" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/5f/f7/abb373e5757eaec4b922b92f97ec8d6d7e057cf06778247604fbc4e7c3f3/idna-3.19.tar.gz", hash = "sha256:5e0811a4383b21dc5838069f801c4fb62113b7447663d2530d2bd6e77b49bf15", size = 215237, upload-time = "2026-08-18T05:14:24.27Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/57/b0/0e52c878c53f245edd3a11020f20979b3f490f245af532c7cae3027754b5/idna-3.19-py3-none-any.whl", hash = "sha256:815e7be7a7806d54abb586dc943addc79e8b2ee16915059658cbeff4b1b43bf4", size = 68550, upload-time = "2026-08-18T05:14:22.343Z" }, +] + +[[package]] +name = "importlib-metadata" +version = "9.0.1" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "zipp" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/6f/7e/1e7e8dc30634b93ebb3d58a3dea569ad146e656218d3960ab04f62047b29/importlib_metadata-9.0.1.tar.gz", hash = "sha256:ab830580bc0ef3db61ce8fae716389e5462b67e033018bab6d8f80ef17172f99", size = 59124, upload-time = "2026-08-28T15:30:34.646Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/b3/55/ecca97ae19075f1fac62def77731e7f535e6c1fb8f92ff08160c5e6dade8/importlib_metadata-9.0.1-py3-none-any.whl", hash = "sha256:bba5600596a7e21f3eef53281cf28d6a5195634d2f2b78ff9501a3272c6eaab0", size = 27920, upload-time = "2026-08-28T15:30:33.433Z" }, +] + +[[package]] +name = "iniconfig" +version = "2.3.0" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/72/34/14ca021ce8e5dfedc35312d08ba8bf51fdd999c576889fc2c24cb97f4f10/iniconfig-2.3.0.tar.gz", hash = "sha256:c76315c77db068650d49c5b56314774a7804df16fee4402c1f19d6d15d8c4730", size = 20503, upload-time = "2025-10-18T21:55:43.219Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/cb/b1/3846dd7f199d53cb17f49cba7e651e9ce294d8497c8c150530ed11865bb8/iniconfig-2.3.0-py3-none-any.whl", hash = "sha256:f631c04d2c48c52b84d0d0549c99ff3859c98df65b3101406327ecc7d53fbf12", size = 7484, upload-time = "2025-10-18T21:55:41.639Z" }, +] + +[[package]] +name = "itsdangerous" +version = "2.2.0" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/9c/cb/8ac0172223afbccb63986cc25049b154ecfb5e85932587206f42317be31d/itsdangerous-2.2.0.tar.gz", hash = "sha256:e0050c0b7da1eea53ffaf149c0cfbb5c6e2e2b69c4bef22c81fa6eb73e5f6173", size = 54410, upload-time = "2024-04-16T21:28:15.614Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/04/96/92447566d16df59b2a776c0fb82dbc4d9e07cd95062562af01e408583fc4/itsdangerous-2.2.0-py3-none-any.whl", hash = "sha256:c6242fc49e35958c8b15141343aa660db5fc54d4f13a1db01a3f5891b98700ef", size = 16234, upload-time = "2024-04-16T21:28:14.499Z" }, +] + +[[package]] +name = "jinja2" +version = "3.1.6" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "markupsafe" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/df/bf/f7da0350254c0ed7c72f3e33cef02e048281fec7ecec5f032d4aac52226b/jinja2-3.1.6.tar.gz", hash = "sha256:0137fb05990d35f1275a587e9aee6d56da821fc83491a0fb838183be43f66d6d", size = 245115, upload-time = "2025-03-05T20:05:02.478Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/62/a1/3d680cbfd5f4b8f15abc1d571870c5fc3e594bb582bc3b64ea099db13e56/jinja2-3.1.6-py3-none-any.whl", hash = "sha256:85ece4451f492d0c13c5dd7c13a64681a86afae63a5f347908daf103ce6d2f67", size = 134899, upload-time = "2025-03-05T20:05:00.369Z" }, +] + +[[package]] +name = "joblib" +version = "1.6.0" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "cloudpickle" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/d5/1d/537ab090f302b838943a1b56497dd53059b9a9b46a074936470173a2e207/joblib-1.6.0.tar.gz", hash = "sha256:2ccc96785b12046c08fd6d55839c12857831b54a3c1673ffadd2f04bfc4eda03", size = 327903, upload-time = "2026-08-31T09:39:04.122Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/18/53/84099323c2ec4be98d935f63c033ac4151ee83836ca1050ede3b3aadf155/joblib-1.6.0-py3-none-any.whl", hash = "sha256:3dbbf9f6e4b592a2357b854608e980fe6390d131d7a82f011a377ef2ebef7aba", size = 306115, upload-time = "2026-08-31T09:39:02.298Z" }, +] + +[[package]] +name = "kiwisolver" +version = "1.5.1" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/ba/07/bd78e6a8fae171ea041ef5bba3ed21a003522fa088834b069b1909981f30/kiwisolver-1.5.1.tar.gz", hash = "sha256:f1303ef2eec81262a4b708c3e858afe58d7c75ad91c1c05266eda7673369859a", size = 104395, upload-time = "2026-08-28T10:28:27.153Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/dd/87/2d5dfad0daf17dcc18d98c48ed2332fc3f051cf599e60be6182a30dd4cf1/kiwisolver-1.5.1-cp314-cp314-ios_13_0_arm64_iphoneos.whl", hash = "sha256:0324cd2567259b7a095f6cf18a52b0ffc6f3de9e69528ff1bc0e7a37bd43ff1a", size = 62337, upload-time = "2026-08-28T10:26:18.778Z" }, + { url = "https://files.pythonhosted.org/packages/08/c8/83e1624f15d6262b470dbcc80b09979fd4d5b2ea3ddfc6b6e3327e235726/kiwisolver-1.5.1-cp314-cp314-ios_13_0_arm64_iphonesimulator.whl", hash = "sha256:74ea337e0ec3f6f342a36a4f1b5cd94dd9affddcd28ba9aae2905af932ee8c6b", size = 64513, upload-time = "2026-08-28T10:26:19.909Z" }, + { url = "https://files.pythonhosted.org/packages/c9/2d/827ec30eb07f528c08d8459ffb318ae91a56d793ee8acbea8b491f0ff906/kiwisolver-1.5.1-cp314-cp314-ios_13_0_x86_64_iphonesimulator.whl", hash = "sha256:ee9df1f0d77b9c6e94f4ac0fec533fbddd5ea3a327807f18d7b069ae019ded80", size = 66287, upload-time = "2026-08-28T10:26:21.078Z" }, + { url = "https://files.pythonhosted.org/packages/53/11/5c43a562529dad8def4b81e5e1877c612a7e0298105a5939b3b409d2079c/kiwisolver-1.5.1-cp314-cp314-macosx_10_15_universal2.whl", hash = "sha256:fc271a6f0a2126958f4090e5507b9da5848927dae331f8f763bd4aa642b3d2cd", size = 123940, upload-time = "2026-08-28T10:26:22.475Z" }, + { url = "https://files.pythonhosted.org/packages/64/db/9bd6c505c95128c258a55236bfbb3a7a3fb6023f863316b6d7d9f3c69052/kiwisolver-1.5.1-cp314-cp314-macosx_10_15_x86_64.whl", hash = "sha256:9b3092d8992a1d69b7a59c3e39f35e1b9be327a17f68a7c35fc17329e337d6f2", size = 66493, upload-time = "2026-08-28T10:26:23.743Z" }, + { url = "https://files.pythonhosted.org/packages/e1/f4/b3007a3ed5c9be73f81161140684cf7d9bdb9c4b632f5f484d2a1c713fb9/kiwisolver-1.5.1-cp314-cp314-macosx_11_0_arm64.whl", hash = "sha256:c2306e8bb53601979fcb3fa09cc65e031876d9ae01eff2fcbcd7a84ef94d5bc1", size = 64720, upload-time = "2026-08-28T10:26:24.95Z" }, + { url = "https://files.pythonhosted.org/packages/a1/13/08188f0cafa3a800403e4ff62b9aad4e7a17f9c4c7e080dc8f18c64794cf/kiwisolver-1.5.1-cp314-cp314-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:18a0cfb124546a4c2e6087c5f3029c7f44b37c85b142e0ced71f73a7599ac208", size = 1475867, upload-time = "2026-08-28T10:26:26.393Z" }, + { url = "https://files.pythonhosted.org/packages/8a/3e/053bdc3c9abdb8f2606225eda398adca25c0c91ab90add8222a69db65ee0/kiwisolver-1.5.1-cp314-cp314-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:34ec467940442c9943016fb2d4c81d1ba84351eeca2f1a78f8bc87f1ba0d414c", size = 1282865, upload-time = "2026-08-28T10:26:28.118Z" }, + { url = "https://files.pythonhosted.org/packages/5e/64/a44c341b36b610588cc2f1e89b3cae072a3119aa8be578e90987cd640751/kiwisolver-1.5.1-cp314-cp314-manylinux_2_24_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:a83ee7107df13abe42a54a6654670eef9bb39425cf2e27f65e0007465e1286ab", size = 1300865, upload-time = "2026-08-28T10:26:30.125Z" }, + { url = "https://files.pythonhosted.org/packages/60/5e/7e7d716dca38c714478b741257a5b4a321d9932b8d851551a136dcaf3984/kiwisolver-1.5.1-cp314-cp314-manylinux_2_24_s390x.manylinux_2_28_s390x.whl", hash = "sha256:bebb89489b279b2f5661bbbb2abcc87bcd4a46607bb4a5c966f04f1db6b8df9a", size = 1348071, upload-time = "2026-08-28T10:26:31.829Z" }, + { url = "https://files.pythonhosted.org/packages/10/1a/2b98fdda8bf45b7be317e48ed12393d44334394d315c74b81f4a14c0e31b/kiwisolver-1.5.1-cp314-cp314-manylinux_2_39_riscv64.whl", hash = "sha256:509735237ae0d849e8a843551d423d2500d2e0a9ac1611a145658b29c0fb9f85", size = 992191, upload-time = "2026-08-28T10:26:33.544Z" }, + { url = "https://files.pythonhosted.org/packages/b6/55/d893f5ede0e50f9e3fcf01f6015f42ec7d9cd221e26772701fe4a98745f9/kiwisolver-1.5.1-cp314-cp314-musllinux_1_2_aarch64.whl", hash = "sha256:824c3d763a05ea9e9003610145186b0e9848c7584a5575c79bac5a8e7cd80bad", size = 2233854, upload-time = "2026-08-28T10:26:35.282Z" }, + { url = "https://files.pythonhosted.org/packages/b1/82/f85f6279555a6ee1639fef7bfe83adb037a03e11a6fc9eaa54b8d0380339/kiwisolver-1.5.1-cp314-cp314-musllinux_1_2_ppc64le.whl", hash = "sha256:1fff05e239575b1481b6ed1a782f6fad616efbf1f0b1f44e6e85c4dfe426e483", size = 2330621, upload-time = "2026-08-28T10:26:36.9Z" }, + { url = "https://files.pythonhosted.org/packages/56/31/e11aea078f66fc2fffcc179d38ca90d9da97652a241b64519169742ba46a/kiwisolver-1.5.1-cp314-cp314-musllinux_1_2_riscv64.whl", hash = "sha256:0627b9bceb9c3cdcf12b8a18655eedfed2692b038df27423383c120d0b7dc2d6", size = 1982848, upload-time = "2026-08-28T10:26:39.01Z" }, + { url = "https://files.pythonhosted.org/packages/af/ea/2956b63bf5140ca46aa2c2818e6aa03e2d5754dd2fa41db1c6b28922940c/kiwisolver-1.5.1-cp314-cp314-musllinux_1_2_s390x.whl", hash = "sha256:8a708a47ade1fe19e8371d5da076bac0dd4b0a5a7985ad6c637f7f7e361b6baa", size = 2494850, upload-time = "2026-08-28T10:26:40.837Z" }, + { url = "https://files.pythonhosted.org/packages/11/d1/3829542258d8b3fc0898d221e7ef0e2c83eca0d348709bb8dbe54f3d4005/kiwisolver-1.5.1-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:007a5553dfc4f4e8d184f588a0200e2cd4b63a59cc8796df3c39909e679dc7a0", size = 2298067, upload-time = "2026-08-28T10:26:42.803Z" }, + { url = "https://files.pythonhosted.org/packages/4e/0e/49522e1ab5788cbaf63a26fbd3b851f9028616828c961b8a31b35cb96df8/kiwisolver-1.5.1-cp314-cp314-win_amd64.whl", hash = "sha256:f4167e87b397f273dc2356fcf1eaf50a6bac51e6105f45103ef7129c8efb0255", size = 72282, upload-time = "2026-08-28T10:26:44.268Z" }, + { url = "https://files.pythonhosted.org/packages/f5/b6/22e7ca5315d363e6f81c9f37c9472e12e7b298731e77c0428e6a911a2c39/kiwisolver-1.5.1-cp314-cp314-win_arm64.whl", hash = "sha256:5c490db2168a508088f59140dd392556a54b8bd1048fc6383c8baff13c359673", size = 69855, upload-time = "2026-08-28T10:26:45.725Z" }, + { url = "https://files.pythonhosted.org/packages/30/8c/03a9cfbe871964c8758a816eb03ac96c806da2795a9a7cd9bf9648bfb594/kiwisolver-1.5.1-cp314-cp314t-macosx_10_15_universal2.whl", hash = "sha256:4d4ca09bf13cff792b1884f64b98ee6c2467930d632233be25c56b442d99f10e", size = 126289, upload-time = "2026-08-28T10:26:47.023Z" }, + { url = "https://files.pythonhosted.org/packages/f2/e3/14ce3041ca79dff9c9d884ca00c7bf32374e76028a865a9ecd99b4f5a517/kiwisolver-1.5.1-cp314-cp314t-macosx_10_15_x86_64.whl", hash = "sha256:44b8faef94f1857e77fa0238f3390ff1ac51d2ea20a487e2e452a59fd2b5f5ca", size = 67709, upload-time = "2026-08-28T10:26:48.268Z" }, + { url = "https://files.pythonhosted.org/packages/af/c4/45030471a66ec8ef042e9f96ffe1d522c9ab12da180186a0898966fc1385/kiwisolver-1.5.1-cp314-cp314t-macosx_11_0_arm64.whl", hash = "sha256:2ae70bc59790d2af72a3f76f24b272403e135070340281108b447cb77ea70819", size = 65909, upload-time = "2026-08-28T10:26:49.523Z" }, + { url = "https://files.pythonhosted.org/packages/42/73/17dce073a6ae259bb32cf9d686c4079d2e538868bc45967462bf33df914a/kiwisolver-1.5.1-cp314-cp314t-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:43844c1a7ad6d723d5b5b4c4fc7f5bd399c40e288120d16257c7c9e8765c6e85", size = 1584907, upload-time = "2026-08-28T10:26:50.933Z" }, + { url = "https://files.pythonhosted.org/packages/8c/84/ae3c75909f507283cbfcc7e916c7e822579ef962020b97e6882b27b4478f/kiwisolver-1.5.1-cp314-cp314t-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:22d5e5aaad6be121f2515765e3b1c444352cb8eb4c86510801db8f2e50757316", size = 1392474, upload-time = "2026-08-28T10:26:52.638Z" }, + { url = "https://files.pythonhosted.org/packages/34/31/8bcc83caad5bce8fa4577152389848bf6bc110e51e573a2b4e7c2aa34c89/kiwisolver-1.5.1-cp314-cp314t-manylinux_2_24_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:3fa5855898f6d3d01b72ccd48a2d65cbdee301251603fefe34e2025bddba219c", size = 1405246, upload-time = "2026-08-28T10:26:54.248Z" }, + { url = "https://files.pythonhosted.org/packages/55/72/220345537d790cf4ae54f8acfff4b5cc2468e0702a384d651cf7a771c63e/kiwisolver-1.5.1-cp314-cp314t-manylinux_2_24_s390x.manylinux_2_28_s390x.whl", hash = "sha256:d66a64dd5dec136040ec2ae94aa026a912ee60fdd45bc28d3db30037fd809e88", size = 1456099, upload-time = "2026-08-28T10:26:56.042Z" }, + { url = "https://files.pythonhosted.org/packages/cd/10/3725fd2398f66d18c34b4e0f81a8d03764cd4f4f089f58a527f0b4428086/kiwisolver-1.5.1-cp314-cp314t-manylinux_2_39_riscv64.whl", hash = "sha256:9e51c119992ea8820706871c30a4642ec76de20ae82f9b50b9a45517d8e9f810", size = 1073695, upload-time = "2026-08-28T10:26:57.658Z" }, + { url = "https://files.pythonhosted.org/packages/86/cb/28d6e09e66b93e4588b2e6b7d84d020ccefea09e2f4de788510a07efeab7/kiwisolver-1.5.1-cp314-cp314t-musllinux_1_2_aarch64.whl", hash = "sha256:70ed9a45c7484d2b30cdacf60d220f494a1763b9fec1ad03285c6553fa0889f2", size = 2335355, upload-time = "2026-08-28T10:26:59.202Z" }, + { url = "https://files.pythonhosted.org/packages/6a/b3/a0f31d5e4e40af7dc97c36b8a74fdd3a36cf3c8bbd098da9a23466ff6a94/kiwisolver-1.5.1-cp314-cp314t-musllinux_1_2_ppc64le.whl", hash = "sha256:98b208a7cc42c803445ef551d6753cc42a5ea13e9cab1ee66cd8b9cb70195330", size = 2426524, upload-time = "2026-08-28T10:27:01.181Z" }, + { url = "https://files.pythonhosted.org/packages/2f/c9/728f63bd58c72cafdc79fc306abeeac7391bec03b757a48dadeb30906521/kiwisolver-1.5.1-cp314-cp314t-musllinux_1_2_riscv64.whl", hash = "sha256:c6834b92dd2428e2dd85ef3d85f723d3c12f20aaf43a2ddd4f944ca25d833408", size = 2063430, upload-time = "2026-08-28T10:27:03.06Z" }, + { url = "https://files.pythonhosted.org/packages/84/df/ce188b96f92f9a2c958231da140768918cba53c9713dc887b82f85462118/kiwisolver-1.5.1-cp314-cp314t-musllinux_1_2_s390x.whl", hash = "sha256:5d142e352eb13facc7dd047489aebdff6ba78576c239f1ea04931979caaf0567", size = 2597513, upload-time = "2026-08-28T10:27:05.072Z" }, + { url = "https://files.pythonhosted.org/packages/69/d6/76947c8203768968382e5bd74d9cc95654746703a61ea53015f2c74a2e06/kiwisolver-1.5.1-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:f9b1c4900736e489a812c529100de4b8fb617d4db075e931e213c57424b83d9b", size = 2394488, upload-time = "2026-08-28T10:27:07.423Z" }, + { url = "https://files.pythonhosted.org/packages/e4/d4/14b21e4eb203c4d15425e8b6a2c625a320b4a1f2f7557eead63ffc30ffb7/kiwisolver-1.5.1-cp314-cp314t-win_amd64.whl", hash = "sha256:5978c3340f16a35c30f8ab2fa7bcf559973c55f1a5ef6970e1f621acf3c4db13", size = 75404, upload-time = "2026-08-28T10:27:08.892Z" }, + { url = "https://files.pythonhosted.org/packages/cb/f5/53157899fc7f45f76421b77b99eb1639dd0f83f26ff9d76300c96bb4a3b0/kiwisolver-1.5.1-cp314-cp314t-win_arm64.whl", hash = "sha256:ca307d6c259e5c98d3cb9ade55342b47a6839762caf2536f3d7b46ee660cc82e", size = 72946, upload-time = "2026-08-28T10:27:10.944Z" }, +] + +[[package]] +name = "librt" +version = "0.15.0" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/36/9b/356320fbae2ac8467e21c5e73e1389c80468e4998c62cc7d3536cc51b614/librt-0.15.0.tar.gz", hash = "sha256:4e66cbe84437497d951b799d3e1551291b6fb3d643820a7014b3655d57a59162", size = 214338, upload-time = "2026-08-07T10:49:42.663Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/a8/93/949053fb462eecc4a9a5ee770a81f4b40be7b79538b245545d4aebc6b58b/librt-0.15.0-cp314-cp314-macosx_10_15_x86_64.whl", hash = "sha256:f5de7feedc56337a088eb15cd9fafa9938367362221d8cc62c642b7f94821993", size = 149833, upload-time = "2026-08-07T10:47:39.86Z" }, + { url = "https://files.pythonhosted.org/packages/61/ca/8281aa6cd560a3420e4497729f6b704b53be3eeaaef82d5aeadddaf7441f/librt-0.15.0-cp314-cp314-macosx_11_0_arm64.whl", hash = "sha256:6c0eb900c0e91f4aebe680845242e614f1864edfd44106380d0752ac29522bf8", size = 154088, upload-time = "2026-08-07T10:47:41.065Z" }, + { url = "https://files.pythonhosted.org/packages/dd/02/1a1662dceaba6a086360891448d5ce9a7d3555976cae59a31a39d744b9c7/librt-0.15.0-cp314-cp314-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:e8c9a650a188e38bac005048cbe6342e81407782944d01934540ab75e417df21", size = 494215, upload-time = "2026-08-07T10:47:42.388Z" }, + { url = "https://files.pythonhosted.org/packages/69/84/99211619dc656370a3740c33d2b0b6d5a3fb1e73689314f6ed477a397dc4/librt-0.15.0-cp314-cp314-manylinux2014_i686.manylinux_2_17_i686.manylinux_2_28_i686.whl", hash = "sha256:92bfed8deec93df30286b9fe9e3b1dd17329cc076a192b4ee5ec223841d54953", size = 491173, upload-time = "2026-08-07T10:47:43.683Z" }, + { url = "https://files.pythonhosted.org/packages/d4/aa/5448d0b05f4579b635d3899176817ebf561af0e57bacd425b5b1887264c1/librt-0.15.0-cp314-cp314-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:ec4b19788f835711a2072f9dbe6b03b3bf32ed1f0fb30cf399bdd59d9f0c33fa", size = 505512, upload-time = "2026-08-07T10:47:45.314Z" }, + { url = "https://files.pythonhosted.org/packages/95/82/01940e40b83c43a546c4a3c896cf34ca272a9690899d55914e4827b3dcce/librt-0.15.0-cp314-cp314-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:d4c7bacb70930f3d0a56f4ecf1be474a1f0d941b01dd73b756f3c256d42cb879", size = 523073, upload-time = "2026-08-07T10:47:46.66Z" }, + { url = "https://files.pythonhosted.org/packages/88/fa/759c0030f3ee371439eb26de34fc745807caf0abb878af7af4b8b7c3dd3d/librt-0.15.0-cp314-cp314-manylinux_2_34_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:3e79f05e4a08b4d880342673312bbc895b56df7765605796f15902eb5367d3ae", size = 515080, upload-time = "2026-08-07T10:47:48.319Z" }, + { url = "https://files.pythonhosted.org/packages/0b/27/894e072228fcb159703c655da69f8cd10dbed489c36e3df7dd032a2483be/librt-0.15.0-cp314-cp314-musllinux_1_2_aarch64.whl", hash = "sha256:a417149c0cba4d50b61e992e5a15e69eaf96746609b461cc4ed168aeef6b79dd", size = 534164, upload-time = "2026-08-07T10:47:49.875Z" }, + { url = "https://files.pythonhosted.org/packages/98/a3/0078e91c1f36f8815db17827de15650b9a3fe56c55fbf998c854b34e40d3/librt-0.15.0-cp314-cp314-musllinux_1_2_i686.whl", hash = "sha256:da7a94d6a3411f579d72aa3e3bc5fbca7ed4549f3dbd7e5de3aa567333374285", size = 540616, upload-time = "2026-08-07T10:47:51.408Z" }, + { url = "https://files.pythonhosted.org/packages/86/33/81a29b796dd52a45e9ef7974c7732926e8f10f15b8d2be505665979f896d/librt-0.15.0-cp314-cp314-musllinux_1_2_ppc64le.whl", hash = "sha256:856f743ae607f2c1380eccb566c0038a9fb3eabf0fc2be2704d76d9f73557239", size = 545890, upload-time = "2026-08-07T10:47:52.818Z" }, + { url = "https://files.pythonhosted.org/packages/05/82/8be1baa1350e5d30cfd70ae79d0a6f4dc5862ef47f7bb2808aabc9bb86e5/librt-0.15.0-cp314-cp314-musllinux_1_2_riscv64.whl", hash = "sha256:779a6e7c894737e5983e7790a9c78c4000c30e23c9aada08081bdbea53b0fa60", size = 523287, upload-time = "2026-08-07T10:47:54.165Z" }, + { url = "https://files.pythonhosted.org/packages/c6/4f/d1be6a01a35c20ef734e0e44113f87d4af756a9354a89dcfbe3b4f8af5e1/librt-0.15.0-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:96bb17dbe8bab3c0954fbebfc69ed395599de75b6bbc35e3270a878e15d4dd65", size = 565868, upload-time = "2026-08-07T10:47:55.566Z" }, + { url = "https://files.pythonhosted.org/packages/67/88/649cfa33f5825927b160610f670bdab012a64d627eddb94fa795ea4292fd/librt-0.15.0-cp314-cp314-pyemscripten_2026_0_wasm32.whl", hash = "sha256:7220697efaa6e5348fc3d18ee7f8563d4bfecd9872b37ffb915bfc1d08840622", size = 81619, upload-time = "2026-08-07T10:47:56.886Z" }, + { url = "https://files.pythonhosted.org/packages/22/31/8e88a8d5e48fc8d1a817787fb6811dfff6499acd6c8683dd83934aa6ede0/librt-0.15.0-cp314-cp314-win32.whl", hash = "sha256:f54598964d357b1c5ab77cf5d92f21e598fe0e23cdbe9618480807f81b4eba15", size = 100138, upload-time = "2026-08-07T10:47:58.093Z" }, + { url = "https://files.pythonhosted.org/packages/80/92/20fd6c4b6a1b1a564b076d55cd3d427d8428217d7638dc25a654cc4791d4/librt-0.15.0-cp314-cp314-win_amd64.whl", hash = "sha256:3ff5893a2c23d886aa9ce786de5ac6ddc74aeeaf90743682b74d920e117d2e28", size = 121258, upload-time = "2026-08-07T10:47:59.564Z" }, + { url = "https://files.pythonhosted.org/packages/fc/28/6af430b44d9ebb897b865a3c363b6dcace51357be2347cc0f8f869656a86/librt-0.15.0-cp314-cp314-win_arm64.whl", hash = "sha256:3722a099730704c9a3d70c879fc0f51daec25fe5f1555672d97bc595abeafb95", size = 106467, upload-time = "2026-08-07T10:48:01.097Z" }, + { url = "https://files.pythonhosted.org/packages/7e/aa/b42bb798942ced219f6d63b27e07f91237887a8d0bd0921666db79a13790/librt-0.15.0-cp314-cp314t-macosx_10_15_x86_64.whl", hash = "sha256:38c0c7d4b6fc06c3324b3f9162c8391bfc4fd9dde53afe1033ce7edb48d5a714", size = 159523, upload-time = "2026-08-07T10:48:02.442Z" }, + { url = "https://files.pythonhosted.org/packages/75/03/1b53cd4ef904e73b1d828a5f90143bf94a2967d7cfff0b9ccf93e12aa9b4/librt-0.15.0-cp314-cp314t-macosx_11_0_arm64.whl", hash = "sha256:8b2fdd7ead3c995c37940a790690660d0ca006c302db26cc51933f6766866fc3", size = 161638, upload-time = "2026-08-07T10:48:03.725Z" }, + { url = "https://files.pythonhosted.org/packages/ac/c4/9f9c9fba097d49e9e694c2b4dc331df31884645ecbc58a93b4b5fc69d2c5/librt-0.15.0-cp314-cp314t-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:2fde98cf1fc4bac144ce23c2c4c017b924ba714509ea9334977b0b27050c837d", size = 701795, upload-time = "2026-08-07T10:48:05.135Z" }, + { url = "https://files.pythonhosted.org/packages/4c/05/0966840bda0380c8ae167b9043c6230202941cc90ea29c48e096964c765e/librt-0.15.0-cp314-cp314t-manylinux2014_i686.manylinux_2_17_i686.manylinux_2_28_i686.whl", hash = "sha256:e3b461183c5fa7681b48560f91515f53a953122fb30c71e07abc67d7ddf58c38", size = 682147, upload-time = "2026-08-07T10:48:06.555Z" }, + { url = "https://files.pythonhosted.org/packages/18/af/1c47ca573c30ea47d195aec26133af522fea1104afaace028d7b32247ea8/librt-0.15.0-cp314-cp314t-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:4bbcc257e3babea20a91715c361b24554ec4e8f51aa578568afc230799fe1a19", size = 696397, upload-time = "2026-08-07T10:48:08.03Z" }, + { url = "https://files.pythonhosted.org/packages/2e/0f/1aed6223d4f9f9d1171a8596ff100ea4c3f7699fea7a4ba657c3e60daa6c/librt-0.15.0-cp314-cp314t-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:b845b8d48088fad0cadc84be4b8fda63203be7e9237b71015b3925443c1f35ab", size = 722542, upload-time = "2026-08-07T10:48:09.569Z" }, + { url = "https://files.pythonhosted.org/packages/c6/22/9e3a929aea456c97d69e6ef3884efea56d4807f97399471cc946baebd8af/librt-0.15.0-cp314-cp314t-manylinux_2_34_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:b30e600e8f337b9bd7f39b86d9fdfedc73cc46e3d0f745931a23a234220bb7e2", size = 729709, upload-time = "2026-08-07T10:48:11.129Z" }, + { url = "https://files.pythonhosted.org/packages/e9/1b/c327ef6018e3a9ca0b8e7c5eddeeb331ba8f9b76c24e126d37d0f6d62faf/librt-0.15.0-cp314-cp314t-musllinux_1_2_aarch64.whl", hash = "sha256:64b0c8c35aa4c4ed79896359f3e0b285cbe4e610042106500da4811c322cc108", size = 752891, upload-time = "2026-08-07T10:48:12.558Z" }, + { url = "https://files.pythonhosted.org/packages/d7/d1/d5f1ea02c56930087009e39db9b70660a663e76c730b27b925d786718457/librt-0.15.0-cp314-cp314t-musllinux_1_2_i686.whl", hash = "sha256:0da0d94cb802f32a0524653e7201f2cef72d5f700a5407678f5290483d4fcd08", size = 745301, upload-time = "2026-08-07T10:48:14.55Z" }, + { url = "https://files.pythonhosted.org/packages/d9/3c/5f7c585d15ebb2250c73e7c0ee4e9e47be72c65d520c07ddbcdc62037674/librt-0.15.0-cp314-cp314t-musllinux_1_2_ppc64le.whl", hash = "sha256:4a6369168d371207339b1e50d4532b06a7121586141f82599505a3f315751d47", size = 747921, upload-time = "2026-08-07T10:48:16.453Z" }, + { url = "https://files.pythonhosted.org/packages/7f/52/1443a446486eba966bcbca1696b472e4f210320ec42f490a47f48fbf0fdc/librt-0.15.0-cp314-cp314t-musllinux_1_2_riscv64.whl", hash = "sha256:c434e072557ade9cbc642d052c89d031efe47d5c9614523619d0d74a02378e81", size = 727561, upload-time = "2026-08-07T10:48:18.089Z" }, + { url = "https://files.pythonhosted.org/packages/79/91/2270a9380f11725cf83ce1925a5e32dd1dde2be9bba597f25c10a38644e7/librt-0.15.0-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:c7eec6a42018bc1d45763b1c162d3d2bf7c3b9a1b0ed30d3e91dcba390efefcc", size = 774417, upload-time = "2026-08-07T10:48:19.611Z" }, + { url = "https://files.pythonhosted.org/packages/9e/3b/f4b1548d4f5b99186737fe27aec238e9823e8d5d23bf4df007c030689dc5/librt-0.15.0-cp314-cp314t-win32.whl", hash = "sha256:6912fa5e635d74529ac7cdb1bdf6ca3af4453da8d1edbe0110ee1cb4ad407ebf", size = 104381, upload-time = "2026-08-07T10:48:21.048Z" }, + { url = "https://files.pythonhosted.org/packages/80/b6/134afad262def1de04c0843c376d02135f1168af43f22e09a52bd8394727/librt-0.15.0-cp314-cp314t-win_amd64.whl", hash = "sha256:8e11699ed745931c395acd3621b07062e0f840efa6935aad87a64ed0995f0915", size = 127034, upload-time = "2026-08-07T10:48:22.561Z" }, + { url = "https://files.pythonhosted.org/packages/99/5f/1b6846b20572bd699c9e9ec321a5f781845bee477df2aa2a43b28bc40119/librt-0.15.0-cp314-cp314t-win_arm64.whl", hash = "sha256:5d2a91724463bfed4f573cd7a9fdc856d2e230d0c0e5a61416a93481dccd8605", size = 110827, upload-time = "2026-08-07T10:48:23.804Z" }, +] + +[[package]] +name = "lightgbm" +version = "4.7.0" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "narwhals" }, + { name = "numpy" }, + { name = "scipy" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/63/8e/4db5e29290d7e619c307fdb8dab0a0514090af2ce3ec483050e024ec6126/lightgbm-4.7.0.tar.gz", hash = "sha256:f8e20f682c9aabd000bcf4a7ed8aa6f473c1adfecccae34ec24e823d156f4af0", size = 1792896, upload-time = "2026-07-18T21:00:56.139Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/cd/05/7213965863cba1ed0150ad045bceed6276a1afaaaedbaeff4699ec4f0ccb/lightgbm-4.7.0-py3-none-macosx_10_15_x86_64.whl", hash = "sha256:dfc1cfe8e760387be1e7ba7a214688be21fdff96e4ed9749188f83e1877c2477", size = 1877851, upload-time = "2026-07-18T21:00:35.225Z" }, + { url = "https://files.pythonhosted.org/packages/b2/86/f4fe714f2e0bf3941705a20d7f6849dc476276d71236e82ea6b0d6539b86/lightgbm-4.7.0-py3-none-macosx_12_0_arm64.whl", hash = "sha256:129535462686f274df179133643118c5c5c5667167fe6c3a28d955f0b3c8e868", size = 1498914, upload-time = "2026-07-18T21:00:36.549Z" }, + { url = "https://files.pythonhosted.org/packages/c6/a3/b29580948b92e8c2f84dea70118ac702ff067dc52ec4ffb5d73c953536a5/lightgbm-4.7.0-py3-none-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:d4529acec5c6fefe4768302a529707d0ead90f6a6f42df694b856212e09695b8", size = 3349492, upload-time = "2026-07-18T21:00:37.943Z" }, + { url = "https://files.pythonhosted.org/packages/15/eb/837ea3b40cc36e22eeebb9785c01e42b2c255d033eea1d2d9ee8e2540e55/lightgbm-4.7.0-py3-none-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:d23e922acd891e77212e4d0fbcee9ba973c96dee479491341d05ba595357ebb7", size = 3476028, upload-time = "2026-07-18T21:00:39.331Z" }, + { url = "https://files.pythonhosted.org/packages/d5/0b/c5c17d862b12ce292f24cd85d40f2f8f8981668fbdbd43fdc2625eccbc79/lightgbm-4.7.0-py3-none-win_amd64.whl", hash = "sha256:f42d1e5b32b6f170e606d7c689c6165671da98d7bf37f1addec2623efc8740c9", size = 1360833, upload-time = "2026-07-18T21:00:40.865Z" }, +] + +[[package]] +name = "mako" +version = "1.4.1" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "markupsafe" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/2a/12/b5fa2353e2754cd67fb9f83793fa48ff42c213a5da7e719869d2301f6ab8/mako-1.4.1.tar.gz", hash = "sha256:d7904710b662996425a21627710c4777c45053146942cf8a7aebf757c92b8c27", size = 410165, upload-time = "2026-08-05T06:10:56.611Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/a5/54/12ed58d458474aaab5c3d180173e745a4fe131bb330370596876d19ff60f/mako-1.4.1-py3-none-any.whl", hash = "sha256:a359d9a94a541213958742b2698d0a7757bb83551767bc468a74b9905aba9617", size = 80010, upload-time = "2026-08-05T06:10:58.248Z" }, +] + +[[package]] +name = "markupsafe" +version = "3.0.3" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/7e/99/7690b6d4034fffd95959cbe0c02de8deb3098cc577c67bb6a24fe5d7caa7/markupsafe-3.0.3.tar.gz", hash = "sha256:722695808f4b6457b320fdc131280796bdceb04ab50fe1795cd540799ebe1698", size = 80313, upload-time = "2025-09-27T18:37:40.426Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/33/8a/8e42d4838cd89b7dde187011e97fe6c3af66d8c044997d2183fbd6d31352/markupsafe-3.0.3-cp314-cp314-macosx_10_13_x86_64.whl", hash = "sha256:eaa9599de571d72e2daf60164784109f19978b327a3910d3e9de8c97b5b70cfe", size = 11619, upload-time = "2025-09-27T18:37:06.342Z" }, + { url = "https://files.pythonhosted.org/packages/b5/64/7660f8a4a8e53c924d0fa05dc3a55c9cee10bbd82b11c5afb27d44b096ce/markupsafe-3.0.3-cp314-cp314-macosx_11_0_arm64.whl", hash = "sha256:c47a551199eb8eb2121d4f0f15ae0f923d31350ab9280078d1e5f12b249e0026", size = 12029, upload-time = "2025-09-27T18:37:07.213Z" }, + { url = "https://files.pythonhosted.org/packages/da/ef/e648bfd021127bef5fa12e1720ffed0c6cbb8310c8d9bea7266337ff06de/markupsafe-3.0.3-cp314-cp314-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:f34c41761022dd093b4b6896d4810782ffbabe30f2d443ff5f083e0cbbb8c737", size = 24408, upload-time = "2025-09-27T18:37:09.572Z" }, + { url = "https://files.pythonhosted.org/packages/41/3c/a36c2450754618e62008bf7435ccb0f88053e07592e6028a34776213d877/markupsafe-3.0.3-cp314-cp314-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:457a69a9577064c05a97c41f4e65148652db078a3a509039e64d3467b9e7ef97", size = 23005, upload-time = "2025-09-27T18:37:10.58Z" }, + { url = "https://files.pythonhosted.org/packages/bc/20/b7fdf89a8456b099837cd1dc21974632a02a999ec9bf7ca3e490aacd98e7/markupsafe-3.0.3-cp314-cp314-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:e8afc3f2ccfa24215f8cb28dcf43f0113ac3c37c2f0f0806d8c70e4228c5cf4d", size = 22048, upload-time = "2025-09-27T18:37:11.547Z" }, + { url = "https://files.pythonhosted.org/packages/9a/a7/591f592afdc734f47db08a75793a55d7fbcc6902a723ae4cfbab61010cc5/markupsafe-3.0.3-cp314-cp314-musllinux_1_2_aarch64.whl", hash = "sha256:ec15a59cf5af7be74194f7ab02d0f59a62bdcf1a537677ce67a2537c9b87fcda", size = 23821, upload-time = "2025-09-27T18:37:12.48Z" }, + { url = "https://files.pythonhosted.org/packages/7d/33/45b24e4f44195b26521bc6f1a82197118f74df348556594bd2262bda1038/markupsafe-3.0.3-cp314-cp314-musllinux_1_2_riscv64.whl", hash = "sha256:0eb9ff8191e8498cca014656ae6b8d61f39da5f95b488805da4bb029cccbfbaf", size = 21606, upload-time = "2025-09-27T18:37:13.485Z" }, + { url = "https://files.pythonhosted.org/packages/ff/0e/53dfaca23a69fbfbbf17a4b64072090e70717344c52eaaaa9c5ddff1e5f0/markupsafe-3.0.3-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:2713baf880df847f2bece4230d4d094280f4e67b1e813eec43b4c0e144a34ffe", size = 23043, upload-time = "2025-09-27T18:37:14.408Z" }, + { url = "https://files.pythonhosted.org/packages/46/11/f333a06fc16236d5238bfe74daccbca41459dcd8d1fa952e8fbd5dccfb70/markupsafe-3.0.3-cp314-cp314-win32.whl", hash = "sha256:729586769a26dbceff69f7a7dbbf59ab6572b99d94576a5592625d5b411576b9", size = 14747, upload-time = "2025-09-27T18:37:15.36Z" }, + { url = "https://files.pythonhosted.org/packages/28/52/182836104b33b444e400b14f797212f720cbc9ed6ba34c800639d154e821/markupsafe-3.0.3-cp314-cp314-win_amd64.whl", hash = "sha256:bdc919ead48f234740ad807933cdf545180bfbe9342c2bb451556db2ed958581", size = 15341, upload-time = "2025-09-27T18:37:16.496Z" }, + { url = "https://files.pythonhosted.org/packages/6f/18/acf23e91bd94fd7b3031558b1f013adfa21a8e407a3fdb32745538730382/markupsafe-3.0.3-cp314-cp314-win_arm64.whl", hash = "sha256:5a7d5dc5140555cf21a6fefbdbf8723f06fcd2f63ef108f2854de715e4422cb4", size = 14073, upload-time = "2025-09-27T18:37:17.476Z" }, + { url = "https://files.pythonhosted.org/packages/3c/f0/57689aa4076e1b43b15fdfa646b04653969d50cf30c32a102762be2485da/markupsafe-3.0.3-cp314-cp314t-macosx_10_13_x86_64.whl", hash = "sha256:1353ef0c1b138e1907ae78e2f6c63ff67501122006b0f9abad68fda5f4ffc6ab", size = 11661, upload-time = "2025-09-27T18:37:18.453Z" }, + { url = "https://files.pythonhosted.org/packages/89/c3/2e67a7ca217c6912985ec766c6393b636fb0c2344443ff9d91404dc4c79f/markupsafe-3.0.3-cp314-cp314t-macosx_11_0_arm64.whl", hash = "sha256:1085e7fbddd3be5f89cc898938f42c0b3c711fdcb37d75221de2666af647c175", size = 12069, upload-time = "2025-09-27T18:37:19.332Z" }, + { url = "https://files.pythonhosted.org/packages/f0/00/be561dce4e6ca66b15276e184ce4b8aec61fe83662cce2f7d72bd3249d28/markupsafe-3.0.3-cp314-cp314t-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:1b52b4fb9df4eb9ae465f8d0c228a00624de2334f216f178a995ccdcf82c4634", size = 25670, upload-time = "2025-09-27T18:37:20.245Z" }, + { url = "https://files.pythonhosted.org/packages/50/09/c419f6f5a92e5fadde27efd190eca90f05e1261b10dbd8cbcb39cd8ea1dc/markupsafe-3.0.3-cp314-cp314t-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:fed51ac40f757d41b7c48425901843666a6677e3e8eb0abcff09e4ba6e664f50", size = 23598, upload-time = "2025-09-27T18:37:21.177Z" }, + { url = "https://files.pythonhosted.org/packages/22/44/a0681611106e0b2921b3033fc19bc53323e0b50bc70cffdd19f7d679bb66/markupsafe-3.0.3-cp314-cp314t-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:f190daf01f13c72eac4efd5c430a8de82489d9cff23c364c3ea822545032993e", size = 23261, upload-time = "2025-09-27T18:37:22.167Z" }, + { url = "https://files.pythonhosted.org/packages/5f/57/1b0b3f100259dc9fffe780cfb60d4be71375510e435efec3d116b6436d43/markupsafe-3.0.3-cp314-cp314t-musllinux_1_2_aarch64.whl", hash = "sha256:e56b7d45a839a697b5eb268c82a71bd8c7f6c94d6fd50c3d577fa39a9f1409f5", size = 24835, upload-time = "2025-09-27T18:37:23.296Z" }, + { url = "https://files.pythonhosted.org/packages/26/6a/4bf6d0c97c4920f1597cc14dd720705eca0bf7c787aebc6bb4d1bead5388/markupsafe-3.0.3-cp314-cp314t-musllinux_1_2_riscv64.whl", hash = "sha256:f3e98bb3798ead92273dc0e5fd0f31ade220f59a266ffd8a4f6065e0a3ce0523", size = 22733, upload-time = "2025-09-27T18:37:24.237Z" }, + { url = "https://files.pythonhosted.org/packages/14/c7/ca723101509b518797fedc2fdf79ba57f886b4aca8a7d31857ba3ee8281f/markupsafe-3.0.3-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:5678211cb9333a6468fb8d8be0305520aa073f50d17f089b5b4b477ea6e67fdc", size = 23672, upload-time = "2025-09-27T18:37:25.271Z" }, + { url = "https://files.pythonhosted.org/packages/fb/df/5bd7a48c256faecd1d36edc13133e51397e41b73bb77e1a69deab746ebac/markupsafe-3.0.3-cp314-cp314t-win32.whl", hash = "sha256:915c04ba3851909ce68ccc2b8e2cd691618c4dc4c4232fb7982bca3f41fd8c3d", size = 14819, upload-time = "2025-09-27T18:37:26.285Z" }, + { url = "https://files.pythonhosted.org/packages/1a/8a/0402ba61a2f16038b48b39bccca271134be00c5c9f0f623208399333c448/markupsafe-3.0.3-cp314-cp314t-win_amd64.whl", hash = "sha256:4faffd047e07c38848ce017e8725090413cd80cbc23d86e55c587bf979e579c9", size = 15426, upload-time = "2025-09-27T18:37:27.316Z" }, + { url = "https://files.pythonhosted.org/packages/70/bc/6f1c2f612465f5fa89b95bead1f44dcb607670fd42891d8fdcd5d039f4f4/markupsafe-3.0.3-cp314-cp314t-win_arm64.whl", hash = "sha256:32001d6a8fc98c8cb5c947787c5d08b0a50663d139f1305bac5885d98d9b40fa", size = 14146, upload-time = "2025-09-27T18:37:28.327Z" }, +] + +[[package]] +name = "matplotlib" +version = "3.11.2" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "contourpy" }, + { name = "cycler" }, + { name = "fonttools" }, + { name = "kiwisolver" }, + { name = "numpy" }, + { name = "packaging" }, + { name = "pillow" }, + { name = "pyparsing" }, + { name = "python-dateutil" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/e7/c8/9aa712a0afb882649424dd8de8ad9aa6235e796e84c6052e8f6dc1598d0d/matplotlib-3.11.2.tar.gz", hash = "sha256:cec596316640f2b394b8f0daa0ea61a8eae82d017b620b9f202befb972a59ea4", size = 32660610, upload-time = "2026-09-11T19:05:31.214Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/54/b4/4facdb700bc236e4c676495ca3798d8134ab8668cbfe0f6b2e9ebf962a38/matplotlib-3.11.2-cp314-cp314-macosx_10_15_x86_64.whl", hash = "sha256:c9721f81275499da1feeb36a2cf8192ea086283b3bd16b7dc4c9d7aedb7396d6", size = 9478976, upload-time = "2026-09-11T19:04:00.12Z" }, + { url = "https://files.pythonhosted.org/packages/4c/a0/bba05f0a25bfeb0475c2f2a87958b31103aa6b7a5386017afb1a96212825/matplotlib-3.11.2-cp314-cp314-macosx_11_0_arm64.whl", hash = "sha256:1a3040b209f3968b4e84161df7b174f07a9fad33b0f2d7e48ea3bbd3075e2863", size = 9307932, upload-time = "2026-09-11T19:04:02.976Z" }, + { url = "https://files.pythonhosted.org/packages/d4/42/81d5cba4bb39b41b0998efc880e129f2d7cdb94256ca49678fdcd9c21be5/matplotlib-3.11.2-cp314-cp314-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:bf3fe71fbfb8ec0e310e0bc8537c3405a01f38f25f9394ed2135e6202fed542b", size = 10674370, upload-time = "2026-09-11T19:04:06.912Z" }, + { url = "https://files.pythonhosted.org/packages/29/5e/52f56f93d5b20815ee0ae352f7a38eff25580edb180b4fa7df87cfeba68f/matplotlib-3.11.2-cp314-cp314-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:8c8255de28f986d935a64c9ca71c0ec2d2f41d355691f5ea684725dc91413f71", size = 10954597, upload-time = "2026-09-11T19:04:09.948Z" }, + { url = "https://files.pythonhosted.org/packages/6e/ae/f8918a1b564db49c53cd603eb3c8748c5767e4ce0fb2cf1d7c38653e4c5d/matplotlib-3.11.2-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:a8756cc73d9af9a7fe0deb54ea2e75ef73b01d9e575877e72acad5458e660943", size = 10812583, upload-time = "2026-09-11T19:04:12.887Z" }, + { url = "https://files.pythonhosted.org/packages/ea/61/4315ef0d63937fe56f451887b4a0be3b8e8b22cf1d92a8d157caac54570d/matplotlib-3.11.2-cp314-cp314-win_amd64.whl", hash = "sha256:ecea603dd2fbf8242fd31a305a8b12a4ece2de28096870c65fdd0d1e35b8d9a6", size = 9505972, upload-time = "2026-09-11T19:04:15.788Z" }, + { url = "https://files.pythonhosted.org/packages/d5/00/02398b0a1a62ef73d9af0a957fe1773363eec9a6ca7e433c72ae2790fbce/matplotlib-3.11.2-cp314-cp314-win_arm64.whl", hash = "sha256:01dc8eaaab5a9fce9ff615eca82345728f289e4715b186ee10c6d85272fc26bb", size = 9184534, upload-time = "2026-09-11T19:04:18.691Z" }, + { url = "https://files.pythonhosted.org/packages/ec/c5/1e6ca10baa7e04f113c37856aadb4adc3dbb1c55fc7da6dc830bba1292d7/matplotlib-3.11.2-cp314-cp314t-macosx_10_15_x86_64.whl", hash = "sha256:79a258f58253dfa025af80a9e9bb228d75fced007f0e93ae7423fefbde81a74d", size = 9526415, upload-time = "2026-09-11T19:04:21.39Z" }, + { url = "https://files.pythonhosted.org/packages/e0/93/7561727af07ccc84747953c6a33eee3981cc436d04f465032e707ca0e429/matplotlib-3.11.2-cp314-cp314t-macosx_11_0_arm64.whl", hash = "sha256:c0b83f044ce10a98027b105b3931548719a6e8c7ef986b4362651e0b5367c8dc", size = 9361064, upload-time = "2026-09-11T19:04:24.107Z" }, + { url = "https://files.pythonhosted.org/packages/c1/40/ce270ef2a6794d94a409fe28b8dabedffc07c07f9e5dbb89e0f605bd157d/matplotlib-3.11.2-cp314-cp314t-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:e43b188f0a5b75447bcc197728258166aa64365770ed1caa36595a5e1ca4bbba", size = 10684626, upload-time = "2026-09-11T19:04:27.201Z" }, + { url = "https://files.pythonhosted.org/packages/45/46/396e0307dbf1c1f2d0a3654caa6dbc780dd5379f5f11257369cf8d21d9fe/matplotlib-3.11.2-cp314-cp314t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:d3304eb5a59442a8867f6920d484591c0fa09ffc29e9260be2feec3351e25869", size = 10960602, upload-time = "2026-09-11T19:04:30.254Z" }, + { url = "https://files.pythonhosted.org/packages/1c/97/4defb84695477340aa88b27c9482cc1ca4de11f36f66b6c8c0ddd685def1/matplotlib-3.11.2-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:02329432ae5c6af87cf208ee575b701d698bdf0b1a3bb28cc6d53c36e967e575", size = 10822603, upload-time = "2026-09-11T19:04:32.964Z" }, + { url = "https://files.pythonhosted.org/packages/7d/e7/eab54551c1ec6b72dcd678a078b6c6da8d4c85ec1ff0016e81fe52866304/matplotlib-3.11.2-cp314-cp314t-win_amd64.whl", hash = "sha256:f2ac30cf5eb5dff1b584627ae0b0e1186551a4f69ae3c75073911da497a29170", size = 9551206, upload-time = "2026-09-11T19:04:35.811Z" }, + { url = "https://files.pythonhosted.org/packages/4e/0e/04698032cb4d8fb1e30d8ffec5ded20f6f582b03c8c58b2385c95245f158/matplotlib-3.11.2-cp314-cp314t-win_arm64.whl", hash = "sha256:cf41ecd1b0c0b6f7177ed965a54c2afbe888715c7cf6054dc12d53bc1494002c", size = 9234977, upload-time = "2026-09-11T19:04:38.972Z" }, +] + +[[package]] +name = "mlflow" +version = "3.16.1" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "aiohttp" }, + { name = "alembic" }, + { name = "cryptography" }, + { name = "docker" }, + { name = "flask" }, + { name = "flask-cors" }, + { name = "graphene" }, + { name = "gunicorn", marker = "sys_platform != 'win32'" }, + { name = "huey" }, + { name = "matplotlib" }, + { name = "mlflow-skinny" }, + { name = "mlflow-tracing" }, + { name = "numpy" }, + { name = "pandas" }, + { name = "pyarrow" }, + { name = "scikit-learn" }, + { name = "scipy" }, + { name = "skops" }, + { name = "sqlalchemy" }, + { name = "waitress", marker = "sys_platform == 'win32'" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/65/30/a7105a50760f31aa5a6514e18d32e9087011c1bcb4ad56e0cfcc1e356f8c/mlflow-3.16.1.tar.gz", hash = "sha256:044bd17d49ed216d3e38a537436622154daa5197ea41c1f3dedf155cbd8f40c0", size = 10830822, upload-time = "2026-09-16T23:14:20.369Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/2a/37/5a0bffe04625c906be3c3482915ba0b9d824c48c53f8963cfdcfb9251547/mlflow-3.16.1-py3-none-any.whl", hash = "sha256:e4dfe69ceae31dfc7b8480e76ffe6a7f36752bdfac30e058e6430ade1fb5920b", size = 11650889, upload-time = "2026-09-16T23:14:16.557Z" }, +] + +[[package]] +name = "mlflow-skinny" +version = "3.16.1" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "anyio" }, + { name = "cachetools" }, + { name = "click" }, + { name = "cloudpickle" }, + { name = "databricks-sdk" }, + { name = "fastapi" }, + { name = "gitpython" }, + { name = "importlib-metadata" }, + { name = "opentelemetry-api" }, + { name = "opentelemetry-proto" }, + { name = "opentelemetry-sdk" }, + { name = "packaging" }, + { name = "protobuf" }, + { name = "pydantic" }, + { name = "python-dotenv" }, + { name = "pyyaml" }, + { name = "requests" }, + { name = "sqlparse" }, + { name = "starlette" }, + { name = "typing-extensions" }, + { name = "uvicorn" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/f6/21/5b8e556d3fc3030affe5d6b3ecf58d9dcc972c644ebf941d77bf8b4a5769/mlflow_skinny-3.16.1.tar.gz", hash = "sha256:7298b47942b1b0e826e02191653b8c203c3bb242fb699f8beec98e928dbec115", size = 3193879, upload-time = "2026-09-16T22:08:20.298Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/8a/f1/89f8a4386ddde208806b57f6dc8e89138e0b92ae667c0dfc5fc2d8a4d418/mlflow_skinny-3.16.1-py3-none-any.whl", hash = "sha256:41ec1697710b91d001f8951bdc2d00391a277065ed82268c81706238fa2b918e", size = 3797284, upload-time = "2026-09-16T22:08:18.176Z" }, +] + +[[package]] +name = "mlflow-tracing" +version = "3.16.1" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "cachetools" }, + { name = "databricks-sdk" }, + { name = "opentelemetry-api" }, + { name = "opentelemetry-proto" }, + { name = "opentelemetry-sdk" }, + { name = "packaging" }, + { name = "protobuf" }, + { name = "pydantic" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/88/62/64068c0d17a7ba479f4dadfa78b3e48921cde8d20878414e7a4a929e66c0/mlflow_tracing-3.16.1.tar.gz", hash = "sha256:315ba1ace00d43498da2ad2b2bbb751f3198d6f9cd328168dfeb49911df41925", size = 1525331, upload-time = "2026-09-16T22:40:58.167Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/00/8c/f40c01433254f49f3b18ef88a4eba481a73a29494f27c072fb7a53812a76/mlflow_tracing-3.16.1-py3-none-any.whl", hash = "sha256:b3ab97c7b4f919704e0cbe0653e6e9b89cf1f8a790f8bb1b4cf7f236df258e9e", size = 1812478, upload-time = "2026-09-16T22:40:56.332Z" }, +] + +[[package]] +name = "multidict" +version = "6.8.0" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/14/95/989c1b5ca17b72128661530cd6e351a0a83cda9a4d6c036e9ed976c18931/multidict-6.8.0.tar.gz", hash = "sha256:5cd4637ce76312ba1e05eb9c5193fec231f64fee0944e135fa1e951242355b37", size = 122412, upload-time = "2026-09-09T13:57:57.967Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/ab/85/153341590e233a967c1d6791a83402d01693dec0f4c1f695606ef16c7ed2/multidict-6.8.0-cp314-cp314-android_24_x86_64.whl", hash = "sha256:f8b09b25e0f4dc2ea9e2adbb1cc3ba11a94d6fa3dd978ae659c8743052e1afbc", size = 53758, upload-time = "2026-09-09T13:54:59.563Z" }, + { url = "https://files.pythonhosted.org/packages/fd/ff/44f72d516ece0398683ef52061797d83a74b16b8c1e4587408e97959d783/multidict-6.8.0-cp314-cp314-ios_13_0_arm64_iphoneos.whl", hash = "sha256:1f57c414be82490bc0e0305fdb834186229b2d9b6a35fa0afd1eb1a772d125ab", size = 47495, upload-time = "2026-09-09T13:55:01.382Z" }, + { url = "https://files.pythonhosted.org/packages/50/5f/6e118f761b024dd35d26c2fe7ba41572bb0e8ac5f8cfccbbcbc2ff76da4e/multidict-6.8.0-cp314-cp314-ios_13_0_arm64_iphonesimulator.whl", hash = "sha256:00be37bde741bf60871082cd347a093218c44886e99231b7516671c70f2c280d", size = 48540, upload-time = "2026-09-09T13:55:02.989Z" }, + { url = "https://files.pythonhosted.org/packages/e8/4b/3eed744491b32f0e318e7db89dc06858732362f706e8d045fa9ab51a343a/multidict-6.8.0-cp314-cp314-macosx_10_15_universal2.whl", hash = "sha256:e37b744849fb631bb52e3dadde35ffeee365a6c41cf71257b5b7acc9cd83fd38", size = 83130, upload-time = "2026-09-09T13:55:04.554Z" }, + { url = "https://files.pythonhosted.org/packages/6d/de/95c2c0ddcccb9a41ffbaa5df8ea059a8ff81916b7617a8847ecd89ed8061/multidict-6.8.0-cp314-cp314-macosx_10_15_x86_64.whl", hash = "sha256:c2b2a96cf1dd99fe7867be4c013314225f4d5786e6685906e29932d42aca6f11", size = 50574, upload-time = "2026-09-09T13:55:06.387Z" }, + { url = "https://files.pythonhosted.org/packages/f5/b7/f4f4989594f99bc121ad9277090c4e49819b08ab1a96e132b628a9e10b7d/multidict-6.8.0-cp314-cp314-macosx_11_0_arm64.whl", hash = "sha256:bea7df027015856ba5d0a88e3b4777ff8cb5c66b58fc108050fe79d4dd9d4d2d", size = 48786, upload-time = "2026-09-09T13:55:08.131Z" }, + { url = "https://files.pythonhosted.org/packages/b2/86/f1d86a0222f31fb3df8eef3d6c9abf7e8d65d49edd8d0d7e7afaf23d23cc/multidict-6.8.0-cp314-cp314-manylinux1_i686.manylinux_2_28_i686.manylinux_2_5_i686.whl", hash = "sha256:d3da668e903c934ed0b587ecacfed6901f6ae6384a6e975887592b61845e78bc", size = 276670, upload-time = "2026-09-09T13:55:09.803Z" }, + { url = "https://files.pythonhosted.org/packages/03/50/6945c50f86a978b2bcace9ca344165ff80883be47d984489bbba8fa0ab20/multidict-6.8.0-cp314-cp314-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:64eaeda36ee8d88f9e8616a587a8c66a663283cf6e0dcf013c1ddd8c758e4aef", size = 279339, upload-time = "2026-09-09T13:55:11.685Z" }, + { url = "https://files.pythonhosted.org/packages/ee/2c/e649889ba23fd1f4442a85427b99d9e6261226b2ac31914aa7f5b241d947/multidict-6.8.0-cp314-cp314-manylinux2014_armv7l.manylinux_2_17_armv7l.manylinux_2_31_armv7l.whl", hash = "sha256:ac746cb365bac1c462da9e3e6ab8904a8efe2217a56b0b2e3d9480f41d2b2602", size = 252549, upload-time = "2026-09-09T13:55:13.527Z" }, + { url = "https://files.pythonhosted.org/packages/e5/f8/1023b66e011b1395fb160dabb0f0608ef67e569f0bdb2c1d5ac9b2f2adc6/multidict-6.8.0-cp314-cp314-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:18f0e06360c3e451a3ab800355773c8d125a758238d780c800b0ee5e90ee903c", size = 286203, upload-time = "2026-09-09T13:55:15.19Z" }, + { url = "https://files.pythonhosted.org/packages/7e/6c/48aea545cbda6d0444848ec23d988c13b86538a00a1b7d3868cc2382ff94/multidict-6.8.0-cp314-cp314-manylinux2014_s390x.manylinux_2_17_s390x.manylinux_2_28_s390x.whl", hash = "sha256:69708fecaa88bcb2341397b49fc95057a835b02a3670c551b37f95dd79e64e3a", size = 285039, upload-time = "2026-09-09T13:55:16.928Z" }, + { url = "https://files.pythonhosted.org/packages/68/2a/066123b17291671bf67d2a5c65ee81a48de53913bd1b1578791519eacdb0/multidict-6.8.0-cp314-cp314-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:9606f583e7acaf61e7b3f56074e14037b9af7cb194590edfc0114b3ae5931ff7", size = 281075, upload-time = "2026-09-09T13:55:19.155Z" }, + { url = "https://files.pythonhosted.org/packages/47/20/4f0b2c485da2e8a659cc677717a3745872918c9c85064491a1ef75d7a3bf/multidict-6.8.0-cp314-cp314-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:1f66fe6a021173d0d47968491791966b9f3e6d61115f2491744aa0c07a6e67af", size = 250431, upload-time = "2026-09-09T13:55:21.07Z" }, + { url = "https://files.pythonhosted.org/packages/ff/c7/b9a288901577aa0b82c33c64d52246c88076d260ad7b6c16b021ca0f8e99/multidict-6.8.0-cp314-cp314-musllinux_1_2_aarch64.whl", hash = "sha256:be007d1aee2cbd530347dcafedb400891a3b5f1bd7135f95cf5d5b330b5219ee", size = 273891, upload-time = "2026-09-09T13:55:22.887Z" }, + { url = "https://files.pythonhosted.org/packages/da/51/0ba50cab2cfd067988de2abb73f23076ac727fe18d03f1368a59def64727/multidict-6.8.0-cp314-cp314-musllinux_1_2_armv7l.whl", hash = "sha256:8457aff3c12a89a8e1c4674de5c777857fbc429f40fe117a3d29538547cbc364", size = 265262, upload-time = "2026-09-09T13:55:24.77Z" }, + { url = "https://files.pythonhosted.org/packages/0f/d6/e5be1117dbca6eb9ce231142b7e20599418bb3500147db51bf844ce8afcb/multidict-6.8.0-cp314-cp314-musllinux_1_2_i686.whl", hash = "sha256:95c27b4f3f04320fc44e338573f40c5c956b504a7fcf081a157fd0b02579311c", size = 278033, upload-time = "2026-09-09T13:55:26.67Z" }, + { url = "https://files.pythonhosted.org/packages/d2/28/cad0afaec3caa56ea2c1ceed43c164d62ad3e83e950daf0d0c87bcf9dca7/multidict-6.8.0-cp314-cp314-musllinux_1_2_ppc64le.whl", hash = "sha256:d244cf6b52b5ba1c34c3832f4652a668ebb36d95949b96eed9a1c54d916a90dd", size = 281717, upload-time = "2026-09-09T13:55:28.569Z" }, + { url = "https://files.pythonhosted.org/packages/c9/d2/025702df0b69b856db70a4d66f77622f51c3d99771ec9a07f3ca80f7e098/multidict-6.8.0-cp314-cp314-musllinux_1_2_riscv64.whl", hash = "sha256:5bbbb696c8024475b1877d14ce20d5f1cc05b8f6d786cea0fe3aa7fedc02e891", size = 247124, upload-time = "2026-09-09T13:55:30.497Z" }, + { url = "https://files.pythonhosted.org/packages/b4/96/9dddca563f06a921956389c0bc9b894355b98b0bdf62299e2560c50afb6d/multidict-6.8.0-cp314-cp314-musllinux_1_2_s390x.whl", hash = "sha256:cbd86f9787c5e2f5fd27d8b21458222f107347c6731c4e93dde68f554b466a2d", size = 275954, upload-time = "2026-09-09T13:55:32.57Z" }, + { url = "https://files.pythonhosted.org/packages/ec/91/8b2f1f2a774a955665f268340a2b59db7020c5f12baac02ae9ef1b1660cf/multidict-6.8.0-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:2f8a4b0b4d639d525928c7f30de527bfdf9ead6e44a5e8cb9c50aced5e4590cb", size = 275508, upload-time = "2026-09-09T13:55:34.368Z" }, + { url = "https://files.pythonhosted.org/packages/b6/1a/e2cabdfc0880a61a99d2b8bc361035036fb5a2c6af31ea3fa054ba1065c5/multidict-6.8.0-cp314-cp314-win32.whl", hash = "sha256:8890c89d662560e51c55ac1304d6f919b23942abe9ae1127cb1de9aa6132fa52", size = 46938, upload-time = "2026-09-09T13:55:36.057Z" }, + { url = "https://files.pythonhosted.org/packages/b9/7c/11234bcba62c22a58f2ba168499cfe3531f49de3edd5090d04a8c6cdc936/multidict-6.8.0-cp314-cp314-win_amd64.whl", hash = "sha256:45cc39ba50fb0754a4359b90f8229ae08598fe2266abe3521b4e5a9ba916534a", size = 50291, upload-time = "2026-09-09T13:55:37.698Z" }, + { url = "https://files.pythonhosted.org/packages/ab/61/793668439df924752a8137d6db0de97ed1add494779b01e4764dfc60571b/multidict-6.8.0-cp314-cp314-win_arm64.whl", hash = "sha256:d0264f8d5cb0a803f650a6a8572dfa0cd1e099a2234c588dc8fb220b415b865f", size = 47622, upload-time = "2026-09-09T13:55:39.335Z" }, + { url = "https://files.pythonhosted.org/packages/9c/b8/3c091b929e6b5b2f6e0eba2232178e76d4503c8b96b92dfc281ff1d823be/multidict-6.8.0-cp314-cp314t-macosx_10_15_universal2.whl", hash = "sha256:1969971900b0871530f9b62280dcc2d75688e74d2a69262bc01faf2b96c78f04", size = 88789, upload-time = "2026-09-09T13:55:41.086Z" }, + { url = "https://files.pythonhosted.org/packages/9e/d7/3df83fab22dd64615db71e3b3cc1346b581d1459719637ce52144f9f6558/multidict-6.8.0-cp314-cp314t-macosx_10_15_x86_64.whl", hash = "sha256:8180b635290a75af8478f1b3e9810135381ae24833293fe77b85c1c21ff842ab", size = 53399, upload-time = "2026-09-09T13:55:42.685Z" }, + { url = "https://files.pythonhosted.org/packages/2d/78/41bd04c04b0aed16540c4856c9e012afc1c254298da154398308df05e26a/multidict-6.8.0-cp314-cp314t-macosx_11_0_arm64.whl", hash = "sha256:4261863fc8b5ab1b815ede94e592e94c6af5b04616014929057e61859e7382a9", size = 51597, upload-time = "2026-09-09T13:55:44.569Z" }, + { url = "https://files.pythonhosted.org/packages/2f/6b/7bc4cdddf624e1e7e0231734b1331729ea46df10d7c8fd3fce79756e7d0e/multidict-6.8.0-cp314-cp314t-manylinux1_i686.manylinux_2_28_i686.manylinux_2_5_i686.whl", hash = "sha256:0b143d53590e89f43153d81d505a8448d4d57354354385aef8a51d67ffefa27e", size = 264391, upload-time = "2026-09-09T13:55:46.548Z" }, + { url = "https://files.pythonhosted.org/packages/dc/b6/d2a946e5938771e92c39354563e535ef6bc6dfe399dd4307c6df8dfea183/multidict-6.8.0-cp314-cp314t-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:da1c112c5784ccd9d32cd90be6739fee32644e874eff6ae8f0497cba3e352e58", size = 264680, upload-time = "2026-09-09T13:55:49.915Z" }, + { url = "https://files.pythonhosted.org/packages/33/6b/3f9e981c42e7eb9329918523f0f9362ceb0ac3ee0ee1165c28f674249d75/multidict-6.8.0-cp314-cp314t-manylinux2014_armv7l.manylinux_2_17_armv7l.manylinux_2_31_armv7l.whl", hash = "sha256:f7eefd0233a7c33ca980a5cfef26f1e9b5e2137839e752a99963696729f12d91", size = 235420, upload-time = "2026-09-09T13:55:51.92Z" }, + { url = "https://files.pythonhosted.org/packages/bc/e1/a3a33a039fb6d381800ae5d1d587b697b8c27fcdfe48819420f08703acba/multidict-6.8.0-cp314-cp314t-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:348bb85e2038b40c007383616d73f734869063772372519549ebd7da1723d1a4", size = 270309, upload-time = "2026-09-09T13:55:54.023Z" }, + { url = "https://files.pythonhosted.org/packages/95/5d/8b06724a957f2e480f159b9550988a67810fbe9555a09c5f6a2a4b829607/multidict-6.8.0-cp314-cp314t-manylinux2014_s390x.manylinux_2_17_s390x.manylinux_2_28_s390x.whl", hash = "sha256:095f62ea4e7a3be2f6c567ab695ce10e950f2adb905c1bec82281593e0b2d2ad", size = 275169, upload-time = "2026-09-09T13:55:55.948Z" }, + { url = "https://files.pythonhosted.org/packages/ab/32/8f3dfe2ffa5d0df2a95f71e63c2f11fe3b5e1771f26ef73bb1af84de83f8/multidict-6.8.0-cp314-cp314t-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:be569fff1d85cd29391c431c5641c8772acb75bbdc61e60a8e82fceb9023d385", size = 264900, upload-time = "2026-09-09T13:55:57.803Z" }, + { url = "https://files.pythonhosted.org/packages/6b/73/d5829fc00a055d6ab445e0876346ee9cdee670766cd4190dc0a496188c0f/multidict-6.8.0-cp314-cp314t-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:3533a03e4e789baf6a286e7b0b1b6da3f3d7c3eab569686ee29ee1d8b52e2cb4", size = 242486, upload-time = "2026-09-09T13:56:00.002Z" }, + { url = "https://files.pythonhosted.org/packages/b7/58/e8d7874038e31e0533182d1c3c5331a856b9c849a71bb26a21850e8c91e1/multidict-6.8.0-cp314-cp314t-musllinux_1_2_aarch64.whl", hash = "sha256:1bdb9b8fba5a9aef673ec90db3f55b1ce743f2fbdea4d37dc04d14ccdfc153ff", size = 259916, upload-time = "2026-09-09T13:56:01.802Z" }, + { url = "https://files.pythonhosted.org/packages/4d/f8/1b56a7401acda20efc016440f4fad3bef66c4aee54ca080ec143881ebb0d/multidict-6.8.0-cp314-cp314t-musllinux_1_2_armv7l.whl", hash = "sha256:f8d7b66c9e09c0bb0add2b5895e646b62a0849e71155066f215523de6b95cbe6", size = 251209, upload-time = "2026-09-09T13:56:03.767Z" }, + { url = "https://files.pythonhosted.org/packages/bd/5b/68d67a9e302b0645a747ba910c30eb41f2834fcdc1d85f53eae2dfceee0a/multidict-6.8.0-cp314-cp314t-musllinux_1_2_i686.whl", hash = "sha256:563d6500ca80dac7bba6f48a78e0ffd87e21a7d4d24642c6503a2ddccd70c110", size = 264505, upload-time = "2026-09-09T13:56:05.795Z" }, + { url = "https://files.pythonhosted.org/packages/18/13/4dc304ba2c5f5307b474ab2ce1ed1f6b02b0b4e233c182e3981ed436c2e3/multidict-6.8.0-cp314-cp314t-musllinux_1_2_ppc64le.whl", hash = "sha256:346ac52e56bcda320c0dcdfdd081947ed7cada33afea4e2284bef7b0733bff9b", size = 264916, upload-time = "2026-09-09T13:56:09.079Z" }, + { url = "https://files.pythonhosted.org/packages/dc/0f/7b1f729d18369915009185201be5d0b8df0e525340fe6a600d2f8441d6cf/multidict-6.8.0-cp314-cp314t-musllinux_1_2_riscv64.whl", hash = "sha256:4ee953a5ebaeed38dc21cc032ed17a9d9782802e00042200497ab4b01b0bf7c0", size = 236839, upload-time = "2026-09-09T13:56:11.273Z" }, + { url = "https://files.pythonhosted.org/packages/22/d1/eba1b88b18b7019d9136303fe77909257c40fabde5aaf138a4d900b6ce3c/multidict-6.8.0-cp314-cp314t-musllinux_1_2_s390x.whl", hash = "sha256:2f79cc3e8039a8cf5c77e0811b0807953fd52d0863b9b76970b20d696dc64a78", size = 265307, upload-time = "2026-09-09T13:56:13.379Z" }, + { url = "https://files.pythonhosted.org/packages/aa/a6/6c1e4106faa27118ac612f4d664eaf909de252634785286262a627108e58/multidict-6.8.0-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:43a4b56555bbcf8af161e7c7682bd93eec10f068c95844511864c018c8e5e13b", size = 259041, upload-time = "2026-09-09T13:56:15.666Z" }, + { url = "https://files.pythonhosted.org/packages/c0/bc/ecfb8b6faa8e158a71b03bdf7f947f30e0bc5d899cc357573a76ab7bb1e5/multidict-6.8.0-cp314-cp314t-win32.whl", hash = "sha256:48ea524a25a1cd5972cf293bc95713918cba0bcd6fa9b992d906c857c546abe2", size = 50628, upload-time = "2026-09-09T13:56:17.837Z" }, + { url = "https://files.pythonhosted.org/packages/30/7f/e27fb699b70ad24dbd02ddee604658acb36f907c03c045baffe4ea774501/multidict-6.8.0-cp314-cp314t-win_amd64.whl", hash = "sha256:d0be2b832435001bc623ca7f1499ca1a853d4f082fb61221a80ce71132f50b26", size = 55592, upload-time = "2026-09-09T13:56:19.652Z" }, + { url = "https://files.pythonhosted.org/packages/eb/7a/76de70b2f6733696803f1ee56abe44a3757a52777383032c7373d3fea0f4/multidict-6.8.0-cp314-cp314t-win_arm64.whl", hash = "sha256:62b8e291a4f7edbf7cde7a43d831d893ba443a1b627498b53581943b0e348feb", size = 50300, upload-time = "2026-09-09T13:56:21.516Z" }, + { url = "https://files.pythonhosted.org/packages/b1/ee/be4e1a4b7a2b27f4fb6936510d4bebcb41b0562c946930ad26916e069cf9/multidict-6.8.0-py3-none-any.whl", hash = "sha256:75daa15ca16d6285eb2e104b2f05ee6f8d9836c68da3ce5c85f615a0450eed0e", size = 16297, upload-time = "2026-09-09T13:57:56.106Z" }, +] + +[[package]] +name = "mypy" +version = "2.3.1" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "ast-serialize" }, + { name = "librt", marker = "platform_python_implementation != 'PyPy'" }, + { name = "mypy-extensions" }, + { name = "pathspec" }, + { name = "typing-extensions" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/82/6a/878cc1097d4035f82bd516658d0c528d2a9955bc7b363afcbd0b07fea11b/mypy-2.3.1.tar.gz", hash = "sha256:47c1b1207258513a9d93495f69c8be9de73916186f0e52703e8c461b7a623419", size = 3992554, upload-time = "2026-08-15T03:03:38.549Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/be/c4/42a49d44aeff804edf1b19acce0b49e8bd1a9c57dee9605dd8d980aa43d7/mypy-2.3.1-cp314-cp314-macosx_11_0_arm64.whl", hash = "sha256:192abaedf75da1bc0b1cef104927e70ec49c1ef0031cc4825c7ee10a438ed24d", size = 13986778, upload-time = "2026-08-15T03:01:33.69Z" }, + { url = "https://files.pythonhosted.org/packages/45/13/9331fd2dfed7194d66c5304072894a8be3e51e9deda6863c1eceaa35a43d/mypy-2.3.1-cp314-cp314-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:bf678dffd16efcda2c15cbd30e9ecc0081388e29ea23687a88e686ed92638dc3", size = 14188467, upload-time = "2026-08-15T03:02:40.554Z" }, + { url = "https://files.pythonhosted.org/packages/78/f7/f4a34edab45667c5465855dc585a20e87978ffa8aee711445b7239d120c6/mypy-2.3.1-cp314-cp314-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:8e036f06b41630f4c8a1d48f9ac6aa26acc65f8be089973f5519da643318f03f", size = 15225538, upload-time = "2026-08-15T03:03:09.761Z" }, + { url = "https://files.pythonhosted.org/packages/40/05/534b3590757bd05794f73e07f6666c2a77b8597ffed795c94ce570096aa0/mypy-2.3.1-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:71af9c8a894e862b58e92abb08e53b05a384a1e5e5d6dc7cda59126211a53d82", size = 15480805, upload-time = "2026-08-15T03:01:41.134Z" }, + { url = "https://files.pythonhosted.org/packages/55/da/bdfba852e2562f599624af5bb7d29e36b0b4f526f2b8bac85efe0dd1803d/mypy-2.3.1-cp314-cp314-pyemscripten_2026_0_wasm32.whl", hash = "sha256:3c80cd23d85368bdd9f37d5231dfd97d35bcbf5bf41af96ef3a9b078ad1957f9", size = 7761712, upload-time = "2026-08-15T03:02:36.008Z" }, + { url = "https://files.pythonhosted.org/packages/98/31/60fc64a74cdba4f2a5d642d32317993e479163e1ac7d91b695e5d15e2264/mypy-2.3.1-cp314-cp314-win_amd64.whl", hash = "sha256:4956f34d145e145562a0a0bf367f642bbc85c04ec2baf47ae015947c3169a85d", size = 11423968, upload-time = "2026-08-15T03:02:06.931Z" }, + { url = "https://files.pythonhosted.org/packages/a9/23/eb5950b24cd26ba3b78f87707a275568d633c77dae8e61c9661be6055ca6/mypy-2.3.1-cp314-cp314-win_arm64.whl", hash = "sha256:cfb12e360242d23d91f5e978d94f58ea66acf5804c4fb6f2f794a20d4cb1b595", size = 10399323, upload-time = "2026-08-15T03:02:33.671Z" }, + { url = "https://files.pythonhosted.org/packages/82/c7/f80f4e46c0b9a00eb5f78a79d49dda8bdf56a5230f7257fb33e76be04da7/mypy-2.3.1-cp314-cp314t-macosx_11_0_arm64.whl", hash = "sha256:e5f1c50bb05b64e2026b52867e8d21106f01313c744a2c4ecc34c90d12e8d6e2", size = 15121308, upload-time = "2026-08-15T03:01:46.053Z" }, + { url = "https://files.pythonhosted.org/packages/5d/74/9b04f17c7074cc5188f02fb63a2ca1d43fedf479e84fe3091c39061a1d7f/mypy-2.3.1-cp314-cp314t-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:667196b352f4cf304ded4c10f90cfc179263a1acfb3cdcfa984bdfd340d498bc", size = 15536590, upload-time = "2026-08-15T03:01:35.941Z" }, + { url = "https://files.pythonhosted.org/packages/26/04/c837ef6208e567774e2ed1f863f8ba6ec4817b1b6dd426315e5d559b6ec9/mypy-2.3.1-cp314-cp314t-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:b9c53e395c12cad2c6d4b67d5da7c6057638a132d85c08b73646b18f802a0045", size = 16791074, upload-time = "2026-08-15T03:01:31.073Z" }, + { url = "https://files.pythonhosted.org/packages/37/68/48730230afa45192d5bd429a6a2ff24a6f8dedda90fdf2b221792b54518f/mypy-2.3.1-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:18162b128c3f9c703cd35f5537446900b0d21a2549aa7a95d21380d2ef643fb0", size = 17069183, upload-time = "2026-08-15T03:02:28.566Z" }, + { url = "https://files.pythonhosted.org/packages/1c/ea/ca23fc9c20eeda09a15c9cbcf50015d0e73f409f6ead059e42aa69a608ff/mypy-2.3.1-cp314-cp314t-win_amd64.whl", hash = "sha256:30c0477d4aab7b7f39c8397dc877f2c96b9fe5588ec379f372c56eb63d599f63", size = 12154679, upload-time = "2026-08-15T03:02:04.809Z" }, + { url = "https://files.pythonhosted.org/packages/3b/67/8d982126034990869466f73b8db80dcb2234a7ac39b4dad093e047a79835/mypy-2.3.1-cp314-cp314t-win_arm64.whl", hash = "sha256:6941ab3619377bc3f32ca02876b07d27f216f5201604b664d3937ea0fdd23bb4", size = 10969159, upload-time = "2026-08-15T03:02:38.152Z" }, + { url = "https://files.pythonhosted.org/packages/8e/41/9675c7a1e78edecfba0b79e587a52594c56e189368261dc7b3a7fffb9527/mypy-2.3.1-py3-none-any.whl", hash = "sha256:6ed5c7e3419083268e5c9258bd1c1ef91af44a9e89374dbcaf37b775716e72eb", size = 2754338, upload-time = "2026-08-15T03:02:53.4Z" }, +] + +[[package]] +name = "mypy-extensions" +version = "1.1.0" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/a2/6e/371856a3fb9d31ca8dac321cda606860fa4548858c0cc45d9d1d4ca2628b/mypy_extensions-1.1.0.tar.gz", hash = "sha256:52e68efc3284861e772bbcd66823fde5ae21fd2fdb51c62a211403730b916558", size = 6343, upload-time = "2025-04-22T14:54:24.164Z" } +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 = "narwhals" +version = "2.26.0" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/35/68/5351e34623d253423240ea7de3f8fc74fa8ab14b1ab3c0ec4ac8997413c9/narwhals-2.26.0.tar.gz", hash = "sha256:6b9cadca82f375c7e4cf584fdc86ca25da54827307a9c58f94547ee6104b82dd", size = 686970, upload-time = "2026-09-08T13:32:08.964Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/40/b5/1b84b2c784db76d69442334bc8b8748c840f13ca53be086f4f250ad4a0bc/narwhals-2.26.0-py3-none-any.whl", hash = "sha256:29326d74f107c347fd1009bd58e38d9f7c7c5b51e6de97bc93dbc325d9038b54", size = 474034, upload-time = "2026-09-08T13:32:07.159Z" }, +] + +[[package]] +name = "numpy" +version = "2.5.3" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/13/01/11703282db468b85f6f7b8c7f22d058de5970d5c7e60a3a8aaa313c3de36/numpy-2.5.3.tar.gz", hash = "sha256:df2d5874ff183595a4ba404edd04f6bd9b5505c1d7708573f6a6c17489a67563", size = 20791231, upload-time = "2026-09-06T16:27:47.073Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/70/78/cf416f15dc29375a229d9dfebf8db6e313f291580b39fa1a568b6052bb07/numpy-2.5.3-cp314-cp314-macosx_10_15_x86_64.whl", hash = "sha256:350ba9783ce969cf9f7ce6e6a9a58e1a6e2a19ca025b7ee448c4db727706212a", size = 16998686, upload-time = "2026-09-06T16:25:33.171Z" }, + { url = "https://files.pythonhosted.org/packages/9e/59/abcc2d8def4fd60eec7d87f92d27c13448ffd9ab14339bcc63a0d7a2fdea/numpy-2.5.3-cp314-cp314-macosx_11_0_arm64.whl", hash = "sha256:012e66aca395d795496446e52aeeb5866312a5d4d3f27da270e5a0b43f70dc5c", size = 12013862, upload-time = "2026-09-06T16:25:36.748Z" }, + { url = "https://files.pythonhosted.org/packages/94/75/4640d2d6e4b64a049e48425a82728a41ef4adb61332d2cba68055774878b/numpy-2.5.3-cp314-cp314-macosx_14_0_arm64.whl", hash = "sha256:adc1ada2662f8a5f960b8a10d9986897e7499ef07e06d4cfe7197f8cce923c07", size = 5449793, upload-time = "2026-09-06T16:25:39.476Z" }, + { url = "https://files.pythonhosted.org/packages/96/cd/625b57ae33d4ca560f32cc0b47b4a5922146d9beb998ddf773900d440a73/numpy-2.5.3-cp314-cp314-macosx_14_0_x86_64.whl", hash = "sha256:54a115e5a73b8fc44f0cebef486365a1894b5c9760685d4558b72b7c3eb846e0", size = 6785176, upload-time = "2026-09-06T16:25:42.069Z" }, + { url = "https://files.pythonhosted.org/packages/9c/72/12918652e7912ef9751e8694c88820fcd1908e0618cb23f5f3caa6004b7b/numpy-2.5.3-cp314-cp314-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:be5a8381859b6da607c84f4f7d6847725f1cf1853ef8a2c9e115b7d58bef47dc", size = 15703377, upload-time = "2026-09-06T16:25:45.135Z" }, + { url = "https://files.pythonhosted.org/packages/45/8f/9beacf79ca7c650688ad0baa80931adb988fe6e6e5d5903c23cc3dbd70eb/numpy-2.5.3-cp314-cp314-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:b0521d0f4aebb6e06189451025fa17a913287b13c03d5fe05c017333b654ea5b", size = 16711928, upload-time = "2026-09-06T16:25:48.461Z" }, + { url = "https://files.pythonhosted.org/packages/09/8d/41d0a56e1ac4c87495c897a211b1368691b7237aadabec8b3b8f3a74d48f/numpy-2.5.3-cp314-cp314-musllinux_1_2_aarch64.whl", hash = "sha256:9deb49575e5b0b94ed72c8a64ec4d033381adc27e9060ae842971f697ba96104", size = 17059507, upload-time = "2026-09-06T16:25:51.873Z" }, + { url = "https://files.pythonhosted.org/packages/08/1e/0dfbc5cc251d54e2af790f254d24ec38637fa97ec7d5d11de7ffed787098/numpy-2.5.3-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:b00eefbcf0f292945c4b4dec2ae845389ef5bcdcd596e6e4328051db5b5ba694", size = 18471002, upload-time = "2026-09-06T16:25:55.233Z" }, + { url = "https://files.pythonhosted.org/packages/b5/2c/dfa40f6991f8185c8c30ffd023dfcbb11888e823cfab9557b920f3bb7bed/numpy-2.5.3-cp314-cp314-win32.whl", hash = "sha256:c2381f82999704f818e2c987a865050e285ec3621262c66d40f5a96c8f899f8e", size = 6180485, upload-time = "2026-09-06T16:25:58.157Z" }, + { url = "https://files.pythonhosted.org/packages/a4/73/d2c08231e4fde7e415501fd02c715d96e98599b2d8384445933944152984/numpy-2.5.3-cp314-cp314-win_amd64.whl", hash = "sha256:2c25dfa72943e4336ddb6b0ee4277b47a0c85bede0807530ec68103bf58e2c10", size = 12698179, upload-time = "2026-09-06T16:26:00.789Z" }, + { url = "https://files.pythonhosted.org/packages/5c/e9/dcdcc9b95cf5f49815055573aee1b11cfbf5299f38a180e437ded050810f/numpy-2.5.3-cp314-cp314-win_arm64.whl", hash = "sha256:15aa985ac73a8db02db7663381aa109510449d3819d37206caed27b33a65a8a6", size = 10769383, upload-time = "2026-09-06T16:26:04.011Z" }, + { url = "https://files.pythonhosted.org/packages/49/c4/af8bc08a7ef4e1529a7c0cf24969accce316b783999802089a581ec99272/numpy-2.5.3-cp314-cp314t-macosx_11_0_arm64.whl", hash = "sha256:ac7bb1c52d445bd4f8f7f97fefe6abc3a084dc4d63df50d79b17fa2b78e89297", size = 12132668, upload-time = "2026-09-06T16:26:07.138Z" }, + { url = "https://files.pythonhosted.org/packages/c5/ae/0f15eb56d4ec5e13c1f7ff04ff407f997d1acbadb45d3e1f2e2645a8f43c/numpy-2.5.3-cp314-cp314t-macosx_14_0_arm64.whl", hash = "sha256:e6ab667ba76450084eb64013762c438ea76d9d29cc676dcd6c2e9892ba37f841", size = 5568580, upload-time = "2026-09-06T16:26:09.828Z" }, + { url = "https://files.pythonhosted.org/packages/23/fb/c72a8f25d4b6e96c354e7ab45ace3b27dc11e5d6a13b6c7d0cd6b08bf112/numpy-2.5.3-cp314-cp314t-macosx_14_0_x86_64.whl", hash = "sha256:f7fabeb6cea87d65f3b926de33d03fb016cfdc29314c90974383b5582ae72891", size = 6882634, upload-time = "2026-09-06T16:26:12.524Z" }, + { url = "https://files.pythonhosted.org/packages/07/a9/968c90ed2ab15060c338e8137f1215b5a60756ae07328e0a60d1c6734df4/numpy-2.5.3-cp314-cp314t-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:1fb6f8fb9ff0b3a69f52c66ce397b0246583e9f28616231b0e32ca49259a5fa6", size = 15748923, upload-time = "2026-09-06T16:26:15.092Z" }, + { url = "https://files.pythonhosted.org/packages/59/08/9df04103947b95e3b6b1f2ed1a70521f325647a31b82da6a2aae3a485508/numpy-2.5.3-cp314-cp314t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:93e1f5447e2b1e479d7bd74701e84746b86450cff1fc368b132d195e2b8f8211", size = 16746748, upload-time = "2026-09-06T16:26:18.43Z" }, + { url = "https://files.pythonhosted.org/packages/41/a0/14c8d5fe5b53a334aabb653deb391c0fef49558f491880ea300ed6785224/numpy-2.5.3-cp314-cp314t-musllinux_1_2_aarch64.whl", hash = "sha256:c00abe94c1a69d75d827dcf1c025b25c8a45d230b3bcd77a9020883a1b047653", size = 17111561, upload-time = "2026-09-06T16:26:22.113Z" }, + { url = "https://files.pythonhosted.org/packages/c4/a6/d7e96e42f01522e154c32489640f16dfc4f6181d165d05fc3bec8c2c4999/numpy-2.5.3-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:536f963710a4e63934d80ac0dc4f478804a83e9a84b6828018f25d09953ada33", size = 18513945, upload-time = "2026-09-06T16:26:25.401Z" }, + { url = "https://files.pythonhosted.org/packages/25/39/3453afb7119d0449ef11c886874120ff180e2c337760e0e2d88f70f1a945/numpy-2.5.3-cp314-cp314t-win32.whl", hash = "sha256:4c8a6d2ebce6305fd82fbefca827775437147052a976ee7c94b36a0c1b52ac6c", size = 6335421, upload-time = "2026-09-06T16:26:28.175Z" }, + { url = "https://files.pythonhosted.org/packages/99/01/22815d2b19a1a746b1d45205cffebb3fe511a18acb75fba6c88491fc9894/numpy-2.5.3-cp314-cp314t-win_amd64.whl", hash = "sha256:9a37475425b431b4d060f23b4f52cd2f3aef6bc7c654bd760adf0040eec9d435", size = 12896420, upload-time = "2026-09-06T16:26:31.265Z" }, + { url = "https://files.pythonhosted.org/packages/fa/ee/a7cbba67eeaff038dc29ca8b98a88396c8b0cc9c89d4924f4a27a5c9150b/numpy-2.5.3-cp314-cp314t-win_arm64.whl", hash = "sha256:2d8240cb4c16fd831074aa2b2cf9fc54664d826341d61c372245b96a74a49a9a", size = 10857177, upload-time = "2026-09-06T16:26:34.167Z" }, +] + +[[package]] +name = "opentelemetry-api" +version = "1.44.0" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "typing-extensions" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/ee/8b/aa9e2d8b8dfa7c946f7dec5d1f8f6ba8eca062f43509a06bdb5ce93d26c0/opentelemetry_api-1.44.0.tar.gz", hash = "sha256:67647e5e9566edcf421166fdf022b3537f818635daa852b289e34604dc6fb33a", size = 72406, upload-time = "2026-07-16T15:25:32.678Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/ca/6f/a04e900f465ff3221ccc395522503e2d10e79fa21f2723c8e177aae1e0d1/opentelemetry_api-1.44.0-py3-none-any.whl", hash = "sha256:94b98c893a91b88657eaac1e3ba89618cdb85be6918196705354f34728b2cdef", size = 60018, upload-time = "2026-07-16T15:25:11.657Z" }, +] + +[[package]] +name = "opentelemetry-proto" +version = "1.44.0" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "protobuf" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/64/01/40ac4ae9a149263cc52c2cee200ddd80cb6d8db1a4610abf8eabce0fe771/opentelemetry_proto-1.44.0.tar.gz", hash = "sha256:c547a79c2f8c0c515d31509154682e5921c7cfd5ca67b70e1f9266e2c3e103f3", size = 46488, upload-time = "2026-07-16T15:25:45.34Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/d1/7c/8be563d68e93bbefa5c8affb82ddcff91b3ad858ce49957ba7b16fd3e0ab/opentelemetry_proto-1.44.0-py3-none-any.whl", hash = "sha256:898b155a0e1557afd867478fb6158e8122a46329ca0bb8dc53cc55e98f017f56", size = 72483, upload-time = "2026-07-16T15:25:28.429Z" }, +] + +[[package]] +name = "opentelemetry-sdk" +version = "1.44.0" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "opentelemetry-api" }, + { name = "opentelemetry-semantic-conventions" }, + { name = "typing-extensions" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/5d/77/a6592cbc7c8d9bcc9d6757a9df45e04a7c585e3e6e7a13456da522b21109/opentelemetry_sdk-1.44.0.tar.gz", hash = "sha256:cebe7f65dc12f26ead75c6064de12fd2a9052e5060c0272d402cfa203aae123b", size = 208624, upload-time = "2026-07-16T15:25:46.078Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/e7/23/ff077e61886ee020a17ce9c8b6fa11c601c8d8345b09ea24f605445df62a/opentelemetry_sdk-1.44.0-py3-none-any.whl", hash = "sha256:df081c4c6bcfdb1211e3e86140376792643128a25f8d72d1d27675936e7e96ad", size = 137221, upload-time = "2026-07-16T15:25:29.534Z" }, +] + +[[package]] +name = "opentelemetry-semantic-conventions" +version = "0.65b0" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "opentelemetry-api" }, + { name = "typing-extensions" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/8f/73/0cbdebcb4cf545fdd328da14f5137e37d0770c3f26185e478b0d15d94f50/opentelemetry_semantic_conventions-0.65b0.tar.gz", hash = "sha256:f9b2b81e9d5b64f11bc952075e7e9c7fb0aab075c7fd1c46d597f1b919852d60", size = 148774, upload-time = "2026-07-16T15:25:46.902Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/a6/0e/49df70d9b81fb5cbae4bbf2a49d865b09bcbcbc4eb53f5851b1027738d78/opentelemetry_semantic_conventions-0.65b0-py3-none-any.whl", hash = "sha256:1cacde7b0ad306f84c5ef08c3dbe1bbaf20165bba6f8bff43b670e555a086bcb", size = 204645, upload-time = "2026-07-16T15:25:30.688Z" }, +] + +[[package]] +name = "packaging" +version = "26.3" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/7d/fa/3944b40b07da9ce895c0e6303a5ab7d53da063554f534556b134a54d6093/packaging-26.3.tar.gz", hash = "sha256:94edc256424af38762eb31306eed28beb9f0efc50a8837492c9d6fd6004aed79", size = 313412, upload-time = "2026-08-04T18:15:28.737Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/63/34/ba1c580383c9eada3711951fef0795c80b829a078d72188184bcab9dd527/packaging-26.3-py3-none-any.whl", hash = "sha256:d7193f7c8e4e93f444fde0262bf90af30e16fa0ad0ad44cb553c87339b23cd1c", size = 129956, upload-time = "2026-08-04T18:15:27.159Z" }, +] + +[[package]] +name = "pandas" +version = "3.0.5" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "numpy" }, + { name = "python-dateutil" }, + { name = "tzdata", marker = "sys_platform == 'emscripten' or sys_platform == 'win32'" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/be/4f/5f3422a2afec5ffc46308b79e53291365a93748b498ac2e58bead0197916/pandas-3.0.5.tar.gz", hash = "sha256:dca3734d6ab7c906e6730f0788b0a1dbb9f2467731f9711f77995c8e9d62d712", size = 4658219, upload-time = "2026-07-22T22:19:28.819Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/51/2f/cf6aae281264f4463f0875bcbb15fd2bb6d291cc535187dad1732475e4a9/pandas-3.0.5-cp314-cp314-macosx_10_15_x86_64.whl", hash = "sha256:2f264fc46911cc8131a7322a16199bbf8e353d27c10bb211f5bd0c814324dc36", size = 10390034, upload-time = "2026-07-22T22:18:49.818Z" }, + { url = "https://files.pythonhosted.org/packages/06/ec/5189518c7a7659c4bdcc6b1eb32c46c6f3c86b0661ffd84143d1112c7732/pandas-3.0.5-cp314-cp314-macosx_11_0_arm64.whl", hash = "sha256:53730687fcd161883b24e10411c06d6a4c0f2275d2faf3bb2bc25deb4ba8007c", size = 9980065, upload-time = "2026-07-22T22:18:52.249Z" }, + { url = "https://files.pythonhosted.org/packages/ea/f1/598503ce8d7e3c35601e0747ba288c7864baae66380725bc12f13f884dfe/pandas-3.0.5-cp314-cp314-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:960d3ebcf249f75206899fcd2c6de53f736b7265759ced0d3e559df0b8b709b0", size = 10545532, upload-time = "2026-07-22T22:18:54.813Z" }, + { url = "https://files.pythonhosted.org/packages/fa/de/ceae2adf7034e07e9910299fe412e1819c4f0dd520700a888bcb03625448/pandas-3.0.5-cp314-cp314-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:9e94c2c5ca43bd3ca32bf64d32308887b65e5f9bfd8023ea52755107a999f93b", size = 10963120, upload-time = "2026-07-22T22:18:57.42Z" }, + { url = "https://files.pythonhosted.org/packages/66/25/86e0f4451874eb79e688deeebe3c451fec4557f8952005818d800ee8ac7e/pandas-3.0.5-cp314-cp314-musllinux_1_2_aarch64.whl", hash = "sha256:e819dd5f62966b481a8cb649d3299ebd886a1ea91ed5a99bf7ce77c98d18ab94", size = 11563178, upload-time = "2026-07-22T22:18:59.729Z" }, + { url = "https://files.pythonhosted.org/packages/f3/45/8643daa3b4147e433adfcccefdd0380d3aad79d86b15d8999730fe1944d5/pandas-3.0.5-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:3c5ed2e7c06e91d340dfd091d7934f9bc82e4a36b95f647f090b9d1c9ac649da", size = 12028708, upload-time = "2026-07-22T22:19:02.164Z" }, + { url = "https://files.pythonhosted.org/packages/96/58/ad979ae617615576e8aafd569c9d4b62f1191d896e38f51d66ba06f3b89a/pandas-3.0.5-cp314-cp314-win_amd64.whl", hash = "sha256:cd8f7c6dc98527058ee6264219343f5392240a6f1bfa654fc5d79023020d0c92", size = 9951806, upload-time = "2026-07-22T22:19:04.596Z" }, + { url = "https://files.pythonhosted.org/packages/69/32/7ac03886b304049a9d2625ee88f59af760d8a93bd30ed9239bce7b9869a8/pandas-3.0.5-cp314-cp314-win_arm64.whl", hash = "sha256:5183427f5a8156d480f30333777bc978be93650a49a7c01db26adffe95b31e85", size = 9238297, upload-time = "2026-07-22T22:19:06.836Z" }, + { url = "https://files.pythonhosted.org/packages/be/ed/1d1f2ee5547d5167face2376d11c8b2a4c7bfff5a416ee7a9046891fab1e/pandas-3.0.5-cp314-cp314t-macosx_10_15_x86_64.whl", hash = "sha256:303da736987d481074ca720ada325f8bd80c64ebc2d45ed79b29df3aaa4a26ca", size = 10849690, upload-time = "2026-07-22T22:19:09.391Z" }, + { url = "https://files.pythonhosted.org/packages/57/55/17e17152e98fbb0c4b1e562bc65387a2f20a80db0f4a86bf8d3a0e4248d4/pandas-3.0.5-cp314-cp314t-macosx_11_0_arm64.whl", hash = "sha256:3b2801bbb049d0136f6c213eae02b5fca969384fc2064dd728d8620552aa49da", size = 10509945, upload-time = "2026-07-22T22:19:11.773Z" }, + { url = "https://files.pythonhosted.org/packages/88/90/817d44dbf83facf9556f33576d9af0a241981e7bb5c00606c0bcb5df8dda/pandas-3.0.5-cp314-cp314t-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:cce3a9d11d2b1f82c69a27ec1f4948a170e2c403c4bbfa8cca62e3fdebe2ef3a", size = 10392197, upload-time = "2026-07-22T22:19:14.024Z" }, + { url = "https://files.pythonhosted.org/packages/f1/da/889f00c0a6f5aa1545add70abbf01502dff87ab577adb855bd631c54d2f2/pandas-3.0.5-cp314-cp314t-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:ef01af4d8dc6cd2c8d6c7736f149574ef93fe043811eeb5e445f2647154b5040", size = 10862726, upload-time = "2026-07-22T22:19:16.351Z" }, + { url = "https://files.pythonhosted.org/packages/bc/98/f1e934fb3c98fce859c6147c6785816c7b5b9ab7821115c5d8c4de9842b9/pandas-3.0.5-cp314-cp314t-musllinux_1_2_aarch64.whl", hash = "sha256:e2759e890db96dfcffdbd9b86c3c2cb6afaf58def482820317e06163ec1066cd", size = 11414864, upload-time = "2026-07-22T22:19:18.981Z" }, + { url = "https://files.pythonhosted.org/packages/fe/be/d448af7d657d82e1888dd8551f79c6d6fb161080b5b9752d84d910ec2319/pandas-3.0.5-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:b58b1b39d46a5862e3fb18f50d1a201398619d16a0f9f73f57eea5583cf0e63c", size = 11925105, upload-time = "2026-07-22T22:19:21.515Z" }, + { url = "https://files.pythonhosted.org/packages/29/c1/ccb4238212c8c4f496c584f3044d94e0c030ed8e1d68999db46c91c2242f/pandas-3.0.5-cp314-cp314t-win_amd64.whl", hash = "sha256:1c10461f6eeb35d8f05b6184c65c8b9991663b66c46b1d559b682cb34ae7c6ea", size = 10387612, upload-time = "2026-07-22T22:19:24.257Z" }, + { url = "https://files.pythonhosted.org/packages/d2/cf/6a51b2c38980e04c279fd2fa908a1b0982064e860444acfca4ec2e2c8359/pandas-3.0.5-cp314-cp314t-win_arm64.whl", hash = "sha256:3c5015fd1730fbf883647e88068176c839c102cea883ba1769a6f4593bfc1f8c", size = 9509776, upload-time = "2026-07-22T22:19:26.694Z" }, +] + +[[package]] +name = "pandas-stubs" +version = "3.0.5.260914" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "numpy" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/c1/93/8948ae6c1e1e3d6833596fd266f7be2d27c1451b8be094975ad42c5e842e/pandas_stubs-3.0.5.260914.tar.gz", hash = "sha256:3f6fc1f147f68fd89c007105e7c94a948acb4ecd7eb20dc1c02e153c4ed5c250", size = 117622, upload-time = "2026-09-14T16:42:35.065Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/9a/cb/5ad79e02a556cc23fed5816de0109fa8af660c66cfa5f4af74c3e8d4cd26/pandas_stubs-3.0.5.260914-py3-none-any.whl", hash = "sha256:39a1300c5c5c55fdf609e3476805decce5d5015539a4dcb683449f8feaeee2fb", size = 177344, upload-time = "2026-09-14T16:42:33.771Z" }, +] + +[[package]] +name = "pathspec" +version = "1.1.1" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/5a/82/42f767fc1c1143d6fd36efb827202a2d997a375e160a71eb2888a925aac1/pathspec-1.1.1.tar.gz", hash = "sha256:17db5ecd524104a120e173814c90367a96a98d07c45b2e10c2f3919fff91bf5a", size = 135180, upload-time = "2026-04-27T01:46:08.907Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/f1/d9/7fb5aa316bc299258e68c73ba3bddbc499654a07f151cba08f6153988714/pathspec-1.1.1-py3-none-any.whl", hash = "sha256:a00ce642f577bf7f473932318056212bc4f8bfdf53128c78bbd5af0b9b20b189", size = 57328, upload-time = "2026-04-27T01:46:07.06Z" }, +] + +[[package]] +name = "pillow" +version = "12.3.0" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/1c/3d/bb7fca845737cf9d7dbde16ed1843984665ff2e0a518f5db43e77ec540b9/pillow-12.3.0.tar.gz", hash = "sha256:3b8182a766685eaa002637e28b4ec8d6b18819a0c71f579bf0dbaa5830297cce", size = 47025035, upload-time = "2026-07-01T11:56:38.965Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/dc/01/001f65b68192f0228cc1dbbc8d2530ab5d58b61037ba0587f946fea607cd/pillow-12.3.0-cp314-cp314-ios_13_0_arm64_iphoneos.whl", hash = "sha256:9cf95fe4d0f84c82d282745d9bb08ad9f926efa00be4697e767b814ce40d4330", size = 4161736, upload-time = "2026-07-01T11:54:51.156Z" }, + { url = "https://files.pythonhosted.org/packages/1a/d2/0219746d0fd16fc8a84498e79452375be3797d3ce4044596ce565164b84f/pillow-12.3.0-cp314-cp314-ios_13_0_arm64_iphonesimulator.whl", hash = "sha256:8728f216dcdb6e6d555cf971cb34076139ad74b31fc2c14da4fafc741c5f6217", size = 4255435, upload-time = "2026-07-01T11:54:53.414Z" }, + { url = "https://files.pythonhosted.org/packages/c8/02/8d0bc62ef0302318c46ff2a512822d2610e81c7aa46c9b3abe6cbaca5ad0/pillow-12.3.0-cp314-cp314-ios_13_0_x86_64_iphonesimulator.whl", hash = "sha256:a45650e8ce7fafffd731db8550230db6b0d306d181a90b67d3e6bca2f1990930", size = 3696262, upload-time = "2026-07-01T11:54:55.739Z" }, + { url = "https://files.pythonhosted.org/packages/85/e2/73c77d218410b14f5f2d565e8a998d5317b7b9c75368d29985139f7a46f0/pillow-12.3.0-cp314-cp314-macosx_10_15_x86_64.whl", hash = "sha256:ba54cfebe86920a559a7c4d6b9050791c20513650a1952ebe3368c7dc70306f8", size = 5350344, upload-time = "2026-07-01T11:54:57.657Z" }, + { url = "https://files.pythonhosted.org/packages/c7/da/32c752228ae345f489e3a42499d817b6c3996da7e8a3bc7a04fc806b243b/pillow-12.3.0-cp314-cp314-macosx_11_0_arm64.whl", hash = "sha256:e158cb00350dc278f3b91551101aa7d12415a66ebf2c91d8d5ac14e56ddd3ad0", size = 4780131, upload-time = "2026-07-01T11:54:59.713Z" }, + { url = "https://files.pythonhosted.org/packages/b1/9d/8b2c807dbef61a5197c047afe99823787eb66f63daf9fb2432f91d6f0462/pillow-12.3.0-cp314-cp314-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:e9aeb04d6aef139de265b29683e119b638208f88cf73cdd1658aa07221165321", size = 6263757, upload-time = "2026-07-01T11:55:01.778Z" }, + { url = "https://files.pythonhosted.org/packages/5c/44/c85361f65dbe00eea8576ee467c768d25129989efb76e94f205e9ca9bb46/pillow-12.3.0-cp314-cp314-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:251bf95b67017e27b13d82f5b326234ca62d70f9cf4c2b9032de2358a3b12c7b", size = 6936962, upload-time = "2026-07-01T11:55:03.93Z" }, + { url = "https://files.pythonhosted.org/packages/18/7e/e483414b35800b86b6f08dbbc7803fb5cd52c4d6f897f47d53ea2c7e6f65/pillow-12.3.0-cp314-cp314-musllinux_1_2_aarch64.whl", hash = "sha256:fe3cca2e4e8a592be0f269a1ca4835c25199d9f3ce815c8491048f785b0a0198", size = 6339171, upload-time = "2026-07-01T11:55:05.989Z" }, + { url = "https://files.pythonhosted.org/packages/f0/f4/68c491844841ede6bed70189546b3ee9731cf9f2cbad396faff5e1ccba45/pillow-12.3.0-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:23aceaa007d6172b02c277f0cd359c79492bbb14f7072b4ede9fbcaf20648130", size = 7048116, upload-time = "2026-07-01T11:55:08.131Z" }, + { url = "https://files.pythonhosted.org/packages/a3/34/77f3f793fed8efc7d243f21b33c5a3f0d1c97ee70346d3db855587e155ff/pillow-12.3.0-cp314-cp314-win32.whl", hash = "sha256:af8d94b0db561cf68b88a267c5c44b49e134f525d0dc2cb7ed413a66bc23559a", size = 6467209, upload-time = "2026-07-01T11:55:10.408Z" }, + { url = "https://files.pythonhosted.org/packages/f1/e0/492879f69d94f91f60fc8cd05ba03650e9520afebb2fb7aa12777d7c7f38/pillow-12.3.0-cp314-cp314-win_amd64.whl", hash = "sha256:fdafc9cce40277e0f7a0feabce0ee50dd2fa1800f3b38015e51296b5e814048d", size = 7237707, upload-time = "2026-07-01T11:55:12.745Z" }, + { url = "https://files.pythonhosted.org/packages/c9/ac/6b11f2875f1c2ac040d84e1bbf9cf22a88038f901ca1037898b280b38365/pillow-12.3.0-cp314-cp314-win_arm64.whl", hash = "sha256:e91206ee562682b51b98ef4b26a6ef48fd84e15fd4c4bc5ec768eb641d206838", size = 2565995, upload-time = "2026-07-01T11:55:14.736Z" }, + { url = "https://files.pythonhosted.org/packages/52/69/c2208e56af9bfc1913afb24020297a691eb1d4ef688474c8a04913f65e04/pillow-12.3.0-cp314-cp314t-macosx_10_15_x86_64.whl", hash = "sha256:164b31cd1a0490ab6efae01aa5df49da7061be0af1b30e035b6e9a1bfe34ee6e", size = 5352503, upload-time = "2026-07-01T11:55:17.076Z" }, + { url = "https://files.pythonhosted.org/packages/07/70/e5686d753e898a45d778ff1718dba8516ead6ab6b95d85fc8c4b70650cf2/pillow-12.3.0-cp314-cp314t-macosx_11_0_arm64.whl", hash = "sha256:5afb51d599ea772b8365ae807ae557f18bccfe46ab261fd1c2a9ed700fc6eb17", size = 4782956, upload-time = "2026-07-01T11:55:19.448Z" }, + { url = "https://files.pythonhosted.org/packages/d5/37/25c6692f06927ee973ff18c8d9ee98ad0b4d84ee67a09610c2dd1447958e/pillow-12.3.0-cp314-cp314t-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:3edce1d53195db527e0191f84b71d02022de0540bf43a16ed734ed7537b07385", size = 6322855, upload-time = "2026-07-01T11:55:21.613Z" }, + { url = "https://files.pythonhosted.org/packages/cc/91/420637fcb8f1bc11029e403b4538e6694744428d8246118e45719f944556/pillow-12.3.0-cp314-cp314t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:bf16ba1b4d0b6b7c8e534936632270cf70eb00dbe09005bc345b2677b726855c", size = 6989642, upload-time = "2026-07-01T11:55:24.006Z" }, + { url = "https://files.pythonhosted.org/packages/10/08/b94d7811281ccf0d143a1cf768d1c49e1e54af63e7b708ab2ee3eb87face/pillow-12.3.0-cp314-cp314t-musllinux_1_2_aarch64.whl", hash = "sha256:24870b09b224f7ae3c39ed07d10e819d06f8720bc551847b1d623832b5b0e28d", size = 6391281, upload-time = "2026-07-01T11:55:26.252Z" }, + { url = "https://files.pythonhosted.org/packages/d2/87/24233f785f55474dc02ce3e739c5528a77e3a862e9333d1dd7a25cc31f70/pillow-12.3.0-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:30f2aa603c41533cc25c05acd0da21636e84a315768feb631c937177db558931", size = 7096716, upload-time = "2026-07-01T11:55:28.318Z" }, + { url = "https://files.pythonhosted.org/packages/23/26/fcb2f6e37175b04f53570b59937867e2b80ee1685e744023153028fc14f9/pillow-12.3.0-cp314-cp314t-win32.whl", hash = "sha256:4b0a7fe987b14c31ebda6083f74f22b561fd3739bc0ac51e019622e3d72668c7", size = 6474125, upload-time = "2026-07-01T11:55:30.956Z" }, + { url = "https://files.pythonhosted.org/packages/90/de/3634abee5f1c9e13c56787b7d5517b0ba8d6de51700b95578cf338349c9f/pillow-12.3.0-cp314-cp314t-win_amd64.whl", hash = "sha256:962864dc93511324d51ddbb5b9f8731bf71675b93ca612a07441896f4688fb8c", size = 7242939, upload-time = "2026-07-01T11:55:34.044Z" }, + { url = "https://files.pythonhosted.org/packages/ce/2a/fd13f8eb24de5714a6eb444a3d67e2842c6c576e159a43793adf23051351/pillow-12.3.0-cp314-cp314t-win_arm64.whl", hash = "sha256:0740a512dc522224c77d9aa5a8d70d8b7d73fb91f2c21125d8d025d3b8990e45", size = 2567506, upload-time = "2026-07-01T11:55:35.988Z" }, +] + +[[package]] +name = "pluggy" +version = "1.6.0" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/f9/e2/3e91f31a7d2b083fe6ef3fa267035b518369d9511ffab804f839851d2779/pluggy-1.6.0.tar.gz", hash = "sha256:7dcc130b76258d33b90f61b658791dede3486c3e6bfb003ee5c9bfb396dd22f3", size = 69412, upload-time = "2025-05-15T12:30:07.975Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/54/20/4d324d65cc6d9205fabedc306948156824eb9f0ee1633355a8f7ec5c66bf/pluggy-1.6.0-py3-none-any.whl", hash = "sha256:e920276dd6813095e9377c0bc5566d94c932c33b27a3e3945d8389c374dd4746", size = 20538, upload-time = "2025-05-15T12:30:06.134Z" }, +] + +[[package]] +name = "prettytable" +version = "3.18.0" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "wcwidth" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/81/74/ba08d81e668ccfe8658d7520a307e63c19862c08eb4ccb26f356c5239a7a/prettytable-3.18.0.tar.gz", hash = "sha256:439217116152244369caf3d9f1caf2f9fe29b03bd79e88d2928c8e718c95d680", size = 76373, upload-time = "2026-06-22T16:07:50.174Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/fe/be/2e6798ace5cc036f5d05d36b7b2fd85346f1a708c87060890b070d0ec607/prettytable-3.18.0-py3-none-any.whl", hash = "sha256:b3346e0e6f79180833aebaac088ae926340586cf6d7d991b9eb125b65f72313a", size = 37357, upload-time = "2026-06-22T16:07:48.595Z" }, +] + +[[package]] +name = "propcache" +version = "0.5.4" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/b3/9a/9fbf4e4ec0c2d7f1c32519fff782ef467859b8faa9fbc5331a96f6395d43/propcache-0.5.4.tar.gz", hash = "sha256:ff6b113f50bc066a698db5d944d2c6dc7507168dd3341e255a8892fd0715a558", size = 61545, upload-time = "2026-09-16T00:17:14.386Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/33/c9/07e227b930c8ae513b8ef1aae3793499be097bffcdf7aee4fb8b33db4cd1/propcache-0.5.4-cp314-cp314-macosx_10_15_universal2.whl", hash = "sha256:e6720ba44ad7e72174314d0e1fb0172494cff5c73a3a8a2159c3d2402ff15565", size = 85933, upload-time = "2026-09-16T00:15:16.073Z" }, + { url = "https://files.pythonhosted.org/packages/e4/e1/6710bb44510c4e4a8e0f004bbaf3cecfd048141309c77bae56d4e5a6ebc1/propcache-0.5.4-cp314-cp314-macosx_10_15_x86_64.whl", hash = "sha256:4cfe0a92ae30151869e67a4b5f5e105e4e03ad30b3f38e5211b5bf77d0881993", size = 50179, upload-time = "2026-09-16T00:15:17.377Z" }, + { url = "https://files.pythonhosted.org/packages/e2/22/b533b493d7025456f44518b33e53e000021a20fe7c27b88cf3d341df7186/propcache-0.5.4-cp314-cp314-macosx_11_0_arm64.whl", hash = "sha256:1d759d05634f1b038fb625a66662a8c85e5a8fec912da381b5149ddac107482b", size = 51942, upload-time = "2026-09-16T00:15:18.589Z" }, + { url = "https://files.pythonhosted.org/packages/f1/74/70ac8430e28f21e442c7bcb964eb46c4363f6881ade4aa0e978bfd8d503a/propcache-0.5.4-cp314-cp314-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:251c63dd46a0659bb875cb254dc4c1e79ee91a847c737cd62373295afc2235dc", size = 232647, upload-time = "2026-09-16T00:15:19.905Z" }, + { url = "https://files.pythonhosted.org/packages/72/95/f222f13b6fe623310be0eb61a673bf26df439ce27e563ca8e422d0818777/propcache-0.5.4-cp314-cp314-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:7a8d5ff04eb1f85698a78d20c62a14676e7b960dcafde09a388d60ad377d355d", size = 241541, upload-time = "2026-09-16T00:15:21.3Z" }, + { url = "https://files.pythonhosted.org/packages/a2/3e/763e370340db16115c5e63ad46e21ef0770a7f06928b3d3b62d8f8edfca4/propcache-0.5.4-cp314-cp314-manylinux2014_s390x.manylinux_2_17_s390x.manylinux_2_28_s390x.whl", hash = "sha256:7b9100a93b372418d8688f3f2a3e5b45c64d70ca4d6176e121aca1e3bfc1e32f", size = 245332, upload-time = "2026-09-16T00:15:22.802Z" }, + { url = "https://files.pythonhosted.org/packages/96/d3/e97cd6f5de2176bd90ed4076c7a9b5e09d0f0b9687d00a576507988bb62c/propcache-0.5.4-cp314-cp314-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:cc07876cfb079b6f6f36d21ce75784ad6c2c6b563eeac0ed26c2fa2669b85df9", size = 232757, upload-time = "2026-09-16T00:15:24.374Z" }, + { url = "https://files.pythonhosted.org/packages/f9/4c/6766e5f60bcda26d244333aa71d0a702c1c9b21b251d543c7af5953d1eee/propcache-0.5.4-cp314-cp314-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:0951315a6b3142ee2167404d707743f0157c110091342b1aa0accac5cf0e4acf", size = 204389, upload-time = "2026-09-16T00:15:25.667Z" }, + { url = "https://files.pythonhosted.org/packages/b8/5e/ec4bb09a70b26ea99d76a8292c3383b960b296de2b347ac9986678f1761c/propcache-0.5.4-cp314-cp314-musllinux_1_2_aarch64.whl", hash = "sha256:bee7d3aed13d56f54e681df38c3a23031bc9e3863f687d9d598825c9146acd7d", size = 228217, upload-time = "2026-09-16T00:15:27.11Z" }, + { url = "https://files.pythonhosted.org/packages/e1/7d/b53922ba7d9e5bf797324e63aa05906ec240871899f779628df068743e2d/propcache-0.5.4-cp314-cp314-musllinux_1_2_armv7l.whl", hash = "sha256:4e985382be6d15da8d0c2710a6fa7b9070fc9ecdeefb7f580e88373984ec8be3", size = 216947, upload-time = "2026-09-16T00:15:28.532Z" }, + { url = "https://files.pythonhosted.org/packages/ff/39/b62eee45e5ea4de094a258cbb3b01c1e856ca51ddfd95b43135c5effd1eb/propcache-0.5.4-cp314-cp314-musllinux_1_2_ppc64le.whl", hash = "sha256:9e9ab13760aa8b6d0881ae7cb04fd891d8d490cd2554ea8e79bb278399169bcc", size = 233457, upload-time = "2026-09-16T00:15:29.977Z" }, + { url = "https://files.pythonhosted.org/packages/cc/a9/feec61ed296d993db9dd097e0f6723e3f576a647722367547495e4c5b05c/propcache-0.5.4-cp314-cp314-musllinux_1_2_riscv64.whl", hash = "sha256:1b2f3bec4261a94019575481c726c29850f72e27907773c75b1de421e20e9f9d", size = 204131, upload-time = "2026-09-16T00:15:31.74Z" }, + { url = "https://files.pythonhosted.org/packages/92/4d/411ef380cddad28dc001f1c6d75ec72c76cd3817030f68ec1ccfba0ec6c1/propcache-0.5.4-cp314-cp314-musllinux_1_2_s390x.whl", hash = "sha256:720cf832eb2d0b0dfee129cb3335a26f6ce3cc45ee1187e8f0731758caa16792", size = 234820, upload-time = "2026-09-16T00:15:33.087Z" }, + { url = "https://files.pythonhosted.org/packages/15/37/c988229753629ef1cfd5198337a83e624780ea2b3787efe9e747c05aad2d/propcache-0.5.4-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:9fb0a5be8d9aa213150e8d8148a42aca4984b285bcad1e69587dc4298edd929b", size = 228350, upload-time = "2026-09-16T00:15:34.533Z" }, + { url = "https://files.pythonhosted.org/packages/12/49/5ef1c5cf98591da3c5b952b39e6a298084cc1ce353bc70f85e82397a5036/propcache-0.5.4-cp314-cp314-win32.whl", hash = "sha256:30cc1cebaf9aef49db06357a50398323ae04d70460c0491837d026ab7d6452ea", size = 43578, upload-time = "2026-09-16T00:15:35.957Z" }, + { url = "https://files.pythonhosted.org/packages/1e/9e/a0ac821a2229186af5e2e3c3635a78abb23cfddca57f38513ab5d70420f3/propcache-0.5.4-cp314-cp314-win_amd64.whl", hash = "sha256:0a095db8e15a6020db149ecbed6461939fe74f6acaa3ae8b702a1fe8c38cd983", size = 46304, upload-time = "2026-09-16T00:15:37.655Z" }, + { url = "https://files.pythonhosted.org/packages/a1/19/c8d0d36a9d16cba5dcee67d389c9333b988c8986a653a61c00a451817a46/propcache-0.5.4-cp314-cp314-win_arm64.whl", hash = "sha256:45488d1a5f9ab5bd90aaa1ca20f50fe1922b8ffad71a2009d2adf41355897aac", size = 43440, upload-time = "2026-09-16T00:15:39.091Z" }, + { url = "https://files.pythonhosted.org/packages/2c/e9/42f1da77cacfc184e6ec929557ef653b7961bbf6f1da460b9221273948b3/propcache-0.5.4-cp314-cp314t-macosx_10_15_universal2.whl", hash = "sha256:53eaa697c4d0422ff4cb714d00231b43352064d97b944033b30c1d57cc506ec0", size = 90672, upload-time = "2026-09-16T00:15:40.306Z" }, + { url = "https://files.pythonhosted.org/packages/cf/2f/4b79940908c6ab8c795097c102999d7bc1f7e0b8604dfd1c232f9d99d67a/propcache-0.5.4-cp314-cp314t-macosx_10_15_x86_64.whl", hash = "sha256:886b59c4d28ca97dd23b025fdfc50a0356be934efbbbca89ad26230067f86fe5", size = 52586, upload-time = "2026-09-16T00:15:41.575Z" }, + { url = "https://files.pythonhosted.org/packages/eb/07/02196ae6320c110235bb343f90dbd34be41f8b8964a3ee30db84ec12579e/propcache-0.5.4-cp314-cp314t-macosx_11_0_arm64.whl", hash = "sha256:3fa15757fea1dfcd5b7745cad9f4638929605531bd4018ab2adff7955f1a403d", size = 54335, upload-time = "2026-09-16T00:15:43.027Z" }, + { url = "https://files.pythonhosted.org/packages/6f/44/f48b9a131985659924df5fa5093f68fe72c7ee375329802989ba3126efc6/propcache-0.5.4-cp314-cp314t-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:6f0093ac3e9daada202c2082439d414a625c57184727a46e112a3fb2a81cb788", size = 297567, upload-time = "2026-09-16T00:15:44.373Z" }, + { url = "https://files.pythonhosted.org/packages/04/a1/418d956d2735139f77fc35262179f1f52c23aa666de5a8ab3819c1ae7854/propcache-0.5.4-cp314-cp314t-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:3cd3a7edb6b95b9b33998135ebfa18d709da82290fb8f27c858970b5a12c8b56", size = 297477, upload-time = "2026-09-16T00:15:46.048Z" }, + { url = "https://files.pythonhosted.org/packages/69/fd/ff811fdb6d3d3e67fd9bbfb75881675d34a42d0ef29a45d33e3e233dde07/propcache-0.5.4-cp314-cp314t-manylinux2014_s390x.manylinux_2_17_s390x.manylinux_2_28_s390x.whl", hash = "sha256:c174bfd1c48a1b51a3078e95586dde718374bac79719ab3541ec9e74aec40574", size = 302669, upload-time = "2026-09-16T00:15:47.458Z" }, + { url = "https://files.pythonhosted.org/packages/fc/57/527910c455b5ec62f6871bef45d4f79fea16cb8c966ba0d4a07f0339ddc4/propcache-0.5.4-cp314-cp314t-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:a219f0ac59817a9114dd2aa57c13180f993e819ba658c7ddab4b66ed1ee0d370", size = 287908, upload-time = "2026-09-16T00:15:48.99Z" }, + { url = "https://files.pythonhosted.org/packages/1d/86/f69ab82707534a0cb2057bdca04f9200a71214c7551800f9d34d6ac39e4f/propcache-0.5.4-cp314-cp314t-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:17a7400cec0256f0a71ae71f9da398f9894c956ff6668a1c9d317b3367316320", size = 249804, upload-time = "2026-09-16T00:15:50.486Z" }, + { url = "https://files.pythonhosted.org/packages/27/19/60677af50d93be4256213de7cd487f056944c048b9c0b6f2e45b3a30f666/propcache-0.5.4-cp314-cp314t-musllinux_1_2_aarch64.whl", hash = "sha256:978f28401afbc76cdc3df9e1717b4229a06b626a1dcc75db4e1f2beb3884c3e9", size = 282344, upload-time = "2026-09-16T00:15:52.029Z" }, + { url = "https://files.pythonhosted.org/packages/7c/f7/a0057808a91fb3b6a5f3602b528f0cdcb3d53e0ff8315d73fabdfdf8fec4/propcache-0.5.4-cp314-cp314t-musllinux_1_2_armv7l.whl", hash = "sha256:4a1f4f5ffa55dce6307631f3cb2948e117e665966ea512e0d502b16c24f567e7", size = 270167, upload-time = "2026-09-16T00:15:53.466Z" }, + { url = "https://files.pythonhosted.org/packages/83/c8/f4a865490df0dc0c8531d4e59ac411cb6dc24bb255d2396a6f1c60a368f4/propcache-0.5.4-cp314-cp314t-musllinux_1_2_ppc64le.whl", hash = "sha256:213bb68d9ced5cf2bf717b1071bf2b09b4b04c426256f9fe6d054c60318424c4", size = 286551, upload-time = "2026-09-16T00:15:54.995Z" }, + { url = "https://files.pythonhosted.org/packages/b0/67/b4faebde9da4e8173d0e5a30e8cd31335914af7ef350b988f27fec588cfd/propcache-0.5.4-cp314-cp314t-musllinux_1_2_riscv64.whl", hash = "sha256:286867fb156488c251a3721766e380ac4495e4fd6b51aaa1403d89ce7f4359d9", size = 249595, upload-time = "2026-09-16T00:15:56.505Z" }, + { url = "https://files.pythonhosted.org/packages/f6/40/52e1dd5636e9f5a27f6b5a4b4e2f33c322fd72afe956c397d82523ec4a80/propcache-0.5.4-cp314-cp314t-musllinux_1_2_s390x.whl", hash = "sha256:445ee3bfb46e85838387fb3c536a73cc0b994dc192b004e40e170adc54aa2a7e", size = 286700, upload-time = "2026-09-16T00:15:57.985Z" }, + { url = "https://files.pythonhosted.org/packages/d5/0e/30b2b324b93ff31a0bab539c102aae59e84e444031b2742150a7646aa1bb/propcache-0.5.4-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:48cb48c5346a97de792254af77715aa2529c2a1ebc5f586aa0aae44a02f1fe57", size = 280500, upload-time = "2026-09-16T00:15:59.487Z" }, + { url = "https://files.pythonhosted.org/packages/64/36/721bb59f682ff060d0c8df64274fca8cd0521b1a54506c2eedaef795b7f5/propcache-0.5.4-cp314-cp314t-win32.whl", hash = "sha256:03b229037d25b801e7af53fd52b9fc49d9439b036fca1e087e02780631adfa97", size = 46121, upload-time = "2026-09-16T00:16:01.349Z" }, + { url = "https://files.pythonhosted.org/packages/c1/86/0b1b80fa1ac3a0aac44e2922a6964fbe9cd52af5eab8fa933bf9e90b030c/propcache-0.5.4-cp314-cp314t-win_amd64.whl", hash = "sha256:8a1fc236528c457cd739c88abe823da851b7ab645d72792f88658114cc340c12", size = 49154, upload-time = "2026-09-16T00:16:02.901Z" }, + { url = "https://files.pythonhosted.org/packages/69/4f/9fe6f05a47cb550c823155052116f710064b6be5c6e8ec4e9faae7e18115/propcache-0.5.4-cp314-cp314t-win_arm64.whl", hash = "sha256:135036c5cfc93864affb0f9af9a27e5d7a71cb7bd745e7b6dbfc2d56cc30e827", size = 46005, upload-time = "2026-09-16T00:16:04.266Z" }, + { url = "https://files.pythonhosted.org/packages/f5/cd/785c64ed382f3f04201870267b02783f63b4678c2acfddc177a3ebcc2727/propcache-0.5.4-py3-none-any.whl", hash = "sha256:62c60aec739ed00124573cce1178138fd690c7676352d67a37328c1cf51d7468", size = 16338, upload-time = "2026-09-16T00:17:13.106Z" }, +] + +[[package]] +name = "protobuf" +version = "6.33.6" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/66/70/e908e9c5e52ef7c3a6c7902c9dfbb34c7e29c25d2f81ade3856445fd5c94/protobuf-6.33.6.tar.gz", hash = "sha256:a6768d25248312c297558af96a9f9c929e8c4cee0659cb07e780731095f38135", size = 444531, upload-time = "2026-03-18T19:05:00.988Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/fc/9f/2f509339e89cfa6f6a4c4ff50438db9ca488dec341f7e454adad60150b00/protobuf-6.33.6-cp310-abi3-win32.whl", hash = "sha256:7d29d9b65f8afef196f8334e80d6bc1d5d4adedb449971fefd3723824e6e77d3", size = 425739, upload-time = "2026-03-18T19:04:48.373Z" }, + { url = "https://files.pythonhosted.org/packages/76/5d/683efcd4798e0030c1bab27374fd13a89f7c2515fb1f3123efdfaa5eab57/protobuf-6.33.6-cp310-abi3-win_amd64.whl", hash = "sha256:0cd27b587afca21b7cfa59a74dcbd48a50f0a6400cfb59391340ad729d91d326", size = 437089, upload-time = "2026-03-18T19:04:50.381Z" }, + { url = "https://files.pythonhosted.org/packages/5c/01/a3c3ed5cd186f39e7880f8303cc51385a198a81469d53d0fdecf1f64d929/protobuf-6.33.6-cp39-abi3-macosx_10_9_universal2.whl", hash = "sha256:9720e6961b251bde64edfdab7d500725a2af5280f3f4c87e57c0208376aa8c3a", size = 427737, upload-time = "2026-03-18T19:04:51.866Z" }, + { url = "https://files.pythonhosted.org/packages/ee/90/b3c01fdec7d2f627b3a6884243ba328c1217ed2d978def5c12dc50d328a3/protobuf-6.33.6-cp39-abi3-manylinux2014_aarch64.whl", hash = "sha256:e2afbae9b8e1825e3529f88d514754e094278bb95eadc0e199751cdd9a2e82a2", size = 324610, upload-time = "2026-03-18T19:04:53.096Z" }, + { url = "https://files.pythonhosted.org/packages/9b/ca/25afc144934014700c52e05103c2421997482d561f3101ff352e1292fb81/protobuf-6.33.6-cp39-abi3-manylinux2014_s390x.whl", hash = "sha256:c96c37eec15086b79762ed265d59ab204dabc53056e3443e702d2681f4b39ce3", size = 339381, upload-time = "2026-03-18T19:04:54.616Z" }, + { url = "https://files.pythonhosted.org/packages/16/92/d1e32e3e0d894fe00b15ce28ad4944ab692713f2e7f0a99787405e43533a/protobuf-6.33.6-cp39-abi3-manylinux2014_x86_64.whl", hash = "sha256:e9db7e292e0ab79dd108d7f1a94fe31601ce1ee3f7b79e0692043423020b0593", size = 323436, upload-time = "2026-03-18T19:04:55.768Z" }, + { url = "https://files.pythonhosted.org/packages/c4/72/02445137af02769918a93807b2b7890047c32bfb9f90371cbc12688819eb/protobuf-6.33.6-py3-none-any.whl", hash = "sha256:77179e006c476e69bf8e8ce866640091ec42e1beb80b213c3900006ecfba6901", size = 170656, upload-time = "2026-03-18T19:04:59.826Z" }, +] + +[[package]] +name = "psycopg" +version = "3.3.5" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "tzdata", marker = "sys_platform == 'win32'" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/72/73/8fb739d0f6bba247b9b93c9840c402a4f88545be5f1d4b02b23366371c00/psycopg-3.3.5.tar.gz", hash = "sha256:d0a3d9ccf5788af054cbd745278cb02401b5c312aeaafbf2c6144460aec47da4", size = 166508, upload-time = "2026-08-31T22:45:43.151Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/3d/2e/d0a645bcaadde68bd6d93c43f02f14b0191bdda367ce3f7722abe3da744a/psycopg-3.3.5-py3-none-any.whl", hash = "sha256:ce5aa5cdb4f9379f00f487590e5890bfa7df9a164648c969ffa628505e21af4e", size = 213598, upload-time = "2026-08-31T22:39:02.184Z" }, +] + +[package.optional-dependencies] +binary = [ + { name = "psycopg-binary", marker = "implementation_name != 'pypy'" }, +] + +[[package]] +name = "psycopg-binary" +version = "3.3.5" +source = { registry = "https://pypi.org/simple" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/46/7f/4e2395da194558533bd9c31f35e4dc58ecbbae6a7176b0d2f72d629e8a51/psycopg_binary-3.3.5-cp314-cp314-macosx_10_15_x86_64.whl", hash = "sha256:40f8b132c7243ef5f503f0b6f986bf16d38a51b0df1c6ba2577743f128be03e3", size = 4712612, upload-time = "2026-08-31T22:44:25.723Z" }, + { url = "https://files.pythonhosted.org/packages/ae/94/fdb2093c8ccd7048449156db526ad746740cf34fe9c01e5dc1b7a7a8b257/psycopg_binary-3.3.5-cp314-cp314-macosx_11_0_arm64.whl", hash = "sha256:c0cac998b9b1e82dec853d2e53b3d34d56a525cf231f9441a636cfd5992929a9", size = 4775139, upload-time = "2026-08-31T22:44:36.719Z" }, + { url = "https://files.pythonhosted.org/packages/31/52/5195e87960715f7be2005761b72d56fce4e7757d5333fd40384f071c2de1/psycopg_binary-3.3.5-cp314-cp314-manylinux2014_ppc64le.manylinux_2_17_ppc64le.whl", hash = "sha256:479b96fd78149cfa10369dc53fbfb89ee729be13146b584a23dbc7e164c0cf1e", size = 5556807, upload-time = "2026-08-31T22:44:42.668Z" }, + { url = "https://files.pythonhosted.org/packages/f7/42/2d616210a91e1327516ed5ae71961aaa31bb740e4a61d7190f2221685a40/psycopg_binary-3.3.5-cp314-cp314-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:f45d77e398542ce0937d9fa3cd9d84e9c5fc6b34c50a66404ae840bada312750", size = 5236206, upload-time = "2026-08-31T22:44:47.943Z" }, + { url = "https://files.pythonhosted.org/packages/08/2e/e54b0d4cc263b3526e3728bb50a69660d5e79e52255ccd2a1a71e40e6f9a/psycopg_binary-3.3.5-cp314-cp314-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:98a388509306e5e08a4203253ac52846bc1b034e5cbd0ae6da1211593cc28594", size = 6838066, upload-time = "2026-08-31T22:44:55.701Z" }, + { url = "https://files.pythonhosted.org/packages/77/80/ec22a110f81a44c411965982097efeee86006bdd5a1f51f628318106c84c/psycopg_binary-3.3.5-cp314-cp314-manylinux_2_38_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:ab39e2794b95af61a2ff69e33e5ab6ac5df36e9ffea9a3b18e38b2aaca8c5ad5", size = 5072036, upload-time = "2026-08-31T22:45:02.838Z" }, + { url = "https://files.pythonhosted.org/packages/93/55/7bc3c3ac769ab4fe0c619f2179b4aab3ae043f4d478283dd8279d24c0be4/psycopg_binary-3.3.5-cp314-cp314-musllinux_1_2_aarch64.whl", hash = "sha256:9c071bf78e5c2e6efa40bc9089a954d7b41221347a72f35c6bf2d8c96e632f75", size = 4604058, upload-time = "2026-08-31T22:45:10.444Z" }, + { url = "https://files.pythonhosted.org/packages/a3/69/8e7414f7dc10b2959e664330cdcf393e412f67355975dafa876cef265264/psycopg_binary-3.3.5-cp314-cp314-musllinux_1_2_ppc64le.whl", hash = "sha256:14fdfd65a96ecbd8b586d14546105641f4a6ac7cbe335c786830ea4de94bbe60", size = 4284766, upload-time = "2026-08-31T22:45:17.881Z" }, + { url = "https://files.pythonhosted.org/packages/c1/72/33f293c1d3ee9114f47e9ef4880f31c9de864e84a9b09454c26e106c25ed/psycopg_binary-3.3.5-cp314-cp314-musllinux_1_2_riscv64.whl", hash = "sha256:8dbd694f3741dd4ac5bc60b70e17f7841aefb3f0f38cef4d2756de270e03af43", size = 4011958, upload-time = "2026-08-31T22:45:24.792Z" }, + { url = "https://files.pythonhosted.org/packages/b7/c9/8e38840e5a7d006987bbc9acb29951912253fa50549a4db92b3aa535f089/psycopg_binary-3.3.5-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:14f432430fd9e1a9e7d9ab2fe14956c77f5d074ebdc556a1ad04e9a1bd3fca04", size = 4323273, upload-time = "2026-08-31T22:45:32.973Z" }, + { url = "https://files.pythonhosted.org/packages/fc/c7/b7ebf601c307f93e7c4c4ebac0edc9db3b2729ca038efe700a18f86b5517/psycopg_binary-3.3.5-cp314-cp314-win_amd64.whl", hash = "sha256:df209e64674a34b41662c67fdc8b4e0ffd77d2136393790691d086a09f9a6cab", size = 3745885, upload-time = "2026-08-31T22:45:40.537Z" }, +] + +[[package]] +name = "pyarrow" +version = "25.0.1" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/3d/e3/27f57f80141379d60defe6703eb50a707325706f07fedfd1312c7a751995/pyarrow-25.0.1.tar.gz", hash = "sha256:9150a83248bfed9813ea3c3af74c3856c1984d444aa28e58bf7733b9750ddf6a", size = 1201653, upload-time = "2026-08-10T12:40:53.904Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/36/4c/b525824ad3094076919273cd97db61fb3d78252dee76fa3b8dc8f76774aa/pyarrow-25.0.1-cp314-cp314-macosx_12_0_arm64.whl", hash = "sha256:bf0b672390cdcb640d7288f96b826d71ff4e9abb254a86c89890baf51a29cee6", size = 35885255, upload-time = "2026-08-10T12:39:32.366Z" }, + { url = "https://files.pythonhosted.org/packages/08/62/448bb0e940de41aec31d1a956e63ad9c54afdf122a103cc3ab20c2a3ce33/pyarrow-25.0.1-cp314-cp314-macosx_12_0_x86_64.whl", hash = "sha256:38a9a4b4b9613380e200641891495a56c3d5a98a092db4a870af9975e220471d", size = 37644461, upload-time = "2026-08-10T12:39:38.142Z" }, + { url = "https://files.pythonhosted.org/packages/6e/9a/13587e38bd4806fd218f50fd13b8903fab60588a699ff0c406372e5b4043/pyarrow-25.0.1-cp314-cp314-manylinux_2_28_aarch64.whl", hash = "sha256:0b726ad7e7b669be982b0c71c07fe4b037d654354130da79a7902a669e93a66b", size = 46877146, upload-time = "2026-08-10T12:39:43.722Z" }, + { url = "https://files.pythonhosted.org/packages/8d/61/1c5d1229fa21da4cff5365e41e57177aaac57c563c727f35419b8513d1c1/pyarrow-25.0.1-cp314-cp314-manylinux_2_28_x86_64.whl", hash = "sha256:9171748cdf796972d85a4b60157c279913e242992e350c90c7450182a9838b2a", size = 50131616, upload-time = "2026-08-10T12:39:49.304Z" }, + { url = "https://files.pythonhosted.org/packages/43/20/291e1d65cc0b09aa19f03cf25cf51a2f5fa94b5db315178f2d254ed5cad4/pyarrow-25.0.1-cp314-cp314-musllinux_1_2_aarch64.whl", hash = "sha256:b7a296aac7a71fa0886c08e155ddb6c636a50013f801f6178daafa0f9e726188", size = 50008879, upload-time = "2026-08-10T12:39:56.891Z" }, + { url = "https://files.pythonhosted.org/packages/8b/7c/1b7c9ec28e76576337e4f97b31141c9a181b89b6d1d6221e9d8205621a58/pyarrow-25.0.1-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:0fe7c8b6c03969b49c8c66182e4a18e3819ab92d07cfab5d8370c531b9369ef0", size = 53170864, upload-time = "2026-08-10T12:40:04.918Z" }, + { url = "https://files.pythonhosted.org/packages/b7/75/f3d789dc06011a765d14d86bda799cf72ac1d715b6a6edecaa0d73d95062/pyarrow-25.0.1-cp314-cp314-win_amd64.whl", hash = "sha256:f729cfdbd36fd99d543b67a914d2de044c84ebe45be8b34902b299b608c15c8f", size = 28620729, upload-time = "2026-08-10T12:40:51.41Z" }, + { url = "https://files.pythonhosted.org/packages/fc/05/647a8ee6f7c2662feb6921315617bc04dcd6034763fb61b1199720bf6162/pyarrow-25.0.1-cp314-cp314t-macosx_12_0_arm64.whl", hash = "sha256:59a2de54c0cbd954da861eee4d1d330f8e909c45b53455baef696380f2c55033", size = 36130288, upload-time = "2026-08-10T12:40:11.014Z" }, + { url = "https://files.pythonhosted.org/packages/93/f8/c9ee997554d7bea94520667dd1933f109ac1da3ee3556d2b49381e023484/pyarrow-25.0.1-cp314-cp314t-macosx_12_0_x86_64.whl", hash = "sha256:35935cd5de130aa5cf4dea052a63e6bf2e17006c35c3a468194242b9b2bf5956", size = 37762187, upload-time = "2026-08-10T12:40:16.592Z" }, + { url = "https://files.pythonhosted.org/packages/a2/08/a28c01c7fe9e96e8233ce2d13df1d402f4f999f848f51d2daacd6bb4c036/pyarrow-25.0.1-cp314-cp314t-manylinux_2_28_aarch64.whl", hash = "sha256:f3831aaa25c67a99f99dc8b05873cb9d64560390372e2aa197ce9dd4a3f06a44", size = 46888003, upload-time = "2026-08-10T12:40:23.242Z" }, + { url = "https://files.pythonhosted.org/packages/1b/b9/58612e977d28dc58c878448866838369ee8da2f1e7cc8ed2c84b952aafee/pyarrow-25.0.1-cp314-cp314t-manylinux_2_28_x86_64.whl", hash = "sha256:6a1fdfc6659b6b19022f2e50627fb5cf7156a66c46bf4299379955cbe742382a", size = 50079036, upload-time = "2026-08-10T12:40:29.169Z" }, + { url = "https://files.pythonhosted.org/packages/72/13/66e1402dcc860e1dc2760b1e0292c9a569b62b3bccab69def1b3e907d006/pyarrow-25.0.1-cp314-cp314t-musllinux_1_2_aarch64.whl", hash = "sha256:169d3429d5be7c752125890620f75a60776d38b0035eddae939651640822332e", size = 50040226, upload-time = "2026-08-10T12:40:35.186Z" }, + { url = "https://files.pythonhosted.org/packages/78/10/3f1a5497a7ef732ab0f03ecca3e66d89d9c0f57fdc61b4794c456b781f01/pyarrow-25.0.1-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:119297a6dc197e45d9c6d4415f7814a67ffa36c180d26f68c154c58067ae782d", size = 53149035, upload-time = "2026-08-10T12:40:41.454Z" }, + { url = "https://files.pythonhosted.org/packages/93/c0/37d4a7e8e2f7a6076283673d5298018ca26478b934c6ee369e10505ab32c/pyarrow-25.0.1-cp314-cp314t-win_amd64.whl", hash = "sha256:4288f27577352d608ca08553b0865e4a9b3aa14820c5d95b53337218d609835b", size = 28753071, upload-time = "2026-08-10T12:40:46.623Z" }, +] + +[[package]] +name = "pyasn1" +version = "0.6.4" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/a4/9a/23310166d960def5897e91fe20e5b724601b02a22e84ba1f94232c0b7f67/pyasn1-0.6.4.tar.gz", hash = "sha256:9c447d8431c947fe4c8febc4ed9e760bc29011a5b01e5c74b67025bd9fb8ce81", size = 151262, upload-time = "2026-07-09T01:12:33.988Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/9a/3b/6163796d69c3977d1e4287bea4a6979161cbbdd170ebb430511e8e1999ce/pyasn1-0.6.4-py3-none-any.whl", hash = "sha256:deda9277cfd454080ec40b207fb6df82206a3a2688735233cdcd8d3d565f088b", size = 84410, upload-time = "2026-07-09T01:12:32.92Z" }, +] + +[[package]] +name = "pyasn1-modules" +version = "0.4.2" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "pyasn1" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/e9/e6/78ebbb10a8c8e4b61a59249394a4a594c1a7af95593dc933a349c8d00964/pyasn1_modules-0.4.2.tar.gz", hash = "sha256:677091de870a80aae844b1ca6134f54652fa2c8c5a52aa396440ac3106e941e6", size = 307892, upload-time = "2025-03-28T02:41:22.17Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/47/8d/d529b5d697919ba8c11ad626e835d4039be708a35b0d22de83a269a6682c/pyasn1_modules-0.4.2-py3-none-any.whl", hash = "sha256:29253a9207ce32b64c3ac6600edc75368f98473906e8fd1043bd6b5b1de2c14a", size = 181259, upload-time = "2025-03-28T02:41:19.028Z" }, +] + +[[package]] +name = "pycparser" +version = "3.0" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/1b/7d/92392ff7815c21062bea51aa7b87d45576f649f16458d78b7cf94b9ab2e6/pycparser-3.0.tar.gz", hash = "sha256:600f49d217304a5902ac3c37e1281c9fe94e4d0489de643a9504c5cdfdfc6b29", size = 103492, upload-time = "2026-01-21T14:26:51.89Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/0c/c3/44f3fbbfa403ea2a7c779186dc20772604442dde72947e7d01069cbe98e3/pycparser-3.0-py3-none-any.whl", hash = "sha256:b727414169a36b7d524c1c3e31839a521725078d7b2ff038656844266160a992", size = 48172, upload-time = "2026-01-21T14:26:50.693Z" }, +] + +[[package]] +name = "pydantic" +version = "2.13.5" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "annotated-types" }, + { name = "pydantic-core" }, + { name = "typing-extensions" }, + { name = "typing-inspection" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/53/ef/fc4f868f4e2cee79f863883abffceff107875f569b848507319842d2a681/pydantic-2.13.5.tar.gz", hash = "sha256:51a9c5f7b2f8e636f04c6cada605d9b6a3bf1348fdf945a3d8869b19bba0ee08", size = 845750, upload-time = "2026-08-28T14:04:00.916Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/eb/47/c95ffc2009878c7aac0c5e08528022dcb885933252a88b5f170058014464/pydantic-2.13.5-py3-none-any.whl", hash = "sha256:346a034f080da3755d8e9cb5e00e8b07de1d39e4f6e2c87d8ab7cafa0b269a73", size = 472589, upload-time = "2026-08-28T14:03:59.136Z" }, +] + +[[package]] +name = "pydantic-core" +version = "2.46.5" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "typing-extensions" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/af/f9/8a06bea35ef8daf588f707784c973a7046e0034c8d8cfb08828eeffb8b75/pydantic_core-2.46.5.tar.gz", hash = "sha256:10416c15b8839ecc4ef4d0885da76da6fd0f67333a0eb8aff6d93c4b8f2910fc", size = 472262, upload-time = "2026-08-28T10:01:31.677Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/8e/8a/14596f2a8367da50cf7cbac48169ee5d9c8e11d486a3b527082384630c72/pydantic_core-2.46.5-cp314-cp314-macosx_10_12_x86_64.whl", hash = "sha256:c1c43ad4339643d70ebb8124e1305a7dab423001eff58bb41a0f731adbc98355", size = 2074081, upload-time = "2026-08-28T09:59:16.141Z" }, + { url = "https://files.pythonhosted.org/packages/ae/d5/d8a4eb6d6c7f66b91dd37c576d76e9e60fba900caf5372c17bcf949febc2/pydantic_core-2.46.5-cp314-cp314-macosx_11_0_arm64.whl", hash = "sha256:1a353f84de772f423b5ffb11d7ae352fbbef0f446f3c0b0af0f8236d7233606e", size = 1920497, upload-time = "2026-08-28T09:59:18.065Z" }, + { url = "https://files.pythonhosted.org/packages/8e/26/092079428f86e927e030b2c0ced87df69dbb1c875cdeaa67bf42ea2be746/pydantic_core-2.46.5-cp314-cp314-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:5086029a57366b8cf81b130a43908738095c270c21a8d7f0e8bdfdb89718e2f3", size = 1952130, upload-time = "2026-08-28T09:59:20.476Z" }, + { url = "https://files.pythonhosted.org/packages/08/c3/8ec0e290a9ebaebd64047bf5fda94be835c6b1551b02437e4b76778fbcd7/pydantic_core-2.46.5-cp314-cp314-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:46c25dda9d092a06c08db76ffe0a197107904d0dfac653f7d5306bbcd6d6119c", size = 2026371, upload-time = "2026-08-28T09:59:22.227Z" }, + { url = "https://files.pythonhosted.org/packages/01/72/4fd20ad520fb8da0157f95b27a7eb05a72790ef08138e7701ac972c342ea/pydantic_core-2.46.5-cp314-cp314-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:37ea7b83c935e5b0d68c9449b82651accf78a10828b2c02b2f2d9e9496446c21", size = 2202822, upload-time = "2026-08-28T09:59:24.277Z" }, + { url = "https://files.pythonhosted.org/packages/31/b0/d16e0771206b29314f0d52198b720be21e8a99ab2bf11e3bc0d7c9cebdff/pydantic_core-2.46.5-cp314-cp314-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:e64e88d5585bea9ce95861079de72006c7fa6d3df4e3a3b65ba31eb979c15c9f", size = 2262756, upload-time = "2026-08-28T09:59:26.608Z" }, + { url = "https://files.pythonhosted.org/packages/2c/9b/59634b7ac631c63b2a37760eb6943af3e29573d6b59a4abc5e7f019d4cee/pydantic_core-2.46.5-cp314-cp314-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:54d510bac3ee52247af28ed4bb18a1e799f040ac60fd2bf5ccd4c92f1fbe786f", size = 2068352, upload-time = "2026-08-28T09:59:29.044Z" }, + { url = "https://files.pythonhosted.org/packages/08/7c/570abb1ad2155348dc754ea91be22e5aaa18eb6d69a6068f7c6f2679a6ed/pydantic_core-2.46.5-cp314-cp314-manylinux_2_31_riscv64.whl", hash = "sha256:a2a5e1d0ff29adddc9f6d6821a66302e4493f8ca898b715b6b1182c2c201ea0a", size = 2104777, upload-time = "2026-08-28T09:59:30.95Z" }, + { url = "https://files.pythonhosted.org/packages/8e/25/5bf74adc65a1ac5b7be3f6cb0bcb5433615c1598a801c19d830d84c98ded/pydantic_core-2.46.5-cp314-cp314-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:03b9666e41e35d8909852ba191a0607520f81b74eaf12ccf8737005dbb313821", size = 2156312, upload-time = "2026-08-28T09:59:32.604Z" }, + { url = "https://files.pythonhosted.org/packages/90/6a/2ef38830675e050121040618135564ed56b860b45433b02d9b4ebece46f3/pydantic_core-2.46.5-cp314-cp314-musllinux_1_1_aarch64.whl", hash = "sha256:a91c17edf6eea2402cb5457b4c89e99bc5ed1004aa34c4adf1d4258c1a5c22c2", size = 2150067, upload-time = "2026-08-28T09:59:34.453Z" }, + { url = "https://files.pythonhosted.org/packages/90/ef/a7dbb03a14a64c2a4621f989c615ed9a892535a6cad938fc27079f919d80/pydantic_core-2.46.5-cp314-cp314-musllinux_1_1_armv7l.whl", hash = "sha256:b49924c73a235e969511bf2aabdff3beebf9820931f646c80274d5d780010c47", size = 2304516, upload-time = "2026-08-28T09:59:36.194Z" }, + { url = "https://files.pythonhosted.org/packages/68/f8/6bb4c4b80e8a6fde1904c64a51c62a1d04fcdfa3ea521a66b2ddefa1d885/pydantic_core-2.46.5-cp314-cp314-musllinux_1_1_x86_64.whl", hash = "sha256:2cbd9a5eff05e51c447c34dfa4632145b26b09120cf04bd0c871e44c1a5e1c9a", size = 2335223, upload-time = "2026-08-28T09:59:37.931Z" }, + { url = "https://files.pythonhosted.org/packages/2a/80/f46b8c681195190b2c1f1c7c0a81abce60663e987613e09ef64d433dd96b/pydantic_core-2.46.5-cp314-cp314-win32.whl", hash = "sha256:2d5d76654becf5efd62c9e51c3756c67b49498b0c9a40884934c40807adbd074", size = 1934827, upload-time = "2026-08-28T09:59:39.836Z" }, + { url = "https://files.pythonhosted.org/packages/f7/3c/60674207246bc0a4009d2391b7c7251c7159f279c8d2ab8aae8ef46f3dee/pydantic_core-2.46.5-cp314-cp314-win_amd64.whl", hash = "sha256:fa10ef4112775900e7a0661068635eb67b2ab824fbde764de6e0e21982a93db0", size = 2042648, upload-time = "2026-08-28T09:59:41.792Z" }, + { url = "https://files.pythonhosted.org/packages/69/0c/117c562c7c1babdf44576b72a5e496906506c93690387ecfbca7c729ae2e/pydantic_core-2.46.5-cp314-cp314-win_arm64.whl", hash = "sha256:045ab3b6d308439e32b81cc173bba5b9018bc6ed896afd0c65b3b009b1699af5", size = 1989652, upload-time = "2026-08-28T09:59:43.702Z" }, + { url = "https://files.pythonhosted.org/packages/e8/66/9336ae58f9eb68c41d121894e52c4c89eccb07eb8f602a04ee9c3f37736a/pydantic_core-2.46.5-cp314-cp314t-macosx_10_12_x86_64.whl", hash = "sha256:8816f3d218beb4b787de5c9759c259b8fa61f9dec42dc7811f320a33771778b7", size = 2065829, upload-time = "2026-08-28T09:59:45.364Z" }, + { url = "https://files.pythonhosted.org/packages/c5/02/bc19b47a96c2d3109760711acf22369e56bd7e405ca52f7ade164d2ead57/pydantic_core-2.46.5-cp314-cp314t-macosx_11_0_arm64.whl", hash = "sha256:bce57638e08ac148e5778cce7feb968307a727d66f8e2274a543d0cf0c9ad6a3", size = 1905716, upload-time = "2026-08-28T09:59:47.18Z" }, + { url = "https://files.pythonhosted.org/packages/52/a4/70b47c0509923dd98ccfed04fb3e32ea3849c82a0ff2205bb41009b43c00/pydantic_core-2.46.5-cp314-cp314t-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:976e1128455aa595ea04c79ccfedff1aaeab96ee013fcc916bed120c4f0ad94f", size = 1934216, upload-time = "2026-08-28T09:59:49.241Z" }, + { url = "https://files.pythonhosted.org/packages/52/ab/aa03b65f7bb198585edf806b906c3223ecf1795543e39e23aec4cce27ad2/pydantic_core-2.46.5-cp314-cp314t-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:e7b891faeedeafba41b2983e5001a81b6a915b69544c7e7570d1989ce1c36ac7", size = 2010635, upload-time = "2026-08-28T09:59:51.692Z" }, + { url = "https://files.pythonhosted.org/packages/3c/8b/0da06343f30b84ec549aafd309c6456223d5dc8bd36af504c573faad561d/pydantic_core-2.46.5-cp314-cp314t-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:5f194189415698233dd1114a093a9b56e61e2c57e11b469be3b0506f46f0771c", size = 2209369, upload-time = "2026-08-28T09:59:53.582Z" }, + { url = "https://files.pythonhosted.org/packages/d6/5b/844c4defaa34a3df66eb9257087d121d70c201298b96abdf9f492fc2f1bf/pydantic_core-2.46.5-cp314-cp314t-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:82a36973cf8a2ef5406f4fe2edbf8ed0c99629535d959e0b100c76a32535a111", size = 2253238, upload-time = "2026-08-28T09:59:55.484Z" }, + { url = "https://files.pythonhosted.org/packages/f4/64/a4e536cb16d7f61a7fd3120b46c577fc7fa7325992f69c4f52bc786d77d8/pydantic_core-2.46.5-cp314-cp314t-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:cdbb78909f52b981d3b2d56b97328d71eb0b974c36bd77c920123a7ebb192829", size = 2065740, upload-time = "2026-08-28T09:59:58.038Z" }, + { url = "https://files.pythonhosted.org/packages/5f/75/aaa38c6bc2d085f6605b34eabdc6a8a4e0b2e61fc9c8e6e52b28e97b3125/pydantic_core-2.46.5-cp314-cp314t-manylinux_2_31_riscv64.whl", hash = "sha256:52e24eacdb536cade636aa90fb851835222becff8484b7001fdc78cb0290f2aa", size = 2087425, upload-time = "2026-08-28T09:59:59.898Z" }, + { url = "https://files.pythonhosted.org/packages/55/ae/fcab4cfc39aba3689e1d20c8b5250ad280957022c09af2ed9cd585602a5e/pydantic_core-2.46.5-cp314-cp314t-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:37ae34309d7bd8c0d61ab839668058f2a7962ea1fc51d105d2db228fe0618034", size = 2139306, upload-time = "2026-08-28T10:00:03.057Z" }, + { url = "https://files.pythonhosted.org/packages/2d/f4/f1d03a4bc9d9acbc62f4d742b8a319af52f71885079868b2ff8e48a651ee/pydantic_core-2.46.5-cp314-cp314t-musllinux_1_1_aarch64.whl", hash = "sha256:0cdbada856a1c69a7624a64d3d9aefe79300bd6ef827b43a4f265010b9b55184", size = 2144589, upload-time = "2026-08-28T10:00:05.645Z" }, + { url = "https://files.pythonhosted.org/packages/83/f3/7a53bb1356de514a4cd295f25b6ac39237895620c0462d2592b76c16e114/pydantic_core-2.46.5-cp314-cp314t-musllinux_1_1_armv7l.whl", hash = "sha256:545f26c504b27c3758439a5e6d9349931f0a04f855668d5fe323c89e82300a38", size = 2288882, upload-time = "2026-08-28T10:00:07.931Z" }, + { url = "https://files.pythonhosted.org/packages/cd/94/5a81583660c175c59d49ffb09f4b3a44debeaf86a19fca664ae1cdd9ee32/pydantic_core-2.46.5-cp314-cp314t-musllinux_1_1_x86_64.whl", hash = "sha256:ff218293c9c806138dca139765e3b067621be52bcd93cdc14c7711be7ddc90a9", size = 2335210, upload-time = "2026-08-28T10:00:10.177Z" }, + { url = "https://files.pythonhosted.org/packages/5a/9f/5d685c2693b972d1a59c998586e8823712b66603aeff47ee60a4bdaafd37/pydantic_core-2.46.5-cp314-cp314t-win32.whl", hash = "sha256:97cf3eb53a8cccacf9d46686a0926186c9bfb5574f2ed66d3639d5fe117cd3a9", size = 1921180, upload-time = "2026-08-28T10:00:12.35Z" }, + { url = "https://files.pythonhosted.org/packages/70/12/5c94ee16d65a37a15f9e869f5e6256df111154491173801a4c5e800ab548/pydantic_core-2.46.5-cp314-cp314t-win_amd64.whl", hash = "sha256:d2f9fc07a8042a8f95925b35c4f04f469707c981fc33245b6ca187cf5d2dd290", size = 2020515, upload-time = "2026-08-28T10:00:14.774Z" }, + { url = "https://files.pythonhosted.org/packages/63/19/67830dda664e6bdf9285ee2e40f355d0d7d6b92aa0c42e8d217bb8d33d36/pydantic_core-2.46.5-cp314-cp314t-win_arm64.whl", hash = "sha256:acf8a67ba51f4ca9ddbd0e6b3000a65ac51ab734661778b3e7ba64d99a710f2f", size = 1989276, upload-time = "2026-08-28T10:00:16.984Z" }, +] + +[[package]] +name = "pygments" +version = "2.21.0" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/49/2e/ced460408999b33da6b31b0021b0f37d329e202d4169aeb164493778f25b/pygments-2.21.0.tar.gz", hash = "sha256:610ca751c9bc2492b38eb9a38a7fbc93edbbb2d7182edaf34e66ae493dee5c8c", size = 5005329, upload-time = "2026-08-17T08:02:48.824Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/71/46/17f022dd3e953bf20a04a028a21ec746d942f8d2af30fa0f124fa0e6a684/pygments-2.21.0-py3-none-any.whl", hash = "sha256:2363c69b61c4a97c838da3b130dcd6468f4848992b21a82f2a63ec34377137d9", size = 1250147, upload-time = "2026-08-17T08:02:44.912Z" }, +] + +[[package]] +name = "pyparsing" +version = "3.3.2" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/f3/91/9c6ee907786a473bf81c5f53cf703ba0957b23ab84c264080fb5a450416f/pyparsing-3.3.2.tar.gz", hash = "sha256:c777f4d763f140633dcb6d8a3eda953bf7a214dc4eff598413c070bcdc117cbc", size = 6851574, upload-time = "2026-01-21T03:57:59.36Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/10/bd/c038d7cc38edc1aa5bf91ab8068b63d4308c66c4c8bb3cbba7dfbc049f9c/pyparsing-3.3.2-py3-none-any.whl", hash = "sha256:850ba148bd908d7e2411587e247a1e4f0327839c40e2e5e6d05a007ecc69911d", size = 122781, upload-time = "2026-01-21T03:57:55.912Z" }, +] + +[[package]] +name = "pytest" +version = "9.1.1" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "colorama", marker = "sys_platform == 'win32'" }, + { name = "iniconfig" }, + { name = "packaging" }, + { name = "pluggy" }, + { name = "pygments" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/e4/47/b9efed96c114afcfa3c9d3fe98a76a1d14c74a9e266d397cf6eb64be5e01/pytest-9.1.1.tar.gz", hash = "sha256:1088fbde8f2b49d95a549a195707afa7a76a3ce9bcadc26b6d71f0ffda5fe313", size = 1636369, upload-time = "2026-06-19T10:58:32.857Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/24/25/1de2678b631f5a49215c6c96fff41ba892b0a34df68d6d80292b1b48aa7f/pytest-9.1.1-py3-none-any.whl", hash = "sha256:37a86b45efb9a47a61a36449063e8e18d0cab3161329fc099eb21783169c4f0c", size = 386536, upload-time = "2026-06-19T10:58:31.347Z" }, +] + +[[package]] +name = "python-dateutil" +version = "2.9.0.post0" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "six" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/66/c0/0c8b6ad9f17a802ee498c46e004a0eb49bc148f2fd230864601a86dcf6db/python-dateutil-2.9.0.post0.tar.gz", hash = "sha256:37dd54208da7e1cd875388217d5e00ebd4179249f90fb72437e91a35459a0ad3", size = 342432, upload-time = "2024-03-01T18:36:20.211Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/ec/57/56b9bcc3c9c6a792fcbaf139543cee77261f3651ca9da0c93f5c1221264b/python_dateutil-2.9.0.post0-py2.py3-none-any.whl", hash = "sha256:a8b2bc7bffae282281c8140a97d3aa9c14da0b136dfe83f850eea9a5f7470427", size = 229892, upload-time = "2024-03-01T18:36:18.57Z" }, +] + +[[package]] +name = "python-dotenv" +version = "1.2.3" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/6a/53/ed9d74092561d4b01a2ef1349d52cdbc135e526c245f366b089cfca6de49/python_dotenv-1.2.3.tar.gz", hash = "sha256:a20a594dabeaa385725aa239d5244871c143ecb356add8a20fcf23773a6c3a35", size = 58945, upload-time = "2026-08-16T16:54:54.067Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/0d/17/c5c6b53ddc18f297992099b3d9ec16c855c0ccc83263a21fe4d1c625ec6c/python_dotenv-1.2.3-py3-none-any.whl", hash = "sha256:904552145e8bfed22162c09dab1c2b9b54fefa7b23ba780f4f26ca0316b0f0d9", size = 22780, upload-time = "2026-08-16T16:54:52.473Z" }, +] + +[[package]] +name = "pywin32" +version = "312" +source = { registry = "https://pypi.org/simple" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/fc/2b/1f3cded5822fd49c02f40544cbb5f58c7cfd6b1694869fd476cb6170ee97/pywin32-312-cp314-cp314-win32.whl", hash = "sha256:a77a90fbb6881238d2ca9c6fd797b25817f3768fe78d214a90137ff055a75f5b", size = 6468928, upload-time = "2026-06-04T07:49:43.188Z" }, + { url = "https://files.pythonhosted.org/packages/21/82/3bf86d2e2808902013132e1ce905a7da0da53790f3836c64bf44d55e24f3/pywin32-312-cp314-cp314-win_amd64.whl", hash = "sha256:a4dd3a848290ef724347b19f301045831d8e802fa4464f491b98b1e0a081432e", size = 7024157, upload-time = "2026-06-04T07:49:45.34Z" }, + { url = "https://files.pythonhosted.org/packages/a4/0e/73f6d6800b4f27655abd9e9f6aaeaefcddb2b946e4674efa2bab184a7f7b/pywin32-312-cp314-cp314-win_arm64.whl", hash = "sha256:9fce94568364e0155e6dfb781ac5d95903be8baf28670632beab1b523f300daa", size = 6839598, upload-time = "2026-06-04T07:49:47.613Z" }, +] + +[[package]] +name = "pyyaml" +version = "6.0.3" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/05/8e/961c0007c59b8dd7729d542c61a4d537767a59645b82a0b521206e1e25c2/pyyaml-6.0.3.tar.gz", hash = "sha256:d76623373421df22fb4cf8817020cbb7ef15c725b9d5e45f17e189bfc384190f", size = 130960, upload-time = "2025-09-25T21:33:16.546Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/9d/8c/f4bd7f6465179953d3ac9bc44ac1a8a3e6122cf8ada906b4f96c60172d43/pyyaml-6.0.3-cp314-cp314-macosx_10_13_x86_64.whl", hash = "sha256:8d1fab6bb153a416f9aeb4b8763bc0f22a5586065f86f7664fc23339fc1c1fac", size = 181814, upload-time = "2025-09-25T21:32:35.712Z" }, + { url = "https://files.pythonhosted.org/packages/bd/9c/4d95bb87eb2063d20db7b60faa3840c1b18025517ae857371c4dd55a6b3a/pyyaml-6.0.3-cp314-cp314-macosx_11_0_arm64.whl", hash = "sha256:34d5fcd24b8445fadc33f9cf348c1047101756fd760b4dacb5c3e99755703310", size = 173809, upload-time = "2025-09-25T21:32:36.789Z" }, + { url = "https://files.pythonhosted.org/packages/92/b5/47e807c2623074914e29dabd16cbbdd4bf5e9b2db9f8090fa64411fc5382/pyyaml-6.0.3-cp314-cp314-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:501a031947e3a9025ed4405a168e6ef5ae3126c59f90ce0cd6f2bfc477be31b7", size = 766454, upload-time = "2025-09-25T21:32:37.966Z" }, + { url = "https://files.pythonhosted.org/packages/02/9e/e5e9b168be58564121efb3de6859c452fccde0ab093d8438905899a3a483/pyyaml-6.0.3-cp314-cp314-manylinux2014_s390x.manylinux_2_17_s390x.manylinux_2_28_s390x.whl", hash = "sha256:b3bc83488de33889877a0f2543ade9f70c67d66d9ebb4ac959502e12de895788", size = 836355, upload-time = "2025-09-25T21:32:39.178Z" }, + { url = "https://files.pythonhosted.org/packages/88/f9/16491d7ed2a919954993e48aa941b200f38040928474c9e85ea9e64222c3/pyyaml-6.0.3-cp314-cp314-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:c458b6d084f9b935061bc36216e8a69a7e293a2f1e68bf956dcd9e6cbcd143f5", size = 794175, upload-time = "2025-09-25T21:32:40.865Z" }, + { url = "https://files.pythonhosted.org/packages/dd/3f/5989debef34dc6397317802b527dbbafb2b4760878a53d4166579111411e/pyyaml-6.0.3-cp314-cp314-musllinux_1_2_aarch64.whl", hash = "sha256:7c6610def4f163542a622a73fb39f534f8c101d690126992300bf3207eab9764", size = 755228, upload-time = "2025-09-25T21:32:42.084Z" }, + { url = "https://files.pythonhosted.org/packages/d7/ce/af88a49043cd2e265be63d083fc75b27b6ed062f5f9fd6cdc223ad62f03e/pyyaml-6.0.3-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:5190d403f121660ce8d1d2c1bb2ef1bd05b5f68533fc5c2ea899bd15f4399b35", size = 789194, upload-time = "2025-09-25T21:32:43.362Z" }, + { url = "https://files.pythonhosted.org/packages/23/20/bb6982b26a40bb43951265ba29d4c246ef0ff59c9fdcdf0ed04e0687de4d/pyyaml-6.0.3-cp314-cp314-win_amd64.whl", hash = "sha256:4a2e8cebe2ff6ab7d1050ecd59c25d4c8bd7e6f400f5f82b96557ac0abafd0ac", size = 156429, upload-time = "2025-09-25T21:32:57.844Z" }, + { url = "https://files.pythonhosted.org/packages/f4/f4/a4541072bb9422c8a883ab55255f918fa378ecf083f5b85e87fc2b4eda1b/pyyaml-6.0.3-cp314-cp314-win_arm64.whl", hash = "sha256:93dda82c9c22deb0a405ea4dc5f2d0cda384168e466364dec6255b293923b2f3", size = 143912, upload-time = "2025-09-25T21:32:59.247Z" }, + { url = "https://files.pythonhosted.org/packages/7c/f9/07dd09ae774e4616edf6cda684ee78f97777bdd15847253637a6f052a62f/pyyaml-6.0.3-cp314-cp314t-macosx_10_13_x86_64.whl", hash = "sha256:02893d100e99e03eda1c8fd5c441d8c60103fd175728e23e431db1b589cf5ab3", size = 189108, upload-time = "2025-09-25T21:32:44.377Z" }, + { url = "https://files.pythonhosted.org/packages/4e/78/8d08c9fb7ce09ad8c38ad533c1191cf27f7ae1effe5bb9400a46d9437fcf/pyyaml-6.0.3-cp314-cp314t-macosx_11_0_arm64.whl", hash = "sha256:c1ff362665ae507275af2853520967820d9124984e0f7466736aea23d8611fba", size = 183641, upload-time = "2025-09-25T21:32:45.407Z" }, + { url = "https://files.pythonhosted.org/packages/7b/5b/3babb19104a46945cf816d047db2788bcaf8c94527a805610b0289a01c6b/pyyaml-6.0.3-cp314-cp314t-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:6adc77889b628398debc7b65c073bcb99c4a0237b248cacaf3fe8a557563ef6c", size = 831901, upload-time = "2025-09-25T21:32:48.83Z" }, + { url = "https://files.pythonhosted.org/packages/8b/cc/dff0684d8dc44da4d22a13f35f073d558c268780ce3c6ba1b87055bb0b87/pyyaml-6.0.3-cp314-cp314t-manylinux2014_s390x.manylinux_2_17_s390x.manylinux_2_28_s390x.whl", hash = "sha256:a80cb027f6b349846a3bf6d73b5e95e782175e52f22108cfa17876aaeff93702", size = 861132, upload-time = "2025-09-25T21:32:50.149Z" }, + { url = "https://files.pythonhosted.org/packages/b1/5e/f77dc6b9036943e285ba76b49e118d9ea929885becb0a29ba8a7c75e29fe/pyyaml-6.0.3-cp314-cp314t-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:00c4bdeba853cc34e7dd471f16b4114f4162dc03e6b7afcc2128711f0eca823c", size = 839261, upload-time = "2025-09-25T21:32:51.808Z" }, + { url = "https://files.pythonhosted.org/packages/ce/88/a9db1376aa2a228197c58b37302f284b5617f56a5d959fd1763fb1675ce6/pyyaml-6.0.3-cp314-cp314t-musllinux_1_2_aarch64.whl", hash = "sha256:66e1674c3ef6f541c35191caae2d429b967b99e02040f5ba928632d9a7f0f065", size = 805272, upload-time = "2025-09-25T21:32:52.941Z" }, + { url = "https://files.pythonhosted.org/packages/da/92/1446574745d74df0c92e6aa4a7b0b3130706a4142b2d1a5869f2eaa423c6/pyyaml-6.0.3-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:16249ee61e95f858e83976573de0f5b2893b3677ba71c9dd36b9cf8be9ac6d65", size = 829923, upload-time = "2025-09-25T21:32:54.537Z" }, + { url = "https://files.pythonhosted.org/packages/f0/7a/1c7270340330e575b92f397352af856a8c06f230aa3e76f86b39d01b416a/pyyaml-6.0.3-cp314-cp314t-win_amd64.whl", hash = "sha256:4ad1906908f2f5ae4e5a8ddfce73c320c2a1429ec52eafd27138b7f1cbe341c9", size = 174062, upload-time = "2025-09-25T21:32:55.767Z" }, + { url = "https://files.pythonhosted.org/packages/f1/12/de94a39c2ef588c7e6455cfbe7343d3b2dc9d6b6b2f40c4c6565744c873d/pyyaml-6.0.3-cp314-cp314t-win_arm64.whl", hash = "sha256:ebc55a14a21cb14062aa4162f906cd962b28e2e9ea38f9b4391244cd8de4ae0b", size = 149341, upload-time = "2025-09-25T21:32:56.828Z" }, +] + +[[package]] +name = "requests" +version = "2.34.2" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "certifi" }, + { name = "charset-normalizer" }, + { name = "idna" }, + { name = "urllib3" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/ac/c3/e2a2b89f2d3e2179abd6d00ebd70bff6273f37fb3e0cc209f48b39d00cbf/requests-2.34.2.tar.gz", hash = "sha256:f288924cae4e29463698d6d60bc6a4da69c89185ad1e0bcc4104f584e960b9ed", size = 142856, upload-time = "2026-05-14T19:25:27.735Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/a0/f4/c67b0b3f1b9245e8d266f0f112c500d50e5b4e83cb6f3b71b6528104182a/requests-2.34.2-py3-none-any.whl", hash = "sha256:2a0d60c172f83ac6ab31e4554906c0f3b3588d37b5cb939b1c061f4907e278e0", size = 73075, upload-time = "2026-05-14T19:25:26.443Z" }, +] + +[[package]] +name = "ruff" +version = "0.16.8" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/ba/78/449cb84790bd5cc3823b2652ee405a4558856e5c4195aee3a16bf7b3eb5d/ruff-0.16.8.tar.gz", hash = "sha256:9247bf92b5f04d825c8639a4fe423ec2e4222acd9222e58412b0dab7e442798b", size = 4938814, upload-time = "2026-09-16T15:54:46.688Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/ac/25/6071aabc530e9be7e2c195e8fe3f7aea2735405b6cf447212832d7811831/ruff-0.16.8-py3-none-linux_armv6l.whl", hash = "sha256:6ffbd6d87383c1edf5f6fa890f10200950240d7c1a16052a19a09d3a2307dd38", size = 10048966, upload-time = "2026-09-16T15:53:57.605Z" }, + { url = "https://files.pythonhosted.org/packages/54/98/07f90ecbc74dd5fb5764f11f2bc774d6a7cffef92d2ff5f5b4e9e23c754e/ruff-0.16.8-py3-none-macosx_10_12_x86_64.whl", hash = "sha256:42ed6b878ed61e3acca92f2730a17acff39286944ea82398544696366a6f925e", size = 10165498, upload-time = "2026-09-16T15:54:01.14Z" }, + { url = "https://files.pythonhosted.org/packages/fe/1f/e6a712e3b47cad4a40600134105ed193cb773f618a42eb7ba323cb812cc0/ruff-0.16.8-py3-none-macosx_11_0_arm64.whl", hash = "sha256:7ea781c7f2afba8c6a505ea0fb3f994020249e0c450635f5381286fea6b46170", size = 9830004, upload-time = "2026-09-16T15:54:03.998Z" }, + { url = "https://files.pythonhosted.org/packages/23/f2/311a08776d75d81c7676e20b6b020ae63cbe881fcdc7a8dd64e6e18bdd93/ruff-0.16.8-py3-none-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:8efeae3bbe414a5efefda11a792dfb51ef90ac48d50c4830de2f644caf3e8659", size = 9986558, upload-time = "2026-09-16T15:54:06.804Z" }, + { url = "https://files.pythonhosted.org/packages/f3/ed/37b6cb3d3ba8c73e68ae3eb1d502383beb5aa05a582bb7bb3a922f929f54/ruff-0.16.8-py3-none-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:3a79b795469fef7fc6e908b218eed2eb17332afd85031db6480dc864560e69b2", size = 9877332, upload-time = "2026-09-16T15:54:09.552Z" }, + { url = "https://files.pythonhosted.org/packages/22/cc/40873a8f36ad084cc540d55fcca7077264d5b13b24659e9180c176fb2b08/ruff-0.16.8-py3-none-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:3fdc5563cdc50555e6fba39322850860e9267c1b3d12c26a74729d8604c3c812", size = 10507125, upload-time = "2026-09-16T15:54:12.152Z" }, + { url = "https://files.pythonhosted.org/packages/c3/e4/fc91a642b78ccbab6b9477720f3644ae7a10a9bcce69a934679cd64f62bc/ruff-0.16.8-py3-none-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:34508983c70665578dab88f5223d8e6228307e1135398ca8bfc8b7e9501e282b", size = 11336694, upload-time = "2026-09-16T15:54:15.489Z" }, + { url = "https://files.pythonhosted.org/packages/c2/3d/bbd2a9a600a4e73dc3e7548a249c8d1671273464b55822c6fae50f602dff/ruff-0.16.8-py3-none-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:644bb578569e0ffc575741232bd385dacdd6fbe123f1a729e7a225f54aa3957f", size = 10774448, upload-time = "2026-09-16T15:54:18.16Z" }, + { url = "https://files.pythonhosted.org/packages/1a/41/d83af9879a7b6e8bf5fe16b1da0b134049d2f5d3afac12defb0897cb84bd/ruff-0.16.8-py3-none-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:15e7d226246961db9235098333caa13063906d3851136b84c2900b82f5daa1df", size = 10323796, upload-time = "2026-09-16T15:54:20.743Z" }, + { url = "https://files.pythonhosted.org/packages/f5/2c/cefd07bfe914b84943ea769ade8d607bd22750b965d3228eefd7cebd15d0/ruff-0.16.8-py3-none-manylinux_2_31_riscv64.whl", hash = "sha256:a2bf6bc3e9ebdd4449abc6f06cf64b98051a2c61cf94d2fe9596518c881f1a1e", size = 10514115, upload-time = "2026-09-16T15:54:23.497Z" }, + { url = "https://files.pythonhosted.org/packages/f3/9d/76a2e26c79a23be6e6e3664c57bec9e9fc8de155cfb9e4b67ea91b64f9d7/ruff-0.16.8-py3-none-musllinux_1_2_aarch64.whl", hash = "sha256:6ca111ba0849539165e9e59d2b442542f3c1e8060ebbdea82494f1ffbccb1e1f", size = 10072582, upload-time = "2026-09-16T15:54:26.185Z" }, + { url = "https://files.pythonhosted.org/packages/2e/d4/f42edddb39668af1a559ceafa3823aedd65633a48dc9768e775485faa2c1/ruff-0.16.8-py3-none-musllinux_1_2_armv7l.whl", hash = "sha256:359a1e5b495448ee1e91018064382ebc86f90e8aac2fed222c7d0e4e8df85fd2", size = 9879644, upload-time = "2026-09-16T15:54:29.278Z" }, + { url = "https://files.pythonhosted.org/packages/f8/d4/913e3195d95e0378786c6656945c865f534a3560e29139da4882aff630d1/ruff-0.16.8-py3-none-musllinux_1_2_i686.whl", hash = "sha256:59e8f5681349474110b24d62e93cfda6593f5fa3473446ca3705200cac1a08b9", size = 10231569, upload-time = "2026-09-16T15:54:32.036Z" }, + { url = "https://files.pythonhosted.org/packages/2b/c4/8aa6ea0bdcedbd1bf87397e2fc4ed8406448ea5842f8660bc6e5f163039d/ruff-0.16.8-py3-none-musllinux_1_2_x86_64.whl", hash = "sha256:efa3e7a16d1baaa79957888dfdf8be9ef2e44db81cb032af06d76632ab59e773", size = 10663666, upload-time = "2026-09-16T15:54:34.838Z" }, + { url = "https://files.pythonhosted.org/packages/3d/02/7f10ef4700bc223c30a3fdd10631a29830c45524b810a3c7ed947af64591/ruff-0.16.8-py3-none-win32.whl", hash = "sha256:55793ba85c69921e89be061426d91a78652d6e50317c962240922747a4eb713f", size = 10093472, upload-time = "2026-09-16T15:54:37.47Z" }, + { url = "https://files.pythonhosted.org/packages/1e/5d/a509c07d714b6da88f2c518b4637cf6f1d46b074be8f0f1e5fb9ff5126fe/ruff-0.16.8-py3-none-win_amd64.whl", hash = "sha256:a6b85621fd3c81e31fc5f5add09c9c078b430db3595ca632efafdec9e64ebfaa", size = 10586899, upload-time = "2026-09-16T15:54:40.488Z" }, + { url = "https://files.pythonhosted.org/packages/fe/a0/50787329e4f20bf9dc9f6230015d46ec69c51a97ace5bc202dae4755365d/ruff-0.16.8-py3-none-win_arm64.whl", hash = "sha256:d075e820af612102ce217f07cc93e69f9490b10ec13ea85fa87bd03d996cef8a", size = 10386316, upload-time = "2026-09-16T15:54:43.332Z" }, +] + +[[package]] +name = "scikit-learn" +version = "1.9.1" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "joblib" }, + { name = "narwhals" }, + { name = "numpy" }, + { name = "scipy" }, + { name = "threadpoolctl" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/d2/eb/eaf5e07fcc0da7149b0e084f24e54edd7441b9a89ce7e034032ae97fe3a0/scikit_learn-1.9.1.tar.gz", hash = "sha256:629cada3e33e2b9bf376cdc7614a47a4140b8aedc1d836579e359736fbd82977", size = 7786908, upload-time = "2026-09-10T18:34:04.679Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/64/e3/b58e45082dcf3dcf0eb1192ee03545ec43d8c98441dfe20e88afca8442ce/scikit_learn-1.9.1-cp314-cp314-macosx_10_15_x86_64.whl", hash = "sha256:d5d117952769b563067656784e03c75a2d8235a7a05cf7fffa78a311e75aac08", size = 8747414, upload-time = "2026-09-10T18:33:10.698Z" }, + { url = "https://files.pythonhosted.org/packages/9b/ed/d68115577c8b42b0442ebd8180945d4008880a33176094640e00b585128e/scikit_learn-1.9.1-cp314-cp314-macosx_12_0_arm64.whl", hash = "sha256:8893bc6331f60f18d4ac75e12ed356e2dcf6a564bf767918b5b7ca54c8c8be49", size = 8279175, upload-time = "2026-09-10T18:33:12.846Z" }, + { url = "https://files.pythonhosted.org/packages/c4/6c/06c7eb61a438e389cbf3f7210897069bec5a883dbe03c189ae792781e11a/scikit_learn-1.9.1-cp314-cp314-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:b5492cf2df5226691c32611de8734bcf42148c6547ae53c7f4e6b847793addc0", size = 8881706, upload-time = "2026-09-10T18:33:14.741Z" }, + { url = "https://files.pythonhosted.org/packages/86/4e/0bab75490ca4b85fad8388739c7ebc71d9db553f8c69e39943ee8db0aaae/scikit_learn-1.9.1-cp314-cp314-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:993d332ff80e62efae9e39603b7e872297c418d780f01a01855269a3489c950f", size = 9152030, upload-time = "2026-09-10T18:33:17.436Z" }, + { url = "https://files.pythonhosted.org/packages/9a/13/31c6f8ba1b7eecef9dd9558576c752d2ec5785fd0e456bb9fc59305be23f/scikit_learn-1.9.1-cp314-cp314-win_amd64.whl", hash = "sha256:ca9051447455dae341d4d591eece7deb2d8e3d1020298fc87a81fc51e4da8f53", size = 8377024, upload-time = "2026-09-10T18:33:19.941Z" }, + { url = "https://files.pythonhosted.org/packages/62/e6/6d3cb8a45f5228f915acd66b819dd6b8232ccbe24532f51d278e3991df31/scikit_learn-1.9.1-cp314-cp314-win_arm64.whl", hash = "sha256:90de6573f733a9fb79476ff1371af52a397d41c8b35f9146e20923db010d67b6", size = 8014196, upload-time = "2026-09-10T18:33:22.126Z" }, + { url = "https://files.pythonhosted.org/packages/66/6e/6befb2d5961490d18d9dbc16a5df37aa121d08bc9893316a6a363977a903/scikit_learn-1.9.1-cp314-cp314t-macosx_10_15_x86_64.whl", hash = "sha256:7b5cad1624de8b75e5b9ccb7b0ce1ff1d01306340a3efc56d5529c5ba92392eb", size = 9066066, upload-time = "2026-09-10T18:33:24.396Z" }, + { url = "https://files.pythonhosted.org/packages/cb/18/11271f2f7db337db01f598e358721b1e83989407131272e5dd64214c28a8/scikit_learn-1.9.1-cp314-cp314t-macosx_12_0_arm64.whl", hash = "sha256:d137ce8a6142029fb5c35bd82f470c40cd9e760e5e2f7694b362c497c4ab3fa2", size = 8647654, upload-time = "2026-09-10T18:33:26.649Z" }, + { url = "https://files.pythonhosted.org/packages/e7/04/9c15d201e1b6a2e81b8215865df7646c5a360f560831769c8dc92ac1ab9a/scikit_learn-1.9.1-cp314-cp314t-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:66f852f7325b5070bc28329005aca76055a2def78faac039548ae889aeaa45a6", size = 8889070, upload-time = "2026-09-10T18:33:28.95Z" }, + { url = "https://files.pythonhosted.org/packages/1a/5a/4cb6c85160af4a639e87a3b7bf8b1c25cfc3b504c5af710ca416a6dcfc5f/scikit_learn-1.9.1-cp314-cp314t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:748bcb0a4cc04aec470652c9e5ec68450948e867387e7dfade647107ade68d25", size = 9131227, upload-time = "2026-09-10T18:33:31.008Z" }, + { url = "https://files.pythonhosted.org/packages/00/0e/361440972ae3d19b90ea88a84791138a51de0e8432a770ba741b2c8d9ced/scikit_learn-1.9.1-cp314-cp314t-win_amd64.whl", hash = "sha256:38cd925e893e5539be704d5edc64dbe081aacdab6b89d8c2977c1f6a7a453ce5", size = 8683001, upload-time = "2026-09-10T18:33:33.188Z" }, + { url = "https://files.pythonhosted.org/packages/e2/8f/a9f405c5c0e2df6f343a871b40c97fb32969e3ccc38e3033dd118f3c261e/scikit_learn-1.9.1-cp314-cp314t-win_arm64.whl", hash = "sha256:b01e5b01735d38474127ca3f49319b592506225a87793b27559816b5c75cea39", size = 8257996, upload-time = "2026-09-10T18:33:35.343Z" }, +] + +[[package]] +name = "scipy" +version = "1.18.1" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "numpy" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/7e/74/66de6258867beb2ef08f35f9f2ac017a52cacd5081714d239ff1a442d458/scipy-1.18.1.tar.gz", hash = "sha256:52c4b7422442aba924d03ad4019852b08a92e64ea187b933135687bfe2747307", size = 30781235, upload-time = "2026-08-21T23:28:50.599Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/06/d5/d8eb4e280ddb56a4ab2c6f02ee49b56b23f6e977cf0802fd6d68dbef14f5/scipy-1.18.1-cp314-cp314-macosx_10_15_x86_64.whl", hash = "sha256:83de5453a7799afc9048b4616bd085cef126e36412f0ea2f6370c36a2a3a51e7", size = 31090936, upload-time = "2026-08-21T23:25:28.686Z" }, + { url = "https://files.pythonhosted.org/packages/2a/49/59ea385dc3a62ff498ddf3cfff7c2b41b0f9f9d3c4122b3f1dcb6d6327fe/scipy-1.18.1-cp314-cp314-macosx_12_0_arm64.whl", hash = "sha256:9554bcc6d715ee87a633a3cc8e7703c6628b100dd29cb8a2efc4c0533c7ff729", size = 28725221, upload-time = "2026-08-21T23:25:33.244Z" }, + { url = "https://files.pythonhosted.org/packages/70/e8/6b0c288c50942d78193696c9f15f9a0874f5178aa0ddf40f83d9924b3e8d/scipy-1.18.1-cp314-cp314-macosx_14_0_arm64.whl", hash = "sha256:011413b7426b75012840e35649e00fe0a2c3bae89fed433876e3a99251572efc", size = 20466839, upload-time = "2026-08-21T23:25:37.516Z" }, + { url = "https://files.pythonhosted.org/packages/4b/e0/54fd3793c729e3b936782f181b59cbb1205bf250ab605a16cb1ba61cdd5e/scipy-1.18.1-cp314-cp314-macosx_14_0_x86_64.whl", hash = "sha256:88f0e784020649f88ea48c9f5ddfa403bf9205820667c0914740b392035afb82", size = 23089121, upload-time = "2026-08-21T23:25:42.019Z" }, + { url = "https://files.pythonhosted.org/packages/0b/56/030af62bea3cf878e0028515dff78c123b01633606a879b63f42d2db99cc/scipy-1.18.1-cp314-cp314-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:2d3ab0e8c69a17dd3559eab8cbb88f258e285c94d572c2719033f90f83290c89", size = 34053851, upload-time = "2026-08-21T23:25:47.998Z" }, + { url = "https://files.pythonhosted.org/packages/6b/89/2a844506d49651e9aa1af6ef95b6bd8031cb1d5a4375edec6155037e04cf/scipy-1.18.1-cp314-cp314-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:ac0333bdf38309aa3dcbe7e3fa7ea29e7a2c37c6ea306a757b700ded8e4596ad", size = 35329183, upload-time = "2026-08-21T23:25:53.522Z" }, + { url = "https://files.pythonhosted.org/packages/eb/56/c7370c3640e92ac9613cbf26cb3f729f9b12ddf1727b55b94b53b24d6f48/scipy-1.18.1-cp314-cp314-musllinux_1_2_aarch64.whl", hash = "sha256:911de823097db8b63f034299d12662db93344e6ffa0b881cbb57748974b70168", size = 35672551, upload-time = "2026-08-21T23:25:59.387Z" }, + { url = "https://files.pythonhosted.org/packages/24/16/ec8536f351421f8bf60a1120930638f83790f4710b8230446aca3d6159d4/scipy-1.18.1-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:95298364e251be3e60249facbeeca03631d3bb7584f85879516ec55ac717b81f", size = 37469416, upload-time = "2026-08-21T23:26:05.432Z" }, + { url = "https://files.pythonhosted.org/packages/52/94/d73da0d28f16c45bb9b0a5691b91610b0275c5ef0eb5e43c87cf2dc1bf31/scipy-1.18.1-cp314-cp314-win_amd64.whl", hash = "sha256:78a0d7c918e74a232394117160e7e3db503377572a45bcef8826e4ab8a35feba", size = 37362755, upload-time = "2026-08-21T23:26:11.366Z" }, + { url = "https://files.pythonhosted.org/packages/89/25/e996e4dc74e10e227b1e14db5eaf6608bb6dd33884a64851c38f18dd4249/scipy-1.18.1-cp314-cp314-win_arm64.whl", hash = "sha256:cbf38d043c1aa4ab306e1ada6ab6eddacc3322a20b7af1b30bc93254b366fe09", size = 25036090, upload-time = "2026-08-21T23:26:15.887Z" }, + { url = "https://files.pythonhosted.org/packages/fa/c9/c00213f92309d753b48903e6a451b87eb52ff5b7a16e789d1568bbf221c4/scipy-1.18.1-cp314-cp314t-macosx_10_15_x86_64.whl", hash = "sha256:0fcb3c93519f27bb4f0c4b0f7802cdcaca7fcf93267b75edda2e9f4e8a55cbd7", size = 31485550, upload-time = "2026-08-21T23:26:20.776Z" }, + { url = "https://files.pythonhosted.org/packages/74/b2/e3067c487982d4eeab2938928529410370c06fea84a4d3f4925e7d96647d/scipy-1.18.1-cp314-cp314t-macosx_12_0_arm64.whl", hash = "sha256:ddef79fb382df40104a19bb7151b3b23e57c1778fcf857c71ceecd9bd264513f", size = 29174642, upload-time = "2026-08-21T23:26:25.395Z" }, + { url = "https://files.pythonhosted.org/packages/d5/ab/374c9fe2d1ec014e576c781a4b5d8e1ba340e8f6b4638c16f711d2b194f0/scipy-1.18.1-cp314-cp314t-macosx_14_0_arm64.whl", hash = "sha256:0e82073ecc7acc6436fac4b31674109c7e1d3e596789767eda01258a8c9e8123", size = 20916357, upload-time = "2026-08-21T23:26:30.112Z" }, + { url = "https://files.pythonhosted.org/packages/90/38/223915c88a17317cafbf8ca2a42b11c265a9fb1e804aa665544132b5fe8a/scipy-1.18.1-cp314-cp314t-macosx_14_0_x86_64.whl", hash = "sha256:8bcf3c1ba5d6456e2effd30fcbd3459b044d683fcdac79a2e6830f0bdf7de487", size = 23482611, upload-time = "2026-08-21T23:26:34.846Z" }, + { url = "https://files.pythonhosted.org/packages/c4/d1/db0948da8ca57a80b36520ef0a768b967d99f3af65f4b6f1bf6362ad4dd4/scipy-1.18.1-cp314-cp314t-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:cfbf154f2ba187f2ed6cce2639efff7d105f1140573642c0161615b6d91d6a87", size = 34143202, upload-time = "2026-08-21T23:26:40.4Z" }, + { url = "https://files.pythonhosted.org/packages/87/53/39d046cc7574ed6acacb6bd5723e220107ece80bff12faaf3efc4ddeede4/scipy-1.18.1-cp314-cp314t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:a1d33a7836f7ddc1993427966a0823468ec41bcbdb1a9f9942d1d7e57f803ba3", size = 35380876, upload-time = "2026-08-21T23:26:46.1Z" }, + { url = "https://files.pythonhosted.org/packages/f9/da/32e0e799d875a85ca57d9bde6c78148afcc0e38276df683d95854eadc8c3/scipy-1.18.1-cp314-cp314t-musllinux_1_2_aarch64.whl", hash = "sha256:7f4b8bc363b6d65ee2152bec57568e3c52639bb34c46057b09857a307ed5e21d", size = 35770885, upload-time = "2026-08-21T23:26:51.533Z" }, + { url = "https://files.pythonhosted.org/packages/88/2e/f97a666d362fee68b18f41c9c30ed502ca5c98b549749bfcb52a8b74d1eb/scipy-1.18.1-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:11c423f1049c5755ad4409af52a9ada1cff96fe9b50795d4af3619f292901239", size = 37525424, upload-time = "2026-08-21T23:26:56.751Z" }, + { url = "https://files.pythonhosted.org/packages/ca/d5/a9e765a84654ebba8479a1fd1b059ced1af72b168a3b2a3a46540ea38d20/scipy-1.18.1-cp314-cp314t-win_amd64.whl", hash = "sha256:c24acac1e18912761c4700239bbc1fd32f615af690f1584d49b35859be51324d", size = 37416961, upload-time = "2026-08-21T23:27:01.546Z" }, + { url = "https://files.pythonhosted.org/packages/ee/16/e79e0d1c63ef698879d85439d37e9fb434e3b804e506a6991038d086ebd9/scipy-1.18.1-cp314-cp314t-win_arm64.whl", hash = "sha256:9f2897bf7737392ad0d5213ea7b6add72a4edf5679b3153106aeb88b6507b3b9", size = 25331848, upload-time = "2026-08-21T23:27:05.884Z" }, +] + +[[package]] +name = "six" +version = "1.17.0" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/94/e7/b2c673351809dca68a0e064b6af791aa332cf192da575fd474ed7d6f16a2/six-1.17.0.tar.gz", hash = "sha256:ff70335d468e7eb6ec65b95b99d3a2836546063f63acc5171de367e834932a81", size = 34031, upload-time = "2024-12-04T17:35:28.174Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/b7/ce/149a00dd41f10bc29e5921b496af8b574d8413afcd5e30dfa0ed46c2cc5e/six-1.17.0-py2.py3-none-any.whl", hash = "sha256:4721f391ed90541fddacab5acf947aa0d3dc7d27b2e1e8eda2be8970586c3274", size = 11050, upload-time = "2024-12-04T17:35:26.475Z" }, +] + +[[package]] +name = "skops" +version = "0.15.0" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "numpy" }, + { name = "packaging" }, + { name = "prettytable" }, + { name = "scikit-learn" }, + { name = "scipy" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/bf/38/19dcddf49341b4f7193b942550701b8a694ba29fed73277efd734ba1ff64/skops-0.15.0.tar.gz", hash = "sha256:29bb4585d254e895b37f74d3274a17a21ef9910702675b244e1c5edd90cd8a75", size = 668624, upload-time = "2026-09-16T13:07:42.41Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/57/ab/835d7115d2b58d8618a2bc328ae1dcd5e5503e5212cf7986e5bd06f041b9/skops-0.15.0-py3-none-any.whl", hash = "sha256:5984ac51d9b4a12af69a9e9e5f6961379933a293941197fac59a6371865f375c", size = 144572, upload-time = "2026-09-16T13:07:40.768Z" }, +] + +[[package]] +name = "smmap" +version = "5.0.3" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/1f/ea/49c993d6dfdd7338c9b1000a0f36817ed7ec84577ae2e52f890d1a4ff909/smmap-5.0.3.tar.gz", hash = "sha256:4d9debb8b99007ae47165abc08670bd74cb74b5227dda7f643eccc4e9eb5642c", size = 22506, upload-time = "2026-03-09T03:43:26.1Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/c1/d4/59e74daffcb57a07668852eeeb6035af9f32cbfd7a1d2511f17d2fe6a738/smmap-5.0.3-py3-none-any.whl", hash = "sha256:c106e05d5a61449cf6ba9a1e650227ecfb141590d2a98412103ff35d89fc7b2f", size = 24390, upload-time = "2026-03-09T03:43:24.361Z" }, +] + +[[package]] +name = "sqlalchemy" +version = "2.0.54" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "greenlet", marker = "platform_machine == 'AMD64' or platform_machine == 'WIN32' or platform_machine == 'aarch64' or platform_machine == 'amd64' or platform_machine == 'ppc64le' or platform_machine == 'win32' or platform_machine == 'x86_64'" }, + { name = "typing-extensions" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/29/9c/271aa905cf2964f841371a97f3e63ab692bf51b4423d0491e67bc7f64037/sqlalchemy-2.0.54.tar.gz", hash = "sha256:baa8521e8ee9f24e75dfc7aaabc08020e551ef0d48d7c3e3536f5cddf277586b", size = 9969559, upload-time = "2026-09-15T21:06:57.337Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/ab/c0/4a6503c9d22d6d00a5631082ab1484222ecf7d573db791e0f53161bf7745/sqlalchemy-2.0.54-cp314-cp314-macosx_11_0_arm64.whl", hash = "sha256:abd6b21bc58e91c1932eb5d6d7f1bd44a551dfec7b6a7f517c3638ccd67233a0", size = 2185899, upload-time = "2026-09-15T22:29:00.581Z" }, + { url = "https://files.pythonhosted.org/packages/12/28/f4424f618bd1f373761a32a821d53ce2c257350e9894bae9b968cb03d8fd/sqlalchemy-2.0.54-cp314-cp314-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:5417322b3c025dd82918725d3bf09ec105fac95efc195722b8b06e1d9c381139", size = 3394763, upload-time = "2026-09-15T22:29:38.131Z" }, + { url = "https://files.pythonhosted.org/packages/59/d2/7f0c77f8e042cb5f28275fea29c3080b4ac6fd4b3fdd7f59ff1ef3e28c11/sqlalchemy-2.0.54-cp314-cp314-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:6f84099e4b04a5c2d44500a2a8302eee5af4bc6fee63e8c6e9cf6786e747280e", size = 3402800, upload-time = "2026-09-15T22:40:36.509Z" }, + { url = "https://files.pythonhosted.org/packages/af/32/3eaa930bcf71d17a72587081d2706a5fb97ab3f11a7e0fb838f581f7cff1/sqlalchemy-2.0.54-cp314-cp314-musllinux_1_2_aarch64.whl", hash = "sha256:a0956dc754d3884da7fe60097110ec7a8a105d26afa2f0844468f4b1598c6912", size = 3341469, upload-time = "2026-09-15T22:29:39.682Z" }, + { url = "https://files.pythonhosted.org/packages/eb/cc/cddb6cbd4408e5c55b3bf722be26b9d3b54d42509f901b7ecc15debd3d1f/sqlalchemy-2.0.54-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:87ba8834318b0d8dc94fc6f405d071b5c08be32a6c3fd68107fd6952ee949615", size = 3373232, upload-time = "2026-09-15T22:40:39.181Z" }, + { url = "https://files.pythonhosted.org/packages/34/2f/9c2aa5efc642b7f3b985d13565cd1a5e78856e079ef3022796fea5180498/sqlalchemy-2.0.54-cp314-cp314-win32.whl", hash = "sha256:842540e4382472f23c79589995752648d14696a8200d0807ed8c5c59c92ade44", size = 2142018, upload-time = "2026-09-15T22:42:55.118Z" }, + { url = "https://files.pythonhosted.org/packages/e2/0b/3594f1f51769feb3022d686135dc5d8682a12345ed15ae61d0c0ca42cbee/sqlalchemy-2.0.54-cp314-cp314-win_amd64.whl", hash = "sha256:f4e8f955d13af83fb4e35c3472e5377ee22d3445eada1e5e48199588edb69835", size = 2169220, upload-time = "2026-09-15T22:42:56.727Z" }, + { url = "https://files.pythonhosted.org/packages/c3/a5/c211a9a7af83222509519407e16a4db760c6df3d03be69ebc5414d465321/sqlalchemy-2.0.54-cp314-cp314t-macosx_11_0_arm64.whl", hash = "sha256:ca05f4e7852cf48083b0cf157e4f9504b7068780422a50fa82f45353b8c5e14a", size = 2208458, upload-time = "2026-09-15T22:30:05.718Z" }, + { url = "https://files.pythonhosted.org/packages/cb/2e/490ad7b3731116cb48ba170f7722eaa99a89707193e54389ca84b7ad55af/sqlalchemy-2.0.54-cp314-cp314t-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:18a8b6417cbb7b735cf91c2b59453c2a554cefa0a8d7bd15aa35740739410d77", size = 3660585, upload-time = "2026-09-15T22:36:06.649Z" }, + { url = "https://files.pythonhosted.org/packages/eb/25/15dfe6814847eeda773bd58ab6cf42a94b0176e5cf25a578fc1165777160/sqlalchemy-2.0.54-cp314-cp314t-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:4e55a0b96a1577a1e108c91ccdeeb9cd92768f28ce206597311c3bf6d6423abd", size = 3624442, upload-time = "2026-09-15T22:36:38.377Z" }, + { url = "https://files.pythonhosted.org/packages/aa/19/724d0a6a2fb2a86ff2d6008e581c258f722d9b7d8e52adc7b79085febdd4/sqlalchemy-2.0.54-cp314-cp314t-musllinux_1_2_aarch64.whl", hash = "sha256:69cab115c40fd02c5a22c68e4ee630fa6ef9a1650f1de944419aab1f7096fc4f", size = 3562972, upload-time = "2026-09-15T22:36:08.581Z" }, + { url = "https://files.pythonhosted.org/packages/49/bb/9df1bd81c2f2d000cf5e7a1b1a9b331468a3aab939ad983355e701fa42b2/sqlalchemy-2.0.54-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:e08397c6c42f53b2488acde9108b8bfefd52d7afd1bf2f03d2ffcab7a204aceb", size = 3576479, upload-time = "2026-09-15T22:36:40.272Z" }, + { url = "https://files.pythonhosted.org/packages/df/c0/b5775465d3b89061d7c46057c31c56ff8fb6c509550b2b0c6570ffc248b3/sqlalchemy-2.0.54-cp314-cp314t-win32.whl", hash = "sha256:b9086b8ad48280ef6a7ba68262d5e44f7db1c4cb1973e8cdae8a9f467ae66f51", size = 2174794, upload-time = "2026-09-15T22:31:45.925Z" }, + { url = "https://files.pythonhosted.org/packages/77/f8/296c2e46b4ccd3f29b00b954ef2f195dde32f98e352ed21de1d292cedc0d/sqlalchemy-2.0.54-cp314-cp314t-win_amd64.whl", hash = "sha256:b67c1744e453af833667fc1b84de07adb4a64f3536ef52a8ec5ac2b941d43970", size = 2211942, upload-time = "2026-09-15T22:31:47.368Z" }, + { url = "https://files.pythonhosted.org/packages/24/a1/bd5e3e99bc9c8863b51ac5b9b03008a7f2da8c6b59695992f5c654e1265b/sqlalchemy-2.0.54-py3-none-any.whl", hash = "sha256:7e33a631ab1474f8fe6b910bd1a07b7b8009c4c78cdd3fb18001b03e3bc2e1d2", size = 1958015, upload-time = "2026-09-15T22:24:22.95Z" }, +] + +[[package]] +name = "sqlparse" +version = "0.6.0" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/5f/d3/3f06a1006f2261d1342aefb3c71eed02f5d4ca5bdbecd86ebc12ad38306e/sqlparse-0.6.0.tar.gz", hash = "sha256:113c35c75365ab9cc9c7231d68c6428fb11c085fc8e9eb1ad659b7ddbf6cd2b9", size = 178477, upload-time = "2026-08-13T19:16:06.396Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/d9/50/f00935da0ec7cbf325f8dc4f772ae46fbc7b672dd62876e73f0a94adda57/sqlparse-0.6.0-py3-none-any.whl", hash = "sha256:b861c0288ce2fa56209a9a6412d2e066ac664b3873b89c26c9d8415e8e32996f", size = 50070, upload-time = "2026-08-13T19:16:04.062Z" }, +] + +[[package]] +name = "starlette" +version = "1.6.0" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "anyio" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/b5/b4/205b0d5241d934e8add0c38aa924c4f9fb7330834ff11e5444db964ec3f9/starlette-1.6.0.tar.gz", hash = "sha256:d4e3ac5e546444960c710297a3c9fc3f7ebae1b7e963f3d36173b49da535be9b", size = 2716969, upload-time = "2026-08-08T18:27:57.512Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/c8/cb/6a6a47d5b464bd08695d254f3da6e7986cc70c9fa5d778eda57538edfe56/starlette-1.6.0-py3-none-any.whl", hash = "sha256:a86dd39d14bb45f85a3d18525215a9ef0cfd1f192ac793220e72598c90335f0c", size = 75969, upload-time = "2026-08-08T18:27:56.196Z" }, +] + +[[package]] +name = "threadpoolctl" +version = "3.7.0" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/00/dc/6c58154c1c65f758ea979e7139cb76993a9cfc662d14e9be3c4a667cfb77/threadpoolctl-3.7.0.tar.gz", hash = "sha256:61348cfb77d53b9242e0017029244b559b810c142ced65b4e21eeca1843959a7", size = 31961, upload-time = "2026-09-15T15:46:20.263Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/43/3f/f88a53f60a472b46f4023f56d204dd7de33d34c5d2acbfa0d70a674e639e/threadpoolctl-3.7.0-py3-none-any.whl", hash = "sha256:cd8b60b5641b45c67bbf73c64c843235fc2d8a480c87389f52f5dbee893b86be", size = 26362, upload-time = "2026-09-15T15:46:19.168Z" }, +] + +[[package]] +name = "typing-extensions" +version = "4.16.0" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/f6/cc/6253133b5bb138fc3306cebfbda2c520f545d36b5be2c7255cc528bb45d6/typing_extensions-4.16.0.tar.gz", hash = "sha256:dc983d19a509c94dba722ee6abd33940f7c05a89e243c47e907eb4db6f1a43e5", size = 113555, upload-time = "2026-07-02T08:40:05.92Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/49/d3/b8441a820a491ddfc024b0b0cf0393375b75ea13866d9c66727e54c2fc80/typing_extensions-4.16.0-py3-none-any.whl", hash = "sha256:481caa481374e813c1b176ada14e97f1f67a4539ce9cfeb3f350d78d6370c2e8", size = 45571, upload-time = "2026-07-02T08:40:04.659Z" }, +] + +[[package]] +name = "typing-inspection" +version = "0.4.4" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "typing-extensions" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/a3/26/b09b8010994eccc3c09092e6b34058f36a460eea2d4c3e8b910c695975a0/typing_inspection-0.4.4.tar.gz", hash = "sha256:547274fa6b0a561ccf549cc9524b999a578e737d015d8709d021f9d0d13bea47", size = 76928, upload-time = "2026-08-12T12:37:25.997Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/67/81/4add07e5172b7ac40d8ed5ff580409a7801a4fe26d529bdd915401dabfbe/typing_inspection-0.4.4-py3-none-any.whl", hash = "sha256:65b8397ba37ccbce054456aaccddfc91e6e3083c92824df348d96ca832f3f147", size = 14750, upload-time = "2026-08-12T12:37:24.648Z" }, +] + +[[package]] +name = "tzdata" +version = "2026.4" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/e4/31/3d74fa778a63b98b7374323befcc0be5ab3bd94afd4096a0124e7379152c/tzdata-2026.4.tar.gz", hash = "sha256:f1b8bd365d8d210c55353f4d7f8d6d8561c0ba50d704b700d195a9424bba0d79", size = 199350, upload-time = "2026-09-12T12:56:03.251Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/f9/bc/8737e8d54cf51106118039b83f485a4783112fab49ea9d044b234978a46e/tzdata-2026.4-py2.py3-none-any.whl", hash = "sha256:c2169a8b0a7a5e9674da5a135ccdfb2b3e671b333ed9fed17b41f73c34476e81", size = 347494, upload-time = "2026-09-12T12:56:01.67Z" }, +] + +[[package]] +name = "urllib3" +version = "2.8.0" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/e3/05/b17359e1cefb4f909b5e40b1b90a496d987258916dbbf88e842c729f510e/urllib3-2.8.0.tar.gz", hash = "sha256:63bf2ead4c879426ebf22ef2a781eeb4aa3b4ae798a0435506f8687fd5bb9b63", size = 458972, upload-time = "2026-09-15T19:29:36.253Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/92/9d/c4e665119135114480843e7ab388fa94d8480650450e6f8e26b70d323a4c/urllib3-2.8.0-py3-none-any.whl", hash = "sha256:0cf3cae568d36aa9576b28dfb35f11328f1cb974ca7647d9475ebb86c75ac6e3", size = 135717, upload-time = "2026-09-15T19:29:34.577Z" }, +] + +[[package]] +name = "uvicorn" +version = "0.53.0" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "click" }, + { name = "h11" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/5d/ad/04bbb797c84fc1f26cb171f7394716f4865ffb8d8c5e1eef42565c2dfa6b/uvicorn-0.53.0.tar.gz", hash = "sha256:a9356f0cb89b3b8621529c5d5eebd69bfe154f4c3f68b4cf2de47e45fa855c2e", size = 110881, upload-time = "2026-09-14T07:44:23.815Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/76/18/0eea75741ee812e9f598b687619ce2454f6c3a1c5cd21ea990ec6bd26f45/uvicorn-0.53.0-py3-none-any.whl", hash = "sha256:e8dca71ec86dce5f04e333f0d56cdedf942446e6643b9cea1af0d6d3a02cb03e", size = 87081, upload-time = "2026-09-14T07:44:22.179Z" }, +] + +[[package]] +name = "waitress" +version = "3.0.2" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/bf/cb/04ddb054f45faa306a230769e868c28b8065ea196891f09004ebace5b184/waitress-3.0.2.tar.gz", hash = "sha256:682aaaf2af0c44ada4abfb70ded36393f0e307f4ab9456a215ce0020baefc31f", size = 179901, upload-time = "2024-11-16T20:02:35.195Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/8d/57/a27182528c90ef38d82b636a11f606b0cbb0e17588ed205435f8affe3368/waitress-3.0.2-py3-none-any.whl", hash = "sha256:c56d67fd6e87c2ee598b76abdd4e96cfad1f24cacdea5078d382b1f9d7b5ed2e", size = 56232, upload-time = "2024-11-16T20:02:33.858Z" }, +] + +[[package]] +name = "wcwidth" +version = "0.8.3" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/36/57/ed58088fafdf4c55a0ad6bde846502567645424d7ebf325230b9237f4085/wcwidth-0.8.3.tar.gz", hash = "sha256:d128512515fbf4612e0ff21fd6380399210318b7b54a9af59dff8454cf9730eb", size = 1458450, upload-time = "2026-08-28T18:10:06.875Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/c4/0e/57f6bb3024a597b2e8ec4aee710ffe62ddc95af2e2bb1ee7a7abdc22c68c/wcwidth-0.8.3-py3-none-any.whl", hash = "sha256:d5b73dba6158a595ec9370350e7f2637bcac8d6c5e4fde34f30fcffb6103a5e4", size = 331669, upload-time = "2026-08-28T18:10:04.909Z" }, +] + +[[package]] +name = "werkzeug" +version = "3.1.8" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "markupsafe" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/dd/b2/381be8cfdee792dd117872481b6e378f85c957dd7c5bca38897b08f765fd/werkzeug-3.1.8.tar.gz", hash = "sha256:9bad61a4268dac112f1c5cd4630a56ede601b6ed420300677a869083d70a4c44", size = 875852, upload-time = "2026-04-02T18:49:14.268Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/93/8c/2e650f2afeb7ee576912636c23ddb621c91ac6a98e66dc8d29c3c69446e1/werkzeug-3.1.8-py3-none-any.whl", hash = "sha256:63a77fb8892bf28ebc3178683445222aa500e48ebad5ec77b0ad80f8726b1f50", size = 226459, upload-time = "2026-04-02T18:49:12.72Z" }, +] + +[[package]] +name = "yarl" +version = "1.25.1" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "idna" }, + { name = "multidict" }, + { name = "propcache" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/75/16/e8be8e2fb175bbf41a0680381a319f1199fae256588241a2ac8677eafb49/yarl-1.25.1.tar.gz", hash = "sha256:03dd38de09bc213e9a8b29761eec33ee1d5318dac0e49d8af36e4d27830e23a7", size = 246245, upload-time = "2026-09-15T19:35:02.264Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/80/cf/54023edfab7aa773b860503db0c56e962ccab0922803ee97988c176ea090/yarl-1.25.1-cp314-cp314-macosx_10_15_universal2.whl", hash = "sha256:a9ca696eb02e5c02a8afd872ada510eba9b7fe6e68b9572c2e9a9b1941e31e2e", size = 143975, upload-time = "2026-09-15T19:32:16.416Z" }, + { url = "https://files.pythonhosted.org/packages/d7/a8/e6c1be0e6761d0f2d10bbf33a3e1e02b99dc83874d92945d7b461a72481e/yarl-1.25.1-cp314-cp314-macosx_10_15_x86_64.whl", hash = "sha256:a5877f2255aab518ebe528289037699201d5dc5f045f2396cb30aa02db22f57f", size = 104018, upload-time = "2026-09-15T19:32:18.364Z" }, + { url = "https://files.pythonhosted.org/packages/6e/bb/dda344765ffd3430afe1a1c66c866a57fae67786537d4f14607df6505ac1/yarl-1.25.1-cp314-cp314-macosx_11_0_arm64.whl", hash = "sha256:7a5c3115595995779ee21f2567035793911c3802a43c74f3fbb0314929ec67ac", size = 104156, upload-time = "2026-09-15T19:32:20.459Z" }, + { url = "https://files.pythonhosted.org/packages/e5/5f/ed1538bcd06009fe990d6d283dd7667f639e62a81e35c6d8c6ef6c08fb3c/yarl-1.25.1-cp314-cp314-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:77e5099b99b37f3cf79c246998ca9f7313a78054cd1809ec46bc1afad47e1c4c", size = 116025, upload-time = "2026-09-15T19:32:22.766Z" }, + { url = "https://files.pythonhosted.org/packages/a2/af/2185daf56b99830d3356ecfada46faaa49945de6626e842b7728088d4980/yarl-1.25.1-cp314-cp314-manylinux2014_armv7l.manylinux_2_17_armv7l.manylinux_2_31_armv7l.whl", hash = "sha256:6efaf45df6a849cef613a03a94c845647456662f85438c886bb67a9c027c8c2c", size = 106985, upload-time = "2026-09-15T19:32:24.749Z" }, + { url = "https://files.pythonhosted.org/packages/c1/65/bc1ae564fb4b04a30b6a8f250e787772581c57e4c3d5cf07ac3359de3103/yarl-1.25.1-cp314-cp314-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:d5f90e44653c4e0f78501ed9bb7d3fce835a8d62b7c6ed0cb16557534087e743", size = 123030, upload-time = "2026-09-15T19:32:27.084Z" }, + { url = "https://files.pythonhosted.org/packages/6a/3e/e2afcde10d74e53b3fa889960991efb3019beda2b1682a01de720a302056/yarl-1.25.1-cp314-cp314-manylinux2014_s390x.manylinux_2_17_s390x.manylinux_2_28_s390x.whl", hash = "sha256:632da579b2d879f6bad20f2cfa35ded1efe2f4f77f8abb26a6234a5b236acd2f", size = 126765, upload-time = "2026-09-15T19:32:29.332Z" }, + { url = "https://files.pythonhosted.org/packages/a2/be/415b00c0fe5a0615b062a456b26623d7ec91c2bee20faea1a14045aa0469/yarl-1.25.1-cp314-cp314-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:30eec96e8a91bd588ce897c9543f6d5d8d34b28fbcba28a4dedf20ebeae9fe57", size = 117199, upload-time = "2026-09-15T19:32:31.49Z" }, + { url = "https://files.pythonhosted.org/packages/97/27/3d8c63ddd3e8bcfd033748ab93876678ce59bacd66e4cb1ed851c9c5b37e/yarl-1.25.1-cp314-cp314-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:12b6bc4906e11f5e1a1cdcb12296e7afbd366c783cc8073403cd2fb74334e453", size = 115187, upload-time = "2026-09-15T19:32:34.137Z" }, + { url = "https://files.pythonhosted.org/packages/39/b7/7a81d0be1a502a26a0d4326c6f2ecb736c824f570ea1c6529f2b0b227b50/yarl-1.25.1-cp314-cp314-musllinux_1_2_aarch64.whl", hash = "sha256:9d6ed3d17bccce4c05343e1ca8da13bc5c02c812a4e7282ddd05e8769322d3fc", size = 116085, upload-time = "2026-09-15T19:32:36.438Z" }, + { url = "https://files.pythonhosted.org/packages/f0/69/39fff459916aa0fab42215dc47b759586fd80f94aa56dfc4a7c15ba6e0dc/yarl-1.25.1-cp314-cp314-musllinux_1_2_armv7l.whl", hash = "sha256:f38a70074041d3b7e138e452799f5174198bae5bd5ab2000917badf403908c5f", size = 107996, upload-time = "2026-09-15T19:32:38.959Z" }, + { url = "https://files.pythonhosted.org/packages/c0/39/80b9a55a3335590451d9ecf3eb593a8c635351f4c905ef056d7e8a8fd9e7/yarl-1.25.1-cp314-cp314-musllinux_1_2_ppc64le.whl", hash = "sha256:4ca89e4e21854ed27ec753297dde84b16c9f8e53b14a4866fb44457d643c19f8", size = 122549, upload-time = "2026-09-15T19:32:41.151Z" }, + { url = "https://files.pythonhosted.org/packages/42/7d/a179c6757818bb59372a4adafd09f7f26a3b4a0f04c3ae404b544c0b0c82/yarl-1.25.1-cp314-cp314-musllinux_1_2_riscv64.whl", hash = "sha256:1ab7618921a93767387a4b83776f751588f5b5ae9bb5bc96620e2e2e00bca868", size = 115107, upload-time = "2026-09-15T19:32:43.072Z" }, + { url = "https://files.pythonhosted.org/packages/32/2b/a773ac867e4ab53a98ed98e5cefe3bae31e6f550252ca9d1de266f1a40c5/yarl-1.25.1-cp314-cp314-musllinux_1_2_s390x.whl", hash = "sha256:0ae12ff2b805fa02c4dab838005caef735e39986322698c48588d3beacb65c62", size = 120666, upload-time = "2026-09-15T19:32:45.061Z" }, + { url = "https://files.pythonhosted.org/packages/bc/41/52be6505e85b0f76b4f85b01b5de7e06a0512201abc2c95e14e099549174/yarl-1.25.1-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:90c30ed53546da833c700115c0064c22120d1b1560f474699fd31f22dd668233", size = 117505, upload-time = "2026-09-15T19:32:47.177Z" }, + { url = "https://files.pythonhosted.org/packages/f5/01/349c0386caedbbe488d519f252df54efac8a1459282d466c474bdd84a620/yarl-1.25.1-cp314-cp314-win_amd64.whl", hash = "sha256:acfa7e22aa6c6e7a5996a41d275bfa01efa7ea56ab890590280e9063e2cf5c1b", size = 103446, upload-time = "2026-09-15T19:32:49.615Z" }, + { url = "https://files.pythonhosted.org/packages/5c/f0/8ec63180f77912f0dc4e5a42760cb8c08d20da1d5ace3578a01b84d1f3d8/yarl-1.25.1-cp314-cp314-win_arm64.whl", hash = "sha256:8e7d98cdbb6d71e726f7d525952867096053d1f290dd4e3c50d7d313a136f414", size = 99159, upload-time = "2026-09-15T19:32:51.686Z" }, + { url = "https://files.pythonhosted.org/packages/47/7d/92d2220d6886b70ab1ed8579533ac2af2dfac716d5d929001daff7986df9/yarl-1.25.1-cp314-cp314t-macosx_10_15_universal2.whl", hash = "sha256:d21f0fa80a02d05299207eeaafef345d812ace96d5306e4ef265e1d419a615fa", size = 150071, upload-time = "2026-09-15T19:32:53.911Z" }, + { url = "https://files.pythonhosted.org/packages/64/fc/b245e448124bcda9340df38e3553fa222b50260fca027a84095e9bd8642d/yarl-1.25.1-cp314-cp314t-macosx_10_15_x86_64.whl", hash = "sha256:17c9877a89fb6e2bca6f9087eb24cd7fb434653946ef5075e470d23d49b52287", size = 106780, upload-time = "2026-09-15T19:32:56.443Z" }, + { url = "https://files.pythonhosted.org/packages/51/e2/9a6ce2e334ebf218a30335ae76fb1696459430d42f733b8cb0d7d65b84d3/yarl-1.25.1-cp314-cp314t-macosx_11_0_arm64.whl", hash = "sha256:29273edf1530e397bd07cb784db1fbe0d2590b77569f2e24679a9c0a2d763b94", size = 107361, upload-time = "2026-09-15T19:32:58.827Z" }, + { url = "https://files.pythonhosted.org/packages/ed/70/66e8c76b569b450d16e190f15071c916c3df70b0e33927e415ac497cf0c2/yarl-1.25.1-cp314-cp314t-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:b7abffdf37af1cec6a2ad69b827aa84320db5894791bc8ed932dc93fb274b7e9", size = 114396, upload-time = "2026-09-15T19:33:02.24Z" }, + { url = "https://files.pythonhosted.org/packages/73/23/0d82838a05c57fdc05bc8b66e8c92dcc0df15e27463a5f163142d521c682/yarl-1.25.1-cp314-cp314t-manylinux2014_armv7l.manylinux_2_17_armv7l.manylinux_2_31_armv7l.whl", hash = "sha256:2239a02249d9326655419e0168a28ca9008938eaab31dc29fc875c217927a6c0", size = 104882, upload-time = "2026-09-15T19:33:04.494Z" }, + { url = "https://files.pythonhosted.org/packages/86/d4/ea08615c4edaa6049a13a2f1128944d068d1893abda7d708d4d7ea01599a/yarl-1.25.1-cp314-cp314t-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:664ec6a520b74a1df2810666eb67695fcb77fa663e6ea0a25aaf2e529cb24dfa", size = 119485, upload-time = "2026-09-15T19:33:06.583Z" }, + { url = "https://files.pythonhosted.org/packages/1a/82/0898bdce9b1ae403b308b9c733d0d24af4a3464270c2c081f457b16c3e0d/yarl-1.25.1-cp314-cp314t-manylinux2014_s390x.manylinux_2_17_s390x.manylinux_2_28_s390x.whl", hash = "sha256:4f1c91f5a5980a937ff8e238e98e6897e1ad74a4b1e2c0d68c73b5ffbb3f5c0b", size = 122490, upload-time = "2026-09-15T19:33:08.653Z" }, + { url = "https://files.pythonhosted.org/packages/d1/38/97d79b81c342b78246cfedb74809e68841f3198d21653e10d3232bd9c622/yarl-1.25.1-cp314-cp314t-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:7c88edaec8c349ad4c5ad4c486a3defcc4b80ceb2f074436ffa0a87caf5e76a6", size = 115336, upload-time = "2026-09-15T19:33:11.056Z" }, + { url = "https://files.pythonhosted.org/packages/8e/9d/2577896554cd310dc470adb6da0b7dd0b435cb63e2565204a7ac240e504c/yarl-1.25.1-cp314-cp314t-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:35dcbea443fafb3eece757ad4e514560ddeb6c34cfae1582c620d7b293d7feee", size = 111825, upload-time = "2026-09-15T19:33:13.204Z" }, + { url = "https://files.pythonhosted.org/packages/29/6b/7ac49d8ba84a5c4bd73415a4c949d22c749cb3762579b3d50e48019a78aa/yarl-1.25.1-cp314-cp314t-musllinux_1_2_aarch64.whl", hash = "sha256:882569ff613758cac762a457a5d72d6e211b28d4bcfea89d1d71ea942b02eac0", size = 114655, upload-time = "2026-09-15T19:33:15.553Z" }, + { url = "https://files.pythonhosted.org/packages/e5/18/e5942a16723f5b72f9b1297fd5a85a54f6300cd15c0dcb5005b90cd89156/yarl-1.25.1-cp314-cp314t-musllinux_1_2_armv7l.whl", hash = "sha256:d0f1489233a254bb3643d2f05de7d59019254d81daeca6b9162fe9edef57e0c7", size = 106395, upload-time = "2026-09-15T19:33:17.599Z" }, + { url = "https://files.pythonhosted.org/packages/7b/2d/549fa46240781513ebc47ae7eb418df428a163a2a3d644cc9cbb3ecb7846/yarl-1.25.1-cp314-cp314t-musllinux_1_2_ppc64le.whl", hash = "sha256:f41753a76f4f63927d03a0d8ba8f5ce0f2083bec29a8cfaccc55371b1564b96b", size = 119277, upload-time = "2026-09-15T19:33:19.973Z" }, + { url = "https://files.pythonhosted.org/packages/76/16/4763f78dcdc0b3b9fb3842b04afe72b9320857c6a69300c62a0eab03d119/yarl-1.25.1-cp314-cp314t-musllinux_1_2_riscv64.whl", hash = "sha256:8fb0eb4955adf0579001581f2f71a126e8781ba61bcd120f127b0401163c6c2d", size = 112504, upload-time = "2026-09-15T19:33:22.464Z" }, + { url = "https://files.pythonhosted.org/packages/ae/b4/974e3edfe0d188393ce1cb9de400111c63fe61f4eb3b772a500d84c970d1/yarl-1.25.1-cp314-cp314t-musllinux_1_2_s390x.whl", hash = "sha256:a1e32763e641a1566507d90a8d3b19bfc3cc04a9d4e5ae3e32189874ed4b58a3", size = 116243, upload-time = "2026-09-15T19:33:24.788Z" }, + { url = "https://files.pythonhosted.org/packages/b0/aa/157b940428da80c104ca09666a740e51c94963df65d5b112e06b52e4d7a8/yarl-1.25.1-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:65b5b2066651b7432d389e9799d979c703bcc6ef44266bb8153ef54e91e4aab3", size = 115822, upload-time = "2026-09-15T19:33:26.886Z" }, + { url = "https://files.pythonhosted.org/packages/7e/af/19fbdce41412e1b96825544cc52cd7029d3724655d0988237972f078bd29/yarl-1.25.1-cp314-cp314t-win_amd64.whl", hash = "sha256:734f6e5400352ac4254456003d462866c684703570929cff7a7bde015d0cb371", size = 107386, upload-time = "2026-09-15T19:33:29.009Z" }, + { url = "https://files.pythonhosted.org/packages/2a/99/f6431c8968e89be608d74b28ae2d024521b2953f27dd44e0dece5e04f67a/yarl-1.25.1-cp314-cp314t-win_arm64.whl", hash = "sha256:287e99ff5aa4dc1c7630bfc683ded6f106d756c99dec432a2d7f197a784f51c6", size = 102094, upload-time = "2026-09-15T19:33:31.151Z" }, + { url = "https://files.pythonhosted.org/packages/54/22/318c7980066769c6bcd9221ed2248294f5698811da099013098c670565ed/yarl-1.25.1-py3-none-any.whl", hash = "sha256:681c758b0490f9e96b78e5fa8e8dc6e648e9185bb6eaebe73183c33ea0c445f3", size = 63617, upload-time = "2026-09-15T19:34:59.616Z" }, +] + +[[package]] +name = "zipp" +version = "4.1.0" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/b9/d8/eab98a517c14134c0b2eb4e2387bc5f457334293ec5d2dd3857ec2966802/zipp-4.1.0.tar.gz", hash = "sha256:4cb57381f544315db7688e976e922a2b18cdb513d21cc194eb42232ba2a3e602", size = 26214, upload-time = "2026-05-18T20:08:57.967Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/3a/13/547360d81e6d88d58492968ffda9f9542854f11310ee556fef14260cc886/zipp-4.1.0-py3-none-any.whl", hash = "sha256:25ad4e16390cd314347dd8f1de67a2ac538ae658ed4ab9db16029c07c188e97f", size = 10238, upload-time = "2026-05-18T20:08:57.045Z" }, +] From 921da48eb1a4f7c890095987e848ff54db879010 Mon Sep 17 00:00:00 2001 From: Johan LEROY Date: Thu, 17 Sep 2026 14:35:02 +0200 Subject: [PATCH 13/18] fix(auth): corrige 4 failles de la revue de securite sur la PR #90 Anti-enumeration cassee sur /auth/forgot-password : l'envoi SMTP etait synchrone dans le chemin de reponse, donc un email existant prenait plus de temps qu'un email inconnu (et pouvait renvoyer 500 si le relais SMTP echouait, contre 202 sinon). L'envoi part desormais en BackgroundTasks, apres que la reponse 202 a ete envoyee au client, avec un try/except qui logue plutot que de laisser une exception SMTP remonter. confirm_password_reset() ne revalidait pas is_active/kind du compte avant de changer le mot de passe : un compte desactive dans les 15 minutes suivant l'emission du lien pouvait quand meme voir son mot de passe change et son must_change_password efface. Les plages [A-ZA-Y]/[a-za-y] de la regle de complexite incluaient par erreur x et / (U+00D7, U+00F7), donc un mot de passe sans aucune majuscule ou minuscule pouvait passer la validation. Le validateur frontend (JS, \w ASCII) et le validateur backend (Python, \w Unicode) divergeaient sur les caracteres accentues : un mot de passe comme "Securite1" passait cote front puis se faisait rejeter en 422 cote back. Les deux cotes utilisent maintenant le meme jeu explicite de caracteres speciaux (SPECIAL_CHARACTERS, partage aussi avec cli.py). --- apps/backend/app/api/v1/endpoints/auth.py | 4 +- apps/backend/app/cli.py | 5 +- apps/backend/app/schemas/auth.py | 14 +++-- apps/backend/app/services/auth.py | 31 +++++++++- apps/backend/tests/schemas/test_auth.py | 20 +++++++ apps/backend/tests/services/test_auth.py | 60 +++++++++++++++++-- .../validators/password.validator.spec.ts | 26 ++++++++ .../shared/validators/password.validator.ts | 12 +++- 8 files changed, 156 insertions(+), 16 deletions(-) create mode 100644 apps/frontend/src/app/shared/validators/password.validator.spec.ts diff --git a/apps/backend/app/api/v1/endpoints/auth.py b/apps/backend/app/api/v1/endpoints/auth.py index 957775f..975273d 100644 --- a/apps/backend/app/api/v1/endpoints/auth.py +++ b/apps/backend/app/api/v1/endpoints/auth.py @@ -2,7 +2,7 @@ # d'accès ne va jamais dans un cookie. C'est ce qui réduit la surface CSRF aux trois routes de # ce module : partout ailleurs, le navigateur n'attache rien de lui-même. -from fastapi import APIRouter, Depends, HTTPException, Request, Response, status +from fastapi import APIRouter, BackgroundTasks, Depends, HTTPException, Request, Response, status from app.api.deps import ( AuthServiceDep, @@ -299,6 +299,7 @@ async def forgot_password( request: Request, response: Response, service: AuthServiceDep, + background_tasks: BackgroundTasks, client_ip: str | None = Depends(get_client_ip), ) -> None: response.headers["Cache-Control"] = "no-store" @@ -308,6 +309,7 @@ async def forgot_password( email=payload.email, client_ip=client_ip, user_agent=request.headers.get("user-agent"), + background_tasks=background_tasks, ) except RateLimitedError as erreur: logger.warning("auth.password_reset.rate_limited ip=%s", client_ip) diff --git a/apps/backend/app/cli.py b/apps/backend/app/cli.py index 06c5610..f713fa5 100644 --- a/apps/backend/app/cli.py +++ b/apps/backend/app/cli.py @@ -23,10 +23,9 @@ from app.core.roles import Role from app.db.session import get_session_factory from app.main import create_app from app.repositories.user import UserRepository -from app.schemas.auth import PASSWORD_MIN_LENGTH, valide_complexite +from app.schemas.auth import PASSWORD_MIN_LENGTH, SPECIAL_CHARACTERS, valide_complexite LONGUEUR_MOT_DE_PASSE_GENERE = 24 -CARACTERES_SPECIAUX = "!@#$%^&*()-_=+[]{};:,.?" CHEMIN_CONTRAT = Path(__file__).resolve().parent.parent / "openapi.json" @@ -119,7 +118,7 @@ def genere_mot_de_passe() -> str: string.ascii_uppercase, string.ascii_lowercase, string.digits, - CARACTERES_SPECIAUX, + SPECIAL_CHARACTERS, ] reste = LONGUEUR_MOT_DE_PASSE_GENERE - len(classes) caracteres = [tirage.choice(classe) for classe in classes] diff --git a/apps/backend/app/schemas/auth.py b/apps/backend/app/schemas/auth.py index e6785be..6ad50ef 100644 --- a/apps/backend/app/schemas/auth.py +++ b/apps/backend/app/schemas/auth.py @@ -1,5 +1,9 @@ # Contrainte : le mot de passe est borné à 128 caractères. Sans plafond, une chaîne de dix # mégaoctets ferait travailler Argon2 gratuitement, à la charge du serveur. +# Contrainte : `SPECIAL_CHARACTERS` doit rester identique à `password.validator.ts` côté +# frontend. `\w`/`\d` divergent entre Python (Unicode) et JavaScript (ASCII) : une classe +# explicite, plutôt qu'une négation, évite qu'un mot de passe soit accepté d'un côté et +# rejeté de l'autre (ex. "Sécurité1", où "é" comptait comme "spécial" pour Python seul). import re from typing import Literal, Self @@ -13,10 +17,12 @@ from app.core.roles import AccountKind, Role PASSWORD_MIN_LENGTH = 8 PASSWORD_MAX_LENGTH = 128 -_MAJUSCULE = re.compile(r"[A-ZÀ-Ý]") -_MINUSCULE = re.compile(r"[a-zà-ÿ]") -_CHIFFRE = re.compile(r"\d") -_SPECIAL = re.compile(r"[^\w\s]") +SPECIAL_CHARACTERS = "!@#$%^&*()-_=+[]{};:,.?" + +_MAJUSCULE = re.compile(r"[A-ZÀ-ÖØ-Þ]") +_MINUSCULE = re.compile(r"[a-zà-öø-þ]") +_CHIFFRE = re.compile(r"[0-9]") +_SPECIAL = re.compile(r"[" + re.escape(SPECIAL_CHARACTERS) + r"]") def valide_complexite(mot_de_passe: str) -> str: diff --git a/apps/backend/app/services/auth.py b/apps/backend/app/services/auth.py index 02ff04b..de83231 100644 --- a/apps/backend/app/services/auth.py +++ b/apps/backend/app/services/auth.py @@ -14,7 +14,10 @@ from datetime import UTC, datetime, timedelta from typing import NoReturn, Protocol from uuid import UUID, uuid4 +from fastapi import BackgroundTasks + from app.core.hashing import Argon2Hasher +from app.core.logging import get_logger from app.core.mailer import Mailer from app.core.principal import Principal from app.core.roles import AccountKind, Role @@ -34,6 +37,8 @@ from app.repositories.password_reset_token import PasswordResetTokenRepository from app.repositories.refresh_token import RefreshTokenRepository from app.repositories.user import UserRepository +logger = get_logger(__name__) + class Transaction(Protocol): async def commit(self) -> None: ... @@ -225,14 +230,21 @@ class AuthService: return self._session(self._en_principal(rafraichi or compte), secret) async def request_password_reset( - self, *, email: str, client_ip: str | None, user_agent: str | None + self, + *, + email: str, + client_ip: str | None, + user_agent: str | None, + background_tasks: BackgroundTasks, ) -> None: await self._refuse_si_limite_reset(email=email, client_ip=client_ip) compte = await self._users.get_by_email(email) # Piège : le hachage factice équilibre le temps de réponse sur un compte inconnu, comme # `authenticate()`. La réponse et sa forme restent identiques dans tous les cas : compte - # inconnu, compte inactif, ou email envoyé avec succès. + # inconnu, compte inactif, ou email envoyé avec succès. L'envoi SMTP lui-même est différé + # en tâche de fond : le laisser dans le chemin de réponse rouvrirait le même oracle par le + # temps (aller-retour réseau) et par la forme (500 si le relais SMTP échoue, contre 202). if compte is None or not compte.is_active or compte.kind != AccountKind.HUMAIN.value: await self._hasher.verify_dummy() await self._reset_attempts.record(email=email, client_ip=client_ip) @@ -260,7 +272,13 @@ class AuthService: await self._transaction.commit() lien = f"{self._reset_policy.frontend_reset_url}?token={secret}" - await self._mailer.send_password_reset_email(to=compte.email, reset_url=lien) + background_tasks.add_task(self._envoie_email_reset, compte.email, lien) + + async def _envoie_email_reset(self, email: str, reset_url: str) -> None: + try: + await self._mailer.send_password_reset_email(to=email, reset_url=reset_url) + except Exception: + logger.exception("auth.password_reset.mail_failed") async def confirm_password_reset( self, *, token: str, new_password: str, client_ip: str | None, user_agent: str | None @@ -269,6 +287,13 @@ class AuthService: if revendique is None: raise InvalidOrExpiredResetTokenError("Lien invalide ou expiré") + # Piège : le jeton peut avoir été émis avant une désactivation du compte. Sans cette + # relecture, un lien encore valide (15 min) changerait quand même le mot de passe d'un + # compte désactivé, réutilisable dès sa réactivation. + compte = await self._users.get_by_id(revendique.user_id) + if compte is None or not compte.is_active or compte.kind != AccountKind.HUMAIN.value: + raise InvalidOrExpiredResetTokenError("Lien invalide ou expiré") + await self._users.update_password( revendique.user_id, await self._hasher.hash(new_password), must_change_password=False ) diff --git a/apps/backend/tests/schemas/test_auth.py b/apps/backend/tests/schemas/test_auth.py index 7982f56..956e1e4 100644 --- a/apps/backend/tests/schemas/test_auth.py +++ b/apps/backend/tests/schemas/test_auth.py @@ -39,3 +39,23 @@ def test_password_change_request_rejects_a_password_below_the_minimum_length() - def test_valide_complexite_names_every_missing_class_in_the_error() -> None: with pytest.raises(ValueError, match=r"majuscule.*chiffre|chiffre.*majuscule"): valide_complexite("minuscules-seulement") + + +def test_valide_complexite_accepts_an_accented_password() -> None: + assert valide_complexite("Sécurité1!") == "Sécurité1!" + + +@pytest.mark.parametrize("mot_de_passe", ["abcdefg1×", "abcdefg1÷"]) # noqa: RUF001 +def test_valide_complexite_rejects_a_password_without_uppercase_despite_times_or_divide( + mot_de_passe: str, +) -> None: + with pytest.raises(ValueError, match="majuscule"): + valide_complexite(mot_de_passe) + + +@pytest.mark.parametrize("mot_de_passe", ["ABCDEFG1×", "ABCDEFG1÷"]) # noqa: RUF001 +def test_valide_complexite_rejects_a_password_without_lowercase_despite_times_or_divide( + mot_de_passe: str, +) -> None: + with pytest.raises(ValueError, match="minuscule"): + valide_complexite(mot_de_passe) diff --git a/apps/backend/tests/services/test_auth.py b/apps/backend/tests/services/test_auth.py index 52cde71..0c697b6 100644 --- a/apps/backend/tests/services/test_auth.py +++ b/apps/backend/tests/services/test_auth.py @@ -5,6 +5,7 @@ from typing import Any from uuid import UUID, uuid4 import pytest +from fastapi import BackgroundTasks from app.core.principal import Principal from app.core.roles import AccountKind, Role @@ -568,13 +569,16 @@ async def test_change_password_refuses_a_wrong_current_password() -> None: async def test_request_password_reset_emails_a_link_when_the_account_exists() -> None: compte = FauxCompte() attirail = fabrique_service(compte=compte) + taches = BackgroundTasks() await attirail.service.request_password_reset( - email=compte.email, client_ip="203.0.113.10", user_agent="pytest" + email=compte.email, client_ip="203.0.113.10", user_agent="pytest", background_tasks=taches ) assert attirail.jetons_reset.invalidations == [compte.id] assert attirail.jetons_reset.crees == [compte.id] + assert attirail.mailer.envois == [], "l'envoi doit être différé, pas fait dans la réponse" + await taches() assert len(attirail.mailer.envois) == 1 assert attirail.mailer.envois[0][0] == compte.email assert "auth.password_reset_requested" in attirail.audit.lignes[0][0] @@ -582,10 +586,15 @@ async def test_request_password_reset_emails_a_link_when_the_account_exists() -> async def test_request_password_reset_stays_silent_when_the_account_is_unknown() -> None: attirail = fabrique_service(compte=None) + taches = BackgroundTasks() await attirail.service.request_password_reset( - email="inconnu@enervision.fr", client_ip="203.0.113.10", user_agent="pytest" + email="inconnu@enervision.fr", + client_ip="203.0.113.10", + user_agent="pytest", + background_tasks=taches, ) + await taches() assert attirail.jetons_reset.crees == [] assert attirail.mailer.envois == [] @@ -595,10 +604,12 @@ async def test_request_password_reset_stays_silent_when_the_account_is_unknown() async def test_request_password_reset_stays_silent_when_the_account_is_inactive() -> None: compte = FauxCompte(is_active=False) attirail = fabrique_service(compte=compte) + taches = BackgroundTasks() await attirail.service.request_password_reset( - email=compte.email, client_ip="203.0.113.10", user_agent="pytest" + email=compte.email, client_ip="203.0.113.10", user_agent="pytest", background_tasks=taches ) + await taches() assert attirail.jetons_reset.crees == [] assert attirail.mailer.envois == [] @@ -606,15 +617,37 @@ async def test_request_password_reset_stays_silent_when_the_account_is_inactive( async def test_request_password_reset_raises_when_the_rate_limit_is_reached() -> None: attirail = fabrique_service(compteurs_reset=ResetRequestCounts(per_identifier=3, per_ip=0)) + taches = BackgroundTasks() with pytest.raises(RateLimitedError): await attirail.service.request_password_reset( - email="operateur@enervision.fr", client_ip="203.0.113.10", user_agent="pytest" + email="operateur@enervision.fr", + client_ip="203.0.113.10", + user_agent="pytest", + background_tasks=taches, ) + await taches() assert attirail.mailer.envois == [] +async def test_request_password_reset_logs_instead_of_raising_when_the_mailer_fails() -> None: + compte = FauxCompte() + attirail = fabrique_service(compte=compte) + taches = BackgroundTasks() + + async def echoue(*, to: str, reset_url: str) -> None: + raise RuntimeError("relais SMTP indisponible") + + attirail.mailer.send_password_reset_email = echoue # type: ignore[method-assign] + + await attirail.service.request_password_reset( + email=compte.email, client_ip="203.0.113.10", user_agent="pytest", background_tasks=taches + ) + + await taches() + + async def test_confirm_password_reset_revokes_every_session_then_reopens_the_current_one() -> None: compte = FauxCompte() jetons_reset = FauxDepotJetonsReset( @@ -637,6 +670,25 @@ async def test_confirm_password_reset_revokes_every_session_then_reopens_the_cur assert "auth.password_reset_self_service" in attirail.audit.lignes[0][0] +async def test_confirm_password_reset_rejects_a_token_for_an_account_disabled_since() -> None: + compte = FauxCompte(is_active=False) + jetons_reset = FauxDepotJetonsReset( + revendique=ConsumedResetToken(id=uuid4(), user_id=compte.id) + ) + attirail = fabrique_service(compte=compte, jetons_reset=jetons_reset) + + with pytest.raises(InvalidOrExpiredResetTokenError): + await attirail.service.confirm_password_reset( + token="un-secret-opaque", + new_password="Un-nouveau-mot-de-passe1!", + client_ip="203.0.113.10", + user_agent="pytest", + ) + + assert attirail.comptes.mots_de_passe_changes == 0 + assert attirail.jetons.revocations_par_compte == [] + + async def test_confirm_password_reset_rejects_an_invalid_or_expired_token() -> None: attirail = fabrique_service(jetons_reset=FauxDepotJetonsReset(revendique=None)) diff --git a/apps/frontend/src/app/shared/validators/password.validator.spec.ts b/apps/frontend/src/app/shared/validators/password.validator.spec.ts new file mode 100644 index 0000000..455ee36 --- /dev/null +++ b/apps/frontend/src/app/shared/validators/password.validator.spec.ts @@ -0,0 +1,26 @@ +import { FormControl } from '@angular/forms'; +import { passwordValidators } from './password.validator'; + +function estValide(motDePasse: string): boolean { + return new FormControl(motDePasse, passwordValidators).valid; +} + +describe('passwordValidators', () => { + it('accepte un mot de passe couvrant les quatre classes', () => { + expect(estValide('Un-mot-de-passe1!')).toBe(true); + }); + + it('accepte un mot de passe accentué (alignement avec le backend, ex: "Sécurité1")', () => { + expect(estValide('Sécurité1!')).toBe(true); + }); + + it('refuse un mot de passe sans majuscule même avec un "×" ou un "÷"', () => { + expect(estValide('abcdefg1×')).toBe(false); + expect(estValide('abcdefg1÷')).toBe(false); + }); + + it('refuse un mot de passe sans minuscule même avec un "×" ou un "÷"', () => { + expect(estValide('ABCDEFG1×')).toBe(false); + expect(estValide('ABCDEFG1÷')).toBe(false); + }); +}); diff --git a/apps/frontend/src/app/shared/validators/password.validator.ts b/apps/frontend/src/app/shared/validators/password.validator.ts index fac1359..9f95863 100644 --- a/apps/frontend/src/app/shared/validators/password.validator.ts +++ b/apps/frontend/src/app/shared/validators/password.validator.ts @@ -1,3 +1,9 @@ +// Contrainte : `PASSWORD_PATTERN` doit rester identique au validateur Pydantic de +// `app/schemas/auth.py` côté backend (mêmes plages de majuscules/minuscules, excluant +// × et ÷, mêmes chiffres 0-9, même jeu de caractères spéciaux). `\w`/`\d` divergent entre +// JavaScript (ASCII) et Python (Unicode) : une négation aurait accepté ou rejeté un même +// mot de passe différemment d'un côté à l'autre (ex. "Sécurité1"). + import { Validators } from '@angular/forms'; export const PASSWORD_MIN_LENGTH = 8; @@ -5,7 +11,11 @@ export const PASSWORD_MAX_LENGTH = 128; export const PASSWORD_HINT = '8 à 128 caractères, avec au moins 1 majuscule, 1 minuscule, 1 chiffre et 1 caractère spécial'; -const PASSWORD_PATTERN = /^(?=.*[A-ZÀ-Ý])(?=.*[a-zà-ÿ])(?=.*\d)(?=.*[^\w\s]).*$/; +const SPECIAL_CHARACTERS = '!@#$%^&*()\\-_=+[\\]{};:,.?'; +const PASSWORD_PATTERN = new RegExp( + `^(?=.*[A-ZÀ-ÖØ-Þ])(?=.*[a-zà-öø-þ])` + + `(?=.*[0-9])(?=.*[${SPECIAL_CHARACTERS}]).*$`, +); export const passwordValidators = [ Validators.required, From 063092f2c72441515257a578c9c9e2f06aa9e57a Mon Sep 17 00:00:00 2001 From: Johan LEROY Date: Thu, 17 Sep 2026 14:40:53 +0200 Subject: [PATCH 14/18] fix(frontend): le rafraichissement de session au demarrage ne doit pas ecraser un lien de reset Le refresh de session lance par provideAppInitializer echoue silencieusement sans cookie valide, mais l'intercepteur forcait quand meme un router.navigate(['/login']) sur le 401 resultant, ecrasant la navigation vers /reset-password?token=... venue de l'email. L'intercepteur ne redirige plus quand on est deja sur une route invitee (login, forgot-password, reset-password). --- .../interceptors/auth-interceptor.spec.ts | 18 ++++++++++++++- .../app/core/interceptors/auth-interceptor.ts | 22 ++++++++++++++++--- 2 files changed, 36 insertions(+), 4 deletions(-) diff --git a/apps/frontend/src/app/core/interceptors/auth-interceptor.spec.ts b/apps/frontend/src/app/core/interceptors/auth-interceptor.spec.ts index 8f74cd8..9064aaf 100644 --- a/apps/frontend/src/app/core/interceptors/auth-interceptor.spec.ts +++ b/apps/frontend/src/app/core/interceptors/auth-interceptor.spec.ts @@ -41,7 +41,10 @@ describe('authInterceptor', () => { httpMock = TestBed.inject(HttpTestingController); }); - afterEach(() => httpMock.verify()); + afterEach(() => { + httpMock.verify(); + vi.restoreAllMocks(); + }); it('ajoute le header Authorization quand un token est disponible', () => { http.get('/api/v1/stats/summary').subscribe(); @@ -97,6 +100,19 @@ describe('authInterceptor', () => { expect(routerMock.navigate).toHaveBeenCalledWith(['/login']); }); + it("ne redirige pas vers /login sur un 401 de /auth/refresh si on est déjà sur /reset-password", () => { + vi.spyOn(window, 'location', 'get').mockReturnValue({ + pathname: '/reset-password', + } as Location); + + http.post('/api/v1/auth/refresh', {}).subscribe({ error: () => {} }); + const req = httpMock.expectOne('/api/v1/auth/refresh'); + req.flush({}, { status: 401, statusText: 'Unauthorized' }); + + expect(authMock.clearSession).toHaveBeenCalled(); + expect(routerMock.navigate).not.toHaveBeenCalled(); + }); + it('rafraîchit puis rejoue la requête sur un 401 avec error="expired"', () => { authMock.refreshShared.mockReturnValue(of({ access_token: 'new-token' })); authMock.getAccessToken.mockReturnValueOnce('old-token').mockReturnValue('new-token'); diff --git a/apps/frontend/src/app/core/interceptors/auth-interceptor.ts b/apps/frontend/src/app/core/interceptors/auth-interceptor.ts index 46ba124..16f3047 100644 --- a/apps/frontend/src/app/core/interceptors/auth-interceptor.ts +++ b/apps/frontend/src/app/core/interceptors/auth-interceptor.ts @@ -11,6 +11,16 @@ function parseAuthError(response: HttpErrorResponse): string | null { return match ? match[1] : null; } +const ROUTES_INVITEES = ['/login', '/forgot-password', '/reset-password']; + +// Piège : le rafraîchissement de session lancé au démarrage de l'app (provideAppInitializer) +// échoue silencieusement sans cookie valide. `window.location.pathname` (pas `router.url`, +// pas encore fiable à ce stade) évite qu'un 401 de fond écrase la navigation vers le lien de +// reset reçu par email. +function surRouteInvitee(): boolean { + return ROUTES_INVITEES.some((chemin) => window.location.pathname.startsWith(chemin)); +} + export const authInterceptor: HttpInterceptorFn = (req, next) => { const auth = inject(AuthService); const router = inject(Router); @@ -43,7 +53,9 @@ export const authInterceptor: HttpInterceptorFn = (req, next) => { if (req.url.endsWith('/auth/refresh')) { auth.clearSession(); - router.navigate(['/login']); + if (!surRouteInvitee()) { + router.navigate(['/login']); + } return throwError(() => error); } @@ -51,7 +63,9 @@ export const authInterceptor: HttpInterceptorFn = (req, next) => { if (kind === 'invalid_token') { auth.clearSession(); - router.navigate(['/login']); + if (!surRouteInvitee()) { + router.navigate(['/login']); + } return throwError(() => error); } @@ -65,7 +79,9 @@ export const authInterceptor: HttpInterceptorFn = (req, next) => { }), catchError((refreshError) => { auth.clearSession(); - router.navigate(['/login']); + if (!surRouteInvitee()) { + router.navigate(['/login']); + } return throwError(() => refreshError); }) ); From 7674955637aea2b3b87cf17d09a0671408230a38 Mon Sep 17 00:00:00 2001 From: Johan LEROY Date: Thu, 17 Sep 2026 14:49:46 +0200 Subject: [PATCH 15/18] fix(frontend): un lien de reset absent ou expire renvoie vers login avec un message standard Avant, un token absent affichait un message inline sur /reset-password, et un token invalide/expire ne se voyait qu'apres soumission du formulaire. Les deux cas redirigent maintenant vers /login avec le motif "lien-expire", qui y affiche le message standard "Ce lien de reinitialisation est invalide ou a expire. Connectez-vous ou redemandez-en un." --- .../src/app/features/auth/login/login.spec.ts | 47 ++++++++++++++----- .../src/app/features/auth/login/login.ts | 10 +++- .../auth/reset-password/reset-password.html | 4 +- .../reset-password/reset-password.spec.ts | 27 ++++++++++- .../auth/reset-password/reset-password.ts | 17 +++++-- .../app/shared/models/auth-redirect-reason.ts | 3 ++ 6 files changed, 86 insertions(+), 22 deletions(-) create mode 100644 apps/frontend/src/app/shared/models/auth-redirect-reason.ts diff --git a/apps/frontend/src/app/features/auth/login/login.spec.ts b/apps/frontend/src/app/features/auth/login/login.spec.ts index d39298d..d100e5e 100644 --- a/apps/frontend/src/app/features/auth/login/login.spec.ts +++ b/apps/frontend/src/app/features/auth/login/login.spec.ts @@ -1,28 +1,43 @@ import { TestBed } from '@angular/core/testing'; import { ReactiveFormsModule } from '@angular/forms'; -import { ActivatedRoute, Router } from '@angular/router'; +import { ActivatedRoute, convertToParamMap, Router } from '@angular/router'; import { HttpErrorResponse, HttpHeaders } from '@angular/common/http'; import { of, throwError } from 'rxjs'; import { vi } from 'vitest'; import { Login } from './login'; import { AuthService } from '../../../core/services/auth.service'; +import { MOTIF_LIEN_RESET_INVALIDE } from '../../../shared/models/auth-redirect-reason'; + +function configure(queryParams: Record = {}) { + const authMock = { login: vi.fn() }; + const routerMock = { navigate: vi.fn() }; + + return { + authMock, + routerMock, + testBed: TestBed.configureTestingModule({ + imports: [Login, ReactiveFormsModule], + providers: [ + { provide: AuthService, useValue: authMock }, + { provide: Router, useValue: routerMock }, + { + provide: ActivatedRoute, + useValue: { snapshot: { queryParamMap: convertToParamMap(queryParams) } }, + }, + ], + }), + }; +} describe('Login', () => { let authMock: { login: ReturnType }; let routerMock: { navigate: ReturnType }; beforeEach(async () => { - authMock = { login: vi.fn() }; - routerMock = { navigate: vi.fn() }; - - await TestBed.configureTestingModule({ - imports: [Login, ReactiveFormsModule], - providers: [ - { provide: AuthService, useValue: authMock }, - { provide: Router, useValue: routerMock }, - { provide: ActivatedRoute, useValue: {} }, - ], - }).compileComponents(); + const attirail = configure(); + authMock = attirail.authMock; + routerMock = attirail.routerMock; + await attirail.testBed.compileComponents(); }); it('ne soumet pas si le formulaire est invalide', () => { @@ -85,6 +100,14 @@ describe('Login', () => { expect(errorEl?.textContent).toContain('30s'); }); + it('affiche le message standard quand on arrive avec ?motif=lien-expire', async () => { + const attirail = configure({ motif: MOTIF_LIEN_RESET_INVALIDE }); + await attirail.testBed.compileComponents(); + const fixture = TestBed.createComponent(Login); + + expect(fixture.componentInstance.errorMessage()).toContain('expiré'); + }); + it('désactive le bouton tant que le formulaire est invalide', () => { const fixture = TestBed.createComponent(Login); fixture.detectChanges(); diff --git a/apps/frontend/src/app/features/auth/login/login.ts b/apps/frontend/src/app/features/auth/login/login.ts index 871e7cc..f9bd085 100644 --- a/apps/frontend/src/app/features/auth/login/login.ts +++ b/apps/frontend/src/app/features/auth/login/login.ts @@ -1,8 +1,9 @@ import { Component, inject, signal } from '@angular/core'; import { ReactiveFormsModule, FormBuilder, Validators } from '@angular/forms'; -import { Router, RouterLink } from '@angular/router'; +import { ActivatedRoute, Router, RouterLink } from '@angular/router'; import { HttpErrorResponse } from '@angular/common/http'; import { AuthService } from '../../../core/services/auth.service'; +import { MESSAGE_LIEN_RESET_INVALIDE, MOTIF_LIEN_RESET_INVALIDE } from '../../../shared/models/auth-redirect-reason'; @Component({ selector: 'app-login', @@ -15,8 +16,13 @@ export class Login { private fb = inject(FormBuilder); private auth = inject(AuthService); private router = inject(Router); + private route = inject(ActivatedRoute); - errorMessage = signal(null); + errorMessage = signal( + this.route.snapshot.queryParamMap.get('motif') === MOTIF_LIEN_RESET_INVALIDE + ? MESSAGE_LIEN_RESET_INVALIDE + : null, + ); retryAfterSeconds = signal(null); isLoading = signal(false); diff --git a/apps/frontend/src/app/features/auth/reset-password/reset-password.html b/apps/frontend/src/app/features/auth/reset-password/reset-password.html index eed77a8..57d202e 100644 --- a/apps/frontend/src/app/features/auth/reset-password/reset-password.html +++ b/apps/frontend/src/app/features/auth/reset-password/reset-password.html @@ -2,9 +2,7 @@

Nouveau mot de passe

- @if (!hasToken) { -

Ce lien est incomplet. Redemandez un lien de réinitialisation.

- } @else { + @if (hasToken) {

Choisissez votre nouveau mot de passe

diff --git a/apps/frontend/src/app/features/auth/reset-password/reset-password.spec.ts b/apps/frontend/src/app/features/auth/reset-password/reset-password.spec.ts index 7e212cd..a14cb78 100644 --- a/apps/frontend/src/app/features/auth/reset-password/reset-password.spec.ts +++ b/apps/frontend/src/app/features/auth/reset-password/reset-password.spec.ts @@ -6,6 +6,7 @@ import { of, throwError } from 'rxjs'; import { vi } from 'vitest'; import { ResetPassword } from './reset-password'; import { AuthService } from '../../../core/services/auth.service'; +import { MOTIF_LIEN_RESET_INVALIDE } from '../../../shared/models/auth-redirect-reason'; function configure(token: string | null) { return TestBed.configureTestingModule({ @@ -22,11 +23,17 @@ function configure(token: string | null) { } describe('ResetPassword', () => { - it("signale un lien incomplet quand le jeton est absent de l'URL", async () => { + it("redirige vers /login avec le motif standard quand le jeton est absent de l'URL", async () => { await configure(null); const fixture = TestBed.createComponent(ResetPassword); + const router = TestBed.inject(Router) as unknown as { navigate: ReturnType }; + + fixture.detectChanges(); expect(fixture.componentInstance.hasToken).toBe(false); + expect(router.navigate).toHaveBeenCalledWith(['/login'], { + queryParams: { motif: MOTIF_LIEN_RESET_INVALIDE }, + }); }); it('ne soumet pas si le mot de passe ne respecte pas la politique de complexité', async () => { @@ -59,16 +66,32 @@ describe('ResetPassword', () => { expect(router.navigate).toHaveBeenCalledWith(['/dashboard']); }); - it('affiche un message dédié quand le lien est invalide ou expiré', async () => { + it('redirige vers /login avec le motif standard quand le lien est invalide ou expiré', async () => { await configure('un-secret-perime'); const fixture = TestBed.createComponent(ResetPassword); const component = fixture.componentInstance; const auth = TestBed.inject(AuthService) as unknown as { resetPassword: ReturnType }; + const router = TestBed.inject(Router) as unknown as { navigate: ReturnType }; component.form.setValue({ new_password: 'Un-nouveau-mot-de-passe1!' }); auth.resetPassword.mockReturnValue(throwError(() => new HttpErrorResponse({ status: 400 }))); component.onSubmit(); + expect(router.navigate).toHaveBeenCalledWith(['/login'], { + queryParams: { motif: MOTIF_LIEN_RESET_INVALIDE }, + }); + }); + + it('affiche un message générique sur une erreur inattendue (pas 400)', async () => { + await configure('un-secret-opaque'); + const fixture = TestBed.createComponent(ResetPassword); + const component = fixture.componentInstance; + const auth = TestBed.inject(AuthService) as unknown as { resetPassword: ReturnType }; + component.form.setValue({ new_password: 'Un-nouveau-mot-de-passe1!' }); + auth.resetPassword.mockReturnValue(throwError(() => new HttpErrorResponse({ status: 500 }))); + + component.onSubmit(); + expect(component.errorMessage()).toContain('invalide'); }); }); diff --git a/apps/frontend/src/app/features/auth/reset-password/reset-password.ts b/apps/frontend/src/app/features/auth/reset-password/reset-password.ts index 6754fa7..3fa56fa 100644 --- a/apps/frontend/src/app/features/auth/reset-password/reset-password.ts +++ b/apps/frontend/src/app/features/auth/reset-password/reset-password.ts @@ -1,9 +1,10 @@ -import { Component, inject, signal } from '@angular/core'; +import { Component, OnInit, inject, signal } from '@angular/core'; import { ReactiveFormsModule, FormBuilder } from '@angular/forms'; import { ActivatedRoute, Router, RouterLink } from '@angular/router'; import { HttpErrorResponse } from '@angular/common/http'; import { AuthService } from '../../../core/services/auth.service'; import { passwordValidators, PASSWORD_HINT } from '../../../shared/validators/password.validator'; +import { MOTIF_LIEN_RESET_INVALIDE } from '../../../shared/models/auth-redirect-reason'; @Component({ selector: 'app-reset-password', @@ -12,7 +13,7 @@ import { passwordValidators, PASSWORD_HINT } from '../../../shared/validators/pa templateUrl: './reset-password.html', styleUrl: './reset-password.scss', }) -export class ResetPassword { +export class ResetPassword implements OnInit { private fb = inject(FormBuilder); private auth = inject(AuthService); private router = inject(Router); @@ -29,6 +30,12 @@ export class ResetPassword { new_password: ['', passwordValidators], }); + ngOnInit(): void { + if (!this.hasToken) { + this.redirigeVersLoginLienInvalide(); + } + } + onSubmit(): void { if (this.form.invalid || !this.hasToken) return; @@ -42,11 +49,15 @@ export class ResetPassword { error: (error: HttpErrorResponse) => { this.isLoading.set(false); if (error.status === 400) { - this.errorMessage.set('Ce lien est invalide, déjà utilisé, ou a expiré. Redemandez-en un.'); + this.redirigeVersLoginLienInvalide(); return; } this.errorMessage.set(`Nouveau mot de passe invalide (${this.passwordHint}).`); }, }); } + + private redirigeVersLoginLienInvalide(): void { + this.router.navigate(['/login'], { queryParams: { motif: MOTIF_LIEN_RESET_INVALIDE } }); + } } diff --git a/apps/frontend/src/app/shared/models/auth-redirect-reason.ts b/apps/frontend/src/app/shared/models/auth-redirect-reason.ts new file mode 100644 index 0000000..7feb0de --- /dev/null +++ b/apps/frontend/src/app/shared/models/auth-redirect-reason.ts @@ -0,0 +1,3 @@ +export const MOTIF_LIEN_RESET_INVALIDE = 'lien-expire'; +export const MESSAGE_LIEN_RESET_INVALIDE = + 'Ce lien de réinitialisation est invalide ou a expiré. Connectez-vous ou redemandez-en un.'; From e381e0de098feb9ed9f951f1084564017d0168e2 Mon Sep 17 00:00:00 2001 From: Johan LEROY Date: Thu, 17 Sep 2026 14:57:05 +0200 Subject: [PATCH 16/18] feat(frontend): checklist de complexite du mot de passe sur reset-password Remplace l'indice statique sous le champ nouveau mot de passe par une checklist qui coche chaque regle (longueur, majuscule, minuscule, chiffre, caractere special) au fur et a mesure de la saisie. Les regles individuelles (PASSWORD_REQUIREMENTS) sont exposees depuis le meme validateur que PASSWORD_PATTERN pour rester la seule source de verite. --- .../auth/reset-password/reset-password.html | 2 +- .../auth/reset-password/reset-password.ts | 6 ++- .../password-requirements.html | 8 ++++ .../password-requirements.scss | 29 ++++++++++++++ .../password-requirements.spec.ts | 39 +++++++++++++++++++ .../password-requirements.ts | 19 +++++++++ .../shared/validators/password.validator.ts | 15 +++++++ 7 files changed, 116 insertions(+), 2 deletions(-) create mode 100644 apps/frontend/src/app/shared/components/password-requirements/password-requirements.html create mode 100644 apps/frontend/src/app/shared/components/password-requirements/password-requirements.scss create mode 100644 apps/frontend/src/app/shared/components/password-requirements/password-requirements.spec.ts create mode 100644 apps/frontend/src/app/shared/components/password-requirements/password-requirements.ts diff --git a/apps/frontend/src/app/features/auth/reset-password/reset-password.html b/apps/frontend/src/app/features/auth/reset-password/reset-password.html index 57d202e..acb0090 100644 --- a/apps/frontend/src/app/features/auth/reset-password/reset-password.html +++ b/apps/frontend/src/app/features/auth/reset-password/reset-password.html @@ -12,7 +12,7 @@ formControlName="new_password" autocomplete="new-password" /> - {{ passwordHint }} + @if (errorMessage()) {

{{ errorMessage() }}

diff --git a/apps/frontend/src/app/features/auth/reset-password/reset-password.ts b/apps/frontend/src/app/features/auth/reset-password/reset-password.ts index 3fa56fa..b70975e 100644 --- a/apps/frontend/src/app/features/auth/reset-password/reset-password.ts +++ b/apps/frontend/src/app/features/auth/reset-password/reset-password.ts @@ -1,15 +1,17 @@ import { Component, OnInit, inject, signal } from '@angular/core'; +import { toSignal } from '@angular/core/rxjs-interop'; import { ReactiveFormsModule, FormBuilder } from '@angular/forms'; import { ActivatedRoute, Router, RouterLink } from '@angular/router'; import { HttpErrorResponse } from '@angular/common/http'; import { AuthService } from '../../../core/services/auth.service'; import { passwordValidators, PASSWORD_HINT } from '../../../shared/validators/password.validator'; +import { PasswordRequirementsChecklist } from '../../../shared/components/password-requirements/password-requirements'; import { MOTIF_LIEN_RESET_INVALIDE } from '../../../shared/models/auth-redirect-reason'; @Component({ selector: 'app-reset-password', standalone: true, - imports: [ReactiveFormsModule, RouterLink], + imports: [ReactiveFormsModule, RouterLink, PasswordRequirementsChecklist], templateUrl: './reset-password.html', styleUrl: './reset-password.scss', }) @@ -30,6 +32,8 @@ export class ResetPassword implements OnInit { new_password: ['', passwordValidators], }); + password = toSignal(this.form.controls.new_password.valueChanges, { initialValue: '' }); + ngOnInit(): void { if (!this.hasToken) { this.redirigeVersLoginLienInvalide(); diff --git a/apps/frontend/src/app/shared/components/password-requirements/password-requirements.html b/apps/frontend/src/app/shared/components/password-requirements/password-requirements.html new file mode 100644 index 0000000..bc7ed54 --- /dev/null +++ b/apps/frontend/src/app/shared/components/password-requirements/password-requirements.html @@ -0,0 +1,8 @@ +
    + @for (requirement of requirements(); track requirement.label) { +
  • + {{ requirement.met ? '✓' : '○' }} + {{ requirement.label }} +
  • + } +
diff --git a/apps/frontend/src/app/shared/components/password-requirements/password-requirements.scss b/apps/frontend/src/app/shared/components/password-requirements/password-requirements.scss new file mode 100644 index 0000000..b5cb32b --- /dev/null +++ b/apps/frontend/src/app/shared/components/password-requirements/password-requirements.scss @@ -0,0 +1,29 @@ +:host { + display: block; +} + +.password-requirements { + list-style: none; + margin: 0.25rem 0 0; + padding: 0; + font-size: 0.8rem; + line-height: 1.5; + + li { + display: flex; + align-items: center; + gap: 0.4rem; + } + + .password-requirements-icon { + font-weight: 700; + } + + .unmet { + color: #9ca3af; + } + + .met { + color: #16a34a; + } +} diff --git a/apps/frontend/src/app/shared/components/password-requirements/password-requirements.spec.ts b/apps/frontend/src/app/shared/components/password-requirements/password-requirements.spec.ts new file mode 100644 index 0000000..23c4bbc --- /dev/null +++ b/apps/frontend/src/app/shared/components/password-requirements/password-requirements.spec.ts @@ -0,0 +1,39 @@ +import { TestBed } from '@angular/core/testing'; +import { PasswordRequirementsChecklist } from './password-requirements'; + +describe('PasswordRequirementsChecklist', () => { + beforeEach(async () => { + await TestBed.configureTestingModule({ + imports: [PasswordRequirementsChecklist], + }).compileComponents(); + }); + + it('ne coche aucune règle pour un mot de passe vide', () => { + const fixture = TestBed.createComponent(PasswordRequirementsChecklist); + fixture.componentRef.setInput('password', ''); + fixture.detectChanges(); + + expect(fixture.componentInstance.requirements().every((r) => !r.met)).toBe(true); + }); + + it('ne coche que les règles satisfaites pour un mot de passe partiel', () => { + const fixture = TestBed.createComponent(PasswordRequirementsChecklist); + fixture.componentRef.setInput('password', 'abcdefgh'); + fixture.detectChanges(); + + const parLabel = new Map(fixture.componentInstance.requirements().map((r) => [r.label, r.met])); + expect(parLabel.get('8 caractères minimum')).toBe(true); + expect(parLabel.get('1 minuscule')).toBe(true); + expect(parLabel.get('1 majuscule')).toBe(false); + expect(parLabel.get('1 chiffre')).toBe(false); + expect(parLabel.get('1 caractère spécial')).toBe(false); + }); + + it('coche toutes les règles pour un mot de passe conforme', () => { + const fixture = TestBed.createComponent(PasswordRequirementsChecklist); + fixture.componentRef.setInput('password', 'Un-nouveau-mot-de-passe1!'); + fixture.detectChanges(); + + expect(fixture.componentInstance.requirements().every((r) => r.met)).toBe(true); + }); +}); diff --git a/apps/frontend/src/app/shared/components/password-requirements/password-requirements.ts b/apps/frontend/src/app/shared/components/password-requirements/password-requirements.ts new file mode 100644 index 0000000..36a4413 --- /dev/null +++ b/apps/frontend/src/app/shared/components/password-requirements/password-requirements.ts @@ -0,0 +1,19 @@ +import { Component, computed, input } from '@angular/core'; +import { PASSWORD_REQUIREMENTS } from '../../validators/password.validator'; + +@Component({ + selector: 'app-password-requirements', + standalone: true, + templateUrl: './password-requirements.html', + styleUrl: './password-requirements.scss', +}) +export class PasswordRequirementsChecklist { + password = input(''); + + requirements = computed(() => + PASSWORD_REQUIREMENTS.map((requirement) => ({ + label: requirement.label, + met: requirement.test(this.password()), + })), + ); +} diff --git a/apps/frontend/src/app/shared/validators/password.validator.ts b/apps/frontend/src/app/shared/validators/password.validator.ts index 9f95863..78d4066 100644 --- a/apps/frontend/src/app/shared/validators/password.validator.ts +++ b/apps/frontend/src/app/shared/validators/password.validator.ts @@ -23,3 +23,18 @@ export const passwordValidators = [ Validators.maxLength(PASSWORD_MAX_LENGTH), Validators.pattern(PASSWORD_PATTERN), ]; + +export interface PasswordRequirement { + label: string; + test: (value: string) => boolean; +} + +const SPECIAL_REGEX = new RegExp(`[${SPECIAL_CHARACTERS}]`); + +export const PASSWORD_REQUIREMENTS: PasswordRequirement[] = [ + { label: `${PASSWORD_MIN_LENGTH} caractères minimum`, test: (v) => v.length >= PASSWORD_MIN_LENGTH }, + { label: '1 majuscule', test: (v) => /[A-ZÀ-ÖØ-Þ]/.test(v) }, + { label: '1 minuscule', test: (v) => /[a-zà-öø-þ]/.test(v) }, + { label: '1 chiffre', test: (v) => /[0-9]/.test(v) }, + { label: '1 caractère spécial', test: (v) => SPECIAL_REGEX.test(v) }, +]; From d7f775f9f752ecee7b87f3700b0186804deccd7b Mon Sep 17 00:00:00 2001 From: Johan LEROY Date: Thu, 17 Sep 2026 15:28:50 +0200 Subject: [PATCH 17/18] feat(auth): verifie le lien de reset des le chargement, sans le consommer Ajoute GET /auth/reset-password/validate (lecture seule, sans rate limit : le jeton est un secret de 256 bits non brute-forcable) pour que la page reset-password redirige immediatement vers /login si le lien est invalide ou expire, plutot que d'attendre la soumission du formulaire. La verification a la soumission (confirm_password_reset) reste la seule source de verite atomique. --- apps/backend/app/api/v1/endpoints/auth.py | 10 +++++ .../app/repositories/password_reset_token.py | 12 +++++- apps/backend/app/schemas/auth.py | 4 ++ apps/backend/app/services/auth.py | 7 ++++ apps/backend/tests/api/test_auth.py | 38 ++++++++++++++++++- .../repositories/test_password_reset_token.py | 28 ++++++++++++++ apps/backend/tests/services/test_auth.py | 16 +++++++- .../app/core/services/auth.service.spec.ts | 13 +++++++ .../src/app/core/services/auth.service.ts | 6 +++ .../auth/reset-password/reset-password.html | 6 ++- .../reset-password/reset-password.spec.ts | 34 ++++++++++++++++- .../auth/reset-password/reset-password.ts | 12 ++++++ 12 files changed, 181 insertions(+), 5 deletions(-) diff --git a/apps/backend/app/api/v1/endpoints/auth.py b/apps/backend/app/api/v1/endpoints/auth.py index 975273d..548c0e2 100644 --- a/apps/backend/app/api/v1/endpoints/auth.py +++ b/apps/backend/app/api/v1/endpoints/auth.py @@ -27,6 +27,7 @@ from app.schemas.auth import ( PasswordChangeRequest, PrincipalResponse, ResetPasswordRequest, + ResetTokenValidationResponse, TokenResponse, ) from app.schemas.errors import ErrorResponse @@ -320,6 +321,15 @@ async def forgot_password( ) from erreur +@router.get( + "/reset-password/validate", + response_model=ResetTokenValidationResponse, + summary="Vérifie sans le consommer si un lien de réinitialisation est encore valide", +) +async def validate_reset_token(token: str, service: AuthServiceDep) -> ResetTokenValidationResponse: + return ResetTokenValidationResponse(valid=await service.is_reset_token_valid(token=token)) + + @router.post( "/reset-password", response_model=TokenResponse, diff --git a/apps/backend/app/repositories/password_reset_token.py b/apps/backend/app/repositories/password_reset_token.py index 13a660e..67eafbd 100644 --- a/apps/backend/app/repositories/password_reset_token.py +++ b/apps/backend/app/repositories/password_reset_token.py @@ -6,7 +6,7 @@ from dataclasses import dataclass from datetime import datetime from uuid import UUID -from sqlalchemy import func, update +from sqlalchemy import func, select, update from sqlalchemy.ext.asyncio import AsyncSession from app.models.password_reset_token import PasswordResetToken @@ -58,6 +58,16 @@ class PasswordResetTokenRepository: return None return ConsumedResetToken(id=ligne.id, user_id=ligne.user_id) + # Piège : simple SELECT, volontairement pas atomique avec la consommation. Sert seulement + # au feedback UX (jeton encore valide ?) ; `consume()` reste la seule source de vérité. + async def exists_valid(self, token_hash: bytes) -> bool: + requete = select(PasswordResetToken.id).where( + PasswordResetToken.token_hash == token_hash, + PasswordResetToken.consumed_at.is_(None), + PasswordResetToken.expires_at > func.clock_timestamp(), + ) + return (await self._session.execute(requete)).first() is not None + async def invalidate_all_for_user(self, user_id: UUID) -> int: resultat = await self._session.execute( update(PasswordResetToken) diff --git a/apps/backend/app/schemas/auth.py b/apps/backend/app/schemas/auth.py index 6ad50ef..f345ab7 100644 --- a/apps/backend/app/schemas/auth.py +++ b/apps/backend/app/schemas/auth.py @@ -84,6 +84,10 @@ class PrincipalResponse(BaseModel): return cls.model_validate(principal) +class ResetTokenValidationResponse(BaseModel): + valid: bool + + class TokenResponse(BaseModel): access_token: str token_type: Literal["bearer"] = "bearer" # noqa: S105 diff --git a/apps/backend/app/services/auth.py b/apps/backend/app/services/auth.py index de83231..9fac1e1 100644 --- a/apps/backend/app/services/auth.py +++ b/apps/backend/app/services/auth.py @@ -280,6 +280,13 @@ class AuthService: except Exception: logger.exception("auth.password_reset.mail_failed") + # Piège : lecture seule, pas d'appel à `consume()`. Aucune limitation de débit n'est + # nécessaire ici : le jeton est un secret de 256 bits (`generate_refresh_secret`), donc + # non brute-forçable, et cette route n'apprend rien sur l'existence d'un compte ou d'un + # email, seulement si le lien déjà en main du visiteur est encore valide. + async def is_reset_token_valid(self, token: str) -> bool: + return await self._reset_tokens.exists_valid(fingerprint_refresh(token)) + async def confirm_password_reset( self, *, token: str, new_password: str, client_ip: str | None, user_agent: str | None ) -> AuthenticatedSession: diff --git a/apps/backend/tests/api/test_auth.py b/apps/backend/tests/api/test_auth.py index 44c25e6..dd8256b 100644 --- a/apps/backend/tests/api/test_auth.py +++ b/apps/backend/tests/api/test_auth.py @@ -28,12 +28,16 @@ PRINCIPAL = Principal( class FauxService: - def __init__(self, erreur: Exception | None = None) -> None: + def __init__(self, erreur: Exception | None = None, *, jeton_valide: bool = True) -> None: self._erreur = erreur + self._jeton_valide = jeton_valide async def refresh(self, **_: object) -> AuthenticatedSession: return await self.authenticate() + async def is_reset_token_valid(self, **_: object) -> bool: + return self._jeton_valide + async def logout(self, **_: object) -> None: return None @@ -259,6 +263,38 @@ async def test_forgot_password_rejects_a_malformed_email( assert response.status_code == 422 +@pytest.fixture +def fake_auth_service_reset_validity(app: FastAPI) -> Iterator[list[bool]]: + programme = [True] + app.dependency_overrides[get_auth_service] = lambda: FauxService(jeton_valide=programme[0]) + yield programme + app.dependency_overrides.pop(get_auth_service, None) + + +async def test_validate_reset_token_reports_a_living_token( + fake_auth_service_reset_validity: list[bool], client: AsyncClient +) -> None: + response = await client.get( + "/api/v1/auth/reset-password/validate", params={"token": "un-secret-opaque"} + ) + + assert response.status_code == 200 + assert response.json() == {"valid": True} + + +async def test_validate_reset_token_reports_an_invalid_or_expired_token( + fake_auth_service_reset_validity: list[bool], client: AsyncClient +) -> None: + fake_auth_service_reset_validity[0] = False + + response = await client.get( + "/api/v1/auth/reset-password/validate", params={"token": "un-secret-perime"} + ) + + assert response.status_code == 200 + assert response.json() == {"valid": False} + + async def test_reset_password_returns_the_token_and_the_cookie_on_success( fake_auth_service: list[Exception | None], client: AsyncClient ) -> None: diff --git a/apps/backend/tests/repositories/test_password_reset_token.py b/apps/backend/tests/repositories/test_password_reset_token.py index e25518c..fe99800 100644 --- a/apps/backend/tests/repositories/test_password_reset_token.py +++ b/apps/backend/tests/repositories/test_password_reset_token.py @@ -89,6 +89,34 @@ async def test_invalidate_all_for_user_only_touches_living_tokens( assert second_passage == 0 +async def test_exists_valid_is_true_for_a_living_token(session: AsyncSession) -> None: + depot = PasswordResetTokenRepository(session) + secret = await un_jeton(depot, await un_compte(session)) + + assert await depot.exists_valid(fingerprint_refresh(secret)) is True + + +async def test_exists_valid_is_false_for_an_expired_token(session: AsyncSession) -> None: + depot = PasswordResetTokenRepository(session) + secret = await un_jeton(depot, await un_compte(session), duree=-timedelta(minutes=1)) + + assert await depot.exists_valid(fingerprint_refresh(secret)) is False + + +async def test_exists_valid_is_false_once_the_token_is_consumed(session: AsyncSession) -> None: + depot = PasswordResetTokenRepository(session) + secret = await un_jeton(depot, await un_compte(session)) + await depot.consume(fingerprint_refresh(secret)) + + assert await depot.exists_valid(fingerprint_refresh(secret)) is False + + +async def test_exists_valid_is_false_for_an_unknown_fingerprint(session: AsyncSession) -> None: + depot = PasswordResetTokenRepository(session) + + assert await depot.exists_valid(fingerprint_refresh(generate_refresh_secret())) is False + + async def test_the_database_refuses_two_tokens_sharing_a_fingerprint( session: AsyncSession, ) -> None: diff --git a/apps/backend/tests/services/test_auth.py b/apps/backend/tests/services/test_auth.py index 0c697b6..50a906a 100644 --- a/apps/backend/tests/services/test_auth.py +++ b/apps/backend/tests/services/test_auth.py @@ -181,8 +181,11 @@ class FausseTransaction: class FauxDepotJetonsReset: - def __init__(self, revendique: ConsumedResetToken | None = None) -> None: + def __init__( + self, revendique: ConsumedResetToken | None = None, *, valide: bool = False + ) -> None: self.revendique = revendique + self.valide = valide self.crees: list[UUID] = [] self.invalidations: list[UUID] = [] @@ -192,6 +195,9 @@ class FauxDepotJetonsReset: async def consume(self, token_hash: bytes) -> ConsumedResetToken | None: return self.revendique + async def exists_valid(self, token_hash: bytes) -> bool: + return self.valide + async def invalidate_all_for_user(self, user_id: UUID) -> int: self.invalidations.append(user_id) return len(self.invalidations) @@ -670,6 +676,14 @@ async def test_confirm_password_reset_revokes_every_session_then_reopens_the_cur assert "auth.password_reset_self_service" in attirail.audit.lignes[0][0] +async def test_is_reset_token_valid_reflects_the_repository() -> None: + attirail_valide = fabrique_service(jetons_reset=FauxDepotJetonsReset(valide=True)) + attirail_invalide = fabrique_service(jetons_reset=FauxDepotJetonsReset(valide=False)) + + assert await attirail_valide.service.is_reset_token_valid("un-secret-opaque") is True + assert await attirail_invalide.service.is_reset_token_valid("un-secret-opaque") is False + + async def test_confirm_password_reset_rejects_a_token_for_an_account_disabled_since() -> None: compte = FauxCompte(is_active=False) jetons_reset = FauxDepotJetonsReset( diff --git a/apps/frontend/src/app/core/services/auth.service.spec.ts b/apps/frontend/src/app/core/services/auth.service.spec.ts index bff86c4..c51c8eb 100644 --- a/apps/frontend/src/app/core/services/auth.service.spec.ts +++ b/apps/frontend/src/app/core/services/auth.service.spec.ts @@ -83,4 +83,17 @@ describe('AuthService', () => { expect(result).toEqual(tokenResponse.principal); }); + + it('vérifie la validité du jeton de reset via GET /auth/reset-password/validate', () => { + let result: { valid: boolean } | undefined; + service.validateResetToken('un-secret-opaque').subscribe((r) => (result = r)); + + const req = httpMock.expectOne( + `${environment.apiUrl}/auth/reset-password/validate?token=un-secret-opaque` + ); + expect(req.request.method).toBe('GET'); + req.flush({ valid: true }); + + expect(result).toEqual({ valid: true }); + }); }); diff --git a/apps/frontend/src/app/core/services/auth.service.ts b/apps/frontend/src/app/core/services/auth.service.ts index 9aa477a..c2d3e9c 100644 --- a/apps/frontend/src/app/core/services/auth.service.ts +++ b/apps/frontend/src/app/core/services/auth.service.ts @@ -83,4 +83,10 @@ export class AuthService { .post(`${environment.apiUrl}/auth/reset-password`, payload, { withCredentials: true }) .pipe(tap((response) => this.setSession(response))); } + + validateResetToken(token: string): Observable<{ valid: boolean }> { + return this.http.get<{ valid: boolean }>(`${environment.apiUrl}/auth/reset-password/validate`, { + params: { token }, + }); + } } diff --git a/apps/frontend/src/app/features/auth/reset-password/reset-password.html b/apps/frontend/src/app/features/auth/reset-password/reset-password.html index acb0090..fad2f7e 100644 --- a/apps/frontend/src/app/features/auth/reset-password/reset-password.html +++ b/apps/frontend/src/app/features/auth/reset-password/reset-password.html @@ -2,7 +2,7 @@

Nouveau mot de passe

- @if (hasToken) { + @if (hasToken && !isCheckingToken()) {

Choisissez votre nouveau mot de passe

@@ -23,6 +23,10 @@ } + @if (hasToken && isCheckingToken()) { +

Vérification du lien...

+ } + diff --git a/apps/frontend/src/app/features/auth/reset-password/reset-password.spec.ts b/apps/frontend/src/app/features/auth/reset-password/reset-password.spec.ts index a14cb78..38e30b5 100644 --- a/apps/frontend/src/app/features/auth/reset-password/reset-password.spec.ts +++ b/apps/frontend/src/app/features/auth/reset-password/reset-password.spec.ts @@ -12,7 +12,13 @@ function configure(token: string | null) { return TestBed.configureTestingModule({ imports: [ResetPassword, ReactiveFormsModule], providers: [ - { provide: AuthService, useValue: { resetPassword: vi.fn() } }, + { + provide: AuthService, + useValue: { + resetPassword: vi.fn(), + validateResetToken: vi.fn().mockReturnValue(of({ valid: true })), + }, + }, { provide: Router, useValue: { navigate: vi.fn() } }, { provide: ActivatedRoute, @@ -36,6 +42,32 @@ describe('ResetPassword', () => { }); }); + it('vérifie le jeton sans le consommer dès le chargement de la page', async () => { + await configure('un-secret-opaque'); + const fixture = TestBed.createComponent(ResetPassword); + const auth = TestBed.inject(AuthService) as unknown as { validateResetToken: ReturnType }; + + fixture.detectChanges(); + + expect(auth.validateResetToken).toHaveBeenCalledWith('un-secret-opaque'); + expect(fixture.componentInstance.isCheckingToken()).toBe(false); + }); + + it('redirige immédiatement vers /login si la vérification signale un jeton invalide', async () => { + await configure('un-secret-perime'); + TestBed.overrideProvider(AuthService, { + useValue: { resetPassword: vi.fn(), validateResetToken: vi.fn().mockReturnValue(of({ valid: false })) }, + }); + const fixture = TestBed.createComponent(ResetPassword); + const router = TestBed.inject(Router) as unknown as { navigate: ReturnType }; + + fixture.detectChanges(); + + expect(router.navigate).toHaveBeenCalledWith(['/login'], { + queryParams: { motif: MOTIF_LIEN_RESET_INVALIDE }, + }); + }); + it('ne soumet pas si le mot de passe ne respecte pas la politique de complexité', async () => { await configure('un-secret-opaque'); const fixture = TestBed.createComponent(ResetPassword); diff --git a/apps/frontend/src/app/features/auth/reset-password/reset-password.ts b/apps/frontend/src/app/features/auth/reset-password/reset-password.ts index b70975e..64ad31e 100644 --- a/apps/frontend/src/app/features/auth/reset-password/reset-password.ts +++ b/apps/frontend/src/app/features/auth/reset-password/reset-password.ts @@ -33,11 +33,23 @@ export class ResetPassword implements OnInit { }); password = toSignal(this.form.controls.new_password.valueChanges, { initialValue: '' }); + isCheckingToken = signal(this.hasToken); ngOnInit(): void { if (!this.hasToken) { this.redirigeVersLoginLienInvalide(); + return; } + + this.auth.validateResetToken(this.token).subscribe({ + next: ({ valid }) => { + this.isCheckingToken.set(false); + if (!valid) { + this.redirigeVersLoginLienInvalide(); + } + }, + error: () => this.isCheckingToken.set(false), + }); } onSubmit(): void { From c741ffc827cd0f0c62d6ec57f77ba7c3315a9209 Mon Sep 17 00:00:00 2001 From: Johan LEROY Date: Thu, 17 Sep 2026 15:31:14 +0200 Subject: [PATCH 18/18] fix(auth): corrige la CI cassee par le nouvel endpoint de validation /auth/reset-password/validate manquait a la liste explicite des routes publiques (test_route_protection) et n'avait pas le modele de reponse 422 declare (openapi.json desynchronise du contrat genere). --- apps/backend/app/api/v1/endpoints/auth.py | 1 + apps/backend/openapi.json | 65 +++++++++++++++++++ .../tests/api/test_route_protection.py | 3 + 3 files changed, 69 insertions(+) diff --git a/apps/backend/app/api/v1/endpoints/auth.py b/apps/backend/app/api/v1/endpoints/auth.py index 548c0e2..9fd374f 100644 --- a/apps/backend/app/api/v1/endpoints/auth.py +++ b/apps/backend/app/api/v1/endpoints/auth.py @@ -325,6 +325,7 @@ async def forgot_password( "/reset-password/validate", response_model=ResetTokenValidationResponse, summary="Vérifie sans le consommer si un lien de réinitialisation est encore valide", + responses=REPONSE_VALIDATION, ) async def validate_reset_token(token: str, service: AuthServiceDep) -> ResetTokenValidationResponse: return ResetTokenValidationResponse(valid=await service.is_reset_token_valid(token=token)) diff --git a/apps/backend/openapi.json b/apps/backend/openapi.json index 7a4fe8a..3f414fa 100644 --- a/apps/backend/openapi.json +++ b/apps/backend/openapi.json @@ -491,6 +491,58 @@ } } }, + "/api/v1/auth/reset-password/validate": { + "get": { + "tags": [ + "auth" + ], + "summary": "Vérifie sans le consommer si un lien de réinitialisation est encore valide", + "operationId": "validate_reset_token_api_v1_auth_reset_password_validate_get", + "parameters": [ + { + "name": "token", + "in": "query", + "required": true, + "schema": { + "type": "string", + "title": "Token" + } + } + ], + "responses": { + "200": { + "description": "Successful Response", + "content": { + "application/json": { + "schema": { + "$ref": "#/components/schemas/ResetTokenValidationResponse" + } + } + } + }, + "500": { + "description": "Erreur interne. `correlation` identifie la trace côté serveur, qui n'est pas renvoyée au client.", + "content": { + "application/json": { + "schema": { + "$ref": "#/components/schemas/InternalErrorResponse" + } + } + } + }, + "422": { + "description": "Corps invalide. Le détail nomme le champ fautif et le type d'erreur, jamais la valeur envoyée.", + "content": { + "application/json": { + "schema": { + "$ref": "#/components/schemas/ValidationErrorResponse" + } + } + } + } + } + } + }, "/api/v1/auth/reset-password": { "post": { "tags": [ @@ -2166,6 +2218,19 @@ ], "title": "ResetPasswordRequest" }, + "ResetTokenValidationResponse": { + "properties": { + "valid": { + "type": "boolean", + "title": "Valid" + } + }, + "type": "object", + "required": [ + "valid" + ], + "title": "ResetTokenValidationResponse" + }, "Role": { "type": "string", "enum": [ diff --git a/apps/backend/tests/api/test_route_protection.py b/apps/backend/tests/api/test_route_protection.py index 1080dce..734c9db 100644 --- a/apps/backend/tests/api/test_route_protection.py +++ b/apps/backend/tests/api/test_route_protection.py @@ -22,6 +22,9 @@ ROUTES_PUBLIQUES = frozenset( # Protégée par le jeton dans le corps de la requête, pas par un `Principal` : aucune # authentification préalable ne s'applique, c'est la validité du jeton qui tranche. ("POST", "/api/v1/auth/reset-password"), + # Même raison : lecture seule, protégée par le jeton passé en paramètre, pas par un + # `Principal`. Le jeton est un secret de 256 bits, non brute-forçable. + ("GET", "/api/v1/auth/reset-password/validate"), ("GET", "/metrics"), } )