From bcc36d14a178360c59e887e19f3150b86c414253 Mon Sep 17 00:00:00 2001 From: Mert <101130780+mertalev@users.noreply.github.com> Date: Tue, 29 Aug 2023 09:58:00 -0400 Subject: [PATCH] feat(ml)!: customizable ML settings (#3891) * consolidated endpoints, added live configuration * added ml settings to server * added settings dashboard * updated deps, fixed typos * simplified modelconfig updated tests * Added ml setting accordion for admin page updated tests * merge `clipText` and `clipVision` * added face distance setting clarified setting * add clip mode in request, dropdown for face models * polished ml settings updated descriptions * update clip field on error * removed unused import * add description for image classification threshold * pin safetensors for arm wheel updated poetry lock * moved dto * set model type only in ml repository * revert form-data package install use fetch instead of axios * added slotted description with link updated facial recognition description clarified effect of disabling tasks * validation before model load * removed unnecessary getconfig call * added migration * updated api updated api updated api --------- Co-authored-by: Alex Tran --- cli/src/api/open-api/api.ts | 154 +++- machine-learning/app/config.py | 6 - machine-learning/app/main.py | 111 +-- machine-learning/app/models/base.py | 7 +- machine-learning/app/models/clip.py | 10 +- .../app/models/facial_recognition.py | 12 +- .../app/models/image_classification.py | 13 +- machine-learning/app/schemas.py | 32 +- machine-learning/poetry.lock | 799 ++++++++++-------- machine-learning/pyproject.toml | 3 + mobile/openapi/.openapi-generator/FILES | 15 + mobile/openapi/README.md | Bin 18776 -> 18984 bytes mobile/openapi/doc/CLIPConfig.md | Bin 0 -> 557 bytes mobile/openapi/doc/CLIPMode.md | Bin 0 -> 374 bytes mobile/openapi/doc/ClassificationConfig.md | Bin 0 -> 540 bytes mobile/openapi/doc/ModelType.md | Bin 0 -> 375 bytes mobile/openapi/doc/RecognitionConfig.md | Bin 0 -> 569 bytes .../doc/SystemConfigMachineLearningDto.md | Bin 574 -> 656 bytes mobile/openapi/lib/api.dart | Bin 6149 -> 6318 bytes mobile/openapi/lib/api_client.dart | Bin 19097 -> 19515 bytes mobile/openapi/lib/api_helper.dart | Bin 4664 -> 4854 bytes .../lib/model/classification_config.dart | Bin 0 -> 4067 bytes mobile/openapi/lib/model/clip_config.dart | Bin 0 -> 4268 bytes mobile/openapi/lib/model/clip_mode.dart | Bin 0 -> 2496 bytes mobile/openapi/lib/model/model_type.dart | Bin 0 -> 2753 bytes .../openapi/lib/model/recognition_config.dart | Bin 0 -> 4291 bytes .../system_config_machine_learning_dto.dart | Bin 4354 -> 4151 bytes .../test/classification_config_test.dart | Bin 0 -> 887 bytes mobile/openapi/test/clip_config_test.dart | Bin 0 -> 854 bytes mobile/openapi/test/clip_mode_test.dart | Bin 0 -> 413 bytes mobile/openapi/test/model_type_test.dart | Bin 0 -> 415 bytes .../openapi/test/recognition_config_test.dart | Bin 0 -> 982 bytes ...stem_config_machine_learning_dto_test.dart | Bin 1062 -> 1055 bytes server/immich-openapi-specs.json | 104 ++- .../facial-recognition.service.spec.ts | 16 +- .../facial-recognition.services.ts | 14 +- server/src/domain/search/search.repository.ts | 1 + server/src/domain/search/search.service.ts | 9 +- server/src/domain/smart-info/dto/index.ts | 1 + .../domain/smart-info/dto/model-config.dto.ts | 50 ++ server/src/domain/smart-info/index.ts | 1 + .../smart-info/machine-learning.interface.ts | 29 +- .../smart-info/smart-info.service.spec.ts | 19 +- .../domain/smart-info/smart-info.service.ts | 21 +- .../dto/system-config-machine-learning.dto.ts | 22 +- .../system-config/system-config.core.ts | 27 +- .../system-config.service.spec.ts | 18 +- .../infra/entities/system-config.entity.ts | 35 +- .../1693236627291-RenameMLEnableFlags.ts | 25 + .../machine-learning.repository.ts | 66 +- .../repositories/typesense.repository.ts | 49 +- .../repositories/search.repository.mock.ts | 1 + web/src/api/open-api/api.ts | 154 +++- .../machine-learning-settings.svelte | 204 +++-- .../settings/setting-input-field.svelte | 8 + .../routes/admin/system-settings/+page.svelte | 8 +- 56 files changed, 1424 insertions(+), 620 deletions(-) create mode 100644 mobile/openapi/doc/CLIPConfig.md create mode 100644 mobile/openapi/doc/CLIPMode.md create mode 100644 mobile/openapi/doc/ClassificationConfig.md create mode 100644 mobile/openapi/doc/ModelType.md create mode 100644 mobile/openapi/doc/RecognitionConfig.md create mode 100644 mobile/openapi/lib/model/classification_config.dart create mode 100644 mobile/openapi/lib/model/clip_config.dart create mode 100644 mobile/openapi/lib/model/clip_mode.dart create mode 100644 mobile/openapi/lib/model/model_type.dart create mode 100644 mobile/openapi/lib/model/recognition_config.dart create mode 100644 mobile/openapi/test/classification_config_test.dart create mode 100644 mobile/openapi/test/clip_config_test.dart create mode 100644 mobile/openapi/test/clip_mode_test.dart create mode 100644 mobile/openapi/test/model_type_test.dart create mode 100644 mobile/openapi/test/recognition_config_test.dart create mode 100644 server/src/domain/smart-info/dto/index.ts create mode 100644 server/src/domain/smart-info/dto/model-config.dto.ts create mode 100644 server/src/infra/migrations/1693236627291-RenameMLEnableFlags.ts diff --git a/cli/src/api/open-api/api.ts b/cli/src/api/open-api/api.ts index 36189d39f4..f3246f0963 100644 --- a/cli/src/api/open-api/api.ts +++ b/cli/src/api/open-api/api.ts @@ -862,6 +862,53 @@ export interface BulkIdsDto { */ 'ids': Array; } +/** + * + * @export + * @interface CLIPConfig + */ +export interface CLIPConfig { + /** + * + * @type {boolean} + * @memberof CLIPConfig + */ + 'enabled': boolean; + /** + * + * @type {CLIPMode} + * @memberof CLIPConfig + */ + 'mode'?: CLIPMode; + /** + * + * @type {string} + * @memberof CLIPConfig + */ + 'modelName': string; + /** + * + * @type {ModelType} + * @memberof CLIPConfig + */ + 'modelType'?: ModelType; +} + + +/** + * + * @export + * @enum {string} + */ + +export const CLIPMode = { + Vision: 'vision', + Text: 'text' +} as const; + +export type CLIPMode = typeof CLIPMode[keyof typeof CLIPMode]; + + /** * * @export @@ -951,6 +998,39 @@ export interface CheckExistingAssetsResponseDto { */ 'existingIds': Array; } +/** + * + * @export + * @interface ClassificationConfig + */ +export interface ClassificationConfig { + /** + * + * @type {boolean} + * @memberof ClassificationConfig + */ + 'enabled': boolean; + /** + * + * @type {number} + * @memberof ClassificationConfig + */ + 'minScore': number; + /** + * + * @type {string} + * @memberof ClassificationConfig + */ + 'modelName': string; + /** + * + * @type {ModelType} + * @memberof ClassificationConfig + */ + 'modelType'?: ModelType; +} + + /** * * @export @@ -1766,6 +1846,21 @@ export interface MergePersonDto { */ 'ids': Array; } +/** + * + * @export + * @enum {string} + */ + +export const ModelType = { + ImageClassification: 'image-classification', + FacialRecognition: 'facial-recognition', + Clip: 'clip' +} as const; + +export type ModelType = typeof ModelType[keyof typeof ModelType]; + + /** * * @export @@ -1991,6 +2086,45 @@ export interface QueueStatusDto { */ 'isPaused': boolean; } +/** + * + * @export + * @interface RecognitionConfig + */ +export interface RecognitionConfig { + /** + * + * @type {boolean} + * @memberof RecognitionConfig + */ + 'enabled': boolean; + /** + * + * @type {number} + * @memberof RecognitionConfig + */ + 'maxDistance': number; + /** + * + * @type {number} + * @memberof RecognitionConfig + */ + 'minScore': number; + /** + * + * @type {string} + * @memberof RecognitionConfig + */ + 'modelName': string; + /** + * + * @type {ModelType} + * @memberof RecognitionConfig + */ + 'modelType'?: ModelType; +} + + /** * * @export @@ -2803,10 +2937,16 @@ export interface SystemConfigJobDto { export interface SystemConfigMachineLearningDto { /** * - * @type {boolean} + * @type {ClassificationConfig} * @memberof SystemConfigMachineLearningDto */ - 'clipEncodeEnabled': boolean; + 'classification': ClassificationConfig; + /** + * + * @type {CLIPConfig} + * @memberof SystemConfigMachineLearningDto + */ + 'clip': CLIPConfig; /** * * @type {boolean} @@ -2815,16 +2955,10 @@ export interface SystemConfigMachineLearningDto { 'enabled': boolean; /** * - * @type {boolean} + * @type {RecognitionConfig} * @memberof SystemConfigMachineLearningDto */ - 'facialRecognitionEnabled': boolean; - /** - * - * @type {boolean} - * @memberof SystemConfigMachineLearningDto - */ - 'tagImageEnabled': boolean; + 'facialRecognition': RecognitionConfig; /** * * @type {string} diff --git a/machine-learning/app/config.py b/machine-learning/app/config.py index 8a64d91198..83053b8ae9 100644 --- a/machine-learning/app/config.py +++ b/machine-learning/app/config.py @@ -8,17 +8,11 @@ from .schemas import ModelType class Settings(BaseSettings): cache_folder: str = "/cache" - classification_model: str = "microsoft/resnet-50" - clip_image_model: str = "ViT-B-32::openai" - clip_text_model: str = "ViT-B-32::openai" - facial_recognition_model: str = "buffalo_l" - min_tag_score: float = 0.9 eager_startup: bool = False model_ttl: int = 0 host: str = "0.0.0.0" port: int = 3003 workers: int = 1 - min_face_score: float = 0.7 test_full: bool = False request_threads: int = os.cpu_count() or 4 model_inter_op_threads: int = 1 diff --git a/machine-learning/app/main.py b/machine-learning/app/main.py index ddbce0f659..0229ad00b5 100644 --- a/machine-learning/app/main.py +++ b/machine-learning/app/main.py @@ -1,29 +1,26 @@ import asyncio import os from concurrent.futures import ThreadPoolExecutor -from io import BytesIO from typing import Any -import cv2 -import numpy as np +import orjson import uvicorn -from fastapi import Body, Depends, FastAPI -from PIL import Image +from fastapi import FastAPI, Form, HTTPException, UploadFile +from fastapi.responses import ORJSONResponse +from starlette.formparsers import MultiPartParser from app.models.base import InferenceModel from .config import settings from .models.cache import ModelCache from .schemas import ( - EmbeddingResponse, - FaceResponse, MessageResponse, ModelType, - TagResponse, - TextModelRequest, TextResponse, ) +MultiPartParser.max_file_size = 2**24 # spools to disk if payload is 16 MiB or larger + app = FastAPI() @@ -33,37 +30,9 @@ def init_state() -> None: app.state.thread_pool = ThreadPoolExecutor(settings.request_threads) -async def load_models() -> None: - models: list[tuple[str, ModelType, dict[str, Any]]] = [ - (settings.classification_model, ModelType.IMAGE_CLASSIFICATION, {}), - (settings.clip_image_model, ModelType.CLIP, {"mode": "vision"}), - (settings.clip_text_model, ModelType.CLIP, {"mode": "text"}), - (settings.facial_recognition_model, ModelType.FACIAL_RECOGNITION, {}), - ] - - # Get all models - for model_name, model_type, model_kwargs in models: - await app.state.model_cache.get(model_name, model_type, eager=settings.eager_startup, **model_kwargs) - - @app.on_event("startup") async def startup_event() -> None: init_state() - await load_models() - - -@app.on_event("shutdown") -async def shutdown_event() -> None: - app.state.thread_pool.shutdown() - - -def dep_pil_image(byte_image: bytes = Body(...)) -> Image.Image: - return Image.open(BytesIO(byte_image)) - - -def dep_cv_image(byte_image: bytes = Body(...)) -> np.ndarray[int, np.dtype[Any]]: - byte_image_np = np.frombuffer(byte_image, np.uint8) - return cv2.imdecode(byte_image_np, cv2.IMREAD_COLOR) @app.get("/", response_model=MessageResponse) @@ -76,57 +45,27 @@ def ping() -> str: return "pong" -@app.post( - "/image-classifier/tag-image", - response_model=TagResponse, - status_code=200, -) -async def image_classification( - image: Image.Image = Depends(dep_pil_image), -) -> list[str]: - model = await app.state.model_cache.get(settings.classification_model, ModelType.IMAGE_CLASSIFICATION) - labels = await predict(model, image) - return labels +@app.post("/predict") +async def predict( + model_name: str = Form(alias="modelName"), + model_type: ModelType = Form(alias="modelType"), + options: str = Form(default="{}"), + text: str | None = Form(default=None), + image: UploadFile | None = None, +) -> Any: + if image is not None: + inputs: str | bytes = await image.read() + elif text is not None: + inputs = text + else: + raise HTTPException(400, "Either image or text must be provided") + + model: InferenceModel = await app.state.model_cache.get(model_name, model_type, **orjson.loads(options)) + outputs = await run(model, inputs) + return ORJSONResponse(outputs) -@app.post( - "/sentence-transformer/encode-image", - response_model=EmbeddingResponse, - status_code=200, -) -async def clip_encode_image( - image: Image.Image = Depends(dep_pil_image), -) -> list[float]: - model = await app.state.model_cache.get(settings.clip_image_model, ModelType.CLIP, mode="vision") - embedding = await predict(model, image) - return embedding - - -@app.post( - "/sentence-transformer/encode-text", - response_model=EmbeddingResponse, - status_code=200, -) -async def clip_encode_text(payload: TextModelRequest) -> list[float]: - model = await app.state.model_cache.get(settings.clip_text_model, ModelType.CLIP, mode="text") - embedding = await predict(model, payload.text) - return embedding - - -@app.post( - "/facial-recognition/detect-faces", - response_model=FaceResponse, - status_code=200, -) -async def facial_recognition( - image: cv2.Mat = Depends(dep_cv_image), -) -> list[dict[str, Any]]: - model = await app.state.model_cache.get(settings.facial_recognition_model, ModelType.FACIAL_RECOGNITION) - faces = await predict(model, image) - return faces - - -async def predict(model: InferenceModel, inputs: Any) -> Any: +async def run(model: InferenceModel, inputs: Any) -> Any: return await asyncio.get_running_loop().run_in_executor(app.state.thread_pool, model.predict, inputs) diff --git a/machine-learning/app/models/base.py b/machine-learning/app/models/base.py index 07bc16dcdc..7fa40a5d06 100644 --- a/machine-learning/app/models/base.py +++ b/machine-learning/app/models/base.py @@ -60,16 +60,21 @@ class InferenceModel(ABC): self._load(**model_kwargs) self._loaded = True - def predict(self, inputs: Any) -> Any: + def predict(self, inputs: Any, **model_kwargs: Any) -> Any: if not self._loaded: print(f"Loading {self.model_type.value.replace('_', ' ')} model...") self.load() + if model_kwargs: + self.configure(**model_kwargs) return self._predict(inputs) @abstractmethod def _predict(self, inputs: Any) -> Any: ... + def configure(self, **model_kwargs: Any) -> None: + pass + @abstractmethod def _download(self, **model_kwargs: Any) -> None: ... diff --git a/machine-learning/app/models/clip.py b/machine-learning/app/models/clip.py index c59abfbb9f..b4afacca93 100644 --- a/machine-learning/app/models/clip.py +++ b/machine-learning/app/models/clip.py @@ -1,5 +1,6 @@ import os import zipfile +from io import BytesIO from typing import Any, Literal import onnxruntime as ort @@ -8,7 +9,7 @@ from clip_server.model.clip import BICUBIC, _convert_image_to_rgb from clip_server.model.clip_onnx import _MODELS, _S3_BUCKET_V2, CLIPOnnxModel, download_model from clip_server.model.pretrained_models import _VISUAL_MODEL_IMAGE_SIZE from clip_server.model.tokenization import Tokenizer -from PIL.Image import Image +from PIL import Image from torchvision.transforms import CenterCrop, Compose, Normalize, Resize, ToTensor from ..schemas import ModelType @@ -74,9 +75,12 @@ class CLIPEncoder(InferenceModel): image_size = _VISUAL_MODEL_IMAGE_SIZE[CLIPOnnxModel.get_model_name(self.model_name)] self.transform = _transform_pil_image(image_size) - def _predict(self, image_or_text: Image | str) -> list[float]: + def _predict(self, image_or_text: Image.Image | str) -> list[float]: + if isinstance(image_or_text, bytes): + image_or_text = Image.open(BytesIO(image_or_text)) + match image_or_text: - case Image(): + case Image.Image(): if self.mode == "text": raise TypeError("Cannot encode image as text-only model") pixel_values = self.transform(image_or_text) diff --git a/machine-learning/app/models/facial_recognition.py b/machine-learning/app/models/facial_recognition.py index b0ff1d0414..630c9d2e7c 100644 --- a/machine-learning/app/models/facial_recognition.py +++ b/machine-learning/app/models/facial_recognition.py @@ -9,7 +9,6 @@ from insightface.model_zoo import ArcFaceONNX, RetinaFace from insightface.utils.face_align import norm_crop from insightface.utils.storage import BASE_REPO_URL, download_file -from ..config import settings from ..schemas import ModelType from .base import InferenceModel @@ -20,7 +19,7 @@ class FaceRecognizer(InferenceModel): def __init__( self, model_name: str, - min_score: float = settings.min_face_score, + min_score: float = 0.7, cache_dir: Path | str | None = None, **model_kwargs: Any, ) -> None: @@ -69,11 +68,13 @@ class FaceRecognizer(InferenceModel): ) self.rec_model.prepare(ctx_id=0) - def _predict(self, image: cv2.Mat) -> list[dict[str, Any]]: + def _predict(self, image: np.ndarray[int, np.dtype[Any]] | bytes) -> list[dict[str, Any]]: + if isinstance(image, bytes): + image = cv2.imdecode(np.frombuffer(image, np.uint8), cv2.IMREAD_COLOR) bboxes, kpss = self.det_model.detect(image) if bboxes.size == 0: return [] - assert isinstance(kpss, np.ndarray) + assert isinstance(image, np.ndarray) and isinstance(kpss, np.ndarray) scores = bboxes[:, 4].tolist() bboxes = bboxes[:, :4].round().tolist() @@ -102,3 +103,6 @@ class FaceRecognizer(InferenceModel): @property def cached(self) -> bool: return self.cache_dir.is_dir() and any(self.cache_dir.glob("*.onnx")) + + def configure(self, **model_kwargs: Any) -> None: + self.det_model.det_thresh = model_kwargs.get("min_score", self.det_model.det_thresh) diff --git a/machine-learning/app/models/image_classification.py b/machine-learning/app/models/image_classification.py index 6c12dd8d76..bdcf76f5f3 100644 --- a/machine-learning/app/models/image_classification.py +++ b/machine-learning/app/models/image_classification.py @@ -1,13 +1,13 @@ +from io import BytesIO from pathlib import Path from typing import Any from huggingface_hub import snapshot_download from optimum.onnxruntime import ORTModelForImageClassification from optimum.pipelines import pipeline -from PIL.Image import Image +from PIL import Image from transformers import AutoImageProcessor -from ..config import settings from ..schemas import ModelType from .base import InferenceModel @@ -18,7 +18,7 @@ class ImageClassifier(InferenceModel): def __init__( self, model_name: str, - min_score: float = settings.min_tag_score, + min_score: float = 0.9, cache_dir: Path | str | None = None, **model_kwargs: Any, ) -> None: @@ -56,8 +56,13 @@ class ImageClassifier(InferenceModel): feature_extractor=processor, ) - def _predict(self, image: Image) -> list[str]: + def _predict(self, image: Image.Image | bytes) -> list[str]: + if isinstance(image, bytes): + image = Image.open(BytesIO(image)) predictions: list[dict[str, Any]] = self.model(image) # type: ignore tags = [tag for pred in predictions for tag in pred["label"].split(", ") if pred["score"] >= self.min_score] return tags + + def configure(self, **model_kwargs: Any) -> None: + self.min_score = model_kwargs.get("min_score", self.min_score) diff --git a/machine-learning/app/schemas.py b/machine-learning/app/schemas.py index b19b498739..cad2796871 100644 --- a/machine-learning/app/schemas.py +++ b/machine-learning/app/schemas.py @@ -1,4 +1,4 @@ -from enum import Enum +from enum import StrEnum from pydantic import BaseModel @@ -20,18 +20,6 @@ class MessageResponse(BaseModel): message: str -class TagResponse(BaseModel): - __root__: list[str] - - -class Embedding(BaseModel): - __root__: list[float] - - -class EmbeddingResponse(BaseModel): - __root__: Embedding - - class BoundingBox(BaseModel): x1: int y1: int @@ -39,23 +27,7 @@ class BoundingBox(BaseModel): y2: int -class Face(BaseModel): - image_width: int - image_height: int - bounding_box: BoundingBox - score: float - embedding: Embedding - - class Config: - alias_generator = to_lower_camel - allow_population_by_field_name = True - - -class FaceResponse(BaseModel): - __root__: list[Face] - - -class ModelType(Enum): +class ModelType(StrEnum): IMAGE_CLASSIFICATION = "image-classification" CLIP = "clip" FACIAL_RECOGNITION = "facial-recognition" diff --git a/machine-learning/poetry.lock b/machine-learning/poetry.lock index cb668f9a17..1a617a38cd 100644 --- a/machine-learning/poetry.lock +++ b/machine-learning/poetry.lock @@ -720,69 +720,69 @@ files = [ [[package]] name = "cython" -version = "3.0.0" +version = "3.0.2" description = "The Cython compiler for writing C extensions in the Python language." optional = false python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*" files = [ - {file = "Cython-3.0.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:7c7d728e1a49ad01d41181e3a9ea80b8d14e825f4679e4dd837cbf7bca7998a5"}, - {file = "Cython-3.0.0-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:626a4a6ef4b7ced87c348ea805488e4bd39dad9d0b39659aa9e1040b62bbfedf"}, - {file = "Cython-3.0.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:33c900d1ca9f622b969ac7d8fc44bdae140a4a6c7d8819413b51f3ccd0586a09"}, - {file = "Cython-3.0.0-cp310-cp310-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:a65bc50dc1bc2faeafd9425defbdef6a468974f5c4192497ff7f14adccfdcd32"}, - {file = "Cython-3.0.0-cp310-cp310-musllinux_1_1_aarch64.whl", hash = "sha256:3b71b399b10b038b056ad12dce1e317a8aa7a96e99de7e4fa2fa5d1c9415cfb9"}, - {file = "Cython-3.0.0-cp310-cp310-musllinux_1_1_x86_64.whl", hash = "sha256:f42f304c097cc53e9eb5f1a1d150380353d5018a3191f1b77f0de353c762181e"}, - {file = "Cython-3.0.0-cp310-cp310-win32.whl", hash = "sha256:3e234e2549e808d9259fdb23ebcfd145be30c638c65118326ec33a8d29248dc2"}, - {file = "Cython-3.0.0-cp310-cp310-win_amd64.whl", hash = "sha256:829c8333195100448a23863cf64a07e1334fae6a275aefe871458937911531b6"}, - {file = "Cython-3.0.0-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:06db81b1a01858fcc406616f8528e686ffb6cf7c3d78fb83767832bfecea8ad8"}, - {file = "Cython-3.0.0-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:c93634845238645ce7abf63a56b1c5b6248189005c7caff898fd4a0dac1c5e1e"}, - {file = "Cython-3.0.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:aa606675c6bd23478b1d174e2a84e3c5a2c660968f97dc455afe0fae198f9d3d"}, - {file = "Cython-3.0.0-cp311-cp311-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:d3355e6f690184f984eeb108b0f5bbc4bcf8b9444f8168933acf79603abf7baf"}, - {file = "Cython-3.0.0-cp311-cp311-musllinux_1_1_aarch64.whl", hash = "sha256:93a34e1ca8afa4b7075b02ed14a7e4969256297029fb1bfd4cbe48f7290dbcff"}, - {file = "Cython-3.0.0-cp311-cp311-musllinux_1_1_x86_64.whl", hash = "sha256:bb1165ca9e78823f9ad1efa5b3d83156f868eabd679a615d140a3021bb92cd65"}, - {file = "Cython-3.0.0-cp311-cp311-win32.whl", hash = "sha256:2fadde1da055944f5e1e17625055f54ddd11f451889110278ef30e07bd5e1695"}, - {file = "Cython-3.0.0-cp311-cp311-win_amd64.whl", hash = "sha256:254ed1f03a6c237fa64f0c6e44862058de65bfa2e6a3b48ca3c205492e0653aa"}, - {file = "Cython-3.0.0-cp312-cp312-macosx_10_9_x86_64.whl", hash = "sha256:4e212237b7531759befb92699c452cd65074a78051ae4ee36ff8b237395ecf3d"}, - {file = "Cython-3.0.0-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:9f29307463eba53747b31f71394ed087e3e3e264dcc433e62de1d51f5c0c966c"}, - {file = "Cython-3.0.0-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:53328a8af0806bebbdb48a4191883b11ee9d9dfb084d84f58fa5a8ab58baefc9"}, - {file = "Cython-3.0.0-cp312-cp312-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:5962e70b15e863e72bed6910e8c6ffef77d36cc98e2b31c474378f3b9e49b0e3"}, - {file = "Cython-3.0.0-cp312-cp312-musllinux_1_1_aarch64.whl", hash = "sha256:9e69139f4e60ab14c50767a568612ea64d6907e9c8e0289590a170eb495e005f"}, - {file = "Cython-3.0.0-cp312-cp312-musllinux_1_1_x86_64.whl", hash = "sha256:c40bdbcb2286f0aeeb5df9ce53d45da2d2a9b36a16b331cd0809d212d22a8fc7"}, - {file = "Cython-3.0.0-cp312-cp312-win32.whl", hash = "sha256:8abb8915eb2e57fa53d918afe641c05d1bcc6ed1913682ec1f28de71f4e3f398"}, - {file = "Cython-3.0.0-cp312-cp312-win_amd64.whl", hash = "sha256:30a4bd2481e59bd7ab2539f835b78edc19fc455811e476916f56026b93afd28b"}, - {file = "Cython-3.0.0-cp36-cp36m-macosx_10_9_x86_64.whl", hash = "sha256:0e1e4b7e4bfbf22fecfa5b852f0e499c442d4853b7ebd33ae37cdec9826ed5d8"}, - {file = "Cython-3.0.0-cp36-cp36m-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:6b00df42cdd1a285a64491ba23de08ab14169d3257c840428d40eb7e8e9979af"}, - {file = "Cython-3.0.0-cp36-cp36m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:650d03ddddc08b051b4659778733f0f173ca7d327415755c05d265a6c1ba02fb"}, - {file = "Cython-3.0.0-cp36-cp36m-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:4965f2ebade17166f21a508d66dd60d2a0b3a3b90abe3f72003baa17ae020dd6"}, - {file = "Cython-3.0.0-cp36-cp36m-musllinux_1_1_aarch64.whl", hash = "sha256:4123c8d03167803df31da6b39de167cb9c04ac0aa4e35d4e5aa9d08ad511b84d"}, - {file = "Cython-3.0.0-cp36-cp36m-musllinux_1_1_x86_64.whl", hash = "sha256:296c53b6c0030cf82987eef163444e8d7631cc139d995f9d58679d9fd1ddbf31"}, - {file = "Cython-3.0.0-cp36-cp36m-win32.whl", hash = "sha256:0d2c1e172f1c81bafcca703093608e10dc16e3e2d24c5644c17606c7fdb1792c"}, - {file = "Cython-3.0.0-cp36-cp36m-win_amd64.whl", hash = "sha256:bc816d8eb3686d6f8d165f4156bac18c1147e1035dc28a76742d0b7fb5b7c032"}, - {file = "Cython-3.0.0-cp37-cp37m-macosx_10_9_x86_64.whl", hash = "sha256:8d86651347bbdbac1aca1824696c5e4c0a3b162946c422edcca2be12a03744d1"}, - {file = "Cython-3.0.0-cp37-cp37m-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:84176bd04ce9f3cc8799b47ec6d1959fa1ea5e71424507df7bbf0b0915bbedef"}, - {file = "Cython-3.0.0-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:35abcf07b8277ec95bbe49a07b5c8760a2d941942ccfe759a94c8d2fe5602e9f"}, - {file = "Cython-3.0.0-cp37-cp37m-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:a44d6b9a29b2bff38bb648577b2fcf6a68cf8b1783eee89c2eb749f69494b98d"}, - {file = "Cython-3.0.0-cp37-cp37m-musllinux_1_1_aarch64.whl", hash = "sha256:4dc6bbe7cf079db37f1ebb9b0f10d0d7f29e293bb8688e92d50b5ea7a91d82f3"}, - {file = "Cython-3.0.0-cp37-cp37m-musllinux_1_1_x86_64.whl", hash = "sha256:e28763e75e380b8be62b02266a7995a781997c97c119efbdccb8fb954bcd7574"}, - {file = "Cython-3.0.0-cp37-cp37m-win32.whl", hash = "sha256:edae615cb4af51d5173e76ba9aea212424d025c57012e9cdf2f131f774c5ba71"}, - {file = "Cython-3.0.0-cp37-cp37m-win_amd64.whl", hash = "sha256:20c604e974832aaf8b7a1f5455ee7274b34df62a35ee095cd7d2ed7e818e6c53"}, - {file = "Cython-3.0.0-cp38-cp38-macosx_10_9_x86_64.whl", hash = "sha256:c85fd2b1cbd9400d60ebe074795bb9a9188752f1612be3b35b0831a24879b91f"}, - {file = "Cython-3.0.0-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:090256c687106932339f87f888b95f0d69c617bc9b18801555545b695d29d8ab"}, - {file = "Cython-3.0.0-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:cec2a67a0a7d9d4399758c0657ca03e5912e37218859cfbf046242cc532bfb3b"}, - {file = "Cython-3.0.0-cp38-cp38-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:a1cdd01ce45333bc264a218c6e183700d6b998f029233f586a53c9b13455c2d2"}, - {file = "Cython-3.0.0-cp38-cp38-musllinux_1_1_aarch64.whl", hash = "sha256:ecee663d2d50ca939fc5db81f2f8a219c2417b4651ad84254c50a03a9cb1aadd"}, - {file = "Cython-3.0.0-cp38-cp38-musllinux_1_1_x86_64.whl", hash = "sha256:30f10e79393b411af7677c270ea69807acb9fc30205c8ff25561f4deef780ec1"}, - {file = "Cython-3.0.0-cp38-cp38-win32.whl", hash = "sha256:609777d3a7a0a23b225e84d967af4ad2485c8bdfcacef8037cf197e87d431ca0"}, - {file = "Cython-3.0.0-cp38-cp38-win_amd64.whl", hash = "sha256:7f4a6dfd42ae0a45797f50fc4f6add702abf46ab3e7cd61811a6c6a97a40e1a2"}, - {file = "Cython-3.0.0-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:2d8158277c8942c0b20ff4c074fe6a51c5b89e6ac60cef606818de8c92773596"}, - {file = "Cython-3.0.0-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:54e34f99b2a8c1e11478541b2822e6408c132b98b6b8f5ed89411e5e906631ea"}, - {file = "Cython-3.0.0-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:877d1c8745df59dd2061a0636c602729e9533ba13f13aa73a498f68662e1cbde"}, - {file = "Cython-3.0.0-cp39-cp39-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:204690be60f0ff32eb70b04f28ef0d1e50ffd7b3f77ba06a7dc2389ee3b848e0"}, - {file = "Cython-3.0.0-cp39-cp39-musllinux_1_1_aarch64.whl", hash = "sha256:06fcb4628ccce2ba5abc8630adbeaf4016f63a359b4c6c3827b2d80e0673981c"}, - {file = "Cython-3.0.0-cp39-cp39-musllinux_1_1_x86_64.whl", hash = "sha256:090e24cfa31c926d0b13d8bb2ef48175acdd061ae1413343c94a2b12a4a4fa6f"}, - {file = "Cython-3.0.0-cp39-cp39-win32.whl", hash = "sha256:4cd00f2158dc00f7f93a92444d0f663eda124c9c29bbbd658964f4e89c357fe8"}, - {file = "Cython-3.0.0-cp39-cp39-win_amd64.whl", hash = "sha256:5b4cc896d49ce2bae8d6a030f9a4c64965b59c38acfbf4617685e17f7fcf1731"}, - {file = "Cython-3.0.0-py2.py3-none-any.whl", hash = "sha256:ff1aef1a03cfe293237c7a86ae9625b0411b2df30c53d1a7f29a8d381f38a1df"}, - {file = "Cython-3.0.0.tar.gz", hash = "sha256:350b18f9673e63101dbbfcf774ee2f57c20ac4636d255741d76ca79016b1bd82"}, + {file = "Cython-3.0.2-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:8ccb91d2254e34724f1541b2a6fcdfacdb88284185b0097ae84e0ddf476c7a38"}, + {file = "Cython-3.0.2-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:c298b1589205ecaaed0457ad05e0c8a43e7db2053607f48ed4a899cb6aa114df"}, + {file = "Cython-3.0.2-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:e825e682cef76d0c33384f38b56b7e87c76152482a914dfc78faed6ff66ce05a"}, + {file = "Cython-3.0.2-cp310-cp310-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:77ec0134fc1b10aebef2013936a91c07bff2498ec283bc2eca099ee0cb94d12e"}, + {file = "Cython-3.0.2-cp310-cp310-musllinux_1_1_aarch64.whl", hash = "sha256:c90eeb94395315e65fd758a2f86b92904fce7b50060b4d45a878ef6767f9276e"}, + {file = "Cython-3.0.2-cp310-cp310-musllinux_1_1_x86_64.whl", hash = "sha256:38085523fa7a299638d051ae08144222785639882f6291bd275c0b12db1034ff"}, + {file = "Cython-3.0.2-cp310-cp310-win32.whl", hash = "sha256:b032cb0c69082f0665b2c5fb416d041157062f1538336d0edf823b9ee500e39c"}, + {file = "Cython-3.0.2-cp310-cp310-win_amd64.whl", hash = "sha256:067b2b9eb487bd61367b296f11b7c1c70a084b3eb7d5a572f607cd1fc5ca5586"}, + {file = "Cython-3.0.2-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:213ff9f95de319e54b520bf31edd6aa7a1fa4fbf617c2beb0f92362595e6476a"}, + {file = "Cython-3.0.2-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:4bebbca13078125a35937966137af4bd0300a0c66fd7ae4ce36adc049b13bdf3"}, + {file = "Cython-3.0.2-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:d5e5587128e8c2423aefcffa4ded4ddf60d44898938fbb7c0f236636a750a94f"}, + {file = "Cython-3.0.2-cp311-cp311-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:78e2853d484643c6b7ac3bdb48392753442da1c71b689468fa3176b619bebe54"}, + {file = "Cython-3.0.2-cp311-cp311-musllinux_1_1_aarch64.whl", hash = "sha256:c5e722732e9aa9bde667ed6d87525234823eb7766ca234cfb19d7e0c095a2ef4"}, + {file = "Cython-3.0.2-cp311-cp311-musllinux_1_1_x86_64.whl", hash = "sha256:989787fc24a95100a26918b6577d06e15a8868a3ed267009c5cfcf1a906179ac"}, + {file = "Cython-3.0.2-cp311-cp311-win32.whl", hash = "sha256:d21801981db44b7e9f9768f121317946461d56b51de1e6eff3c42e8914048696"}, + {file = "Cython-3.0.2-cp311-cp311-win_amd64.whl", hash = "sha256:809617cf4825b2138ce0ec827e1f28e39668743c81ac8286373f8d148c05f088"}, + {file = "Cython-3.0.2-cp312-cp312-macosx_10_9_x86_64.whl", hash = "sha256:5682293d344b7dbad97ce6eceb9e887aca6e53499709db9da726ca3424e5559d"}, + {file = "Cython-3.0.2-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:7e08ff5da5f5b969639784b1bffcd880a0c0f048d182aed7cba9945ee8b367c2"}, + {file = "Cython-3.0.2-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:8850269ff59f77a1629e26d0576701925360d732011d6d3516ccdc5b2c2bc310"}, + {file = "Cython-3.0.2-cp312-cp312-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:550b3fbe9b3c555b44ded934f4822f9fcc04dfcee512167ebcbbd370ccede20e"}, + {file = "Cython-3.0.2-cp312-cp312-musllinux_1_1_aarch64.whl", hash = "sha256:4db017b104f47b1185237702f6ed2651839c8124614683efa7c489f3fa4e19d9"}, + {file = "Cython-3.0.2-cp312-cp312-musllinux_1_1_x86_64.whl", hash = "sha256:75a2395cc7b78cff59be6e9b7f92bbb5d7b8d25203f6d3fb6f72bdb7d3f49777"}, + {file = "Cython-3.0.2-cp312-cp312-win32.whl", hash = "sha256:786b6034a91e886116bb562fe42f8bf0f97c3e00c02e56791d02675959ed65b1"}, + {file = "Cython-3.0.2-cp312-cp312-win_amd64.whl", hash = "sha256:cc9d173ab8b167cae674f6deed8c65ba816574797a2bd6d8aa623277d1fa81ca"}, + {file = "Cython-3.0.2-cp36-cp36m-macosx_10_9_x86_64.whl", hash = "sha256:8948504338d7a140ce588333177dcabf0743a68dbc83b0174f214f5b959634d5"}, + {file = "Cython-3.0.2-cp36-cp36m-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:a51efba0e136b2af358e5a347bae09678b17460c35cf1eab24f0476820348991"}, + {file = "Cython-3.0.2-cp36-cp36m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:05cb2a73810f045d328b7579cf98f550a9e601df5e282d1fea0512d8ad589011"}, + {file = "Cython-3.0.2-cp36-cp36m-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:22ba78e48bdb65977928ecb275ac8c82df7b0eefa075078a1363a5af4606b42e"}, + {file = "Cython-3.0.2-cp36-cp36m-musllinux_1_1_aarch64.whl", hash = "sha256:302281b927409b3e0ef8cd9251eab782cf1acd2578eab305519fbae5d184b7e9"}, + {file = "Cython-3.0.2-cp36-cp36m-musllinux_1_1_x86_64.whl", hash = "sha256:a1c3675394b81024aaf56e4f53c2b4f81d9a116c7049e9d4706f810899c9134e"}, + {file = "Cython-3.0.2-cp36-cp36m-win32.whl", hash = "sha256:34f7b014ebce5d325c8084e396c81cdafbd8d82be56780dffe6b67b28c891f1b"}, + {file = "Cython-3.0.2-cp36-cp36m-win_amd64.whl", hash = "sha256:477cd3549597f09a1608da7b05e16ba641e9aedd171b868533a5a07790ed886f"}, + {file = "Cython-3.0.2-cp37-cp37m-macosx_10_9_x86_64.whl", hash = "sha256:a49dde9f9e29ea82f29aaf3bb1a270b6eb90b75d627c7ff2f5dd3764540ae646"}, + {file = "Cython-3.0.2-cp37-cp37m-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:bc1c8013fad0933f5201186eccc5f2be223cafd6a8dcd586d3f7bb6ba84dc845"}, + {file = "Cython-3.0.2-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:6b75e9c9d7ad7c9dd85d45241d1d4e3c5f66079c1f84eec91689c26d98bc3349"}, + {file = "Cython-3.0.2-cp37-cp37m-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:7f43c4d3ecd9e3b8b7afe834e519f55cf4249b1088f96d11b96f02c55cbaeff7"}, + {file = "Cython-3.0.2-cp37-cp37m-musllinux_1_1_aarch64.whl", hash = "sha256:dab6a923e21e212aa3dc6dde9b22a190f5d7c449315a94e57ddc019ea74a979b"}, + {file = "Cython-3.0.2-cp37-cp37m-musllinux_1_1_x86_64.whl", hash = "sha256:ae453cfa933b919c0a19d2cc5dc9fb28486268e95dc2ab7a11ab7f99cf8c3883"}, + {file = "Cython-3.0.2-cp37-cp37m-win32.whl", hash = "sha256:b1f023d36a3829069ed11017c670128be3f135a9c17bd64c35d3b3442243b05c"}, + {file = "Cython-3.0.2-cp37-cp37m-win_amd64.whl", hash = "sha256:011c4e0b75baee1843334562487eb4fbc0c59ddb2cc32a978b972a81eedcbdcc"}, + {file = "Cython-3.0.2-cp38-cp38-macosx_10_9_x86_64.whl", hash = "sha256:832bbee87bca760efeae248ddf19ccd77f9a2355cb6f8a64f20cc377e56957b3"}, + {file = "Cython-3.0.2-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:4fe806d154b6b7f0ab746dac36c022889e2e7cf47546ff9afdc29a62cfa692d0"}, + {file = "Cython-3.0.2-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:e486331a29e7700b1ad5f4f753bef483c81412a5e64a873df46d6cb66f9a65de"}, + {file = "Cython-3.0.2-cp38-cp38-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:54d41a1dfbaab74449873e7f8e6cd4239850fe7a50f7f784dd99a560927f3bac"}, + {file = "Cython-3.0.2-cp38-cp38-musllinux_1_1_aarch64.whl", hash = "sha256:4dca13c86d6cd523c7d8bbf8db1b2bbf8faedd0addedb229158d8015ad1819e1"}, + {file = "Cython-3.0.2-cp38-cp38-musllinux_1_1_x86_64.whl", hash = "sha256:10cbfb37f31938371a6213cc8b5459c639954aed053efeded3c012d4c5915db9"}, + {file = "Cython-3.0.2-cp38-cp38-win32.whl", hash = "sha256:e663c237579c033deaa2cb362b74651da7712f56e441c11382510a8c4c4f2dd7"}, + {file = "Cython-3.0.2-cp38-cp38-win_amd64.whl", hash = "sha256:2f84bd6cefa5130750c492038170c44f1cbd6f42e9ed85e168fd9cb453f85160"}, + {file = "Cython-3.0.2-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:f37e4287f520f3748a06ad5eaae09ba4ac68f52e155d70de5f75780d83575c43"}, + {file = "Cython-3.0.2-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:dd30826ca8b27b2955a63c8ffe8aacc9f0779582b4bd154cf7b441ac10dae2cb"}, + {file = "Cython-3.0.2-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:08d67c7225a09eeb77e090c8d4f60677165b052ccf76e3a57d8237064e5c2de2"}, + {file = "Cython-3.0.2-cp39-cp39-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:9e625eec8c5c9a8cb062a318b257cc469d301bed952c7daf86e38bbd3afe7c91"}, + {file = "Cython-3.0.2-cp39-cp39-musllinux_1_1_aarch64.whl", hash = "sha256:1b12a8f23270675b537d1c3b988f845bea4bbcc66ae0468857f5ede0526d4522"}, + {file = "Cython-3.0.2-cp39-cp39-musllinux_1_1_x86_64.whl", hash = "sha256:62dd78afdf748a58dae9c9b9c42a1519ae30787b28ce5f84a0e1bb54144142ca"}, + {file = "Cython-3.0.2-cp39-cp39-win32.whl", hash = "sha256:d0d0cc4ecc05f41c5e02af14ac0083552d22efed976f79eb7bade55fed63b25d"}, + {file = "Cython-3.0.2-cp39-cp39-win_amd64.whl", hash = "sha256:147cc1d3dda8b06de9d86df5e59cdf15f0a522620168b7349a5ec88b48104d7d"}, + {file = "Cython-3.0.2-py2.py3-none-any.whl", hash = "sha256:8f1c9e4b8e413da211dd7942440cf410ff0eafb081309e04e81f4fafbb146bf2"}, + {file = "Cython-3.0.2.tar.gz", hash = "sha256:9594818dca8bb22ae6580c5222da2bc5cc32334350bd2d294a00d8669bcc61b5"}, ] [[package]] @@ -889,13 +889,13 @@ testing = ["covdefaults (>=2.3)", "coverage (>=7.2.7)", "diff-cover (>=7.5)", "p [[package]] name = "flask" -version = "2.3.2" +version = "2.3.3" description = "A simple framework for building complex web applications." optional = false python-versions = ">=3.8" files = [ - {file = "Flask-2.3.2-py3-none-any.whl", hash = "sha256:77fd4e1249d8c9923de34907236b747ced06e5467ecac1a7bb7115ae0e9670b0"}, - {file = "Flask-2.3.2.tar.gz", hash = "sha256:8c2f9abd47a9e8df7f0c3f091ce9497d011dc3b31effcf4c85a6e2b50f4114ef"}, + {file = "flask-2.3.3-py3-none-any.whl", hash = "sha256:f69fcd559dc907ed196ab9df0e48471709175e696d6e698dd4dbe940f96ce66b"}, + {file = "flask-2.3.3.tar.gz", hash = "sha256:09c347a92aa7ff4a8e7f3206795f30d826654baf38b873d0744cd571ca609efc"}, ] [package.dependencies] @@ -903,7 +903,7 @@ blinker = ">=1.6.2" click = ">=8.1.3" itsdangerous = ">=2.1.2" Jinja2 = ">=3.1.2" -Werkzeug = ">=2.3.3" +Werkzeug = ">=2.3.7" [package.extras] async = ["asgiref (>=3.2)"] @@ -1185,101 +1185,119 @@ test = ["cffi (>=1.12.2)", "coverage (>=5.0)", "dnspython (>=1.16.0,<2.0)", "idn [[package]] name = "geventhttpclient" -version = "2.0.9" +version = "2.0.10" description = "http client library for gevent" optional = false python-versions = "*" files = [ - {file = "geventhttpclient-2.0.9-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:f4dcd420c74f68ffc493abdc0964583f762e0f03c9ccd62b8dcfa589f8cabe49"}, - {file = "geventhttpclient-2.0.9-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:5fe8766994434ed6dc807d2e5726e9cec536b5593885b50598fe763908242054"}, - {file = "geventhttpclient-2.0.9-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:c23aacbe40f767d4bfb4215b51302d68f9611f2e730521e65c7239854177c30f"}, - {file = "geventhttpclient-2.0.9-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:9f9ead0e6eb8302b394744c8ad7df71b1482e40402ecc208b446dba870bbafa1"}, - {file = "geventhttpclient-2.0.9-cp310-cp310-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:15393cf588d24bf90b430299733ed161829065d14df99db250b40a83ec7978aa"}, - {file = "geventhttpclient-2.0.9-cp310-cp310-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:41b35daa9fe8217f295bc162492260daf4d4e1d9e3e8ed1fa2085a003cb5bb86"}, - {file = "geventhttpclient-2.0.9-cp310-cp310-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:0373b1d920cb2c1d65913258e2abe1534f5c6d1e687ed9322ad47858d75fd7d0"}, - {file = "geventhttpclient-2.0.9-cp310-cp310-musllinux_1_1_aarch64.whl", hash = "sha256:344f22ce6cc959e67c32c9992422ee623b2e92da80b7774f939a03a8f66a823b"}, - {file = "geventhttpclient-2.0.9-cp310-cp310-musllinux_1_1_i686.whl", hash = "sha256:2f467fc073631dd7c13f289ab59e82ae9b181a1faabcc8b23be48a48e8e45ba9"}, - {file = "geventhttpclient-2.0.9-cp310-cp310-musllinux_1_1_ppc64le.whl", hash = "sha256:9f1395906e79b7d3db97199625ae9050c1249e2cb8073bb32495c375af351849"}, - {file = "geventhttpclient-2.0.9-cp310-cp310-musllinux_1_1_x86_64.whl", hash = "sha256:3c8f035c55f8db9b3a976d813dd20965ecf957e268e420e66b88cba81a66f3ac"}, - {file = "geventhttpclient-2.0.9-cp310-cp310-win32.whl", hash = "sha256:372776cdcad9a34a8635da4002f1614a36269ee02e968750c4fbde6ea83360d7"}, - {file = "geventhttpclient-2.0.9-cp310-cp310-win_amd64.whl", hash = "sha256:9a11b88ce228f91bd47acacb573acbcdf8276b933e2fd7e4f7aa6259c279271e"}, - {file = "geventhttpclient-2.0.9-cp311-cp311-macosx_10_9_universal2.whl", hash = "sha256:273cde2893c13cbdfcad46e6a0fb906aa3f6b050e712cba0e46cfa59aca4c330"}, - {file = "geventhttpclient-2.0.9-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:ba0f8863526a2cf44567fda5981da90278583d3006aef02482a92b7d7e38e610"}, - {file = "geventhttpclient-2.0.9-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:f8da5696d055883cef55fe52246ea2a686bae865d4d38900f67c7c3df7d01eaa"}, - {file = "geventhttpclient-2.0.9-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:e25e14c91898217f3a69346c2704e4629634b3429cdff226e716e6d830c402e1"}, - {file = "geventhttpclient-2.0.9-cp311-cp311-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:46b08a7de94a3db62ebeb41e68097db1e3836eef2e2febccb2d710add8943838"}, - {file = "geventhttpclient-2.0.9-cp311-cp311-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:d0e33f23168824338a84e05e47808a48895e78e77c5d2ec353a6e77a0b727057"}, - {file = "geventhttpclient-2.0.9-cp311-cp311-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:f505a7060aeafd7ed94acc8c234690717ed03aa6421580847ade8d4a6d8741c1"}, - {file = "geventhttpclient-2.0.9-cp311-cp311-musllinux_1_1_aarch64.whl", hash = "sha256:bc0cd15d51b5817efeef98d6ffe51bebd371c0c81731b239d0c6e81923c3b986"}, - {file = "geventhttpclient-2.0.9-cp311-cp311-musllinux_1_1_i686.whl", hash = "sha256:9a7e72d38e3a4d4f84c11dbfd74b70e70c3c9099ea7336a6c6227e0628c83a67"}, - {file = "geventhttpclient-2.0.9-cp311-cp311-musllinux_1_1_ppc64le.whl", hash = "sha256:62edef5141ea260caa91618b133d8888d9af6767e11a2e972dbb5be0e297ff8e"}, - {file = "geventhttpclient-2.0.9-cp311-cp311-musllinux_1_1_x86_64.whl", hash = "sha256:40cc9acfb7096b8fa3a4c4634dcc0a1cfc6a0a5501c597d1c4a5574fde1bb1be"}, - {file = "geventhttpclient-2.0.9-cp311-cp311-win32.whl", hash = "sha256:44e7de9925356486988f72b239d1608597b6d1462664a7fa7ad5b8704a3f6f4e"}, - {file = "geventhttpclient-2.0.9-cp311-cp311-win_amd64.whl", hash = "sha256:03b3c64fcd16795a5acbdf8588e05a58fde498cd550285cf3ea6e1c6cc28378c"}, - {file = "geventhttpclient-2.0.9-cp36-cp36m-macosx_10_9_x86_64.whl", hash = "sha256:be198e668c8573e4cc7fa8e6b71e32a94765c424bc6a8cdd5fc23ab23769864c"}, - {file = "geventhttpclient-2.0.9-cp36-cp36m-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:6f550e6ceb67a6cac9e42915612a10c0f799666fa309be796db65585690d8262"}, - {file = "geventhttpclient-2.0.9-cp36-cp36m-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:5210e91b1a1d9f2bcd414238cae2593b66172098db7bde396ae2fdb8e658eb85"}, - {file = "geventhttpclient-2.0.9-cp36-cp36m-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:97f4c7f57bf24b669bc2e71de725067a4b73f280fc20875fd8c7cee712b754f3"}, - {file = "geventhttpclient-2.0.9-cp36-cp36m-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:01869edfc3f9b892dfdd0b3ef102c97dd250725e8364de2e450d9ee2e3bf74db"}, - {file = "geventhttpclient-2.0.9-cp36-cp36m-musllinux_1_1_aarch64.whl", hash = "sha256:a85f9d272af4bc599a54496cb420ee0654c35023d6cd7f2a49c36d5a5d30e375"}, - {file = "geventhttpclient-2.0.9-cp36-cp36m-musllinux_1_1_i686.whl", hash = "sha256:9f78d0bda2583a7f9d87cc987ab9976bf4e85d467af7d8fa39f51bed1918e812"}, - {file = "geventhttpclient-2.0.9-cp36-cp36m-musllinux_1_1_ppc64le.whl", hash = "sha256:2e8013742b22586c25c797d7d7bfb8882b2eed43051f28f7617ea302cf4e5098"}, - {file = "geventhttpclient-2.0.9-cp36-cp36m-musllinux_1_1_x86_64.whl", hash = "sha256:1eb410b5522ef617923470f036774388c191eda3ae47abf5a175f628cff75928"}, - {file = "geventhttpclient-2.0.9-cp36-cp36m-win32.whl", hash = "sha256:12de78429c420ac3dbfd4e89fbd1d9d2cf9a60c06a82fc39a398f92d5f717c95"}, - {file = "geventhttpclient-2.0.9-cp36-cp36m-win_amd64.whl", hash = "sha256:5eb747774ed72467b3b77913bfe041f0be4a22958dd7538a654bf24107d1b917"}, - {file = "geventhttpclient-2.0.9-cp37-cp37m-macosx_10_9_x86_64.whl", hash = "sha256:36e9c7e4f86db9335123a12b343c2b91d8d7fe4724428ac418bcfcd471248bc9"}, - {file = "geventhttpclient-2.0.9-cp37-cp37m-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:2a7d8a7d7ee6b08e44e58e92e47ca4b50edf8ed64b8906bd0a6cbb481aeae69b"}, - {file = "geventhttpclient-2.0.9-cp37-cp37m-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:186d3e4f549a004f0ae8857db81f05798d48dd9e6cbfa97dfa46f6177883458d"}, - {file = "geventhttpclient-2.0.9-cp37-cp37m-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:6c0ed350c0f4598f6d07d6fdc2d3546a1611ebf15fcdc83bc77dea6d22f2ef38"}, - {file = "geventhttpclient-2.0.9-cp37-cp37m-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:e0c557aeb45a005c72200842fddfb507bbd7f2ec9296059c7ea3977ea226d4e7"}, - {file = "geventhttpclient-2.0.9-cp37-cp37m-musllinux_1_1_aarch64.whl", hash = "sha256:6c9ea74c83e94ea7c9869e383f93fa20a5fbde9cfb020400cdb75c39e029507a"}, - {file = "geventhttpclient-2.0.9-cp37-cp37m-musllinux_1_1_i686.whl", hash = "sha256:9b072c041993b3242aeccce0d436bcb951f83e83517d5f5c0b9b97efe6ee273e"}, - {file = "geventhttpclient-2.0.9-cp37-cp37m-musllinux_1_1_ppc64le.whl", hash = "sha256:d17ea1282fef41aa1b43e193869f0b9119fab919fe90092dfa5754fd6a012982"}, - {file = "geventhttpclient-2.0.9-cp37-cp37m-musllinux_1_1_x86_64.whl", hash = "sha256:4941aa5e45479a6595469754d6395e5d1a76cf555d0d111aa4c128d8f4ebd41b"}, - {file = "geventhttpclient-2.0.9-cp37-cp37m-win32.whl", hash = "sha256:2d36b3a241a4c64a094622c4da67b98141295ab9ba24a79671235bb8735047f5"}, - {file = "geventhttpclient-2.0.9-cp37-cp37m-win_amd64.whl", hash = "sha256:f7a99e0976ac64d21f54be87083b6ec440753db50db36d83b2b2b0b6edaacad7"}, - {file = "geventhttpclient-2.0.9-cp38-cp38-macosx_10_9_universal2.whl", hash = "sha256:f46848b5c6610c671a7258757bf4d34032c56a80ead880e69890d9ef5c1e63a1"}, - {file = "geventhttpclient-2.0.9-cp38-cp38-macosx_10_9_x86_64.whl", hash = "sha256:b671b736468e35e588f24d2219d9f84f3c69c466fdc76ce47774106eb3af2c10"}, - {file = "geventhttpclient-2.0.9-cp38-cp38-macosx_11_0_arm64.whl", hash = "sha256:b290897e50e0f378d4cabdafffe2f51950d1c820722ee39b37657eda7339a3a8"}, - {file = "geventhttpclient-2.0.9-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:41cad9ddc365edf77cb62a4e3a8168dee9ee37109b410a42c5ec0691403dbe37"}, - {file = "geventhttpclient-2.0.9-cp38-cp38-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:c0b69bc9632827b108aba11d85e7c604290e413486e7dc9ddf471303ceab4381"}, - {file = "geventhttpclient-2.0.9-cp38-cp38-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:988121fdd5b8939c4071ce45b26f9e3aa1cb050e3087ee02b28e7c21bcada35c"}, - {file = "geventhttpclient-2.0.9-cp38-cp38-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:db4db1ceaa88d648c43a318af16690fb59f13ad1fc48603e054c563490950034"}, - {file = "geventhttpclient-2.0.9-cp38-cp38-musllinux_1_1_aarch64.whl", hash = "sha256:192be8b440e6512c384cc5be98b3b3e8b39dcae0f7c10aee3c3491f30a20e676"}, - {file = "geventhttpclient-2.0.9-cp38-cp38-musllinux_1_1_i686.whl", hash = "sha256:ffed7591e612cb80935ed11c1fb0a752aed3f014a48b9404cd0c77182e82335c"}, - {file = "geventhttpclient-2.0.9-cp38-cp38-musllinux_1_1_ppc64le.whl", hash = "sha256:c2b06ccac902fb243384da12692be240e7a9ddcd2efedcde2444872546ada83c"}, - {file = "geventhttpclient-2.0.9-cp38-cp38-musllinux_1_1_x86_64.whl", hash = "sha256:8257d9538a1d342a2052c0df099a318d7611562a4725985ac652a356c5cd45c9"}, - {file = "geventhttpclient-2.0.9-cp38-cp38-win32.whl", hash = "sha256:ce61c0be828e10dbfac91ed7160f651ecc2fbad44ed1815eaac6e9d41e09a87a"}, - {file = "geventhttpclient-2.0.9-cp38-cp38-win_amd64.whl", hash = "sha256:aa2b47489bd229fce3ab626c370eb8d18fd6116611552de9d8979c37238fc62b"}, - {file = "geventhttpclient-2.0.9-cp39-cp39-macosx_10_9_universal2.whl", hash = "sha256:a16bde611a76ada61c9af9acc20b88d5ee6c025deede2680fde084838a3bfbae"}, - {file = "geventhttpclient-2.0.9-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:780d04ea934e254af9de90402f29804e6a3455c3bfa44acc1e8ccb65ce5115a9"}, - {file = "geventhttpclient-2.0.9-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:f3033399fcbe1fbafbe6ff56afb587725aa993ab549845ebbd8a2206be6082cb"}, - {file = "geventhttpclient-2.0.9-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:4d32d3f6f413a6a16ac3bfe4cb53f0935c52f33820d2da21d9929ec6a910519b"}, - {file = "geventhttpclient-2.0.9-cp39-cp39-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:6684b82fd3719d4823ef2eda1edd5bfbf3154e5c2241db0ed858ffb99f8a4ad9"}, - {file = "geventhttpclient-2.0.9-cp39-cp39-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:38f5c6cfa9387ad741f0b5033b6de12eeb670870149a50b7a64444c84f8e7167"}, - {file = "geventhttpclient-2.0.9-cp39-cp39-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:58d654ae061852c842a75b1a38f42b5523389475fe9015de732a55242f6d221e"}, - {file = "geventhttpclient-2.0.9-cp39-cp39-musllinux_1_1_aarch64.whl", hash = "sha256:491ee724ba4057b076610be20da6345a66c630d82ed52f12014ce8bad5a699ab"}, - {file = "geventhttpclient-2.0.9-cp39-cp39-musllinux_1_1_i686.whl", hash = "sha256:eab149b7119ac7a6243cad85173f9f9e9ae004e299358181641dddc39233a2d1"}, - {file = "geventhttpclient-2.0.9-cp39-cp39-musllinux_1_1_ppc64le.whl", hash = "sha256:f6ad2c5590a68b7e959ab5f4adab78008ba3a661482c1fb56a38eba09744b899"}, - {file = "geventhttpclient-2.0.9-cp39-cp39-musllinux_1_1_x86_64.whl", hash = "sha256:47bb3025950cc9bf0fd627b101380cf5b0efbbaa591198b851352b24966931cb"}, - {file = "geventhttpclient-2.0.9-cp39-cp39-win32.whl", hash = "sha256:549756ac0e3cc916d6830f0d6147803a5c93beae96f8504f685e4e841d6ace29"}, - {file = "geventhttpclient-2.0.9-cp39-cp39-win_amd64.whl", hash = "sha256:e3133d3e492c5dfb78f9c0f87e1ede78545e7f4bb4851a063df2321669540004"}, - {file = "geventhttpclient-2.0.9-pp37-pypy37_pp73-macosx_10_9_x86_64.whl", hash = "sha256:3fca4415c9d9282a8b5f4de03661be3b1083b97b3e43a1f4b56cec4b933b9705"}, - {file = "geventhttpclient-2.0.9-pp37-pypy37_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:3b85ca16b34170787a48ac2c69622bba2f2a3541ee55b442576a12f63181f13e"}, - {file = "geventhttpclient-2.0.9-pp37-pypy37_pp73-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:711f3522ce20d2de5abe22cafdeee0896f9f682de7690622510c5f8a859c50d2"}, - {file = "geventhttpclient-2.0.9-pp37-pypy37_pp73-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:96479cafe8cca4e24a1ba53efe3c3c6cf9f10e8cb0398f4cbcf23b4233e103f2"}, - {file = "geventhttpclient-2.0.9-pp37-pypy37_pp73-win_amd64.whl", hash = "sha256:d742f4288844ec5dbed2af4396fca8d37b5f4d2730ca31fe3575d67a2910e28f"}, - {file = "geventhttpclient-2.0.9-pp38-pypy38_pp73-macosx_10_9_x86_64.whl", hash = "sha256:53e929c7920fb7841d4b2cde50ed3fdde803948977a333de33a924a9ccfccd38"}, - {file = "geventhttpclient-2.0.9-pp38-pypy38_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:f4693365990aa6d5cb104cea80dd831b8032f6a4f77790fa8b837fc25e86f8e5"}, - {file = "geventhttpclient-2.0.9-pp38-pypy38_pp73-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:99bb292a4f4fa4a23d22e6bf1799530d0cb675dae87d81d77079abe98f71150d"}, - {file = "geventhttpclient-2.0.9-pp38-pypy38_pp73-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:4533b7023a90cb9766213f70d15bc76bb66b7b441c3976f27e254403a6c738fa"}, - {file = "geventhttpclient-2.0.9-pp38-pypy38_pp73-win_amd64.whl", hash = "sha256:a9b6341c937d01ba48028a3d605fded6fd2eed692bb1ddc941d2aa3dd317eed9"}, - {file = "geventhttpclient-2.0.9-pp39-pypy39_pp73-macosx_10_9_x86_64.whl", hash = "sha256:a05a3345796accd0a9acb3fc133a0e4cd949d3e63becec34fcb2e8d001dd92fe"}, - {file = "geventhttpclient-2.0.9-pp39-pypy39_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:32cc9bd3518aa0772065175aa6eddadff8b05688683940bfd583cb468b518987"}, - {file = "geventhttpclient-2.0.9-pp39-pypy39_pp73-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:0e7185e91b52f6d2cdab849ba24c8ac24b3bd1ad8eb9917e4ed86f4e93f718b1"}, - {file = "geventhttpclient-2.0.9-pp39-pypy39_pp73-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:62a47451abf94422b3f0efda4f147111f2f4a75f7e55db974cf4b35acaee0131"}, - {file = "geventhttpclient-2.0.9-pp39-pypy39_pp73-win_amd64.whl", hash = "sha256:dc75486b0847c185856f981b728a2bbfe09e8a754676e57a8549660157918d2f"}, - {file = "geventhttpclient-2.0.9.tar.gz", hash = "sha256:8abc39d346e923bd6a7b405d38dd01e19146594b6304032f382eda8b0f631513"}, + {file = "geventhttpclient-2.0.10-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:7c2ba6814f4a31286573f7fd24154bdb9cbe4ae01e754f48d71b1944798bf663"}, + {file = "geventhttpclient-2.0.10-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:c01dfb0de68f219b7a534121caa71481e32574bba7fe547fa37ee47a73a7b224"}, + {file = "geventhttpclient-2.0.10-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:1b2c7e6bb15910a2e86f8da375adfd63ac07587a1c764cedc082b00390bcd76e"}, + {file = "geventhttpclient-2.0.10-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:022801e2323e3e673e3c7034f6bc5440b4651649df03396eb1b3a86a6aba899d"}, + {file = "geventhttpclient-2.0.10-cp310-cp310-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:bcfc1489e71b010d8ce8857578cdb1b8ba348626807aa9d077fc73c9864e51e1"}, + {file = "geventhttpclient-2.0.10-cp310-cp310-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:aef527f67653488000218283368e526fa699604e03e98ce4e0e588e89116977d"}, + {file = "geventhttpclient-2.0.10-cp310-cp310-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:0a673a4b6b1839c8491372e43208912040c25a34254c60bf1d084489ddc300ee"}, + {file = "geventhttpclient-2.0.10-cp310-cp310-musllinux_1_1_aarch64.whl", hash = "sha256:2ceae04de8bdb4ef1d0ca7724cd9cad77c6611aac3830a24a7f13747e8b748c7"}, + {file = "geventhttpclient-2.0.10-cp310-cp310-musllinux_1_1_i686.whl", hash = "sha256:dc3effc56065a5c26292ca26127e6fdd0f68429b413e847a8b7bad38972aab53"}, + {file = "geventhttpclient-2.0.10-cp310-cp310-musllinux_1_1_ppc64le.whl", hash = "sha256:304c1d24d33b19cae53614ffc91c68d1e682d8b60a4d9eefcf87fcd099b1c2f2"}, + {file = "geventhttpclient-2.0.10-cp310-cp310-musllinux_1_1_x86_64.whl", hash = "sha256:d39b468aba4dbec358eb0205d41791afc53651eee789566239e544ed6c8b7dbb"}, + {file = "geventhttpclient-2.0.10-cp310-cp310-win32.whl", hash = "sha256:91cd3f680ee413cc83819f0e1f63e49297c550099e85bbee92e73960d3eba041"}, + {file = "geventhttpclient-2.0.10-cp310-cp310-win_amd64.whl", hash = "sha256:9a9c02c44b1e4e6edf929aa7c98b665f4db9cdcd406e4a9b4897f48127a6dd6b"}, + {file = "geventhttpclient-2.0.10-cp311-cp311-macosx_10_9_universal2.whl", hash = "sha256:cb079f45fdc8e2bf7157ef55727d8c2bb7c95fb4f754dac61d7a9b91da0c5c1a"}, + {file = "geventhttpclient-2.0.10-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:bd657ba277f4888b5a4b5da72a587641d6725d1e6ab0dd6875f29ad0a3458ad5"}, + {file = "geventhttpclient-2.0.10-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:fd589226e908a6c2556572ff3b13fe00308849b44dec47bb794de27afa0339de"}, + {file = "geventhttpclient-2.0.10-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:5e38a4123ed63935ccaf18054135e50fe4f798744f10d37faa9d2eaddfcff12f"}, + {file = "geventhttpclient-2.0.10-cp311-cp311-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:9711c629559b1f0be4977a2be79899fb90085a5a1f85ca435ec91d6a5648ff3f"}, + {file = "geventhttpclient-2.0.10-cp311-cp311-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:7435458eada516d1caf8499a2618db1160e62bbe0c8e4d6f3ab03fc507587dff"}, + {file = "geventhttpclient-2.0.10-cp311-cp311-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:446b17f342315d8c63c020732b9ab939a874014c84cf250d66ffd96c877f6d96"}, + {file = "geventhttpclient-2.0.10-cp311-cp311-musllinux_1_1_aarch64.whl", hash = "sha256:68279ab30e20f48fbac4371cd5850c77ecc37f24ef656f8c37afd5454576bc57"}, + {file = "geventhttpclient-2.0.10-cp311-cp311-musllinux_1_1_i686.whl", hash = "sha256:0823827d029aed708d6ed577994cdd3b4c1466690be0b7f27f3b459783ab7c6a"}, + {file = "geventhttpclient-2.0.10-cp311-cp311-musllinux_1_1_ppc64le.whl", hash = "sha256:505722ef30d680c983812795e047dbb2d09dc0f476015e5d3411251bb960e3b1"}, + {file = "geventhttpclient-2.0.10-cp311-cp311-musllinux_1_1_x86_64.whl", hash = "sha256:8ebf2ce3ca1308ffc9daae1f45860b2f5a3c1a75f6c46b2d12b9a478f7c4f05e"}, + {file = "geventhttpclient-2.0.10-cp311-cp311-win32.whl", hash = "sha256:4ad20f6f03e34e44366e6794a28bd0b35b09e1dca3350bbf0a72c50d64c9c266"}, + {file = "geventhttpclient-2.0.10-cp311-cp311-win_amd64.whl", hash = "sha256:c1883adee9c69374e30f43f7bea85dd4a7b4cc440e3c6ecf975bef04e1f8a972"}, + {file = "geventhttpclient-2.0.10-cp312-cp312-macosx_10_9_universal2.whl", hash = "sha256:7525bd48fadc93a79d13383cf38a10eed6c9f2f3c65e1f3a8cd4978dfcf023a0"}, + {file = "geventhttpclient-2.0.10-cp312-cp312-macosx_10_9_x86_64.whl", hash = "sha256:c6820591122c4444652238806c0c97f6c0de76d790bab255fd242962c8026654"}, + {file = "geventhttpclient-2.0.10-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:34a06879a2dbc2a78edf8cfcabbcc67a177d0642b0e4490b771b72ebceea4537"}, + {file = "geventhttpclient-2.0.10-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:441a16eb8743b44c7b6f0acbbdc38d6f407f0763eb859ae0ae6e61427ac86c3e"}, + {file = "geventhttpclient-2.0.10-cp312-cp312-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:cdf3a7a5c6b244c6d55de9d28245f70ee33cca8353355a9b10ea0c2e08ff24a0"}, + {file = "geventhttpclient-2.0.10-cp312-cp312-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:1e65a91c7a4e559d0f60dab4439d15355ade9c30f5c73276bb748b000a062e8f"}, + {file = "geventhttpclient-2.0.10-cp312-cp312-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:d051f15c3c92140ce142336ae05a76868ce05a86b4e15c5becb5431beaf53a07"}, + {file = "geventhttpclient-2.0.10-cp312-cp312-musllinux_1_1_aarch64.whl", hash = "sha256:224d1f34e32d683889f8a92f92ce3a1e4bb2f3f4a3d85b931a8df493dd59e9e7"}, + {file = "geventhttpclient-2.0.10-cp312-cp312-musllinux_1_1_i686.whl", hash = "sha256:309a35f033766476765a48a9c2712ffb988c3e3d50cd4b98eaa77e34b470af7e"}, + {file = "geventhttpclient-2.0.10-cp312-cp312-musllinux_1_1_ppc64le.whl", hash = "sha256:d9d09579969cfb244e88bb599ac93549d8c0b56018de1f1ffade4a986951ad1d"}, + {file = "geventhttpclient-2.0.10-cp312-cp312-musllinux_1_1_x86_64.whl", hash = "sha256:15ecc1599646755d7e2e5648606c21ace00c3337c2d72d33b4e2de5d66b4ed65"}, + {file = "geventhttpclient-2.0.10-cp312-cp312-win32.whl", hash = "sha256:c99dd907622f28523c3f90b8718643c103ce6519be7128e75730c398fd23d157"}, + {file = "geventhttpclient-2.0.10-cp312-cp312-win_amd64.whl", hash = "sha256:9532ee9066072737fe0eac1714c99792d7007769d529a056bc0c238946f67fdf"}, + {file = "geventhttpclient-2.0.10-cp36-cp36m-macosx_10_9_x86_64.whl", hash = "sha256:7197223e650b9e07e1b3ddc1b41b8cdc1c2c4b408f392bdf827efa8c0cb6c67b"}, + {file = "geventhttpclient-2.0.10-cp36-cp36m-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:304b9d67c91db96633d89b938b68020d7f787ff962580b1cff819d4218d7eb45"}, + {file = "geventhttpclient-2.0.10-cp36-cp36m-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:bdd4aa396f69f4063b7fcddb2c400c9eea933bcce63f3c65fc28a1869c88179c"}, + {file = "geventhttpclient-2.0.10-cp36-cp36m-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:e8da6f49e65cdcc19fbc37978d9e3e14ba30c949d9a5492e0f96e1e5270f2305"}, + {file = "geventhttpclient-2.0.10-cp36-cp36m-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:ba65c48a63042deadc8e4f1f5348409d851d6fa06f8a1b5a58fd6fd24e50daaf"}, + {file = "geventhttpclient-2.0.10-cp36-cp36m-musllinux_1_1_aarch64.whl", hash = "sha256:f3dcbf4a53852498128937e870c4b0ced1ed49b9153c68d12a52a0711652b9cf"}, + {file = "geventhttpclient-2.0.10-cp36-cp36m-musllinux_1_1_i686.whl", hash = "sha256:976e86d63fd1cd3bda4f78ec469b6d1c8dec4259abeb62191464e8dd4d40bb8e"}, + {file = "geventhttpclient-2.0.10-cp36-cp36m-musllinux_1_1_ppc64le.whl", hash = "sha256:05be35bc7d2bd3ad6f0aa5042ae5a0b171ff19ec75ffeae1b4a2698572dd67a4"}, + {file = "geventhttpclient-2.0.10-cp36-cp36m-musllinux_1_1_x86_64.whl", hash = "sha256:b3556a97e1c71d6b323076e6153f3afcf4f2e37ad79c3fe6d5bf006d3c1b5436"}, + {file = "geventhttpclient-2.0.10-cp36-cp36m-win32.whl", hash = "sha256:2b2d801205000f673f879b4edc1064b7dfc1bdd0dc5257bf565e6e7386b818bf"}, + {file = "geventhttpclient-2.0.10-cp36-cp36m-win_amd64.whl", hash = "sha256:7fd672aa9186607ac802b09efd3c835eb808f930a5c3489553dbfcbe78539129"}, + {file = "geventhttpclient-2.0.10-cp37-cp37m-macosx_10_9_x86_64.whl", hash = "sha256:551b147e4c2ea60bfefc4f12dd061bfe84792497a32a369f8dab7f503da5aa05"}, + {file = "geventhttpclient-2.0.10-cp37-cp37m-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:113c001d339b9e5c209f6f9da9271b0011341c25a4171d142c1d802bc0889ec4"}, + {file = "geventhttpclient-2.0.10-cp37-cp37m-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:3fcdfdbbbf3c96265aca110433a5ce68e807336fa58bd7ef0651e66032037575"}, + {file = "geventhttpclient-2.0.10-cp37-cp37m-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:223daf689883680eef2aa1b773a2bd7e6500749615332b0a0949ee11afeeeff9"}, + {file = "geventhttpclient-2.0.10-cp37-cp37m-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:a45343be209224de6e525611938a41a4269c36df3b3c1f6e12f99af188d192a4"}, + {file = "geventhttpclient-2.0.10-cp37-cp37m-musllinux_1_1_aarch64.whl", hash = "sha256:c268f7573f2b3cceabdc086abca96a59fb2766acbf60fb349ccbc208b6051e7c"}, + {file = "geventhttpclient-2.0.10-cp37-cp37m-musllinux_1_1_i686.whl", hash = "sha256:c8117ef8e405fa05f5ea50fd9eb1d538bb7eeb86dba2849fb25d8296fabb70fc"}, + {file = "geventhttpclient-2.0.10-cp37-cp37m-musllinux_1_1_ppc64le.whl", hash = "sha256:fb70548781b3ba3531ec3572ae6f4cd87f387822c412fff1ee6fe52c2e4b66cf"}, + {file = "geventhttpclient-2.0.10-cp37-cp37m-musllinux_1_1_x86_64.whl", hash = "sha256:b87dcef1ca6eb9127fd60844f1dd77063081335079b498bc1e1cd8e4764b6863"}, + {file = "geventhttpclient-2.0.10-cp37-cp37m-win32.whl", hash = "sha256:8ff70f24183705f2cb63dc132b4dd4e0eec58b8f182fde76f5a205e4608266cd"}, + {file = "geventhttpclient-2.0.10-cp37-cp37m-win_amd64.whl", hash = "sha256:f30d83152339779650a97471f27ef2fb2e6804ce660c96790c0d01c66648483f"}, + {file = "geventhttpclient-2.0.10-cp38-cp38-macosx_10_9_universal2.whl", hash = "sha256:786e120946a4dc1c7ede5a04943119540a1ccc22227029cdb7988a3d216885b1"}, + {file = "geventhttpclient-2.0.10-cp38-cp38-macosx_10_9_x86_64.whl", hash = "sha256:c27943dff539c4bc19f31ea8bffbb79a215e3b3f72b87686791956af39586ac4"}, + {file = "geventhttpclient-2.0.10-cp38-cp38-macosx_11_0_arm64.whl", hash = "sha256:a377934706416ef04b92291540b609c7dde004a7ccb3b4e047873af2432d78e4"}, + {file = "geventhttpclient-2.0.10-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:b91c1a73e99ef4542e7098a997d1a4bce08cafb935e24a7b6d02c6da2359c91d"}, + {file = "geventhttpclient-2.0.10-cp38-cp38-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:80683052062f4cb6f18e7d2b1dba91f9536f7955a12660d599ed64bb4aa56d1e"}, + {file = "geventhttpclient-2.0.10-cp38-cp38-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:44c06c9882cc50201e5c7fe667eae73a491b6590018aa43c54c79e88c30abdb0"}, + {file = "geventhttpclient-2.0.10-cp38-cp38-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:271834908b41954fedc777478ffdc10050387bb5863805e19301b80e0fd85618"}, + {file = "geventhttpclient-2.0.10-cp38-cp38-musllinux_1_1_aarch64.whl", hash = "sha256:f2f48dfd37d341c8433e7a2f76108b3d21614ccf2fbe00051d9dd29b3258efa6"}, + {file = "geventhttpclient-2.0.10-cp38-cp38-musllinux_1_1_i686.whl", hash = "sha256:d6110eb2f685c6dcaff56e9b3b161da2eb432eea15b68cee0f51ec5d28c886ea"}, + {file = "geventhttpclient-2.0.10-cp38-cp38-musllinux_1_1_ppc64le.whl", hash = "sha256:a9e9c1c080a527dd9047e0421231cdd2394eeb92f94836f4ad7d7fece937ba26"}, + {file = "geventhttpclient-2.0.10-cp38-cp38-musllinux_1_1_x86_64.whl", hash = "sha256:fa34492682347420384e49bd7c15886330af685924fc64badefce642867e4856"}, + {file = "geventhttpclient-2.0.10-cp38-cp38-win32.whl", hash = "sha256:ea66408103b4c8954cbd3cc464be0e968a139d073987555a280760fb56fed41f"}, + {file = "geventhttpclient-2.0.10-cp38-cp38-win_amd64.whl", hash = "sha256:ef45b4facbaf7793373a32cab3f3e9460b76eb5f854b066f53b4753eca0efa7d"}, + {file = "geventhttpclient-2.0.10-cp39-cp39-macosx_10_9_universal2.whl", hash = "sha256:75e09f122824d1d4aa3e9e48089a5e6f5c0925c817dfb99a65aeafa173243a27"}, + {file = "geventhttpclient-2.0.10-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:c9b4269873ce14bdd0977ae7b3b29e55ba2dc187b1088665cfe78fc094fc6795"}, + {file = "geventhttpclient-2.0.10-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:39db24bf426471cf81530675459ea209355032bf73f55a6e111f28853fe7564f"}, + {file = "geventhttpclient-2.0.10-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:bf9148ce0072e6f2c644522b38d22d2749367dd599a4b32991ca9fc5feb112c5"}, + {file = "geventhttpclient-2.0.10-cp39-cp39-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:452624f7e1b16e27c5df5b4f639a5a45f9372d9d9a8e7d2754f2f034b04d43d3"}, + {file = "geventhttpclient-2.0.10-cp39-cp39-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:57ecf4d4a09b502d2d4b25bc074b10290d595d80b6ce86294ecdd992cff80fb9"}, + {file = "geventhttpclient-2.0.10-cp39-cp39-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:e338a3b23d05c7550a6163b8d367de953be25f1d94949d043b325390df72d527"}, + {file = "geventhttpclient-2.0.10-cp39-cp39-musllinux_1_1_aarch64.whl", hash = "sha256:6d2b0b87bb933911dadb702df74a7da91a4cdd86b6d75800db8494d7e5709e70"}, + {file = "geventhttpclient-2.0.10-cp39-cp39-musllinux_1_1_i686.whl", hash = "sha256:5396759194bef95b92128dfd8b80d332f809de23193a2529071a519afd6e9250"}, + {file = "geventhttpclient-2.0.10-cp39-cp39-musllinux_1_1_ppc64le.whl", hash = "sha256:c13ba845f042d0807f6024b80c458b22b615028cc4f4ad23bd67c6db9de9969e"}, + {file = "geventhttpclient-2.0.10-cp39-cp39-musllinux_1_1_x86_64.whl", hash = "sha256:24b33b88fc7b815139b80736bb46a7f6113abc7edd3d846cd99fc8d8c31d8439"}, + {file = "geventhttpclient-2.0.10-cp39-cp39-win32.whl", hash = "sha256:e545fa59f298f6fc5219403f06819271f77a67216d1352f5cf703f292be05c3e"}, + {file = "geventhttpclient-2.0.10-cp39-cp39-win_amd64.whl", hash = "sha256:216e451ea72fe2372bc72e34f214ef8bc9d62b049d9048f88f81338e1c6008a5"}, + {file = "geventhttpclient-2.0.10-pp310-pypy310_pp73-macosx_10_9_x86_64.whl", hash = "sha256:71a224032b2da3fe30d75fb57fb9d3e8ff323895e14facd9374e585d5bf52d01"}, + {file = "geventhttpclient-2.0.10-pp310-pypy310_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:bed5b6051582bdf39c7ff15051ec0758d1a0ebcb6ff09b6ae600717caf3f379e"}, + {file = "geventhttpclient-2.0.10-pp310-pypy310_pp73-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:7e2e2eed1d821854f9f32f475d258af605a87ce12dc4d93abe61c022bf2bb06e"}, + {file = "geventhttpclient-2.0.10-pp310-pypy310_pp73-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:f2cd1ecc9a389ca54a5e538769c3f35a82478006dc50eb505989d2ff6c3cf518"}, + {file = "geventhttpclient-2.0.10-pp310-pypy310_pp73-win_amd64.whl", hash = "sha256:fb7018bfd4f6808d4e3b9cdda2dcb52cc01236a4bb65e18021fb8816996e9cd3"}, + {file = "geventhttpclient-2.0.10-pp37-pypy37_pp73-macosx_10_9_x86_64.whl", hash = "sha256:6df4957678eb05a6ccfbbb96a9490345758620b53fe5653052979df94819765b"}, + {file = "geventhttpclient-2.0.10-pp37-pypy37_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:508bcc82f7259e316f2060025e7ff899acc8032c645e765bb780083e39060c07"}, + {file = "geventhttpclient-2.0.10-pp37-pypy37_pp73-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:961dac20f0f4b8cfa4e2eaafe2d20d74448a5a04239135fa1867a9a1bc3fd986"}, + {file = "geventhttpclient-2.0.10-pp37-pypy37_pp73-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:826fa6487ba1c1b7186dcdc300c216fd9b8cf34e307335b4cad1769736988ce9"}, + {file = "geventhttpclient-2.0.10-pp37-pypy37_pp73-win_amd64.whl", hash = "sha256:b30c9495b43b2f67b6a0102ee3fd497762b6bf972e435e5974fd8d2cb5263235"}, + {file = "geventhttpclient-2.0.10-pp38-pypy38_pp73-macosx_10_9_x86_64.whl", hash = "sha256:e2a9a5e52abc8d3275902c1199ff810264b033e346bcf19da920f9b6de1ea916"}, + {file = "geventhttpclient-2.0.10-pp38-pypy38_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:993b653c7c3d4e0683067b2e324fd749649e87b453205def6a4809dd30498b44"}, + {file = "geventhttpclient-2.0.10-pp38-pypy38_pp73-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:6aa110a66936c37a8bbc2a51515fc0f7e99404e245ef15af8346fa2f6b4f6698"}, + {file = "geventhttpclient-2.0.10-pp38-pypy38_pp73-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:6ce4699fcadc17786cba0b461ff59d0231277155439b274fa12861f93fa764c8"}, + {file = "geventhttpclient-2.0.10-pp38-pypy38_pp73-win_amd64.whl", hash = "sha256:23fedc0bf219cc42f9b3d565953a08a429c09642859b86174535977bb281f1c1"}, + {file = "geventhttpclient-2.0.10-pp39-pypy39_pp73-macosx_10_9_x86_64.whl", hash = "sha256:a9e99fa203a43a8393cf01e5a6433e74524c97bf67e39c4f062c8fff27f49360"}, + {file = "geventhttpclient-2.0.10-pp39-pypy39_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:0dfcfdc3a05e2145fe15f8b9cc7dd8b9fcd545dd42d051be0a2a828b8b3cc4a3"}, + {file = "geventhttpclient-2.0.10-pp39-pypy39_pp73-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:b56abccfea3fe154f29dbc518737c70d63c1f44da4c956e31e9a5ff65074de19"}, + {file = "geventhttpclient-2.0.10-pp39-pypy39_pp73-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:d9f8d335e7e3579608904e001ba9b055d3f30b184db550c32901b3b86af71b92"}, + {file = "geventhttpclient-2.0.10-pp39-pypy39_pp73-win_amd64.whl", hash = "sha256:96f1a63f18eb4a66ea9d6ab211d756afe8b6d5c6e80beff298cd7b65a3d710c7"}, + {file = "geventhttpclient-2.0.10.tar.gz", hash = "sha256:b7c97b26511957a36a894ec54651c08890a69e118b69755f8e74bfc37c63391b"}, ] [package.dependencies] @@ -1614,13 +1632,13 @@ files = [ [[package]] name = "imageio" -version = "2.31.1" +version = "2.31.2" description = "Library for reading and writing a wide range of image, video, scientific, and volumetric data formats." optional = false python-versions = ">=3.7" files = [ - {file = "imageio-2.31.1-py3-none-any.whl", hash = "sha256:4106fb395ef7f8dc0262d6aa1bb03daba818445c381ca8b7d5dfc7a2089b04df"}, - {file = "imageio-2.31.1.tar.gz", hash = "sha256:f8436a02af02fd63f272dab50f7d623547a38f0e04a4a73e2b02ae1b8b180f27"}, + {file = "imageio-2.31.2-py3-none-any.whl", hash = "sha256:a78fbcb33432042a4d6993c87f3ea1f136d908318ce7dda857846ccff73294de"}, + {file = "imageio-2.31.2.tar.gz", hash = "sha256:ae19221f4a8f118f1c9451e8f5357faeeacdf956198cf374bc8ab00f1ff7d525"}, ] [package.dependencies] @@ -1720,79 +1738,115 @@ files = [ [[package]] name = "kiwisolver" -version = "1.4.4" +version = "1.4.5" description = "A fast implementation of the Cassowary constraint solver" optional = false python-versions = ">=3.7" files = [ - {file = "kiwisolver-1.4.4-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:2f5e60fabb7343a836360c4f0919b8cd0d6dbf08ad2ca6b9cf90bf0c76a3c4f6"}, - {file = "kiwisolver-1.4.4-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:10ee06759482c78bdb864f4109886dff7b8a56529bc1609d4f1112b93fe6423c"}, - {file = "kiwisolver-1.4.4-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:c79ebe8f3676a4c6630fd3f777f3cfecf9289666c84e775a67d1d358578dc2e3"}, - {file = "kiwisolver-1.4.4-cp310-cp310-manylinux_2_12_i686.manylinux2010_i686.whl", hash = "sha256:abbe9fa13da955feb8202e215c4018f4bb57469b1b78c7a4c5c7b93001699938"}, - {file = "kiwisolver-1.4.4-cp310-cp310-manylinux_2_12_x86_64.manylinux2010_x86_64.whl", hash = "sha256:7577c1987baa3adc4b3c62c33bd1118c3ef5c8ddef36f0f2c950ae0b199e100d"}, - {file = "kiwisolver-1.4.4-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:f8ad8285b01b0d4695102546b342b493b3ccc6781fc28c8c6a1bb63e95d22f09"}, - {file = "kiwisolver-1.4.4-cp310-cp310-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:8ed58b8acf29798b036d347791141767ccf65eee7f26bde03a71c944449e53de"}, - {file = "kiwisolver-1.4.4-cp310-cp310-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:a68b62a02953b9841730db7797422f983935aeefceb1679f0fc85cbfbd311c32"}, - {file = "kiwisolver-1.4.4-cp310-cp310-win32.whl", hash = "sha256:e92a513161077b53447160b9bd8f522edfbed4bd9759e4c18ab05d7ef7e49408"}, - {file = "kiwisolver-1.4.4-cp310-cp310-win_amd64.whl", hash = "sha256:3fe20f63c9ecee44560d0e7f116b3a747a5d7203376abeea292ab3152334d004"}, - {file = "kiwisolver-1.4.4-cp311-cp311-macosx_10_9_universal2.whl", hash = "sha256:e0ea21f66820452a3f5d1655f8704a60d66ba1191359b96541eaf457710a5fc6"}, - {file = "kiwisolver-1.4.4-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:bc9db8a3efb3e403e4ecc6cd9489ea2bac94244f80c78e27c31dcc00d2790ac2"}, - {file = "kiwisolver-1.4.4-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:d5b61785a9ce44e5a4b880272baa7cf6c8f48a5180c3e81c59553ba0cb0821ca"}, - {file = "kiwisolver-1.4.4-cp311-cp311-manylinux_2_12_i686.manylinux2010_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:c2dbb44c3f7e6c4d3487b31037b1bdbf424d97687c1747ce4ff2895795c9bf69"}, - {file = "kiwisolver-1.4.4-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:6295ecd49304dcf3bfbfa45d9a081c96509e95f4b9d0eb7ee4ec0530c4a96514"}, - {file = "kiwisolver-1.4.4-cp311-cp311-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:4bd472dbe5e136f96a4b18f295d159d7f26fd399136f5b17b08c4e5f498cd494"}, - {file = "kiwisolver-1.4.4-cp311-cp311-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:bf7d9fce9bcc4752ca4a1b80aabd38f6d19009ea5cbda0e0856983cf6d0023f5"}, - {file = "kiwisolver-1.4.4-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:78d6601aed50c74e0ef02f4204da1816147a6d3fbdc8b3872d263338a9052c51"}, - {file = "kiwisolver-1.4.4-cp311-cp311-musllinux_1_1_aarch64.whl", hash = "sha256:877272cf6b4b7e94c9614f9b10140e198d2186363728ed0f701c6eee1baec1da"}, - {file = "kiwisolver-1.4.4-cp311-cp311-musllinux_1_1_i686.whl", hash = "sha256:db608a6757adabb32f1cfe6066e39b3706d8c3aa69bbc353a5b61edad36a5cb4"}, - {file = "kiwisolver-1.4.4-cp311-cp311-musllinux_1_1_ppc64le.whl", hash = "sha256:5853eb494c71e267912275e5586fe281444eb5e722de4e131cddf9d442615626"}, - {file = "kiwisolver-1.4.4-cp311-cp311-musllinux_1_1_s390x.whl", hash = "sha256:f0a1dbdb5ecbef0d34eb77e56fcb3e95bbd7e50835d9782a45df81cc46949750"}, - {file = "kiwisolver-1.4.4-cp311-cp311-musllinux_1_1_x86_64.whl", hash = "sha256:283dffbf061a4ec60391d51e6155e372a1f7a4f5b15d59c8505339454f8989e4"}, - {file = "kiwisolver-1.4.4-cp311-cp311-win32.whl", hash = "sha256:d06adcfa62a4431d404c31216f0f8ac97397d799cd53800e9d3efc2fbb3cf14e"}, - {file = "kiwisolver-1.4.4-cp311-cp311-win_amd64.whl", hash = "sha256:e7da3fec7408813a7cebc9e4ec55afed2d0fd65c4754bc376bf03498d4e92686"}, - {file = "kiwisolver-1.4.4-cp37-cp37m-macosx_10_9_x86_64.whl", hash = "sha256:62ac9cc684da4cf1778d07a89bf5f81b35834cb96ca523d3a7fb32509380cbf6"}, - {file = "kiwisolver-1.4.4-cp37-cp37m-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:41dae968a94b1ef1897cb322b39360a0812661dba7c682aa45098eb8e193dbdf"}, - {file = "kiwisolver-1.4.4-cp37-cp37m-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:02f79693ec433cb4b5f51694e8477ae83b3205768a6fb48ffba60549080e295b"}, - {file = "kiwisolver-1.4.4-cp37-cp37m-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:d0611a0a2a518464c05ddd5a3a1a0e856ccc10e67079bb17f265ad19ab3c7597"}, - {file = "kiwisolver-1.4.4-cp37-cp37m-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:db5283d90da4174865d520e7366801a93777201e91e79bacbac6e6927cbceede"}, - {file = "kiwisolver-1.4.4-cp37-cp37m-manylinux_2_5_x86_64.manylinux1_x86_64.whl", hash = "sha256:1041feb4cda8708ce73bb4dcb9ce1ccf49d553bf87c3954bdfa46f0c3f77252c"}, - {file = "kiwisolver-1.4.4-cp37-cp37m-win32.whl", hash = "sha256:a553dadda40fef6bfa1456dc4be49b113aa92c2a9a9e8711e955618cd69622e3"}, - {file = "kiwisolver-1.4.4-cp37-cp37m-win_amd64.whl", hash = "sha256:03baab2d6b4a54ddbb43bba1a3a2d1627e82d205c5cf8f4c924dc49284b87166"}, - {file = "kiwisolver-1.4.4-cp38-cp38-macosx_10_9_universal2.whl", hash = "sha256:841293b17ad704d70c578f1f0013c890e219952169ce8a24ebc063eecf775454"}, - {file = "kiwisolver-1.4.4-cp38-cp38-macosx_10_9_x86_64.whl", hash = "sha256:f4f270de01dd3e129a72efad823da90cc4d6aafb64c410c9033aba70db9f1ff0"}, - {file = "kiwisolver-1.4.4-cp38-cp38-macosx_11_0_arm64.whl", hash = "sha256:f9f39e2f049db33a908319cf46624a569b36983c7c78318e9726a4cb8923b26c"}, - {file = "kiwisolver-1.4.4-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:c97528e64cb9ebeff9701e7938653a9951922f2a38bd847787d4a8e498cc83ae"}, - {file = "kiwisolver-1.4.4-cp38-cp38-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:1d1573129aa0fd901076e2bfb4275a35f5b7aa60fbfb984499d661ec950320b0"}, - {file = "kiwisolver-1.4.4-cp38-cp38-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:ad881edc7ccb9d65b0224f4e4d05a1e85cf62d73aab798943df6d48ab0cd79a1"}, - {file = "kiwisolver-1.4.4-cp38-cp38-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:b428ef021242344340460fa4c9185d0b1f66fbdbfecc6c63eff4b7c29fad429d"}, - {file = "kiwisolver-1.4.4-cp38-cp38-manylinux_2_5_x86_64.manylinux1_x86_64.whl", hash = "sha256:2e407cb4bd5a13984a6c2c0fe1845e4e41e96f183e5e5cd4d77a857d9693494c"}, - {file = "kiwisolver-1.4.4-cp38-cp38-win32.whl", hash = "sha256:75facbe9606748f43428fc91a43edb46c7ff68889b91fa31f53b58894503a191"}, - {file = "kiwisolver-1.4.4-cp38-cp38-win_amd64.whl", hash = "sha256:5bce61af018b0cb2055e0e72e7d65290d822d3feee430b7b8203d8a855e78766"}, - {file = "kiwisolver-1.4.4-cp39-cp39-macosx_10_9_universal2.whl", hash = "sha256:8c808594c88a025d4e322d5bb549282c93c8e1ba71b790f539567932722d7bd8"}, - {file = "kiwisolver-1.4.4-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:f0a71d85ecdd570ded8ac3d1c0f480842f49a40beb423bb8014539a9f32a5897"}, - {file = "kiwisolver-1.4.4-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:b533558eae785e33e8c148a8d9921692a9fe5aa516efbdff8606e7d87b9d5824"}, - {file = "kiwisolver-1.4.4-cp39-cp39-manylinux_2_12_i686.manylinux2010_i686.whl", hash = "sha256:efda5fc8cc1c61e4f639b8067d118e742b812c930f708e6667a5ce0d13499e29"}, - {file = "kiwisolver-1.4.4-cp39-cp39-manylinux_2_12_x86_64.manylinux2010_x86_64.whl", hash = "sha256:7c43e1e1206cd421cd92e6b3280d4385d41d7166b3ed577ac20444b6995a445f"}, - {file = "kiwisolver-1.4.4-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:bc8d3bd6c72b2dd9decf16ce70e20abcb3274ba01b4e1c96031e0c4067d1e7cd"}, - {file = "kiwisolver-1.4.4-cp39-cp39-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:4ea39b0ccc4f5d803e3337dd46bcce60b702be4d86fd0b3d7531ef10fd99a1ac"}, - {file = "kiwisolver-1.4.4-cp39-cp39-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:968f44fdbf6dd757d12920d63b566eeb4d5b395fd2d00d29d7ef00a00582aac9"}, - {file = "kiwisolver-1.4.4-cp39-cp39-win32.whl", hash = "sha256:da7e547706e69e45d95e116e6939488d62174e033b763ab1496b4c29b76fabea"}, - {file = "kiwisolver-1.4.4-cp39-cp39-win_amd64.whl", hash = "sha256:ba59c92039ec0a66103b1d5fe588fa546373587a7d68f5c96f743c3396afc04b"}, - {file = "kiwisolver-1.4.4-pp37-pypy37_pp73-manylinux_2_12_i686.manylinux2010_i686.whl", hash = "sha256:91672bacaa030f92fc2f43b620d7b337fd9a5af28b0d6ed3f77afc43c4a64b5a"}, - {file = "kiwisolver-1.4.4-pp37-pypy37_pp73-manylinux_2_12_x86_64.manylinux2010_x86_64.whl", hash = "sha256:787518a6789009c159453da4d6b683f468ef7a65bbde796bcea803ccf191058d"}, - {file = "kiwisolver-1.4.4-pp37-pypy37_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:da152d8cdcab0e56e4f45eb08b9aea6455845ec83172092f09b0e077ece2cf7a"}, - {file = "kiwisolver-1.4.4-pp37-pypy37_pp73-win_amd64.whl", hash = "sha256:ecb1fa0db7bf4cff9dac752abb19505a233c7f16684c5826d1f11ebd9472b871"}, - {file = "kiwisolver-1.4.4-pp38-pypy38_pp73-macosx_10_9_x86_64.whl", hash = "sha256:28bc5b299f48150b5f822ce68624e445040595a4ac3d59251703779836eceff9"}, - {file = "kiwisolver-1.4.4-pp38-pypy38_pp73-manylinux_2_12_i686.manylinux2010_i686.whl", hash = "sha256:81e38381b782cc7e1e46c4e14cd997ee6040768101aefc8fa3c24a4cc58e98f8"}, - {file = "kiwisolver-1.4.4-pp38-pypy38_pp73-manylinux_2_12_x86_64.manylinux2010_x86_64.whl", hash = "sha256:2a66fdfb34e05b705620dd567f5a03f239a088d5a3f321e7b6ac3239d22aa286"}, - {file = "kiwisolver-1.4.4-pp38-pypy38_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:872b8ca05c40d309ed13eb2e582cab0c5a05e81e987ab9c521bf05ad1d5cf5cb"}, - {file = "kiwisolver-1.4.4-pp38-pypy38_pp73-win_amd64.whl", hash = "sha256:70e7c2e7b750585569564e2e5ca9845acfaa5da56ac46df68414f29fea97be9f"}, - {file = "kiwisolver-1.4.4-pp39-pypy39_pp73-macosx_10_9_x86_64.whl", hash = "sha256:9f85003f5dfa867e86d53fac6f7e6f30c045673fa27b603c397753bebadc3008"}, - {file = "kiwisolver-1.4.4-pp39-pypy39_pp73-manylinux_2_12_i686.manylinux2010_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:2e307eb9bd99801f82789b44bb45e9f541961831c7311521b13a6c85afc09767"}, - {file = "kiwisolver-1.4.4-pp39-pypy39_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:b1792d939ec70abe76f5054d3f36ed5656021dcad1322d1cc996d4e54165cef9"}, - {file = "kiwisolver-1.4.4-pp39-pypy39_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:f6cb459eea32a4e2cf18ba5fcece2dbdf496384413bc1bae15583f19e567f3b2"}, - {file = "kiwisolver-1.4.4-pp39-pypy39_pp73-win_amd64.whl", hash = "sha256:36dafec3d6d6088d34e2de6b85f9d8e2324eb734162fba59d2ba9ed7a2043d5b"}, - {file = "kiwisolver-1.4.4.tar.gz", hash = "sha256:d41997519fcba4a1e46eb4a2fe31bc12f0ff957b2b81bac28db24744f333e955"}, + {file = "kiwisolver-1.4.5-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:05703cf211d585109fcd72207a31bb170a0f22144d68298dc5e61b3c946518af"}, + {file = "kiwisolver-1.4.5-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:146d14bebb7f1dc4d5fbf74f8a6cb15ac42baadee8912eb84ac0b3b2a3dc6ac3"}, + {file = "kiwisolver-1.4.5-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:6ef7afcd2d281494c0a9101d5c571970708ad911d028137cd558f02b851c08b4"}, + {file = "kiwisolver-1.4.5-cp310-cp310-manylinux_2_12_i686.manylinux2010_i686.whl", hash = "sha256:9eaa8b117dc8337728e834b9c6e2611f10c79e38f65157c4c38e9400286f5cb1"}, + {file = "kiwisolver-1.4.5-cp310-cp310-manylinux_2_12_x86_64.manylinux2010_x86_64.whl", hash = "sha256:ec20916e7b4cbfb1f12380e46486ec4bcbaa91a9c448b97023fde0d5bbf9e4ff"}, + {file = "kiwisolver-1.4.5-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:39b42c68602539407884cf70d6a480a469b93b81b7701378ba5e2328660c847a"}, + {file = "kiwisolver-1.4.5-cp310-cp310-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:aa12042de0171fad672b6c59df69106d20d5596e4f87b5e8f76df757a7c399aa"}, + {file = "kiwisolver-1.4.5-cp310-cp310-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:2a40773c71d7ccdd3798f6489aaac9eee213d566850a9533f8d26332d626b82c"}, + {file = "kiwisolver-1.4.5-cp310-cp310-musllinux_1_1_aarch64.whl", hash = "sha256:19df6e621f6d8b4b9c4d45f40a66839294ff2bb235e64d2178f7522d9170ac5b"}, + {file = "kiwisolver-1.4.5-cp310-cp310-musllinux_1_1_i686.whl", hash = "sha256:83d78376d0d4fd884e2c114d0621624b73d2aba4e2788182d286309ebdeed770"}, + {file = "kiwisolver-1.4.5-cp310-cp310-musllinux_1_1_ppc64le.whl", hash = "sha256:e391b1f0a8a5a10ab3b9bb6afcfd74f2175f24f8975fb87ecae700d1503cdee0"}, + {file = "kiwisolver-1.4.5-cp310-cp310-musllinux_1_1_s390x.whl", hash = "sha256:852542f9481f4a62dbb5dd99e8ab7aedfeb8fb6342349a181d4036877410f525"}, + {file = "kiwisolver-1.4.5-cp310-cp310-musllinux_1_1_x86_64.whl", hash = "sha256:59edc41b24031bc25108e210c0def6f6c2191210492a972d585a06ff246bb79b"}, + {file = "kiwisolver-1.4.5-cp310-cp310-win32.whl", hash = "sha256:a6aa6315319a052b4ee378aa171959c898a6183f15c1e541821c5c59beaa0238"}, + {file = "kiwisolver-1.4.5-cp310-cp310-win_amd64.whl", hash = "sha256:d0ef46024e6a3d79c01ff13801cb19d0cad7fd859b15037aec74315540acc276"}, + {file = "kiwisolver-1.4.5-cp311-cp311-macosx_10_9_universal2.whl", hash = "sha256:11863aa14a51fd6ec28688d76f1735f8f69ab1fabf388851a595d0721af042f5"}, + {file = "kiwisolver-1.4.5-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:8ab3919a9997ab7ef2fbbed0cc99bb28d3c13e6d4b1ad36e97e482558a91be90"}, + {file = "kiwisolver-1.4.5-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:fcc700eadbbccbf6bc1bcb9dbe0786b4b1cb91ca0dcda336eef5c2beed37b797"}, + {file = "kiwisolver-1.4.5-cp311-cp311-manylinux_2_12_i686.manylinux2010_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:dfdd7c0b105af050eb3d64997809dc21da247cf44e63dc73ff0fd20b96be55a9"}, + {file = "kiwisolver-1.4.5-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:76c6a5964640638cdeaa0c359382e5703e9293030fe730018ca06bc2010c4437"}, + {file = "kiwisolver-1.4.5-cp311-cp311-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:bbea0db94288e29afcc4c28afbf3a7ccaf2d7e027489c449cf7e8f83c6346eb9"}, + {file = "kiwisolver-1.4.5-cp311-cp311-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:ceec1a6bc6cab1d6ff5d06592a91a692f90ec7505d6463a88a52cc0eb58545da"}, + {file = "kiwisolver-1.4.5-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:040c1aebeda72197ef477a906782b5ab0d387642e93bda547336b8957c61022e"}, + {file = "kiwisolver-1.4.5-cp311-cp311-musllinux_1_1_aarch64.whl", hash = "sha256:f91de7223d4c7b793867797bacd1ee53bfe7359bd70d27b7b58a04efbb9436c8"}, + {file = "kiwisolver-1.4.5-cp311-cp311-musllinux_1_1_i686.whl", hash = "sha256:faae4860798c31530dd184046a900e652c95513796ef51a12bc086710c2eec4d"}, + {file = "kiwisolver-1.4.5-cp311-cp311-musllinux_1_1_ppc64le.whl", hash = "sha256:b0157420efcb803e71d1b28e2c287518b8808b7cf1ab8af36718fd0a2c453eb0"}, + {file = "kiwisolver-1.4.5-cp311-cp311-musllinux_1_1_s390x.whl", hash = "sha256:06f54715b7737c2fecdbf140d1afb11a33d59508a47bf11bb38ecf21dc9ab79f"}, + {file = "kiwisolver-1.4.5-cp311-cp311-musllinux_1_1_x86_64.whl", hash = "sha256:fdb7adb641a0d13bdcd4ef48e062363d8a9ad4a182ac7647ec88f695e719ae9f"}, + {file = "kiwisolver-1.4.5-cp311-cp311-win32.whl", hash = "sha256:bb86433b1cfe686da83ce32a9d3a8dd308e85c76b60896d58f082136f10bffac"}, + {file = "kiwisolver-1.4.5-cp311-cp311-win_amd64.whl", hash = "sha256:6c08e1312a9cf1074d17b17728d3dfce2a5125b2d791527f33ffbe805200a355"}, + {file = "kiwisolver-1.4.5-cp312-cp312-macosx_10_9_universal2.whl", hash = "sha256:32d5cf40c4f7c7b3ca500f8985eb3fb3a7dfc023215e876f207956b5ea26632a"}, + {file = "kiwisolver-1.4.5-cp312-cp312-macosx_10_9_x86_64.whl", hash = "sha256:f846c260f483d1fd217fe5ed7c173fb109efa6b1fc8381c8b7552c5781756192"}, + {file = "kiwisolver-1.4.5-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:5ff5cf3571589b6d13bfbfd6bcd7a3f659e42f96b5fd1c4830c4cf21d4f5ef45"}, + {file = "kiwisolver-1.4.5-cp312-cp312-manylinux_2_12_i686.manylinux2010_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:7269d9e5f1084a653d575c7ec012ff57f0c042258bf5db0954bf551c158466e7"}, + {file = "kiwisolver-1.4.5-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:da802a19d6e15dffe4b0c24b38b3af68e6c1a68e6e1d8f30148c83864f3881db"}, + {file = "kiwisolver-1.4.5-cp312-cp312-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:3aba7311af82e335dd1e36ffff68aaca609ca6290c2cb6d821a39aa075d8e3ff"}, + {file = "kiwisolver-1.4.5-cp312-cp312-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:763773d53f07244148ccac5b084da5adb90bfaee39c197554f01b286cf869228"}, + {file = "kiwisolver-1.4.5-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:2270953c0d8cdab5d422bee7d2007f043473f9d2999631c86a223c9db56cbd16"}, + {file = "kiwisolver-1.4.5-cp312-cp312-musllinux_1_1_aarch64.whl", hash = "sha256:d099e745a512f7e3bbe7249ca835f4d357c586d78d79ae8f1dcd4d8adeb9bda9"}, + {file = "kiwisolver-1.4.5-cp312-cp312-musllinux_1_1_i686.whl", hash = "sha256:74db36e14a7d1ce0986fa104f7d5637aea5c82ca6326ed0ec5694280942d1162"}, + {file = "kiwisolver-1.4.5-cp312-cp312-musllinux_1_1_ppc64le.whl", hash = "sha256:7e5bab140c309cb3a6ce373a9e71eb7e4873c70c2dda01df6820474f9889d6d4"}, + {file = "kiwisolver-1.4.5-cp312-cp312-musllinux_1_1_s390x.whl", hash = "sha256:0f114aa76dc1b8f636d077979c0ac22e7cd8f3493abbab152f20eb8d3cda71f3"}, + {file = "kiwisolver-1.4.5-cp312-cp312-musllinux_1_1_x86_64.whl", hash = "sha256:88a2df29d4724b9237fc0c6eaf2a1adae0cdc0b3e9f4d8e7dc54b16812d2d81a"}, + {file = "kiwisolver-1.4.5-cp312-cp312-win32.whl", hash = "sha256:72d40b33e834371fd330fb1472ca19d9b8327acb79a5821d4008391db8e29f20"}, + {file = "kiwisolver-1.4.5-cp312-cp312-win_amd64.whl", hash = "sha256:2c5674c4e74d939b9d91dda0fae10597ac7521768fec9e399c70a1f27e2ea2d9"}, + {file = "kiwisolver-1.4.5-cp37-cp37m-macosx_10_9_x86_64.whl", hash = "sha256:3a2b053a0ab7a3960c98725cfb0bf5b48ba82f64ec95fe06f1d06c99b552e130"}, + {file = "kiwisolver-1.4.5-cp37-cp37m-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:3cd32d6c13807e5c66a7cbb79f90b553642f296ae4518a60d8d76243b0ad2898"}, + {file = "kiwisolver-1.4.5-cp37-cp37m-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:59ec7b7c7e1a61061850d53aaf8e93db63dce0c936db1fda2658b70e4a1be709"}, + {file = "kiwisolver-1.4.5-cp37-cp37m-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:da4cfb373035def307905d05041c1d06d8936452fe89d464743ae7fb8371078b"}, + {file = "kiwisolver-1.4.5-cp37-cp37m-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:2400873bccc260b6ae184b2b8a4fec0e4082d30648eadb7c3d9a13405d861e89"}, + {file = "kiwisolver-1.4.5-cp37-cp37m-manylinux_2_5_x86_64.manylinux1_x86_64.whl", hash = "sha256:1b04139c4236a0f3aff534479b58f6f849a8b351e1314826c2d230849ed48985"}, + {file = "kiwisolver-1.4.5-cp37-cp37m-musllinux_1_1_aarch64.whl", hash = "sha256:4e66e81a5779b65ac21764c295087de82235597a2293d18d943f8e9e32746265"}, + {file = "kiwisolver-1.4.5-cp37-cp37m-musllinux_1_1_i686.whl", hash = "sha256:7931d8f1f67c4be9ba1dd9c451fb0eeca1a25b89e4d3f89e828fe12a519b782a"}, + {file = "kiwisolver-1.4.5-cp37-cp37m-musllinux_1_1_ppc64le.whl", hash = "sha256:b3f7e75f3015df442238cca659f8baa5f42ce2a8582727981cbfa15fee0ee205"}, + {file = "kiwisolver-1.4.5-cp37-cp37m-musllinux_1_1_s390x.whl", hash = "sha256:bbf1d63eef84b2e8c89011b7f2235b1e0bf7dacc11cac9431fc6468e99ac77fb"}, + {file = "kiwisolver-1.4.5-cp37-cp37m-musllinux_1_1_x86_64.whl", hash = "sha256:4c380469bd3f970ef677bf2bcba2b6b0b4d5c75e7a020fb863ef75084efad66f"}, + {file = "kiwisolver-1.4.5-cp37-cp37m-win32.whl", hash = "sha256:9408acf3270c4b6baad483865191e3e582b638b1654a007c62e3efe96f09a9a3"}, + {file = "kiwisolver-1.4.5-cp37-cp37m-win_amd64.whl", hash = "sha256:5b94529f9b2591b7af5f3e0e730a4e0a41ea174af35a4fd067775f9bdfeee01a"}, + {file = "kiwisolver-1.4.5-cp38-cp38-macosx_10_9_universal2.whl", hash = "sha256:11c7de8f692fc99816e8ac50d1d1aef4f75126eefc33ac79aac02c099fd3db71"}, + {file = "kiwisolver-1.4.5-cp38-cp38-macosx_10_9_x86_64.whl", hash = "sha256:53abb58632235cd154176ced1ae8f0d29a6657aa1aa9decf50b899b755bc2b93"}, + {file = "kiwisolver-1.4.5-cp38-cp38-macosx_11_0_arm64.whl", hash = "sha256:88b9f257ca61b838b6f8094a62418421f87ac2a1069f7e896c36a7d86b5d4c29"}, + {file = "kiwisolver-1.4.5-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:3195782b26fc03aa9c6913d5bad5aeb864bdc372924c093b0f1cebad603dd712"}, + {file = "kiwisolver-1.4.5-cp38-cp38-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:fc579bf0f502e54926519451b920e875f433aceb4624a3646b3252b5caa9e0b6"}, + {file = "kiwisolver-1.4.5-cp38-cp38-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:5a580c91d686376f0f7c295357595c5a026e6cbc3d77b7c36e290201e7c11ecb"}, + {file = "kiwisolver-1.4.5-cp38-cp38-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:cfe6ab8da05c01ba6fbea630377b5da2cd9bcbc6338510116b01c1bc939a2c18"}, + {file = "kiwisolver-1.4.5-cp38-cp38-manylinux_2_5_x86_64.manylinux1_x86_64.whl", hash = "sha256:d2e5a98f0ec99beb3c10e13b387f8db39106d53993f498b295f0c914328b1333"}, + {file = "kiwisolver-1.4.5-cp38-cp38-musllinux_1_1_aarch64.whl", hash = "sha256:a51a263952b1429e429ff236d2f5a21c5125437861baeed77f5e1cc2d2c7c6da"}, + {file = "kiwisolver-1.4.5-cp38-cp38-musllinux_1_1_i686.whl", hash = "sha256:3edd2fa14e68c9be82c5b16689e8d63d89fe927e56debd6e1dbce7a26a17f81b"}, + {file = "kiwisolver-1.4.5-cp38-cp38-musllinux_1_1_ppc64le.whl", hash = "sha256:74d1b44c6cfc897df648cc9fdaa09bc3e7679926e6f96df05775d4fb3946571c"}, + {file = "kiwisolver-1.4.5-cp38-cp38-musllinux_1_1_s390x.whl", hash = "sha256:76d9289ed3f7501012e05abb8358bbb129149dbd173f1f57a1bf1c22d19ab7cc"}, + {file = "kiwisolver-1.4.5-cp38-cp38-musllinux_1_1_x86_64.whl", hash = "sha256:92dea1ffe3714fa8eb6a314d2b3c773208d865a0e0d35e713ec54eea08a66250"}, + {file = "kiwisolver-1.4.5-cp38-cp38-win32.whl", hash = "sha256:5c90ae8c8d32e472be041e76f9d2f2dbff4d0b0be8bd4041770eddb18cf49a4e"}, + {file = "kiwisolver-1.4.5-cp38-cp38-win_amd64.whl", hash = "sha256:c7940c1dc63eb37a67721b10d703247552416f719c4188c54e04334321351ced"}, + {file = "kiwisolver-1.4.5-cp39-cp39-macosx_10_9_universal2.whl", hash = "sha256:9407b6a5f0d675e8a827ad8742e1d6b49d9c1a1da5d952a67d50ef5f4170b18d"}, + {file = "kiwisolver-1.4.5-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:15568384086b6df3c65353820a4473575dbad192e35010f622c6ce3eebd57af9"}, + {file = "kiwisolver-1.4.5-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:0dc9db8e79f0036e8173c466d21ef18e1befc02de8bf8aa8dc0813a6dc8a7046"}, + {file = "kiwisolver-1.4.5-cp39-cp39-manylinux_2_12_i686.manylinux2010_i686.whl", hash = "sha256:cdc8a402aaee9a798b50d8b827d7ecf75edc5fb35ea0f91f213ff927c15f4ff0"}, + {file = "kiwisolver-1.4.5-cp39-cp39-manylinux_2_12_x86_64.manylinux2010_x86_64.whl", hash = "sha256:6c3bd3cde54cafb87d74d8db50b909705c62b17c2099b8f2e25b461882e544ff"}, + {file = "kiwisolver-1.4.5-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:955e8513d07a283056b1396e9a57ceddbd272d9252c14f154d450d227606eb54"}, + {file = "kiwisolver-1.4.5-cp39-cp39-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:346f5343b9e3f00b8db8ba359350eb124b98c99efd0b408728ac6ebf38173958"}, + {file = "kiwisolver-1.4.5-cp39-cp39-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:b9098e0049e88c6a24ff64545cdfc50807818ba6c1b739cae221bbbcbc58aad3"}, + {file = "kiwisolver-1.4.5-cp39-cp39-musllinux_1_1_aarch64.whl", hash = "sha256:00bd361b903dc4bbf4eb165f24d1acbee754fce22ded24c3d56eec268658a5cf"}, + {file = "kiwisolver-1.4.5-cp39-cp39-musllinux_1_1_i686.whl", hash = "sha256:7b8b454bac16428b22560d0a1cf0a09875339cab69df61d7805bf48919415901"}, + {file = "kiwisolver-1.4.5-cp39-cp39-musllinux_1_1_ppc64le.whl", hash = "sha256:f1d072c2eb0ad60d4c183f3fb44ac6f73fb7a8f16a2694a91f988275cbf352f9"}, + {file = "kiwisolver-1.4.5-cp39-cp39-musllinux_1_1_s390x.whl", hash = "sha256:31a82d498054cac9f6d0b53d02bb85811185bcb477d4b60144f915f3b3126342"}, + {file = "kiwisolver-1.4.5-cp39-cp39-musllinux_1_1_x86_64.whl", hash = "sha256:6512cb89e334e4700febbffaaa52761b65b4f5a3cf33f960213d5656cea36a77"}, + {file = "kiwisolver-1.4.5-cp39-cp39-win32.whl", hash = "sha256:9db8ea4c388fdb0f780fe91346fd438657ea602d58348753d9fb265ce1bca67f"}, + {file = "kiwisolver-1.4.5-cp39-cp39-win_amd64.whl", hash = "sha256:59415f46a37f7f2efeec758353dd2eae1b07640d8ca0f0c42548ec4125492635"}, + {file = "kiwisolver-1.4.5-pp37-pypy37_pp73-macosx_10_9_x86_64.whl", hash = "sha256:5c7b3b3a728dc6faf3fc372ef24f21d1e3cee2ac3e9596691d746e5a536de920"}, + {file = "kiwisolver-1.4.5-pp37-pypy37_pp73-manylinux_2_12_i686.manylinux2010_i686.whl", hash = "sha256:620ced262a86244e2be10a676b646f29c34537d0d9cc8eb26c08f53d98013390"}, + {file = "kiwisolver-1.4.5-pp37-pypy37_pp73-manylinux_2_12_x86_64.manylinux2010_x86_64.whl", hash = "sha256:378a214a1e3bbf5ac4a8708304318b4f890da88c9e6a07699c4ae7174c09a68d"}, + {file = "kiwisolver-1.4.5-pp37-pypy37_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:aaf7be1207676ac608a50cd08f102f6742dbfc70e8d60c4db1c6897f62f71523"}, + {file = "kiwisolver-1.4.5-pp37-pypy37_pp73-win_amd64.whl", hash = "sha256:ba55dce0a9b8ff59495ddd050a0225d58bd0983d09f87cfe2b6aec4f2c1234e4"}, + {file = "kiwisolver-1.4.5-pp38-pypy38_pp73-macosx_10_9_x86_64.whl", hash = "sha256:fd32ea360bcbb92d28933fc05ed09bffcb1704ba3fc7942e81db0fd4f81a7892"}, + {file = "kiwisolver-1.4.5-pp38-pypy38_pp73-manylinux_2_12_i686.manylinux2010_i686.whl", hash = "sha256:5e7139af55d1688f8b960ee9ad5adafc4ac17c1c473fe07133ac092310d76544"}, + {file = "kiwisolver-1.4.5-pp38-pypy38_pp73-manylinux_2_12_x86_64.manylinux2010_x86_64.whl", hash = "sha256:dced8146011d2bc2e883f9bd68618b8247387f4bbec46d7392b3c3b032640126"}, + {file = "kiwisolver-1.4.5-pp38-pypy38_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:c9bf3325c47b11b2e51bca0824ea217c7cd84491d8ac4eefd1e409705ef092bd"}, + {file = "kiwisolver-1.4.5-pp38-pypy38_pp73-win_amd64.whl", hash = "sha256:5794cf59533bc3f1b1c821f7206a3617999db9fbefc345360aafe2e067514929"}, + {file = "kiwisolver-1.4.5-pp39-pypy39_pp73-macosx_10_9_x86_64.whl", hash = "sha256:e368f200bbc2e4f905b8e71eb38b3c04333bddaa6a2464a6355487b02bb7fb09"}, + {file = "kiwisolver-1.4.5-pp39-pypy39_pp73-manylinux_2_12_i686.manylinux2010_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:e5d706eba36b4c4d5bc6c6377bb6568098765e990cfc21ee16d13963fab7b3e7"}, + {file = "kiwisolver-1.4.5-pp39-pypy39_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:85267bd1aa8880a9c88a8cb71e18d3d64d2751a790e6ca6c27b8ccc724bcd5ad"}, + {file = "kiwisolver-1.4.5-pp39-pypy39_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:210ef2c3a1f03272649aff1ef992df2e724748918c4bc2d5a90352849eb40bea"}, + {file = "kiwisolver-1.4.5-pp39-pypy39_pp73-win_amd64.whl", hash = "sha256:11d011a7574eb3b82bcc9c1a1d35c1d7075677fdd15de527d91b46bd35e935ee"}, + {file = "kiwisolver-1.4.5.tar.gz", hash = "sha256:e57e563a57fb22a142da34f38acc2fc1a5c864bc29ca1517a88abc963e60d6ec"}, ] [[package]] @@ -2302,42 +2356,42 @@ files = [ [[package]] name = "onnx" -version = "1.14.0" +version = "1.14.1" description = "Open Neural Network Exchange" optional = false python-versions = "*" files = [ - {file = "onnx-1.14.0-cp310-cp310-macosx_10_12_universal2.whl", hash = "sha256:fb35c2c347486416f87f41557242c05d7ee804d3676c6c8c98eef6f5b1889e7b"}, - {file = "onnx-1.14.0-cp310-cp310-macosx_10_12_x86_64.whl", hash = "sha256:cd683d4aa6d55365582055a6c1e10a55d6c08a59e9216cbb67e37ad3a5b2b980"}, - {file = "onnx-1.14.0-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:00b0d2620c10dcb9ec33441e807dc5851d2843d445e0faab5e22c8ad6874a67a"}, - {file = "onnx-1.14.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:01893a4a2d70b68e8ee20269ccde4069a6fd243dc9e296643e2afeb0050527bc"}, - {file = "onnx-1.14.0-cp310-cp310-win32.whl", hash = "sha256:0753b0f118be71ff109dd994a3d6769e5871e9feaddfada77931c63f9de534b3"}, - {file = "onnx-1.14.0-cp310-cp310-win_amd64.whl", hash = "sha256:d8c3a2354d9d997c7a4a5e467b5373c98dc549d4a33c77d5723e1eda7e87559c"}, - {file = "onnx-1.14.0-cp311-cp311-macosx_10_12_universal2.whl", hash = "sha256:5e780fd1ed25493596a141e93303d0b2897acb9ebfdee7047a916d8f8e525ab3"}, - {file = "onnx-1.14.0-cp311-cp311-macosx_10_12_x86_64.whl", hash = "sha256:9d28d64cbac3ebdc0c9761a300340c60ec60316099906e354e5059e90335fb3b"}, - {file = "onnx-1.14.0-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:ba92fed1aa27cba385bc3890fbbe6484603e837e67c957b22899f93c70990cc4"}, - {file = "onnx-1.14.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:2fab7e6e1c2d9d6479edad8e9088cdfd87ea293cb08f31565adabfb33c6e5789"}, - {file = "onnx-1.14.0-cp311-cp311-win32.whl", hash = "sha256:6e966f5ef38a0521595cad6a1d14d9ae205c593d2824d8c1fa044fa5ba15370d"}, - {file = "onnx-1.14.0-cp311-cp311-win_amd64.whl", hash = "sha256:1fe8ba794d261d722018bd1385f02f966aace0fcb5448881ab5dd55ab0ebb81b"}, - {file = "onnx-1.14.0-cp37-cp37m-macosx_10_12_universal2.whl", hash = "sha256:c16dacf577700ff9cb076c61c880d1a4bc612eed96280396a54ee1e1bd7e2d68"}, - {file = "onnx-1.14.0-cp37-cp37m-macosx_10_12_x86_64.whl", hash = "sha256:bbdca51da9fa9ec43eebd8c640bf71c05daa2afbeaa2c6478466470e28e41111"}, - {file = "onnx-1.14.0-cp37-cp37m-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:3315c304d23a06ebd07fffe2456ab7f1e0a8dba317393d5c17a671ae2da6645e"}, - {file = "onnx-1.14.0-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:ac1545159f2e7fbc5b4a3ae032cd4d9ddeafc62c4f27fe22cbc3ecff49338992"}, - {file = "onnx-1.14.0-cp37-cp37m-win32.whl", hash = "sha256:18cd98f7e234e268cb60c47a1f8ea5f6ffba50fe11de924b17498b1571d0cd2c"}, - {file = "onnx-1.14.0-cp37-cp37m-win_amd64.whl", hash = "sha256:a8f7454acded506b6359ee0837c8527c64964973d7d25ed6b16b7d4314599502"}, - {file = "onnx-1.14.0-cp38-cp38-macosx_10_12_universal2.whl", hash = "sha256:a9702e7dd120bca421a820020151cbb1003077e17ded29cc8d44ff32a9a57ad8"}, - {file = "onnx-1.14.0-cp38-cp38-macosx_10_12_x86_64.whl", hash = "sha256:369c3ecace7e8c7df6efbcbc712b262626796ae4a83decd29111afafa025a30c"}, - {file = "onnx-1.14.0-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:6fbcdc1a0c1057785bc5f7254aca0cf0b49d19c74696f1ade107638054157315"}, - {file = "onnx-1.14.0-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:ed099fbdada4accead109a4479d5f73fb974566cce8d3c6fca94774f9645934c"}, - {file = "onnx-1.14.0-cp38-cp38-win32.whl", hash = "sha256:296e689aa54a9ae4e560b2bb149a64e96775699a0624af5f631665b9cda90482"}, - {file = "onnx-1.14.0-cp38-cp38-win_amd64.whl", hash = "sha256:e1607f97007515df303c1f40b77363545af99a1f32d2f73240c8aa526cdbd109"}, - {file = "onnx-1.14.0-cp39-cp39-macosx_10_12_universal2.whl", hash = "sha256:7800b6ec74b1fe3fbb3bf4a2380e2f4007c1a7f2d6927599ad40eead6eae5e19"}, - {file = "onnx-1.14.0-cp39-cp39-macosx_10_12_x86_64.whl", hash = "sha256:45d3effe59e20d0a9fdc51f5bb8f38299086c79576b894ed945e6a058c4b210a"}, - {file = "onnx-1.14.0-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:a593b46015326feb949781d030cb1d0d5d388cca52bff2e2995badf55d56b38d"}, - {file = "onnx-1.14.0-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:54614942574415ef3f0bce0800c6f41ecea8201f8042754e204ee8c0a8e473e1"}, - {file = "onnx-1.14.0-cp39-cp39-win32.whl", hash = "sha256:dcfaeb2d15e93c456003fac13ffa35144ba9d2666a83e2cef650dd5c90a2b768"}, - {file = "onnx-1.14.0-cp39-cp39-win_amd64.whl", hash = "sha256:0639427ac61e5a0181f4f7c89f9fc82b3c9715c95071f9c3de79bbe303a4ae65"}, - {file = "onnx-1.14.0.tar.gz", hash = "sha256:43b85087c6b919de66872a043c7f4899fe6f840e11ffca7e662b2ce9e4cc2927"}, + {file = "onnx-1.14.1-cp310-cp310-macosx_10_12_universal2.whl", hash = "sha256:05d8609b4148f8ee4bd5d8186875ccb288300106242fc5201b8b575681bbd5c4"}, + {file = "onnx-1.14.1-cp310-cp310-macosx_10_12_x86_64.whl", hash = "sha256:f131c2fd36f7848437be9de3b1fa5449a94245e16c6f275f66ac7cf8f183ec26"}, + {file = "onnx-1.14.1-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:ea8d7abe048d0e9e31541dc62e9e40b8411b11377d2a22ed842e678802b4e1aa"}, + {file = "onnx-1.14.1-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:921ad325b17484698d9d65978e123b1f351328ea50de6f84f25d09d5c7dde361"}, + {file = "onnx-1.14.1-cp310-cp310-win32.whl", hash = "sha256:6c8156be97762814c7c835d597320ef1f6630f034344fbc672cd6edddbbf78ee"}, + {file = "onnx-1.14.1-cp310-cp310-win_amd64.whl", hash = "sha256:776ab461515c20cc4e24dbd75af32b6b1e64de931dc5873b049f13bfec1c96e9"}, + {file = "onnx-1.14.1-cp311-cp311-macosx_10_12_universal2.whl", hash = "sha256:93e614edaf87ea1adba24663780ac62e30f421c117d695379daa9ff816de821b"}, + {file = "onnx-1.14.1-cp311-cp311-macosx_10_12_x86_64.whl", hash = "sha256:65672ae827ea5f0e59dc0d1cef1c0ed5083d5e8348946f98f1715ebb123573e9"}, + {file = "onnx-1.14.1-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:6efa7375d91b1da10badd1d2701a94b0e9b111a5e1a227be1bf877450cea84ac"}, + {file = "onnx-1.14.1-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:4b9cd91b85cfbb0d6478f4a1a0aee4d95cf8839adc48c69130a0cf8452f21db4"}, + {file = "onnx-1.14.1-cp311-cp311-win32.whl", hash = "sha256:1072baf93e04bbbed45f8f997cbbe96e179080b4cd95bc676882fe64aa709dd6"}, + {file = "onnx-1.14.1-cp311-cp311-win_amd64.whl", hash = "sha256:16a6667aff34431ab828b393ed8153c0a0cf15152d76f8d93aa48fb206217827"}, + {file = "onnx-1.14.1-cp37-cp37m-macosx_10_12_universal2.whl", hash = "sha256:3fde9e1854e525aae93b403c1174bf68dc86ac92b6f8fb4af0fe3ec0d1440631"}, + {file = "onnx-1.14.1-cp37-cp37m-macosx_10_12_x86_64.whl", hash = "sha256:58e6eb27c99dbefc84b4234388f5f668b49a1aaeced1580cb96f5fe05800a77c"}, + {file = "onnx-1.14.1-cp37-cp37m-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:84653e8e19f5d051f9e7ed9cf7285527fd34e093e3b50554121849664e97c254"}, + {file = "onnx-1.14.1-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:6b4a0e029b3604dc5294a7333f622d8c04d6a6a1bc4f51054195074f61b8f41a"}, + {file = "onnx-1.14.1-cp37-cp37m-win32.whl", hash = "sha256:f5046bfbe7f9bab59fc53984aaa5b47a35c8f8e98787053e1650049a1aaf12de"}, + {file = "onnx-1.14.1-cp37-cp37m-win_amd64.whl", hash = "sha256:b37e7bd8baf75efa78ecce713273e2aa29c8c06f69cee6107b413cd03bf59b20"}, + {file = "onnx-1.14.1-cp38-cp38-macosx_10_12_universal2.whl", hash = "sha256:758dc585885e997f1086019f098e7ce0a4b3ab7d5a89bb2093572bb68ea906c1"}, + {file = "onnx-1.14.1-cp38-cp38-macosx_10_12_x86_64.whl", hash = "sha256:486ced7588437ff08a03914ac110d64caa686ff7fa766123d15c8d8eeec29210"}, + {file = "onnx-1.14.1-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:498ecc3e545b80685501c26b62eeeda0b8ae2f2ba8ff3f650ce1f526924aa699"}, + {file = "onnx-1.14.1-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:e991e867b799df0d7ed4cdad94c6a3ed9bebaceef3e574ac9eed314e1bfca0ef"}, + {file = "onnx-1.14.1-cp38-cp38-win32.whl", hash = "sha256:a8c3b1398b156f8bae9882ed8c602e1aa5171180fffcbeb1f9a337fe307c1df4"}, + {file = "onnx-1.14.1-cp38-cp38-win_amd64.whl", hash = "sha256:cf20e7a346d22468a128a40c5cc1f4d20c3939e21e74fc8e3be8ba66c6f82444"}, + {file = "onnx-1.14.1-cp39-cp39-macosx_10_12_universal2.whl", hash = "sha256:17f78637d2f6c3c9afad0611fe4c583b6ba4839ac724af0846e5db24dc8dadc0"}, + {file = "onnx-1.14.1-cp39-cp39-macosx_10_12_x86_64.whl", hash = "sha256:60ad73263a06056f9aa288b082887c6330be08475471c3a009f62439b2a67dca"}, + {file = "onnx-1.14.1-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:030aa47e28337fd81f4d884032660e40912a4763ce4e5a4b4144380271390e82"}, + {file = "onnx-1.14.1-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:6b113fa0183034743e6477fec928e478a6d94eee8d9a4376c144d20d736cdc45"}, + {file = "onnx-1.14.1-cp39-cp39-win32.whl", hash = "sha256:b9c28a99d4a620cb1d31120d35e0fab54073b9725ed50c3cd3ec7beb876e8dba"}, + {file = "onnx-1.14.1-cp39-cp39-win_amd64.whl", hash = "sha256:bdb15fc4b7f2a8a19abb52ac9672db876f9505e7219e206bcb7530e7c1274e55"}, + {file = "onnx-1.14.1.tar.gz", hash = "sha256:70903afe163643bd71195c78cedcc3f4fa05a2af651fd950ef3acbb15175b2d1"}, ] [package.dependencies] @@ -2442,13 +2496,13 @@ numpy = [ [[package]] name = "optimum" -version = "1.11.2" +version = "1.12.0" description = "Optimum Library is an extension of the Hugging Face Transformers library, providing a framework to integrate third-party libraries from Hardware Partners and interface with their specific functionality." optional = false python-versions = ">=3.7.0" files = [ - {file = "optimum-1.11.2-py3-none-any.whl", hash = "sha256:1382d923f95e053db677b1bc84803828921b41dd15d094cc61deab33ab5d4fb2"}, - {file = "optimum-1.11.2.tar.gz", hash = "sha256:664fa01aa4734d13ba291d41e7b901d333cea45b6c55d66098f43160bf7533ab"}, + {file = "optimum-1.12.0-py3-none-any.whl", hash = "sha256:4eb2e800b5ef52aa4c744b7494aa2000be8b583dfc99dddd5c0e9384ea0d77a0"}, + {file = "optimum-1.12.0.tar.gz", hash = "sha256:a74e051c4d776a900b6452a12a36e0afadbebee112a8205a30adac9216a4991b"}, ] [package.dependencies] @@ -2468,7 +2522,7 @@ diffusers = ["diffusers"] doc-build = ["accelerate"] exporters = ["onnx", "onnxruntime", "timm"] exporters-gpu = ["onnx", "onnxruntime-gpu", "timm"] -exporters-tf = ["h5py", "numpy (<1.24.0)", "onnx", "onnxruntime", "tensorflow (>=2.4)", "tf2onnx", "timm"] +exporters-tf = ["h5py", "numpy (<1.24.0)", "onnx", "onnxruntime", "tensorflow (>=2.4,<=2.12.1)", "tf2onnx", "timm"] furiosa = ["optimum-furiosa"] graphcore = ["optimum-graphcore"] habana = ["optimum-habana"] @@ -2483,6 +2537,75 @@ openvino = ["optimum-intel[openvino] (>=1.10.1)"] quality = ["black (>=23.1,<24.0)", "ruff (>=0.0.241,<=0.0.259)"] tests = ["Pillow", "diffusers (>=0.17.0)", "einops", "invisible-watermark", "parameterized", "pytest", "pytest-xdist", "requests", "sacremoses", "torchaudio", "torchvision"] +[[package]] +name = "orjson" +version = "3.9.5" +description = "Fast, correct Python JSON library supporting dataclasses, datetimes, and numpy" +optional = false +python-versions = ">=3.7" +files = [ + {file = "orjson-3.9.5-cp310-cp310-macosx_10_15_x86_64.macosx_11_0_arm64.macosx_10_15_universal2.whl", hash = "sha256:ad6845912a71adcc65df7c8a7f2155eba2096cf03ad2c061c93857de70d699ad"}, + {file = "orjson-3.9.5-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:e298e0aacfcc14ef4476c3f409e85475031de24e5b23605a465e9bf4b2156273"}, + {file = "orjson-3.9.5-cp310-cp310-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:83c9939073281ef7dd7c5ca7f54cceccb840b440cec4b8a326bda507ff88a0a6"}, + {file = "orjson-3.9.5-cp310-cp310-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:e174cc579904a48ee1ea3acb7045e8a6c5d52c17688dfcb00e0e842ec378cabf"}, + {file = "orjson-3.9.5-cp310-cp310-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:f8d51702f42c785b115401e1d64a27a2ea767ae7cf1fb8edaa09c7cf1571c660"}, + {file = "orjson-3.9.5-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:f13d61c0c7414ddee1ef4d0f303e2222f8cced5a2e26d9774751aecd72324c9e"}, + {file = "orjson-3.9.5-cp310-cp310-musllinux_1_1_aarch64.whl", hash = "sha256:d748cc48caf5a91c883d306ab648df1b29e16b488c9316852844dd0fd000d1c2"}, + {file = "orjson-3.9.5-cp310-cp310-musllinux_1_1_x86_64.whl", hash = "sha256:bd19bc08fa023e4c2cbf8294ad3f2b8922f4de9ba088dbc71e6b268fdf54591c"}, + {file = "orjson-3.9.5-cp310-none-win32.whl", hash = "sha256:5793a21a21bf34e1767e3d61a778a25feea8476dcc0bdf0ae1bc506dc34561ea"}, + {file = "orjson-3.9.5-cp310-none-win_amd64.whl", hash = "sha256:2bcec0b1024d0031ab3eab7a8cb260c8a4e4a5e35993878a2da639d69cdf6a65"}, + {file = "orjson-3.9.5-cp311-cp311-macosx_10_15_x86_64.macosx_11_0_arm64.macosx_10_15_universal2.whl", hash = "sha256:8547b95ca0e2abd17e1471973e6d676f1d8acedd5f8fb4f739e0612651602d66"}, + {file = "orjson-3.9.5-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:87ce174d6a38d12b3327f76145acbd26f7bc808b2b458f61e94d83cd0ebb4d76"}, + {file = "orjson-3.9.5-cp311-cp311-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:a960bb1bc9a964d16fcc2d4af5a04ce5e4dfddca84e3060c35720d0a062064fe"}, + {file = "orjson-3.9.5-cp311-cp311-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:1a7aa5573a949760d6161d826d34dc36db6011926f836851fe9ccb55b5a7d8e8"}, + {file = "orjson-3.9.5-cp311-cp311-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:8b2852afca17d7eea85f8e200d324e38c851c96598ac7b227e4f6c4e59fbd3df"}, + {file = "orjson-3.9.5-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:aa185959c082475288da90f996a82e05e0c437216b96f2a8111caeb1d54ef926"}, + {file = "orjson-3.9.5-cp311-cp311-musllinux_1_1_aarch64.whl", hash = "sha256:89c9332695b838438ea4b9a482bce8ffbfddde4df92750522d928fb00b7b8dce"}, + {file = "orjson-3.9.5-cp311-cp311-musllinux_1_1_x86_64.whl", hash = "sha256:2493f1351a8f0611bc26e2d3d407efb873032b4f6b8926fed8cfed39210ca4ba"}, + {file = "orjson-3.9.5-cp311-none-win32.whl", hash = "sha256:ffc544e0e24e9ae69301b9a79df87a971fa5d1c20a6b18dca885699709d01be0"}, + {file = "orjson-3.9.5-cp311-none-win_amd64.whl", hash = "sha256:89670fe2732e3c0c54406f77cad1765c4c582f67b915c74fda742286809a0cdc"}, + {file = "orjson-3.9.5-cp312-cp312-macosx_10_15_x86_64.macosx_11_0_arm64.macosx_10_15_universal2.whl", hash = "sha256:15df211469625fa27eced4aa08dc03e35f99c57d45a33855cc35f218ea4071b8"}, + {file = "orjson-3.9.5-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:d9f17c59fe6c02bc5f89ad29edb0253d3059fe8ba64806d789af89a45c35269a"}, + {file = "orjson-3.9.5-cp312-cp312-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:ca6b96659c7690773d8cebb6115c631f4a259a611788463e9c41e74fa53bf33f"}, + {file = "orjson-3.9.5-cp312-cp312-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:a26fafe966e9195b149950334bdbe9026eca17fe8ffe2d8fa87fdc30ca925d30"}, + {file = "orjson-3.9.5-cp312-cp312-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:9006b1eb645ecf460da067e2dd17768ccbb8f39b01815a571bfcfab7e8da5e52"}, + {file = "orjson-3.9.5-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:ebfdbf695734b1785e792a1315e41835ddf2a3e907ca0e1c87a53f23006ce01d"}, + {file = "orjson-3.9.5-cp312-cp312-musllinux_1_1_aarch64.whl", hash = "sha256:4a3943234342ab37d9ed78fb0a8f81cd4b9532f67bf2ac0d3aa45fa3f0a339f3"}, + {file = "orjson-3.9.5-cp312-cp312-musllinux_1_1_x86_64.whl", hash = "sha256:e6762755470b5c82f07b96b934af32e4d77395a11768b964aaa5eb092817bc31"}, + {file = "orjson-3.9.5-cp312-none-win_amd64.whl", hash = "sha256:c74df28749c076fd6e2157190df23d43d42b2c83e09d79b51694ee7315374ad5"}, + {file = "orjson-3.9.5-cp37-cp37m-macosx_10_15_x86_64.macosx_11_0_arm64.macosx_10_15_universal2.whl", hash = "sha256:88e18a74d916b74f00d0978d84e365c6bf0e7ab846792efa15756b5fb2f7d49d"}, + {file = "orjson-3.9.5-cp37-cp37m-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:d28514b5b6dfaf69097be70d0cf4f1407ec29d0f93e0b4131bf9cc8fd3f3e374"}, + {file = "orjson-3.9.5-cp37-cp37m-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:25b81aca8c7be61e2566246b6a0ca49f8aece70dd3f38c7f5c837f398c4cb142"}, + {file = "orjson-3.9.5-cp37-cp37m-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:385c1c713b1e47fd92e96cf55fd88650ac6dfa0b997e8aa7ecffd8b5865078b1"}, + {file = "orjson-3.9.5-cp37-cp37m-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:f9850c03a8e42fba1a508466e6a0f99472fd2b4a5f30235ea49b2a1b32c04c11"}, + {file = "orjson-3.9.5-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:4449f84bbb13bcef493d8aa669feadfced0f7c5eea2d0d88b5cc21f812183af8"}, + {file = "orjson-3.9.5-cp37-cp37m-musllinux_1_1_aarch64.whl", hash = "sha256:86127bf194f3b873135e44ce5dc9212cb152b7e06798d5667a898a00f0519be4"}, + {file = "orjson-3.9.5-cp37-cp37m-musllinux_1_1_x86_64.whl", hash = "sha256:0abcd039f05ae9ab5b0ff11624d0b9e54376253b7d3217a358d09c3edf1d36f7"}, + {file = "orjson-3.9.5-cp37-none-win32.whl", hash = "sha256:10cc8ad5ff7188efcb4bec196009d61ce525a4e09488e6d5db41218c7fe4f001"}, + {file = "orjson-3.9.5-cp37-none-win_amd64.whl", hash = "sha256:ff27e98532cb87379d1a585837d59b187907228268e7b0a87abe122b2be6968e"}, + {file = "orjson-3.9.5-cp38-cp38-macosx_10_15_x86_64.macosx_11_0_arm64.macosx_10_15_universal2.whl", hash = "sha256:5bfa79916ef5fef75ad1f377e54a167f0de334c1fa4ebb8d0224075f3ec3d8c0"}, + {file = "orjson-3.9.5-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:e87dfa6ac0dae764371ab19b35eaaa46dfcb6ef2545dfca03064f21f5d08239f"}, + {file = "orjson-3.9.5-cp38-cp38-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:50ced24a7b23058b469ecdb96e36607fc611cbaee38b58e62a55c80d1b3ad4e1"}, + {file = "orjson-3.9.5-cp38-cp38-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:b1b74ea2a3064e1375da87788897935832e806cc784de3e789fd3c4ab8eb3fa5"}, + {file = "orjson-3.9.5-cp38-cp38-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:a7cb961efe013606913d05609f014ad43edfaced82a576e8b520a5574ce3b2b9"}, + {file = "orjson-3.9.5-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:1225d2d5ee76a786bda02f8c5e15017462f8432bb960de13d7c2619dba6f0275"}, + {file = "orjson-3.9.5-cp38-cp38-musllinux_1_1_aarch64.whl", hash = "sha256:f39f4b99199df05c7ecdd006086259ed25886cdbd7b14c8cdb10c7675cfcca7d"}, + {file = "orjson-3.9.5-cp38-cp38-musllinux_1_1_x86_64.whl", hash = "sha256:a461dc9fb60cac44f2d3218c36a0c1c01132314839a0e229d7fb1bba69b810d8"}, + {file = "orjson-3.9.5-cp38-none-win32.whl", hash = "sha256:dedf1a6173748202df223aea29de814b5836732a176b33501375c66f6ab7d822"}, + {file = "orjson-3.9.5-cp38-none-win_amd64.whl", hash = "sha256:fa504082f53efcbacb9087cc8676c163237beb6e999d43e72acb4bb6f0db11e6"}, + {file = "orjson-3.9.5-cp39-cp39-macosx_10_15_x86_64.macosx_11_0_arm64.macosx_10_15_universal2.whl", hash = "sha256:6900f0248edc1bec2a2a3095a78a7e3ef4e63f60f8ddc583687eed162eedfd69"}, + {file = "orjson-3.9.5-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:17404333c40047888ac40bd8c4d49752a787e0a946e728a4e5723f111b6e55a5"}, + {file = "orjson-3.9.5-cp39-cp39-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:0eefb7cfdd9c2bc65f19f974a5d1dfecbac711dae91ed635820c6b12da7a3c11"}, + {file = "orjson-3.9.5-cp39-cp39-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:68c78b2a3718892dc018adbc62e8bab6ef3c0d811816d21e6973dee0ca30c152"}, + {file = "orjson-3.9.5-cp39-cp39-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:591ad7d9e4a9f9b104486ad5d88658c79ba29b66c5557ef9edf8ca877a3f8d11"}, + {file = "orjson-3.9.5-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:6cc2cbf302fbb2d0b2c3c142a663d028873232a434d89ce1b2604ebe5cc93ce8"}, + {file = "orjson-3.9.5-cp39-cp39-musllinux_1_1_aarch64.whl", hash = "sha256:b26b5aa5e9ee1bad2795b925b3adb1b1b34122cb977f30d89e0a1b3f24d18450"}, + {file = "orjson-3.9.5-cp39-cp39-musllinux_1_1_x86_64.whl", hash = "sha256:ef84724f7d29dcfe3aafb1fc5fc7788dca63e8ae626bb9298022866146091a3e"}, + {file = "orjson-3.9.5-cp39-none-win32.whl", hash = "sha256:664cff27f85939059472afd39acff152fbac9a091b7137092cb651cf5f7747b5"}, + {file = "orjson-3.9.5-cp39-none-win_amd64.whl", hash = "sha256:91dda66755795ac6100e303e206b636568d42ac83c156547634256a2e68de694"}, + {file = "orjson-3.9.5.tar.gz", hash = "sha256:6daf5ee0b3cf530b9978cdbf71024f1c16ed4a67d05f6ec435c6e7fe7a52724c"}, +] + [[package]] name = "packaging" version = "23.1" @@ -2667,13 +2790,13 @@ test = ["appdirs (==1.4.4)", "covdefaults (>=2.3)", "pytest (>=7.4)", "pytest-co [[package]] name = "pluggy" -version = "1.2.0" +version = "1.3.0" description = "plugin and hook calling mechanisms for python" optional = false -python-versions = ">=3.7" +python-versions = ">=3.8" files = [ - {file = "pluggy-1.2.0-py3-none-any.whl", hash = "sha256:c2fd55a7d7a3863cba1a013e4e2414658b1d07b6bc57b3919e0c63c9abb99849"}, - {file = "pluggy-1.2.0.tar.gz", hash = "sha256:d12f0c4b579b15f5e054301bb226ee85eeeba08ffec228092f8defbaa3a4c4b3"}, + {file = "pluggy-1.3.0-py3-none-any.whl", hash = "sha256:d89c696a773f8bd377d18e5ecda92b7a3793cbe66c87060a6fb58c7b6e1061f7"}, + {file = "pluggy-1.3.0.tar.gz", hash = "sha256:cf61ae8f126ac6f7c451172cf30e3e43d3ca77615509771b3a984a0730651e12"}, ] [package.extras] @@ -2755,36 +2878,40 @@ test = ["enum34", "ipaddress", "mock", "pywin32", "wmi"] [[package]] name = "pyarrow" -version = "12.0.1" +version = "13.0.0" description = "Python library for Apache Arrow" optional = false -python-versions = ">=3.7" +python-versions = ">=3.8" files = [ - {file = "pyarrow-12.0.1-cp310-cp310-macosx_10_14_x86_64.whl", hash = "sha256:6d288029a94a9bb5407ceebdd7110ba398a00412c5b0155ee9813a40d246c5df"}, - {file = "pyarrow-12.0.1-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:345e1828efdbd9aa4d4de7d5676778aba384a2c3add896d995b23d368e60e5af"}, - {file = "pyarrow-12.0.1-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:8d6009fdf8986332b2169314da482baed47ac053311c8934ac6651e614deacd6"}, - {file = "pyarrow-12.0.1-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:2d3c4cbbf81e6dd23fe921bc91dc4619ea3b79bc58ef10bce0f49bdafb103daf"}, - {file = "pyarrow-12.0.1-cp310-cp310-win_amd64.whl", hash = "sha256:cdacf515ec276709ac8042c7d9bd5be83b4f5f39c6c037a17a60d7ebfd92c890"}, - {file = "pyarrow-12.0.1-cp311-cp311-macosx_10_14_x86_64.whl", hash = "sha256:749be7fd2ff260683f9cc739cb862fb11be376de965a2a8ccbf2693b098db6c7"}, - {file = "pyarrow-12.0.1-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:6895b5fb74289d055c43db3af0de6e16b07586c45763cb5e558d38b86a91e3a7"}, - {file = "pyarrow-12.0.1-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:1887bdae17ec3b4c046fcf19951e71b6a619f39fa674f9881216173566c8f718"}, - {file = "pyarrow-12.0.1-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:e2c9cb8eeabbadf5fcfc3d1ddea616c7ce893db2ce4dcef0ac13b099ad7ca082"}, - {file = "pyarrow-12.0.1-cp311-cp311-win_amd64.whl", hash = "sha256:ce4aebdf412bd0eeb800d8e47db854f9f9f7e2f5a0220440acf219ddfddd4f63"}, - {file = "pyarrow-12.0.1-cp37-cp37m-macosx_10_14_x86_64.whl", hash = "sha256:e0d8730c7f6e893f6db5d5b86eda42c0a130842d101992b581e2138e4d5663d3"}, - {file = "pyarrow-12.0.1-cp37-cp37m-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:43364daec02f69fec89d2315f7fbfbeec956e0d991cbbef471681bd77875c40f"}, - {file = "pyarrow-12.0.1-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:051f9f5ccf585f12d7de836e50965b3c235542cc896959320d9776ab93f3b33d"}, - {file = "pyarrow-12.0.1-cp37-cp37m-win_amd64.whl", hash = "sha256:be2757e9275875d2a9c6e6052ac7957fbbfc7bc7370e4a036a9b893e96fedaba"}, - {file = "pyarrow-12.0.1-cp38-cp38-macosx_10_14_x86_64.whl", hash = "sha256:cf812306d66f40f69e684300f7af5111c11f6e0d89d6b733e05a3de44961529d"}, - {file = "pyarrow-12.0.1-cp38-cp38-macosx_11_0_arm64.whl", hash = "sha256:459a1c0ed2d68671188b2118c63bac91eaef6fc150c77ddd8a583e3c795737bf"}, - {file = "pyarrow-12.0.1-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:85e705e33eaf666bbe508a16fd5ba27ca061e177916b7a317ba5a51bee43384c"}, - {file = "pyarrow-12.0.1-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:9120c3eb2b1f6f516a3b7a9714ed860882d9ef98c4b17edcdc91d95b7528db60"}, - {file = "pyarrow-12.0.1-cp38-cp38-win_amd64.whl", hash = "sha256:c780f4dc40460015d80fcd6a6140de80b615349ed68ef9adb653fe351778c9b3"}, - {file = "pyarrow-12.0.1-cp39-cp39-macosx_10_14_x86_64.whl", hash = "sha256:a3c63124fc26bf5f95f508f5d04e1ece8cc23a8b0af2a1e6ab2b1ec3fdc91b24"}, - {file = "pyarrow-12.0.1-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:b13329f79fa4472324f8d32dc1b1216616d09bd1e77cfb13104dec5463632c36"}, - {file = "pyarrow-12.0.1-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:bb656150d3d12ec1396f6dde542db1675a95c0cc8366d507347b0beed96e87ca"}, - {file = "pyarrow-12.0.1-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:6251e38470da97a5b2e00de5c6a049149f7b2bd62f12fa5dbb9ac674119ba71a"}, - {file = "pyarrow-12.0.1-cp39-cp39-win_amd64.whl", hash = "sha256:3de26da901216149ce086920547dfff5cd22818c9eab67ebc41e863a5883bac7"}, - {file = "pyarrow-12.0.1.tar.gz", hash = "sha256:cce317fc96e5b71107bf1f9f184d5e54e2bd14bbf3f9a3d62819961f0af86fec"}, + {file = "pyarrow-13.0.0-cp310-cp310-macosx_10_14_x86_64.whl", hash = "sha256:1afcc2c33f31f6fb25c92d50a86b7a9f076d38acbcb6f9e74349636109550148"}, + {file = "pyarrow-13.0.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:70fa38cdc66b2fc1349a082987f2b499d51d072faaa6b600f71931150de2e0e3"}, + {file = "pyarrow-13.0.0-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:cd57b13a6466822498238877892a9b287b0a58c2e81e4bdb0b596dbb151cbb73"}, + {file = "pyarrow-13.0.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:f8ce69f7bf01de2e2764e14df45b8404fc6f1a5ed9871e8e08a12169f87b7a26"}, + {file = "pyarrow-13.0.0-cp310-cp310-manylinux_2_28_aarch64.whl", hash = "sha256:588f0d2da6cf1b1680974d63be09a6530fd1bd825dc87f76e162404779a157dc"}, + {file = "pyarrow-13.0.0-cp310-cp310-manylinux_2_28_x86_64.whl", hash = "sha256:6241afd72b628787b4abea39e238e3ff9f34165273fad306c7acf780dd850956"}, + {file = "pyarrow-13.0.0-cp310-cp310-win_amd64.whl", hash = "sha256:fda7857e35993673fcda603c07d43889fca60a5b254052a462653f8656c64f44"}, + {file = "pyarrow-13.0.0-cp311-cp311-macosx_10_14_x86_64.whl", hash = "sha256:aac0ae0146a9bfa5e12d87dda89d9ef7c57a96210b899459fc2f785303dcbb67"}, + {file = "pyarrow-13.0.0-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:d7759994217c86c161c6a8060509cfdf782b952163569606bb373828afdd82e8"}, + {file = "pyarrow-13.0.0-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:868a073fd0ff6468ae7d869b5fc1f54de5c4255b37f44fb890385eb68b68f95d"}, + {file = "pyarrow-13.0.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:51be67e29f3cfcde263a113c28e96aa04362ed8229cb7c6e5f5c719003659d33"}, + {file = "pyarrow-13.0.0-cp311-cp311-manylinux_2_28_aarch64.whl", hash = "sha256:d1b4e7176443d12610874bb84d0060bf080f000ea9ed7c84b2801df851320295"}, + {file = "pyarrow-13.0.0-cp311-cp311-manylinux_2_28_x86_64.whl", hash = "sha256:69b6f9a089d116a82c3ed819eea8fe67dae6105f0d81eaf0fdd5e60d0c6e0944"}, + {file = "pyarrow-13.0.0-cp311-cp311-win_amd64.whl", hash = "sha256:ab1268db81aeb241200e321e220e7cd769762f386f92f61b898352dd27e402ce"}, + {file = "pyarrow-13.0.0-cp38-cp38-macosx_10_14_x86_64.whl", hash = "sha256:ee7490f0f3f16a6c38f8c680949551053c8194e68de5046e6c288e396dccee80"}, + {file = "pyarrow-13.0.0-cp38-cp38-macosx_11_0_arm64.whl", hash = "sha256:e3ad79455c197a36eefbd90ad4aa832bece7f830a64396c15c61a0985e337287"}, + {file = "pyarrow-13.0.0-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:68fcd2dc1b7d9310b29a15949cdd0cb9bc34b6de767aff979ebf546020bf0ba0"}, + {file = "pyarrow-13.0.0-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:dc6fd330fd574c51d10638e63c0d00ab456498fc804c9d01f2a61b9264f2c5b2"}, + {file = "pyarrow-13.0.0-cp38-cp38-manylinux_2_28_aarch64.whl", hash = "sha256:e66442e084979a97bb66939e18f7b8709e4ac5f887e636aba29486ffbf373763"}, + {file = "pyarrow-13.0.0-cp38-cp38-manylinux_2_28_x86_64.whl", hash = "sha256:0f6eff839a9e40e9c5610d3ff8c5bdd2f10303408312caf4c8003285d0b49565"}, + {file = "pyarrow-13.0.0-cp38-cp38-win_amd64.whl", hash = "sha256:8b30a27f1cddf5c6efcb67e598d7823a1e253d743d92ac32ec1eb4b6a1417867"}, + {file = "pyarrow-13.0.0-cp39-cp39-macosx_10_14_x86_64.whl", hash = "sha256:09552dad5cf3de2dc0aba1c7c4b470754c69bd821f5faafc3d774bedc3b04bb7"}, + {file = "pyarrow-13.0.0-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:3896ae6c205d73ad192d2fc1489cd0edfab9f12867c85b4c277af4d37383c18c"}, + {file = "pyarrow-13.0.0-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:6647444b21cb5e68b593b970b2a9a07748dd74ea457c7dadaa15fd469c48ada1"}, + {file = "pyarrow-13.0.0-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:47663efc9c395e31d09c6aacfa860f4473815ad6804311c5433f7085415d62a7"}, + {file = "pyarrow-13.0.0-cp39-cp39-manylinux_2_28_aarch64.whl", hash = "sha256:b9ba6b6d34bd2563345488cf444510588ea42ad5613df3b3509f48eb80250afd"}, + {file = "pyarrow-13.0.0-cp39-cp39-manylinux_2_28_x86_64.whl", hash = "sha256:d00d374a5625beeb448a7fa23060df79adb596074beb3ddc1838adb647b6ef09"}, + {file = "pyarrow-13.0.0-cp39-cp39-win_amd64.whl", hash = "sha256:c51afd87c35c8331b56f796eff954b9c7f8d4b7fef5903daf4e05fcf017d23a8"}, + {file = "pyarrow-13.0.0.tar.gz", hash = "sha256:83333726e83ed44b0ac94d8d7a21bbdee4a05029c3b1e8db58a863eec8fd8a33"}, ] [package.dependencies] @@ -2993,6 +3120,20 @@ files = [ [package.extras] cli = ["click (>=5.0)"] +[[package]] +name = "python-multipart" +version = "0.0.6" +description = "A streaming multipart parser for Python" +optional = false +python-versions = ">=3.7" +files = [ + {file = "python_multipart-0.0.6-py3-none-any.whl", hash = "sha256:ee698bab5ef148b0a760751c261902cd096e57e10558e11aca17646b74ee1c18"}, + {file = "python_multipart-0.0.6.tar.gz", hash = "sha256:e9925a80bb668529f1b67c7fdb0a5dacdd7cbfc6fb0bff3ea443fe22bdd62132"}, +] + +[package.extras] +dev = ["atomicwrites (==1.2.1)", "attrs (==19.2.0)", "coverage (==6.5.0)", "hatch", "invoke (==1.7.3)", "more-itertools (==4.3.0)", "pbr (==4.3.0)", "pluggy (==1.0.0)", "py (==1.11.0)", "pytest (==7.2.0)", "pytest-cov (==4.0.0)", "pytest-timeout (==2.1.0)", "pyyaml (==5.1)"] + [[package]] name = "pytz" version = "2023.3" @@ -3736,13 +3877,13 @@ files = [ [[package]] name = "tifffile" -version = "2023.8.12" +version = "2023.8.25" description = "Read and write TIFF files" optional = false python-versions = ">=3.9" files = [ - {file = "tifffile-2023.8.12-py3-none-any.whl", hash = "sha256:d1ef06461a947a6800ba6121b330b54a57fb9cbf7e5bc0adab8307081297d66b"}, - {file = "tifffile-2023.8.12.tar.gz", hash = "sha256:824956b6d974b9d346aae59932bea862a2ad18fcc2b1a820b6941b7f6ddb2bca"}, + {file = "tifffile-2023.8.25-py3-none-any.whl", hash = "sha256:40318485b59e9acb62e7139f22bd46e6760f92daea562b79900bfce3ee2613b7"}, + {file = "tifffile-2023.8.25.tar.gz", hash = "sha256:0a3ebcdfe71eb61a487dd22eaf21ed8962c511e6eb692153c7ac15f81798dfa4"}, ] [package.dependencies] @@ -3985,18 +4126,18 @@ telegram = ["requests"] [[package]] name = "transformers" -version = "4.31.0" +version = "4.32.0" description = "State-of-the-art Machine Learning for JAX, PyTorch and TensorFlow" optional = false python-versions = ">=3.8.0" files = [ - {file = "transformers-4.31.0-py3-none-any.whl", hash = "sha256:8487aab0195ce1c2a5ae189305118b9720daddbc7b688edb09ccd79e3b149f6b"}, - {file = "transformers-4.31.0.tar.gz", hash = "sha256:4302fba920a1c24d3a429a29efff6a63eac03f3f3cf55b55927fc795d01cb273"}, + {file = "transformers-4.32.0-py3-none-any.whl", hash = "sha256:32d8adf0ed76285508e7fd66657b4448ec1f882599ae6bf6f9c36bd7bf798402"}, + {file = "transformers-4.32.0.tar.gz", hash = "sha256:ca510f9688d2fe7347abbbfbd13f2f6dcd3c8349870c8d0ed98beed5f579b354"}, ] [package.dependencies] filelock = "*" -huggingface-hub = ">=0.14.1,<1.0" +huggingface-hub = ">=0.15.1,<1.0" numpy = ">=1.17" packaging = ">=20.0" protobuf = {version = "*", optional = true, markers = "extra == \"sentencepiece\""} @@ -4011,18 +4152,18 @@ tqdm = ">=4.27" [package.extras] accelerate = ["accelerate (>=0.20.3)"] agents = ["Pillow (<10.0.0)", "accelerate (>=0.20.3)", "datasets (!=2.5.0)", "diffusers", "opencv-python", "sentencepiece (>=0.1.91,!=0.1.92)", "torch (>=1.9,!=1.12.0)"] -all = ["Pillow (<10.0.0)", "accelerate (>=0.20.3)", "av (==9.2.0)", "codecarbon (==1.2.0)", "decord (==0.6.0)", "flax (>=0.4.1,<=0.7.0)", "jax (>=0.2.8,!=0.3.2,<=0.4.13)", "jaxlib (>=0.1.65,<=0.4.13)", "kenlm", "keras-nlp (>=0.3.1)", "librosa", "onnxconverter-common", "optax (>=0.0.8,<=0.1.4)", "optuna", "phonemizer", "protobuf", "pyctcdecode (>=0.4.0)", "ray[tune]", "sentencepiece (>=0.1.91,!=0.1.92)", "sigopt", "tensorflow (>=2.6,<2.14)", "tensorflow-text (<2.14)", "tf2onnx", "timm", "tokenizers (>=0.11.1,!=0.11.3,<0.14)", "torch (>=1.9,!=1.12.0)", "torchaudio", "torchvision"] +all = ["Pillow (<10.0.0)", "accelerate (>=0.20.3)", "av (==9.2.0)", "codecarbon (==1.2.0)", "decord (==0.6.0)", "flax (>=0.4.1,<=0.7.0)", "jax (>=0.4.1,<=0.4.13)", "jaxlib (>=0.4.1,<=0.4.13)", "kenlm", "keras-nlp (>=0.3.1)", "librosa", "onnxconverter-common", "optax (>=0.0.8,<=0.1.4)", "optuna", "phonemizer", "protobuf", "pyctcdecode (>=0.4.0)", "ray[tune]", "sentencepiece (>=0.1.91,!=0.1.92)", "sigopt", "tensorflow (>=2.6,<2.14)", "tensorflow-text (<2.14)", "tf2onnx", "timm", "tokenizers (>=0.11.1,!=0.11.3,<0.14)", "torch (>=1.9,!=1.12.0)", "torchaudio", "torchvision"] audio = ["kenlm", "librosa", "phonemizer", "pyctcdecode (>=0.4.0)"] codecarbon = ["codecarbon (==1.2.0)"] deepspeed = ["accelerate (>=0.20.3)", "deepspeed (>=0.9.3)"] deepspeed-testing = ["GitPython (<3.1.19)", "accelerate (>=0.20.3)", "beautifulsoup4", "black (>=23.1,<24.0)", "cookiecutter (==1.7.3)", "datasets (!=2.5.0)", "deepspeed (>=0.9.3)", "dill (<0.3.5)", "evaluate (>=0.2.0)", "faiss-cpu", "hf-doc-builder (>=0.3.0)", "nltk", "optuna", "parameterized", "protobuf", "psutil", "pytest (>=7.2.0)", "pytest-timeout", "pytest-xdist", "rjieba", "rouge-score (!=0.0.7,!=0.0.8,!=0.1,!=0.1.1)", "sacrebleu (>=1.4.12,<2.0.0)", "sacremoses", "sentencepiece (>=0.1.91,!=0.1.92)", "timeout-decorator"] -dev = ["GitPython (<3.1.19)", "Pillow (<10.0.0)", "accelerate (>=0.20.3)", "av (==9.2.0)", "beautifulsoup4", "black (>=23.1,<24.0)", "codecarbon (==1.2.0)", "cookiecutter (==1.7.3)", "datasets (!=2.5.0)", "decord (==0.6.0)", "dill (<0.3.5)", "evaluate (>=0.2.0)", "faiss-cpu", "flax (>=0.4.1,<=0.7.0)", "fugashi (>=1.0)", "hf-doc-builder", "hf-doc-builder (>=0.3.0)", "ipadic (>=1.0.0,<2.0)", "isort (>=5.5.4)", "jax (>=0.2.8,!=0.3.2,<=0.4.13)", "jaxlib (>=0.1.65,<=0.4.13)", "kenlm", "keras-nlp (>=0.3.1)", "librosa", "nltk", "onnxconverter-common", "optax (>=0.0.8,<=0.1.4)", "optuna", "parameterized", "phonemizer", "protobuf", "psutil", "pyctcdecode (>=0.4.0)", "pytest (>=7.2.0)", "pytest-timeout", "pytest-xdist", "ray[tune]", "rhoknp (>=1.1.0,<1.3.1)", "rjieba", "rouge-score (!=0.0.7,!=0.0.8,!=0.1,!=0.1.1)", "ruff (>=0.0.241,<=0.0.259)", "sacrebleu (>=1.4.12,<2.0.0)", "sacremoses", "scikit-learn", "sentencepiece (>=0.1.91,!=0.1.92)", "sigopt", "sudachidict-core (>=20220729)", "sudachipy (>=0.6.6)", "tensorflow (>=2.6,<2.14)", "tensorflow-text (<2.14)", "tf2onnx", "timeout-decorator", "timm", "tokenizers (>=0.11.1,!=0.11.3,<0.14)", "torch (>=1.9,!=1.12.0)", "torchaudio", "torchvision", "unidic (>=1.0.2)", "unidic-lite (>=1.0.7)", "urllib3 (<2.0.0)"] +dev = ["GitPython (<3.1.19)", "Pillow (<10.0.0)", "accelerate (>=0.20.3)", "av (==9.2.0)", "beautifulsoup4", "black (>=23.1,<24.0)", "codecarbon (==1.2.0)", "cookiecutter (==1.7.3)", "datasets (!=2.5.0)", "decord (==0.6.0)", "dill (<0.3.5)", "evaluate (>=0.2.0)", "faiss-cpu", "flax (>=0.4.1,<=0.7.0)", "fugashi (>=1.0)", "hf-doc-builder", "hf-doc-builder (>=0.3.0)", "ipadic (>=1.0.0,<2.0)", "isort (>=5.5.4)", "jax (>=0.4.1,<=0.4.13)", "jaxlib (>=0.4.1,<=0.4.13)", "kenlm", "keras-nlp (>=0.3.1)", "librosa", "nltk", "onnxconverter-common", "optax (>=0.0.8,<=0.1.4)", "optuna", "parameterized", "phonemizer", "protobuf", "psutil", "pyctcdecode (>=0.4.0)", "pytest (>=7.2.0)", "pytest-timeout", "pytest-xdist", "ray[tune]", "rhoknp (>=1.1.0,<1.3.1)", "rjieba", "rouge-score (!=0.0.7,!=0.0.8,!=0.1,!=0.1.1)", "ruff (>=0.0.241,<=0.0.259)", "sacrebleu (>=1.4.12,<2.0.0)", "sacremoses", "scikit-learn", "sentencepiece (>=0.1.91,!=0.1.92)", "sigopt", "sudachidict-core (>=20220729)", "sudachipy (>=0.6.6)", "tensorflow (>=2.6,<2.14)", "tensorflow-text (<2.14)", "tf2onnx", "timeout-decorator", "timm", "tokenizers (>=0.11.1,!=0.11.3,<0.14)", "torch (>=1.9,!=1.12.0)", "torchaudio", "torchvision", "unidic (>=1.0.2)", "unidic-lite (>=1.0.7)", "urllib3 (<2.0.0)"] dev-tensorflow = ["GitPython (<3.1.19)", "Pillow (<10.0.0)", "beautifulsoup4", "black (>=23.1,<24.0)", "cookiecutter (==1.7.3)", "datasets (!=2.5.0)", "dill (<0.3.5)", "evaluate (>=0.2.0)", "faiss-cpu", "hf-doc-builder", "hf-doc-builder (>=0.3.0)", "isort (>=5.5.4)", "kenlm", "keras-nlp (>=0.3.1)", "librosa", "nltk", "onnxconverter-common", "onnxruntime (>=1.4.0)", "onnxruntime-tools (>=1.4.2)", "parameterized", "phonemizer", "protobuf", "psutil", "pyctcdecode (>=0.4.0)", "pytest (>=7.2.0)", "pytest-timeout", "pytest-xdist", "rjieba", "rouge-score (!=0.0.7,!=0.0.8,!=0.1,!=0.1.1)", "ruff (>=0.0.241,<=0.0.259)", "sacrebleu (>=1.4.12,<2.0.0)", "sacremoses", "scikit-learn", "sentencepiece (>=0.1.91,!=0.1.92)", "tensorflow (>=2.6,<2.14)", "tensorflow-text (<2.14)", "tf2onnx", "timeout-decorator", "tokenizers (>=0.11.1,!=0.11.3,<0.14)", "urllib3 (<2.0.0)"] dev-torch = ["GitPython (<3.1.19)", "Pillow (<10.0.0)", "accelerate (>=0.20.3)", "beautifulsoup4", "black (>=23.1,<24.0)", "codecarbon (==1.2.0)", "cookiecutter (==1.7.3)", "datasets (!=2.5.0)", "dill (<0.3.5)", "evaluate (>=0.2.0)", "faiss-cpu", "fugashi (>=1.0)", "hf-doc-builder", "hf-doc-builder (>=0.3.0)", "ipadic (>=1.0.0,<2.0)", "isort (>=5.5.4)", "kenlm", "librosa", "nltk", "onnxruntime (>=1.4.0)", "onnxruntime-tools (>=1.4.2)", "optuna", "parameterized", "phonemizer", "protobuf", "psutil", "pyctcdecode (>=0.4.0)", "pytest (>=7.2.0)", "pytest-timeout", "pytest-xdist", "ray[tune]", "rhoknp (>=1.1.0,<1.3.1)", "rjieba", "rouge-score (!=0.0.7,!=0.0.8,!=0.1,!=0.1.1)", "ruff (>=0.0.241,<=0.0.259)", "sacrebleu (>=1.4.12,<2.0.0)", "sacremoses", "scikit-learn", "sentencepiece (>=0.1.91,!=0.1.92)", "sigopt", "sudachidict-core (>=20220729)", "sudachipy (>=0.6.6)", "timeout-decorator", "timm", "tokenizers (>=0.11.1,!=0.11.3,<0.14)", "torch (>=1.9,!=1.12.0)", "torchaudio", "torchvision", "unidic (>=1.0.2)", "unidic-lite (>=1.0.7)", "urllib3 (<2.0.0)"] -docs = ["Pillow (<10.0.0)", "accelerate (>=0.20.3)", "av (==9.2.0)", "codecarbon (==1.2.0)", "decord (==0.6.0)", "flax (>=0.4.1,<=0.7.0)", "hf-doc-builder", "jax (>=0.2.8,!=0.3.2,<=0.4.13)", "jaxlib (>=0.1.65,<=0.4.13)", "kenlm", "keras-nlp (>=0.3.1)", "librosa", "onnxconverter-common", "optax (>=0.0.8,<=0.1.4)", "optuna", "phonemizer", "protobuf", "pyctcdecode (>=0.4.0)", "ray[tune]", "sentencepiece (>=0.1.91,!=0.1.92)", "sigopt", "tensorflow (>=2.6,<2.14)", "tensorflow-text (<2.14)", "tf2onnx", "timm", "tokenizers (>=0.11.1,!=0.11.3,<0.14)", "torch (>=1.9,!=1.12.0)", "torchaudio", "torchvision"] +docs = ["Pillow (<10.0.0)", "accelerate (>=0.20.3)", "av (==9.2.0)", "codecarbon (==1.2.0)", "decord (==0.6.0)", "flax (>=0.4.1,<=0.7.0)", "hf-doc-builder", "jax (>=0.4.1,<=0.4.13)", "jaxlib (>=0.4.1,<=0.4.13)", "kenlm", "keras-nlp (>=0.3.1)", "librosa", "onnxconverter-common", "optax (>=0.0.8,<=0.1.4)", "optuna", "phonemizer", "protobuf", "pyctcdecode (>=0.4.0)", "ray[tune]", "sentencepiece (>=0.1.91,!=0.1.92)", "sigopt", "tensorflow (>=2.6,<2.14)", "tensorflow-text (<2.14)", "tf2onnx", "timm", "tokenizers (>=0.11.1,!=0.11.3,<0.14)", "torch (>=1.9,!=1.12.0)", "torchaudio", "torchvision"] docs-specific = ["hf-doc-builder"] fairscale = ["fairscale (>0.3)"] -flax = ["flax (>=0.4.1,<=0.7.0)", "jax (>=0.2.8,!=0.3.2,<=0.4.13)", "jaxlib (>=0.1.65,<=0.4.13)", "optax (>=0.0.8,<=0.1.4)"] +flax = ["flax (>=0.4.1,<=0.7.0)", "jax (>=0.4.1,<=0.4.13)", "jaxlib (>=0.4.1,<=0.4.13)", "optax (>=0.0.8,<=0.1.4)"] flax-speech = ["kenlm", "librosa", "phonemizer", "pyctcdecode (>=0.4.0)"] ftfy = ["ftfy"] integrations = ["optuna", "ray[tune]", "sigopt"] @@ -4050,7 +4191,7 @@ tokenizers = ["tokenizers (>=0.11.1,!=0.11.3,<0.14)"] torch = ["accelerate (>=0.20.3)", "torch (>=1.9,!=1.12.0)"] torch-speech = ["kenlm", "librosa", "phonemizer", "pyctcdecode (>=0.4.0)", "torchaudio"] torch-vision = ["Pillow (<10.0.0)", "torchvision"] -torchhub = ["filelock", "huggingface-hub (>=0.14.1,<1.0)", "importlib-metadata", "numpy (>=1.17)", "packaging (>=20.0)", "protobuf", "regex (!=2019.12.17)", "requests", "sentencepiece (>=0.1.91,!=0.1.92)", "tokenizers (>=0.11.1,!=0.11.3,<0.14)", "torch (>=1.9,!=1.12.0)", "tqdm (>=4.27)"] +torchhub = ["filelock", "huggingface-hub (>=0.15.1,<1.0)", "importlib-metadata", "numpy (>=1.17)", "packaging (>=20.0)", "protobuf", "regex (!=2019.12.17)", "requests", "sentencepiece (>=0.1.91,!=0.1.92)", "tokenizers (>=0.11.1,!=0.11.3,<0.14)", "torch (>=1.9,!=1.12.0)", "tqdm (>=4.27)"] video = ["av (==9.2.0)", "decord (==0.6.0)"] vision = ["Pillow (<10.0.0)"] @@ -4164,33 +4305,33 @@ test = ["Cython (>=0.29.32,<0.30.0)", "aiohttp", "flake8 (>=3.9.2,<3.10.0)", "my [[package]] name = "watchfiles" -version = "0.19.0" +version = "0.20.0" description = "Simple, modern and high performance file watching and code reload in python." optional = false python-versions = ">=3.7" files = [ - {file = "watchfiles-0.19.0-cp37-abi3-macosx_10_7_x86_64.whl", hash = "sha256:91633e64712df3051ca454ca7d1b976baf842d7a3640b87622b323c55f3345e7"}, - {file = "watchfiles-0.19.0-cp37-abi3-macosx_11_0_arm64.whl", hash = "sha256:b6577b8c6c8701ba8642ea9335a129836347894b666dd1ec2226830e263909d3"}, - {file = "watchfiles-0.19.0-cp37-abi3-manylinux_2_12_i686.manylinux2010_i686.whl", hash = "sha256:18b28f6ad871b82df9542ff958d0c86bb0d8310bb09eb8e87d97318a3b5273af"}, - {file = "watchfiles-0.19.0-cp37-abi3-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:fac19dc9cbc34052394dbe81e149411a62e71999c0a19e1e09ce537867f95ae0"}, - {file = "watchfiles-0.19.0-cp37-abi3-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:09ea3397aecbc81c19ed7f025e051a7387feefdb789cf768ff994c1228182fda"}, - {file = "watchfiles-0.19.0-cp37-abi3-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:c0376deac92377817e4fb8f347bf559b7d44ff556d9bc6f6208dd3f79f104aaf"}, - {file = "watchfiles-0.19.0-cp37-abi3-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:9c75eff897786ee262c9f17a48886f4e98e6cfd335e011c591c305e5d083c056"}, - {file = "watchfiles-0.19.0-cp37-abi3-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:cb5d45c4143c1dd60f98a16187fd123eda7248f84ef22244818c18d531a249d1"}, - {file = "watchfiles-0.19.0-cp37-abi3-musllinux_1_1_aarch64.whl", hash = "sha256:79c533ff593db861ae23436541f481ec896ee3da4e5db8962429b441bbaae16e"}, - {file = "watchfiles-0.19.0-cp37-abi3-musllinux_1_1_x86_64.whl", hash = "sha256:3d7d267d27aceeeaa3de0dd161a0d64f0a282264d592e335fff7958cc0cbae7c"}, - {file = "watchfiles-0.19.0-cp37-abi3-win32.whl", hash = "sha256:176a9a7641ec2c97b24455135d58012a5be5c6217fc4d5fef0b2b9f75dbf5154"}, - {file = "watchfiles-0.19.0-cp37-abi3-win_amd64.whl", hash = "sha256:945be0baa3e2440151eb3718fd8846751e8b51d8de7b884c90b17d271d34cae8"}, - {file = "watchfiles-0.19.0-cp37-abi3-win_arm64.whl", hash = "sha256:0089c6dc24d436b373c3c57657bf4f9a453b13767150d17284fc6162b2791911"}, - {file = "watchfiles-0.19.0-pp38-pypy38_pp73-macosx_10_7_x86_64.whl", hash = "sha256:cae3dde0b4b2078f31527acff6f486e23abed307ba4d3932466ba7cdd5ecec79"}, - {file = "watchfiles-0.19.0-pp38-pypy38_pp73-macosx_11_0_arm64.whl", hash = "sha256:7f3920b1285a7d3ce898e303d84791b7bf40d57b7695ad549dc04e6a44c9f120"}, - {file = "watchfiles-0.19.0-pp38-pypy38_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:9afd0d69429172c796164fd7fe8e821ade9be983f51c659a38da3faaaaac44dc"}, - {file = "watchfiles-0.19.0-pp38-pypy38_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:68dce92b29575dda0f8d30c11742a8e2b9b8ec768ae414b54f7453f27bdf9545"}, - {file = "watchfiles-0.19.0-pp39-pypy39_pp73-macosx_10_7_x86_64.whl", hash = "sha256:5569fc7f967429d4bc87e355cdfdcee6aabe4b620801e2cf5805ea245c06097c"}, - {file = "watchfiles-0.19.0-pp39-pypy39_pp73-macosx_11_0_arm64.whl", hash = "sha256:5471582658ea56fca122c0f0d0116a36807c63fefd6fdc92c71ca9a4491b6b48"}, - {file = "watchfiles-0.19.0-pp39-pypy39_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:b538014a87f94d92f98f34d3e6d2635478e6be6423a9ea53e4dd96210065e193"}, - {file = "watchfiles-0.19.0-pp39-pypy39_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:20b44221764955b1e703f012c74015306fb7e79a00c15370785f309b1ed9aa8d"}, - {file = "watchfiles-0.19.0.tar.gz", hash = "sha256:d9b073073e048081e502b6c6b0b88714c026a1a4c890569238d04aca5f9ca74b"}, + {file = "watchfiles-0.20.0-cp37-abi3-macosx_10_7_x86_64.whl", hash = "sha256:3796312bd3587e14926013612b23066912cf45a14af71cf2b20db1c12dadf4e9"}, + {file = "watchfiles-0.20.0-cp37-abi3-macosx_11_0_arm64.whl", hash = "sha256:d0002d81c89a662b595645fb684a371b98ff90a9c7d8f8630c82f0fde8310458"}, + {file = "watchfiles-0.20.0-cp37-abi3-manylinux_2_12_i686.manylinux2010_i686.whl", hash = "sha256:570848706440373b4cd8017f3e850ae17f76dbdf1e9045fc79023b11e1afe490"}, + {file = "watchfiles-0.20.0-cp37-abi3-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:9a0351d20d03c6f7ad6b2e8a226a5efafb924c7755ee1e34f04c77c3682417fa"}, + {file = "watchfiles-0.20.0-cp37-abi3-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:007dcc4a401093010b389c044e81172c8a2520dba257c88f8828b3d460c6bb38"}, + {file = "watchfiles-0.20.0-cp37-abi3-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:0d82dbc1832da83e441d112069833eedd4cf583d983fb8dd666fbefbea9d99c0"}, + {file = "watchfiles-0.20.0-cp37-abi3-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:99f4c65fd2fce61a571b2a6fcf747d6868db0bef8a934e8ca235cc8533944d95"}, + {file = "watchfiles-0.20.0-cp37-abi3-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:5392dd327a05f538c56edb1c6ebba6af91afc81b40822452342f6da54907bbdf"}, + {file = "watchfiles-0.20.0-cp37-abi3-musllinux_1_1_aarch64.whl", hash = "sha256:08dc702529bb06a2b23859110c214db245455532da5eaea602921687cfcd23db"}, + {file = "watchfiles-0.20.0-cp37-abi3-musllinux_1_1_x86_64.whl", hash = "sha256:7d4e66a857621584869cfbad87039e65dadd7119f0d9bb9dbc957e089e32c164"}, + {file = "watchfiles-0.20.0-cp37-abi3-win32.whl", hash = "sha256:a03d1e6feb7966b417f43c3e3783188167fd69c2063e86bad31e62c4ea794cc5"}, + {file = "watchfiles-0.20.0-cp37-abi3-win_amd64.whl", hash = "sha256:eccc8942bcdc7d638a01435d915b913255bbd66f018f1af051cd8afddb339ea3"}, + {file = "watchfiles-0.20.0-cp37-abi3-win_arm64.whl", hash = "sha256:b17d4176c49d207865630da5b59a91779468dd3e08692fe943064da260de2c7c"}, + {file = "watchfiles-0.20.0-pp38-pypy38_pp73-macosx_10_7_x86_64.whl", hash = "sha256:d97db179f7566dcf145c5179ddb2ae2a4450e3a634eb864b09ea04e68c252e8e"}, + {file = "watchfiles-0.20.0-pp38-pypy38_pp73-macosx_11_0_arm64.whl", hash = "sha256:835df2da7a5df5464c4a23b2d963e1a9d35afa422c83bf4ff4380b3114603644"}, + {file = "watchfiles-0.20.0-pp38-pypy38_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:608cd94a8767f49521901aff9ae0c92cc8f5a24d528db7d6b0295290f9d41193"}, + {file = "watchfiles-0.20.0-pp38-pypy38_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:89d1de8218874925bce7bb2ae9657efc504411528930d7a83f98b1749864f2ef"}, + {file = "watchfiles-0.20.0-pp39-pypy39_pp73-macosx_10_7_x86_64.whl", hash = "sha256:13f995d5152a8ba4ed7c2bbbaeee4e11a5944defc7cacd0ccb4dcbdcfd78029a"}, + {file = "watchfiles-0.20.0-pp39-pypy39_pp73-macosx_11_0_arm64.whl", hash = "sha256:9b5c8d3be7b502f8c43a33c63166ada8828dbb0c6d49c8f9ce990a96de2f5a49"}, + {file = "watchfiles-0.20.0-pp39-pypy39_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:e43af4464daa08723c04b43cf978ab86cc55c684c16172622bdac64b34e36af0"}, + {file = "watchfiles-0.20.0-pp39-pypy39_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:87d9e1f75c4f86c93d73b5bd1ebe667558357548f11b4f8af4e0e272f79413ce"}, + {file = "watchfiles-0.20.0.tar.gz", hash = "sha256:728575b6b94c90dd531514677201e8851708e6e4b5fe7028ac506a200b622019"}, ] [package.dependencies] @@ -4552,4 +4693,4 @@ testing = ["coverage (>=5.0.3)", "zope.event", "zope.testing"] [metadata] lock-version = "2.0" python-versions = "^3.11" -content-hash = "1a8981686295b3de58b41192c608a69a2c05983c47f93451c8a6ed50304b7cb3" +content-hash = "6d200d3ea1ccf9fb89f44043e3e0845e70f19aac374b96227559375f44508dc5" diff --git a/machine-learning/pyproject.toml b/machine-learning/pyproject.toml index 355fb23bdd..756121f53e 100644 --- a/machine-learning/pyproject.toml +++ b/machine-learning/pyproject.toml @@ -30,6 +30,9 @@ rich = "^13.4.2" ftfy = "^6.1.1" setuptools = "^68.0.0" open-clip-torch = "^2.20.0" +python-multipart = "^0.0.6" +orjson = "^3.9.5" +safetensors = "0.3.2" [tool.poetry.group.dev.dependencies] mypy = "^1.3.0" diff --git a/mobile/openapi/.openapi-generator/FILES b/mobile/openapi/.openapi-generator/FILES index e62417987a..517c33f249 100644 --- a/mobile/openapi/.openapi-generator/FILES +++ b/mobile/openapi/.openapi-generator/FILES @@ -35,11 +35,14 @@ doc/AuthDeviceResponseDto.md doc/AuthenticationApi.md doc/BulkIdResponseDto.md doc/BulkIdsDto.md +doc/CLIPConfig.md +doc/CLIPMode.md doc/ChangePasswordDto.md doc/CheckDuplicateAssetDto.md doc/CheckDuplicateAssetResponseDto.md doc/CheckExistingAssetsDto.md doc/CheckExistingAssetsResponseDto.md +doc/ClassificationConfig.md doc/CreateAlbumDto.md doc/CreateProfileImageResponseDto.md doc/CreateTagDto.md @@ -68,6 +71,7 @@ doc/LogoutResponseDto.md doc/MapMarkerResponseDto.md doc/MemoryLaneResponseDto.md doc/MergePersonDto.md +doc/ModelType.md doc/OAuthApi.md doc/OAuthCallbackDto.md doc/OAuthConfigDto.md @@ -80,6 +84,7 @@ doc/PersonApi.md doc/PersonResponseDto.md doc/PersonUpdateDto.md doc/QueueStatusDto.md +doc/RecognitionConfig.md doc/SearchAlbumResponseDto.md doc/SearchApi.md doc/SearchAssetDto.md @@ -189,6 +194,9 @@ lib/model/check_duplicate_asset_dto.dart lib/model/check_duplicate_asset_response_dto.dart lib/model/check_existing_assets_dto.dart lib/model/check_existing_assets_response_dto.dart +lib/model/classification_config.dart +lib/model/clip_config.dart +lib/model/clip_mode.dart lib/model/create_album_dto.dart lib/model/create_profile_image_response_dto.dart lib/model/create_tag_dto.dart @@ -216,6 +224,7 @@ lib/model/logout_response_dto.dart lib/model/map_marker_response_dto.dart lib/model/memory_lane_response_dto.dart lib/model/merge_person_dto.dart +lib/model/model_type.dart lib/model/o_auth_callback_dto.dart lib/model/o_auth_config_dto.dart lib/model/o_auth_config_response_dto.dart @@ -225,6 +234,7 @@ lib/model/people_update_item.dart lib/model/person_response_dto.dart lib/model/person_update_dto.dart lib/model/queue_status_dto.dart +lib/model/recognition_config.dart lib/model/search_album_response_dto.dart lib/model/search_asset_dto.dart lib/model/search_asset_response_dto.dart @@ -309,6 +319,9 @@ test/check_duplicate_asset_dto_test.dart test/check_duplicate_asset_response_dto_test.dart test/check_existing_assets_dto_test.dart test/check_existing_assets_response_dto_test.dart +test/classification_config_test.dart +test/clip_config_test.dart +test/clip_mode_test.dart test/create_album_dto_test.dart test/create_profile_image_response_dto_test.dart test/create_tag_dto_test.dart @@ -337,6 +350,7 @@ test/logout_response_dto_test.dart test/map_marker_response_dto_test.dart test/memory_lane_response_dto_test.dart test/merge_person_dto_test.dart +test/model_type_test.dart test/o_auth_api_test.dart test/o_auth_callback_dto_test.dart test/o_auth_config_dto_test.dart @@ -349,6 +363,7 @@ test/person_api_test.dart test/person_response_dto_test.dart test/person_update_dto_test.dart test/queue_status_dto_test.dart +test/recognition_config_test.dart test/search_album_response_dto_test.dart test/search_api_test.dart test/search_asset_dto_test.dart diff --git a/mobile/openapi/README.md b/mobile/openapi/README.md index 148eaa7e400a4d47fc97b560bbd6b60ab423611d..09aa15cdd29ac33c7c9899c1cdf8dfd8c90e8f13 100644 GIT binary patch delta 203 zcmcaHiE+gg#tq44Rz98q&iQ$1ndz|_Df!9z`p$3xz1$Q{E(KkMXpoR^eo88m3J`a5 zq?r$+UQS|hab{X(a$-qlejchxSfn=3Hdkkr1nJHRsVsn*2Y40kY(MRV7rBJvzz@RE&#A83mgCd diff --git a/mobile/openapi/doc/CLIPConfig.md b/mobile/openapi/doc/CLIPConfig.md new file mode 100644 index 0000000000000000000000000000000000000000..13c2d56ae3028ca96aaf5446e5ce0aca475b43bf GIT binary patch literal 557 zcma)(QES5>5XayB6ha=F2&V7bQ`h#P(3Y_6Ed*kt&1A+C;~ob4@H<_yb!D&yA^z|F z_d8EB3Qk$!bUA=jrd;oL)f((s_k?5_-Gh)cyeOKo)QRp@^oq1?D}@h44-R~wiz$9L zv6hh+4U79|O{B_W(g&?ZaukE2AN2X%#otDao!2gCu&9m@(7`W03|=VC|I>sq9Oz_} zWDLEGod8VQqQYdHB*~hwIPD?nCZG4^APaQjsv(_9m}ags@#quwDR^!BE3k<}&Gbl~ z0!{uc{^paqe!$D60cdhkqsP!Rd08$Wx2w%zi)ERF?rl&uhQ%M7 Wu@)bRD=Qsn8-5|a8eTOo2qB+aGOB+7 literal 0 HcmV?d00001 diff --git a/mobile/openapi/doc/CLIPMode.md b/mobile/openapi/doc/CLIPMode.md new file mode 100644 index 0000000000000000000000000000000000000000..09c048a89c12b0aa8d8b179ff52373e5560990a1 GIT binary patch literal 374 zcma)1v2Fq}4Bh<|mTmxsgq=GKxIgm=bv|i$8Kfjk( zAx8=(I_=p~rx%-bz0Dm!RpEw>ML81=JB+5im=i(MG}a^m=OZV<(Q`g~Dou-8A&lM% zbx^8PUM6wW!_IiZ8-9Mp@+_%ulZ)awWVB<+4E0iZ_=1%B3j^%;@A;o7j3q~ho$KXr z7;8QKSk0H)mG-u>++IBeF~wIMIjJFGKf&+odA0l*xB1DO)?ak5SnhrV8xPMQCTM>btv@5_oSFM&C&{i^zOa; zE&!df!s&WKsZ6~wA_P6?UPO&{gLcp(V?_Z^C?v#J1z879^lxHRtm`@{d}MlZ=p!s< z``sLMl_Dp>;yy`pq@yR&N38-oh)KaGynMLyY*pyJb}2ET14dF*SBH#OsH*%+T}N>Cs|TD zx((*mglU1Xrg@+VLPW?)FgnDxUDoyLdAHu~cjQ(`?B6G4V_royps(`mLkU0L>*M1; WeQ6VwveF^-`76XF;Z5?AG4=%~Ri;S* literal 0 HcmV?d00001 diff --git a/mobile/openapi/doc/ModelType.md b/mobile/openapi/doc/ModelType.md new file mode 100644 index 0000000000000000000000000000000000000000..ea48554b976bca9558fd97274a28a4d2230d9611 GIT binary patch literal 375 zcma)1v2Fq}4Bh<|mTrI>5_XuV?uJSQA;gA|F1omFR1!xyGa&KtBnMKjU0M&Zp8fn@ zUWFVfnCP@;OJ}_)@8KE=psMhVjYat+9G4hP|7AW1x~{V(2{<1)3C^DLkzJ4<5)Z>)<~0D^0U^_K AcmMzZ literal 0 HcmV?d00001 diff --git a/mobile/openapi/doc/RecognitionConfig.md b/mobile/openapi/doc/RecognitionConfig.md new file mode 100644 index 0000000000000000000000000000000000000000..f1d4ae261e837a81fcf287f17b24324358704eff GIT binary patch literal 569 zcma)3T}#6-6n)RHxX_2KfpqWsH0>S)H^$~$DKu-c8f9ZKS41drwXuj2_ue4jMk->D|Sr)MM+7i-`&CFc3q`4jE@ii2pF-occQT zT5(QX&QFMa`Vu1NAm2(e25DP85sVFUzp=*_{U6Rat62XeJqB-VH&;hO>@3+T&bJps zz5E8npmHjQZiT6J+1J2WRo&5qAs{3s^i*hFFN-xmv;>@(n_#B|Tx#B`|mCB}UKnyC<& diff --git a/mobile/openapi/lib/api.dart b/mobile/openapi/lib/api.dart index d1b51ea8e687b6ea4bba27567d797fa457f7a6f8..08ac25105b0f76ad9ba8bdbb89321e75d6c41551 100644 GIT binary patch delta 117 zcmZoQSZBE53kPRTWUkzkrPr`05%kf2Qsx(?+24W bP-=31dR``qnS$to>606c)ixI!s!0L>2G2+U delta 29 lcmdlzgK_3m#tl)*o4+c5W8Cbnrpmebp#Bf0&HTnXk^sK!3zz@^ diff --git a/mobile/openapi/lib/api_helper.dart b/mobile/openapi/lib/api_helper.dart index a9df71cfd69e073fe0feb08b753c4b11da0fcfb6..fcedc766d5ca5737aaf59fac6c0eb2a907f4baae 100644 GIT binary patch delta 86 zcmdm?@=bL^AiJEik7s~yeoCsQLN%8H5EP}BlosVFK!qnS`g)0mO(Lp#T5? delta 17 ZcmeySx=PI_&*u#11OP;!2DJbH diff --git a/mobile/openapi/lib/model/classification_config.dart b/mobile/openapi/lib/model/classification_config.dart new file mode 100644 index 0000000000000000000000000000000000000000..17c6c4097804952797be33a9c16f6946ae2f295f GIT binary patch literal 4067 zcmbVPZExE)5dQ98aVd)0!BnN|ry;GK7HvATYvQ5F1`I(UFcM|6l}VSRY8Yw$`|kK6 zDKVR7GZ056?~ccN9zI7M9E=VQ;PqeU^QXTbpB{gDeSZ8F-o5{LoWa{UoX*eTWd8R3 zyMOl3j4WSOOxx-6{MY9r`Y9GtXFTf6KMO;M%0!OC^nE(iWn^1w}2mcJ3y*SR*7iMWf^b&FqrN z;RfAe{$<`vrzZauX*)U_^4Si$ql3AhT8zpP8fa?*!0T$sCx2={2 z7)ZW>i=vU8og} zop0A}>}DT#25_ZR17Qs}Af$yD*bSUnE#v~6GX->mxMy^xo&VWzW;jS?5&Cn?7}grg zr|lNZQngJ5OZJV!73UI-v2S5BIZRqZ$x)C;Vdn5rm%)ApOSR$OxXzr(f=jNMx=n z)4&xgzkpSgH^oLsL&{*Wb_5>n8wp^LZyH!td9y?UnD-Ah=oUbKoW_z-^+I3_e-d#z z@>M6uT-9GG+=@moG;+XEp_x@0rqjv%>N78qy;uvq57Qa=(@?TzLThAk=KFX51h{UB zh4ADFhR2VK6#0iMM4H?&h-4v)?)i3%jyujKGV^Ynxa-a+xo_g#EgG1MR`)v#1lAzXK>i#w%7aY zKp0MzRsLb(P#dQ(xd>TLA4fUpNS$Jsi?s*Ja>C`VC;D?;uat#*IC>NMovE14e$o#>^gEP?MX-nduOPf{5xA3z9D7( z&usyitiX3k1Hu|FaRzFwRw3SnQ$6e?H5!bm-CQ7qmzk%YJFpvJf|P{Le28+$YwUHd zP3pEpy)XqSNr7F{in724yHpjO4?mEUg(H`TV@6<#&o9=PQ1F_Jx`Ii?aX>vE5XhP2 zB{O!1N)z9aNP0p&Q%7NfY5Gqf79KXX{+qhNye1r9k}}RFMA!^^KJM@NPDs9yYCEnd zF1=^88sBn_+}rW>=V;&_EqDDX&BI>ib3)ivmXgLZG@$8z%o>YBso%KoP@hOc$G3pp zM}ehH6>bI%PQ8muMG$?Ru3bA>XtklJURAJ466lAC=2aRZ@HRIHwpJAy#d zemglfaL?RrsVAwb@i~I}UQa^J3o}-k&Js_j&K*$Lo5?fa(KVKUF@&7n zFs?YYV}r}m(O~f5Y<@~N|DfKkM|W?4e~@o?>6%@;l5{sL-xq5uE@ literal 0 HcmV?d00001 diff --git a/mobile/openapi/lib/model/clip_config.dart b/mobile/openapi/lib/model/clip_config.dart new file mode 100644 index 0000000000000000000000000000000000000000..5f0965df6a1df69019ce90226404d9162413dd86 GIT binary patch literal 4268 zcmeHKZEq7f5dNNDF-3@`x@CLEr&AyS1my%r8w9APC4jP-jtM7XT=vzJCYFSIXIg$mV7Nz3eRud-Tc>5AIuIg z(8aGm7v(}&HyEHg4`v2tCACpHnx~gTB@fDveO(nzEZAv0) z@*6Yf5FQppRRyv=2B6*FagY@tKVDVF1)cY9uKEipJj;^kEpgsFrGl@Af>2>l;|woeESwY z0VcnzW_a`nh2jtMr#eQtsrGIW5FF^1|8MiQNJ;lx=6m?rv6hJHe#c9tJ6Bx#VQd_E;y;3)!bP&53JjjZ&oE+F4)#;B2j96O zyUB@LlGwSPxE1miezv&w#D+%9?Jp>?=p`m zZV3x$rGmN3(2n!AwU);%J4H6#(5SoT7zUv$2pfn4A0NN`9) z{Q}c}nFWw?iLaH5eLrqJBb;4whI<6BAhs#7uegFbPJtVVS7m|A%feJtS>d49KAy97 z#!|#quqvgSun@*3b{#Y&odb^C9^{xLFNO0v;2VZ@fFd4a*Okf;O$t8|fLP38^(T$# z>5MYyNDjs2d{ohx@{{K<0VH%S^M9Y@wM3N>q5 zRfx5_Pp}A(8TWwJg$Rv}p`dVd0Nbf#x(=r2xG)76_BcZzQ$V-E8o9h7hlVLUBS@cE zNc2IlgA+xNY!tg@6ws zdhmoPx|J_HwVRYN+!Js+lrH%}p$@*>l{prXGes{CKgb{k2PY!x&cDbF4IJhV*dw)f zq!C$rJ(iL|9g*W>!qT)>et}0+A@pSGBL6rLAbo7Jv^?WWfZkRpr)!0$z3ED5>6gfa zNa=7d1~Rx`^`VSDI(C%&8;smD{r7=VY{9+C{vlG(qwSP-anC6gZMb@X$=c%U$}nqD z6hN?5!>FW}{9}A4$~MpKixeT{aDx$;RC9QtUMswhwtyi b+ipvfYYs%a8ij$u<0I@Obbxylc8z}k+zn3t literal 0 HcmV?d00001 diff --git a/mobile/openapi/lib/model/clip_mode.dart b/mobile/openapi/lib/model/clip_mode.dart new file mode 100644 index 0000000000000000000000000000000000000000..556ad17d7fbab2355a8ec5f09ead8257ccd000fe GIT binary patch literal 2496 zcmai0ZExE)5dQ98aRG)#0X%u@r@@`;28*+~NRwi9J`9E-(9$X9Dv=sV#WRZh_uY}A z?5JrMAhuo}-pg}$&v`N#O(t-8zqkv&&$=~3a*zoi!of?!R_4&KHOa`um3tD z7$e^m!noP%^yk+jzLgJ38_Y^=vQkz!g;uo|iwrBQQMqxvmvy6!d+~&*_Tpf(rgfRY ze_CnixDqveHp0-iLu1Lfu`eIbwX#kqm&t-0%2J~7$L)*GDyh(Bl~xY~b3383Uw+E+ zoiKJZB6kjS3A#Zg8ky4no6%^LSHfEO?PmG$gDw!hi~uH-`7*eb!XXGyxCc~i4SVT! z;C2X&(T@~T0qaLmwYW*?oR76Pm1c?CNt^oj7vw4!UeV!J6=PM>tdn^c_M@~?E0~?e zZ_dNha|$2e8QkH&ZV2XQ4DB+#k=7F~stOuyt=v`^LbD)MNO;YxZq|{0PvbK`o*zq| zevO#7YqAdzA{+Z_cFb2B@4Gu6@pCARu6_Q+fjW;e4kclxB4~AJaAkzD)ao^w zYE)t&%qq>bgIp+}=HVJ`fUc#V*Bp72j_m|acM~%9_JpE=4VB$M?1n-(0b7xOX7urF zI*^7zi}(_jB6r#xzTHOLV_6^Dd_Eh9#K0(NMwp-HQt~ZSH{F4TB=$0JLS6^>BIr*) zlvlp3Eos_1=I?8~Su=RU6o@_@)*vcF_=F`fOS7!^x6}(8Zb@faQb*#H74cXe`uoDppp8=;V9(i*#mkRNpyfl$i1;R!PWDKcD@vBe zhn5IUuECmQy@-r3o>r|Pgh7&CNg~=>-UDPn5Q-m{WygmINh+}qL1(B q7waI$M*8mLPzSK@?!T$gl7A92y literal 0 HcmV?d00001 diff --git a/mobile/openapi/lib/model/model_type.dart b/mobile/openapi/lib/model/model_type.dart new file mode 100644 index 0000000000000000000000000000000000000000..cf703a96a7b5d6bb87547b902071db7a242411bc GIT binary patch literal 2753 zcmai0ZExE)5dQ98aRG+L0UUYjry-r|28*+$Xp^CJJ`9E-Fw)89N|72##W0He_uY|_ z>?mp$AhuqP_ww9x&v`l>O{Z{qzq~vDV{yCqa=Bbw!S&6j#RRVI;P!3_pYN`2uKzwE zGq(JY3+rcZlV9GB_*QPTv6vRdriD~^0ky6j<|!&HQTs`IFU!hUKX^i@o!Gmys(otl z-&$Hau0=_om9X^f(K>Q&-SF|uXy=9Ysmv*$EF{`++zkd(Qlm?i(Hk=JTcOime@?Tl zux>P>a2`wnra~<$nb7~c(P)$@;T(K6IjZHpLij!cm{RFCF|HIIL4d{`psq{UNxucZ zMX0QKq?~eCJqlIhI-zqR*@Len9s8|xNiaC0VA1oEPS-j|tM*cFAiU+o*fs_!v3x+w z9t)|3g0J3omch*j^N7|`crs~TdJ`|kXE1vood(nH^+#uP|0O}|W!B^^OR>S<84iLu zqZdZQ>{&JTG}xR6%sQh}Dh=S7t3qT_s4tkAjh2IsqQ$vAm<+hdl&oH)zz^BBLGzPz zp{+tGs0`))pfHy2Kc!bw=-36aioWl}UK}`)8ngk z$gm00Ih{jcO&MB|?`aGO{KyV&T4%*XTw0+W4PJ?Me3s;dQ;y>!CN-Y9{G*)bpy5&_aPo8(NZ*ppqN|nfK|$37FbWv6FCeA{;NQFfzE7mP zHGWZ6e&0GHcgDgv5|~1AGuZU-z6}@$;FxJ0MszNai(^wOD0(zLnSrjAI`#z+6Hi2* zcR0m!08b(N_B-BL^tILPDQ~!*aSP5x2UCduG?Al8niM28n~>WPJ9tnu^Z#7KyXJ=yJ}GgtzNI#c+EhF zLrE-+)QazuDaqC)UhOZ);L*f|iwf*dg^x8xIc%5&axoon`1;K~DBO!Q5{; zuLITCYh(=O3H)hxND4e*O7=pBnR-2TJQ{sMktOylltW4xl4th$^Z l$zdFjuhe;ko>sy^r+T_TWNoyNS&U7nclJJ{s%RAj?@4E literal 0 HcmV?d00001 diff --git a/mobile/openapi/lib/model/recognition_config.dart b/mobile/openapi/lib/model/recognition_config.dart new file mode 100644 index 0000000000000000000000000000000000000000..8ab96ea9562ccbdbb9bf48e373f259a06af8423e GIT binary patch literal 4291 zcmbVPZExE)5dQ98aVd(%!Ca^7ry;G~7EL;|YvQ5F1`I)9FcNL6l|_%F>KSSN`<~;A zOh-zaEkF|Kcz3*e?%^GEc-T8Uq&I(DOrHLFa(43R&Be(vy?g)hWI)FgI-6Y3>E!tR zyTA6J#+t8lq3!7T@aN|}el6ye(sDXedO9mgc|>(p8<|gKDVMUcgZN%7S4!JX3sJ7c z#!OeWooe}aU1*qBVu`;iq4D2JZQxv+Zu3l4#)`^LiyRvkvqEZTZaOzBi%Oblsj4~D z>_Sx2U!F~~h0vzg!*-U`jMPe2VpR9Kxct+-E;TF>|tu!VIzhbt&^f$I?>#b6jx3ne1FHs`CsL z>0DE}EYE#Ru|QroI~Ek2>}os zGEBdhQW!~Y0DCM0GDa^rhWpc4yH_4{E~7*JwL&TyR#0-qWT1srnnt7k19RKN0qAv6h}Zfp7dcH<7P!A9-^}Az=?IrLVi5mVr`ED?Z;*i8OXP z%}a+81JWpUqQlIdON$zs#ak}#XzcQ8IvY2%N@mg+p*P%+&|?F%0Kj7;rCl*y$tz`9>)%pmTL4k z$!b8cR1k-JAdB%s7$1X_Ll07ZyxMm`o{H5=AJc&H4cdN@jlua3MpX#X_r_UKiIP4; zL?dcx-`u|NRCF4bdOw7|e+6yV=~fL2_3y=ACFpkykBdaTj zp~4#9XbsJ@S_WsAuJ>a8&7iQ)6Y>(}z8bhxedkygCN#8glQ=?CmNU#|H`aBXp=+5b z_p>R6o-MK|E(8me^ZE0Fc5`~=f^ZZHl=8tvbQym?7SP%dQIr!#O2Ra!GR%arEzb4* zpyUP^kZc{LJ_7VVfqpotV)Z9aqsffR_mVsFxX-j6(3Z6adwx2zZNkQuH9FVUI8of+ zaS$l_1M5ib9n;9!maRXo$>vdWcWah%o=4j`HDq$Qx^UJwstLUhV%mU~bH8UrWOm2eg{D_sc6E z9aD&X@^IupFz(!88W!eE*^}kUZlY7L3WK*Fe5*CjdN$pzN8Wi(j@pFY;)c)zK8(?p z$gTdt%RZ4IE*_rliKRz3qP&B3u(FEt>PN7SC_XtaX(7@U-bRdB-&u~BzXt|dX>)J; ziETbb9y@;*cvqp3FU)=C7;SIcdgAxS6jy$H+3**PAM`s#gj8>08FBZ)#aEh`4g>E~ zdO$gyr=e3!it~fA0xHaDgfRRfH$3E=z2_zG{+-&wG->x-8t%#tCgrb%>%uM|;zPur zLajPH^?EQ19iK0#xNY;N6WndP@@X>InMoaoY0MV9*2#|nJ?yx`N6MW0_WD2kc_1|& zLbEUpl2-6T79p|SI=6~3Fp8 zR05UekDzPGv)W)=J_~|AoKMd9<0SNFH^7_k+TYl=xxI~V93IV8&G-KObc{t&oK5k) M88$4y)eoKMU)>9B`~Uy| literal 0 HcmV?d00001 diff --git a/mobile/openapi/lib/model/system_config_machine_learning_dto.dart b/mobile/openapi/lib/model/system_config_machine_learning_dto.dart index c8d70d92cf43c01e8c7d3a4711c2e53317ee79e6..484d4858f5206ec61f75f82c8089ad7798915307 100644 GIT binary patch delta 704 zcmZot+ODu+AEQcQadBo^W^!UlW`3RymjVzJr52WE7Nw>rlw@QU>m}!87EC_N=rGxw zNy*$f2U)pueqLH;x_~;q8_VY z3kyzUachWQ6tar*^P-E?L1rQ=1=^6o<}Qs8!mw#GKl?7mdSoN56tG2-URqIpt{2c2 z4Y*avn$%-86(NxiN&p~d0F8miAr{Rbcfz$y7UJ|Xw^BfgNJs=@=)-WndhF(xoa@*m eP}~A>2skh%FB8xZQ-=za7Uh7MwbopxpdpBG)Ej%EqMKs1TXrEI$x zIpNk%-o&9Qgkh)p_S8tg zA&$rT-g`5a%d#j-xcpUDUw^DO>$}T(y@KnTpX&vzD%eyt+*Yfb>)&4lOXT-f`*?AB zd~#Z(l6tltRcF2G$ly7QJO*qP8XS=0;!xAztdEllZJzZmC^tss@o6M4a@K>aPJ8)B z^g+yhn3gw|L)07{5a;Ji%g;|?C) zxQD%m4m)mgi%BPK*43)Y94jF#bLE*R$xu`RZKS)sW>P40OlnmV%rCiOSLdu)a_f?0lMyl`3MK zz@tccHqN5PdJ`ZXhAAF&iO^8_*CBw8l7IGAs5*+vIlcEm4iR~jO_)IDE3+9R?hbPb NoWq<*FW%ca`2m!&2$KK+ literal 0 HcmV?d00001 diff --git a/mobile/openapi/test/clip_mode_test.dart b/mobile/openapi/test/clip_mode_test.dart new file mode 100644 index 0000000000000000000000000000000000000000..8b6627e7ebe1a727b49cc7d50c043206222b2311 GIT binary patch literal 413 zcmZvY!Arw16vprQE1surP#4`vHUx+5q_C|b_24Ny+Se}FCNW7Bk^S!`O1-#4Uif&w z?|sSRoN*4D=c>GX$Pf9`rphze7P~x!tb{{Z!M@Cj?aM{LB6-)K^|#B#^^!#?JEbj& zR$I}^o>nlb(NQC)r-77DCoKn~tv~C){sTXqFryci-bQJIUEvU_K^tyQ)`j8LowwIo zIgiQ<*@QsZO0qw8cQ&k-ik#@R>H_AEsKm{csE=qJW4~{N#9;l39j&w>g+}sl7V+1~ z`XA!Sc^=CI#L%c6gq6Vku6W$*hSZSG}%ho-@#OeB{?(o7o zWbG)I=QK?{x!ge_hM1>i3#8Cg2aqFy2dr(!6v^^;%Pn=;Z%YmIns|Bw|1tonSJVsC4 mL2ny03%PHHQ?}$$G51MTtsJhC((YqPiTqfS_>I5lE&C54lQNkA literal 0 HcmV?d00001 diff --git a/mobile/openapi/test/system_config_machine_learning_dto_test.dart b/mobile/openapi/test/system_config_machine_learning_dto_test.dart index e8003763fc52d291595270884ce7ce957c9fff63..a6d04bd7bf815daecd67a97fc67c0e4113c17daf 100644 GIT binary patch delta 143 zcmZ3+F`r|@KSpKeoW$bd%(Tqp#FEVXJm>tpw9IscWE8>4ADI;S(1d0)>+(DMcm}{V sWEOywu_WgJ89>R&#Y~CHL8;04>3Nw*2B#$^XC~$#i32qm0o8W{0Blw^(*OVf delta 139 zcmbQwv5aHGKSr^n{QMk+ { personMock = newPersonRepositoryMock(); searchMock = newSearchRepositoryMock(); storageMock = newStorageRepositoryMock(); + configMock = newSystemConfigRepositoryMock(); mediaMock.crop.mockResolvedValue(croppedFace); @@ -179,9 +180,18 @@ describe(FacialRecognitionService.name, () => { machineLearningMock.detectFaces.mockResolvedValue([]); assetMock.getByIds.mockResolvedValue([assetStub.image]); await sut.handleRecognizeFaces({ id: assetStub.image.id }); - expect(machineLearningMock.detectFaces).toHaveBeenCalledWith('http://immich-machine-learning:3003', { - imagePath: assetStub.image.resizePath, - }); + expect(machineLearningMock.detectFaces).toHaveBeenCalledWith( + 'http://immich-machine-learning:3003', + { + imagePath: assetStub.image.resizePath, + }, + { + enabled: true, + maxDistance: 0.6, + minScore: 0.7, + modelName: 'buffalo_l', + }, + ); expect(faceMock.create).not.toHaveBeenCalled(); expect(jobMock.queue).not.toHaveBeenCalled(); }); diff --git a/server/src/domain/facial-recognition/facial-recognition.services.ts b/server/src/domain/facial-recognition/facial-recognition.services.ts index 68886d1f2b..ad90dca24a 100644 --- a/server/src/domain/facial-recognition/facial-recognition.services.ts +++ b/server/src/domain/facial-recognition/facial-recognition.services.ts @@ -32,7 +32,7 @@ export class FacialRecognitionService { async handleQueueRecognizeFaces({ force }: IBaseJob) { const { machineLearning } = await this.configCore.getConfig(); - if (!machineLearning.enabled || !machineLearning.facialRecognitionEnabled) { + if (!machineLearning.enabled || !machineLearning.facialRecognition.enabled) { return true; } @@ -59,7 +59,7 @@ export class FacialRecognitionService { async handleRecognizeFaces({ id }: IEntityJob) { const { machineLearning } = await this.configCore.getConfig(); - if (!machineLearning.enabled || !machineLearning.facialRecognitionEnabled) { + if (!machineLearning.enabled || !machineLearning.facialRecognition.enabled) { return true; } @@ -68,7 +68,11 @@ export class FacialRecognitionService { return false; } - const faces = await this.machineLearning.detectFaces(machineLearning.url, { imagePath: asset.resizePath }); + const faces = await this.machineLearning.detectFaces( + machineLearning.url, + { imagePath: asset.resizePath }, + machineLearning.facialRecognition, + ); this.logger.debug(`${faces.length} faces detected in ${asset.resizePath}`); this.logger.verbose(faces.map((face) => ({ ...face, embedding: `float[${face.embedding.length}]` }))); @@ -80,7 +84,7 @@ export class FacialRecognitionService { // try to find a matching face and link to the associated person // The closer to 0, the better the match. Range is from 0 to 2 - if (faceSearchResult.total && faceSearchResult.distances[0] < 0.6) { + if (faceSearchResult.total && faceSearchResult.distances[0] <= machineLearning.facialRecognition.maxDistance) { this.logger.verbose(`Match face with distance ${faceSearchResult.distances[0]}`); personId = faceSearchResult.items[0].personId; } @@ -115,7 +119,7 @@ export class FacialRecognitionService { async handleGenerateFaceThumbnail(data: IFaceThumbnailJob) { const { machineLearning } = await this.configCore.getConfig(); - if (!machineLearning.enabled || !machineLearning.facialRecognitionEnabled) { + if (!machineLearning.enabled || !machineLearning.facialRecognition.enabled) { return true; } diff --git a/server/src/domain/search/search.repository.ts b/server/src/domain/search/search.repository.ts index 78885bff00..40ff4e8520 100644 --- a/server/src/domain/search/search.repository.ts +++ b/server/src/domain/search/search.repository.ts @@ -86,6 +86,7 @@ export interface ISearchRepository { deleteAssets(ids: string[]): Promise; deleteFaces(ids: string[]): Promise; deleteAllFaces(): Promise; + updateCLIPField(num_dim: number): Promise; searchAlbums(query: string, filters: SearchFilter): Promise>; searchAssets(query: string, filters: SearchFilter): Promise>; diff --git a/server/src/domain/search/search.service.ts b/server/src/domain/search/search.service.ts index 29edcfc6c4..8084b4f6b9 100644 --- a/server/src/domain/search/search.service.ts +++ b/server/src/domain/search/search.service.ts @@ -121,15 +121,18 @@ export class SearchService { await this.configCore.requireFeature(FeatureFlag.SEARCH); const query = dto.q || dto.query || '*'; - const hasClip = machineLearning.enabled && machineLearning.clipEncodeEnabled; + const hasClip = machineLearning.enabled && machineLearning.clip.enabled; const strategy = dto.clip && hasClip ? SearchStrategy.CLIP : SearchStrategy.TEXT; const filters = { userId: authUser.id, ...dto }; let assets: SearchResult; switch (strategy) { case SearchStrategy.CLIP: - const clip = await this.machineLearning.encodeText(machineLearning.url, query); - assets = await this.searchRepository.vectorSearch(clip, filters); + const { + machineLearning: { clip }, + } = await this.configCore.getConfig(); + const embedding = await this.machineLearning.encodeText(machineLearning.url, { text: query }, clip); + assets = await this.searchRepository.vectorSearch(embedding, filters); break; case SearchStrategy.TEXT: default: diff --git a/server/src/domain/smart-info/dto/index.ts b/server/src/domain/smart-info/dto/index.ts new file mode 100644 index 0000000000..aa672a787c --- /dev/null +++ b/server/src/domain/smart-info/dto/index.ts @@ -0,0 +1 @@ +export * from './model-config.dto'; diff --git a/server/src/domain/smart-info/dto/model-config.dto.ts b/server/src/domain/smart-info/dto/model-config.dto.ts new file mode 100644 index 0000000000..40da07ab9e --- /dev/null +++ b/server/src/domain/smart-info/dto/model-config.dto.ts @@ -0,0 +1,50 @@ +import { ApiProperty } from '@nestjs/swagger'; +import { Type } from 'class-transformer'; +import { IsBoolean, IsEnum, IsNotEmpty, IsNumber, IsOptional, IsString, Max, Min } from 'class-validator'; +import { CLIPMode, ModelType } from '../machine-learning.interface'; + +export class ModelConfig { + @IsBoolean() + enabled!: boolean; + + @IsString() + @IsNotEmpty() + modelName!: string; + + @IsEnum(ModelType) + @IsOptional() + @ApiProperty({ enumName: 'ModelType', enum: ModelType }) + modelType?: ModelType; +} + +export class ClassificationConfig extends ModelConfig { + @IsNumber() + @Min(0) + @Max(1) + @Type(() => Number) + @ApiProperty({ type: 'integer' }) + minScore!: number; +} + +export class CLIPConfig extends ModelConfig { + @IsEnum(CLIPMode) + @IsOptional() + @ApiProperty({ enumName: 'CLIPMode', enum: CLIPMode }) + mode?: CLIPMode; +} + +export class RecognitionConfig extends ModelConfig { + @IsNumber() + @Min(0) + @Max(1) + @Type(() => Number) + @ApiProperty({ type: 'integer' }) + minScore!: number; + + @IsNumber() + @Min(0) + @Max(2) + @Type(() => Number) + @ApiProperty({ type: 'integer' }) + maxDistance!: number; +} diff --git a/server/src/domain/smart-info/index.ts b/server/src/domain/smart-info/index.ts index 86c2d1eccd..b53b21428d 100644 --- a/server/src/domain/smart-info/index.ts +++ b/server/src/domain/smart-info/index.ts @@ -1,3 +1,4 @@ +export * from './dto'; export * from './machine-learning.interface'; export * from './smart-info.repository'; export * from './smart-info.service'; diff --git a/server/src/domain/smart-info/machine-learning.interface.ts b/server/src/domain/smart-info/machine-learning.interface.ts index 7c431fd5f3..8e4b3789b4 100644 --- a/server/src/domain/smart-info/machine-learning.interface.ts +++ b/server/src/domain/smart-info/machine-learning.interface.ts @@ -1,9 +1,15 @@ +import { ClassificationConfig, CLIPConfig, RecognitionConfig } from './dto'; + export const IMachineLearningRepository = 'IMachineLearningRepository'; -export interface MachineLearningInput { +export interface VisionModelInput { imagePath: string; } +export interface TextModelInput { + text: string; +} + export interface BoundingBox { x1: number; y1: number; @@ -19,9 +25,20 @@ export interface DetectFaceResult { embedding: number[]; } -export interface IMachineLearningRepository { - classifyImage(url: string, input: MachineLearningInput): Promise; - encodeImage(url: string, input: MachineLearningInput): Promise; - encodeText(url: string, input: string): Promise; - detectFaces(url: string, input: MachineLearningInput): Promise; +export enum ModelType { + IMAGE_CLASSIFICATION = 'image-classification', + FACIAL_RECOGNITION = 'facial-recognition', + CLIP = 'clip', +} + +export enum CLIPMode { + VISION = 'vision', + TEXT = 'text', +} + +export interface IMachineLearningRepository { + classifyImage(url: string, input: VisionModelInput, config: ClassificationConfig): Promise; + encodeImage(url: string, input: VisionModelInput, config: CLIPConfig): Promise; + encodeText(url: string, input: TextModelInput, config: CLIPConfig): Promise; + detectFaces(url: string, input: VisionModelInput, config: RecognitionConfig): Promise; } diff --git a/server/src/domain/smart-info/smart-info.service.spec.ts b/server/src/domain/smart-info/smart-info.service.spec.ts index 7461058e29..8ff1437a0c 100644 --- a/server/src/domain/smart-info/smart-info.service.spec.ts +++ b/server/src/domain/smart-info/smart-info.service.spec.ts @@ -84,9 +84,13 @@ describe(SmartInfoService.name, () => { await sut.handleClassifyImage({ id: asset.id }); - expect(machineMock.classifyImage).toHaveBeenCalledWith('http://immich-machine-learning:3003', { - imagePath: 'path/to/resize.ext', - }); + expect(machineMock.classifyImage).toHaveBeenCalledWith( + 'http://immich-machine-learning:3003', + { + imagePath: 'path/to/resize.ext', + }, + { enabled: true, minScore: 0.9, modelName: 'microsoft/resnet-50' }, + ); expect(smartMock.upsert).toHaveBeenCalledWith({ assetId: 'asset-1', tags: ['tag1', 'tag2', 'tag3'], @@ -141,13 +145,16 @@ describe(SmartInfoService.name, () => { }); it('should save the returned objects', async () => { + smartMock.upsert.mockResolvedValue(); machineMock.encodeImage.mockResolvedValue([0.01, 0.02, 0.03]); await sut.handleEncodeClip({ id: asset.id }); - expect(machineMock.encodeImage).toHaveBeenCalledWith('http://immich-machine-learning:3003', { - imagePath: 'path/to/resize.ext', - }); + expect(machineMock.encodeImage).toHaveBeenCalledWith( + 'http://immich-machine-learning:3003', + { imagePath: 'path/to/resize.ext' }, + { enabled: true, modelName: 'ViT-B-32::openai' }, + ); expect(smartMock.upsert).toHaveBeenCalledWith({ assetId: 'asset-1', clipEmbedding: [0.01, 0.02, 0.03], diff --git a/server/src/domain/smart-info/smart-info.service.ts b/server/src/domain/smart-info/smart-info.service.ts index 2512c4c32d..319324b2a8 100644 --- a/server/src/domain/smart-info/smart-info.service.ts +++ b/server/src/domain/smart-info/smart-info.service.ts @@ -22,7 +22,7 @@ export class SmartInfoService { async handleQueueObjectTagging({ force }: IBaseJob) { const { machineLearning } = await this.configCore.getConfig(); - if (!machineLearning.enabled || !machineLearning.tagImageEnabled) { + if (!machineLearning.enabled || !machineLearning.classification.enabled) { return true; } @@ -43,7 +43,7 @@ export class SmartInfoService { async handleClassifyImage({ id }: IEntityJob) { const { machineLearning } = await this.configCore.getConfig(); - if (!machineLearning.enabled || !machineLearning.tagImageEnabled) { + if (!machineLearning.enabled || !machineLearning.classification.enabled) { return true; } @@ -52,7 +52,11 @@ export class SmartInfoService { return false; } - const tags = await this.machineLearning.classifyImage(machineLearning.url, { imagePath: asset.resizePath }); + const tags = await this.machineLearning.classifyImage( + machineLearning.url, + { imagePath: asset.resizePath }, + machineLearning.classification, + ); await this.repository.upsert({ assetId: asset.id, tags }); return true; @@ -60,7 +64,7 @@ export class SmartInfoService { async handleQueueEncodeClip({ force }: IBaseJob) { const { machineLearning } = await this.configCore.getConfig(); - if (!machineLearning.enabled || !machineLearning.clipEncodeEnabled) { + if (!machineLearning.enabled || !machineLearning.clip.enabled) { return true; } @@ -81,7 +85,7 @@ export class SmartInfoService { async handleEncodeClip({ id }: IEntityJob) { const { machineLearning } = await this.configCore.getConfig(); - if (!machineLearning.enabled || !machineLearning.clipEncodeEnabled) { + if (!machineLearning.enabled || !machineLearning.clip.enabled) { return true; } @@ -90,7 +94,12 @@ export class SmartInfoService { return false; } - const clipEmbedding = await this.machineLearning.encodeImage(machineLearning.url, { imagePath: asset.resizePath }); + const clipEmbedding = await this.machineLearning.encodeImage( + machineLearning.url, + { imagePath: asset.resizePath }, + machineLearning.clip, + ); + await this.repository.upsert({ assetId: asset.id, clipEmbedding: clipEmbedding }); return true; diff --git a/server/src/domain/system-config/dto/system-config-machine-learning.dto.ts b/server/src/domain/system-config/dto/system-config-machine-learning.dto.ts index b4063669d3..330560ea87 100644 --- a/server/src/domain/system-config/dto/system-config-machine-learning.dto.ts +++ b/server/src/domain/system-config/dto/system-config-machine-learning.dto.ts @@ -1,4 +1,6 @@ -import { IsBoolean, IsUrl, ValidateIf } from 'class-validator'; +import { ClassificationConfig, CLIPConfig, RecognitionConfig } from '@app/domain'; +import { Type } from 'class-transformer'; +import { IsBoolean, IsObject, IsUrl, ValidateIf, ValidateNested } from 'class-validator'; export class SystemConfigMachineLearningDto { @IsBoolean() @@ -8,12 +10,18 @@ export class SystemConfigMachineLearningDto { @ValidateIf((dto) => dto.enabled) url!: string; - @IsBoolean() - clipEncodeEnabled!: boolean; + @Type(() => ClassificationConfig) + @ValidateNested() + @IsObject() + classification!: ClassificationConfig; - @IsBoolean() - facialRecognitionEnabled!: boolean; + @Type(() => CLIPConfig) + @ValidateNested() + @IsObject() + clip!: CLIPConfig; - @IsBoolean() - tagImageEnabled!: boolean; + @Type(() => RecognitionConfig) + @ValidateNested() + @IsObject() + facialRecognition!: RecognitionConfig; } diff --git a/server/src/domain/system-config/system-config.core.ts b/server/src/domain/system-config/system-config.core.ts index 5fa55a7092..f4154cd154 100644 --- a/server/src/domain/system-config/system-config.core.ts +++ b/server/src/domain/system-config/system-config.core.ts @@ -47,12 +47,25 @@ export const defaults = Object.freeze({ [QueueName.THUMBNAIL_GENERATION]: { concurrency: 5 }, [QueueName.VIDEO_CONVERSION]: { concurrency: 1 }, }, + machineLearning: { enabled: process.env.IMMICH_MACHINE_LEARNING_ENABLED !== 'false', url: process.env.IMMICH_MACHINE_LEARNING_URL || 'http://immich-machine-learning:3003', - facialRecognitionEnabled: true, - tagImageEnabled: true, - clipEncodeEnabled: true, + classification: { + enabled: true, + modelName: 'microsoft/resnet-50', + minScore: 0.9, + }, + clip: { + enabled: true, + modelName: 'ViT-B-32::openai', + }, + facialRecognition: { + enabled: true, + modelName: 'buffalo_l', + minScore: 0.7, + maxDistance: 0.6, + }, }, oauth: { enabled: false, @@ -143,9 +156,9 @@ export class SystemConfigCore { const mlEnabled = config.machineLearning.enabled; return { - [FeatureFlag.CLIP_ENCODE]: mlEnabled && config.machineLearning.clipEncodeEnabled, - [FeatureFlag.FACIAL_RECOGNITION]: mlEnabled && config.machineLearning.facialRecognitionEnabled, - [FeatureFlag.TAG_IMAGE]: mlEnabled && config.machineLearning.tagImageEnabled, + [FeatureFlag.CLIP_ENCODE]: mlEnabled && config.machineLearning.clip.enabled, + [FeatureFlag.FACIAL_RECOGNITION]: mlEnabled && config.machineLearning.facialRecognition.enabled, + [FeatureFlag.TAG_IMAGE]: mlEnabled && config.machineLearning.classification.enabled, [FeatureFlag.SIDECAR]: true, [FeatureFlag.SEARCH]: process.env.TYPESENSE_ENABLED !== 'false', @@ -230,7 +243,7 @@ export class SystemConfigCore { _.set(config, key, value); } - return _.defaultsDeep(config, defaults) as SystemConfig; + return plainToClass(SystemConfigDto, _.defaultsDeep(config, defaults)); } private async loadFromFile(filepath: string, force = false) { diff --git a/server/src/domain/system-config/system-config.service.spec.ts b/server/src/domain/system-config/system-config.service.spec.ts index fd450a2963..3e0d8b4705 100644 --- a/server/src/domain/system-config/system-config.service.spec.ts +++ b/server/src/domain/system-config/system-config.service.spec.ts @@ -49,9 +49,21 @@ const updatedConfig = Object.freeze({ machineLearning: { enabled: true, url: 'http://immich-machine-learning:3003', - facialRecognitionEnabled: true, - tagImageEnabled: true, - clipEncodeEnabled: true, + classification: { + enabled: true, + modelName: 'microsoft/resnet-50', + minScore: 0.9, + }, + clip: { + enabled: true, + modelName: 'ViT-B-32::openai', + }, + facialRecognition: { + enabled: true, + modelName: 'buffalo_l', + minScore: 0.7, + maxDistance: 0.6, + }, }, oauth: { autoLaunch: true, diff --git a/server/src/infra/entities/system-config.entity.ts b/server/src/infra/entities/system-config.entity.ts index 642f40c16c..f124a1306c 100644 --- a/server/src/infra/entities/system-config.entity.ts +++ b/server/src/infra/entities/system-config.entity.ts @@ -1,4 +1,4 @@ -import { QueueName } from '@app/domain/job/job.constants'; +import { QueueName } from '@app/domain'; import { Column, Entity, PrimaryColumn } from 'typeorm'; @Entity('system_config') @@ -39,9 +39,18 @@ export enum SystemConfigKey { MACHINE_LEARNING_ENABLED = 'machineLearning.enabled', MACHINE_LEARNING_URL = 'machineLearning.url', - MACHINE_LEARNING_FACIAL_RECOGNITION_ENABLED = 'machineLearning.facialRecognitionEnabled', - MACHINE_LEARNING_TAG_IMAGE_ENABLED = 'machineLearning.tagImageEnabled', - MACHINE_LEARNING_CLIP_ENCODE_ENABLED = 'machineLearning.clipEncodeEnabled', + + MACHINE_LEARNING_CLASSIFICATION_ENABLED = 'machineLearning.classification.enabled', + MACHINE_LEARNING_CLASSIFICATION_MODEL_NAME = 'machineLearning.classification.modelName', + MACHINE_LEARNING_CLASSIFICATION_MIN_SCORE = 'machineLearning.classification.minScore', + + MACHINE_LEARNING_CLIP_ENABLED = 'machineLearning.clip.enabled', + MACHINE_LEARNING_CLIP_MODEL_NAME = 'machineLearning.clip.modelName', + + MACHINE_LEARNING_FACIAL_RECOGNITION_ENABLED = 'machineLearning.facialRecognition.enabled', + MACHINE_LEARNING_FACIAL_RECOGNITION_MODEL_NAME = 'machineLearning.facialRecognition.modelName', + MACHINE_LEARNING_FACIAL_RECOGNITION_MIN_SCORE = 'machineLearning.facialRecognition.minScore', + MACHINE_LEARNING_FACIAL_RECOGNITION_MAX_DISTANCE = 'machineLearning.facialRecognition.maxDistance', OAUTH_ENABLED = 'oauth.enabled', OAUTH_ISSUER_URL = 'oauth.issuerUrl', @@ -114,9 +123,21 @@ export interface SystemConfig { machineLearning: { enabled: boolean; url: string; - clipEncodeEnabled: boolean; - facialRecognitionEnabled: boolean; - tagImageEnabled: boolean; + classification: { + enabled: boolean; + modelName: string; + minScore: number; + }; + clip: { + enabled: boolean; + modelName: string; + }; + facialRecognition: { + enabled: boolean; + modelName: string; + minScore: number; + maxDistance: number; + }; }; oauth: { enabled: boolean; diff --git a/server/src/infra/migrations/1693236627291-RenameMLEnableFlags.ts b/server/src/infra/migrations/1693236627291-RenameMLEnableFlags.ts new file mode 100644 index 0000000000..096356f6e0 --- /dev/null +++ b/server/src/infra/migrations/1693236627291-RenameMLEnableFlags.ts @@ -0,0 +1,25 @@ +import { MigrationInterface, QueryRunner } from "typeorm" + +export class RenameMLEnableFlags1693236627291 implements MigrationInterface { + public async up(queryRunner: QueryRunner): Promise { + await queryRunner.query(` + UPDATE system_config SET key = CASE + WHEN key = 'ffmpeg.classificationEnabled' THEN 'ffmpeg.classification.enabled' + WHEN key = 'ffmpeg.clipEnabled' THEN 'ffmpeg.clip.enabled' + WHEN key = 'ffmpeg.facialRecognitionEnabled' THEN 'ffmpeg.facialRecognition.enabled' + ELSE key + END + `); + } + + public async down(queryRunner: QueryRunner): Promise { + await queryRunner.query(` + UPDATE system_config SET key = CASE + WHEN key = 'ffmpeg.classification.enabled' THEN 'ffmpeg.classificationEnabled' + WHEN key = 'ffmpeg.clip.enabled' THEN 'ffmpeg.clipEnabled' + WHEN key = 'ffmpeg.facialRecognition.enabled' THEN 'ffmpeg.facialRecognitionEnabled' + ELSE key + END + `); + } +} diff --git a/server/src/infra/repositories/machine-learning.repository.ts b/server/src/infra/repositories/machine-learning.repository.ts index 3d3e22449a..fd4e934293 100644 --- a/server/src/infra/repositories/machine-learning.repository.ts +++ b/server/src/infra/repositories/machine-learning.repository.ts @@ -1,29 +1,65 @@ -import { DetectFaceResult, IMachineLearningRepository, MachineLearningInput } from '@app/domain'; +import { + ClassificationConfig, + CLIPConfig, + CLIPMode, + DetectFaceResult, + IMachineLearningRepository, + ModelConfig, + ModelType, + RecognitionConfig, + TextModelInput, + VisionModelInput, +} from '@app/domain'; import { Injectable } from '@nestjs/common'; -import axios from 'axios'; -import { createReadStream } from 'fs'; - -const client = axios.create(); +import { readFile } from 'fs/promises'; @Injectable() export class MachineLearningRepository implements IMachineLearningRepository { - private post(input: MachineLearningInput, endpoint: string): Promise { - return client.post(endpoint, createReadStream(input.imagePath)).then((res) => res.data); + private async post(url: string, input: TextModelInput | VisionModelInput, config: ModelConfig): Promise { + const formData = await this.getFormData(input, config); + const res = await fetch(`${url}/predict`, { method: 'POST', body: formData }); + return res.json(); } - classifyImage(url: string, input: MachineLearningInput): Promise { - return this.post(input, `${url}/image-classifier/tag-image`); + classifyImage(url: string, input: VisionModelInput, config: ClassificationConfig): Promise { + return this.post(url, input, { ...config, modelType: ModelType.IMAGE_CLASSIFICATION }); } - detectFaces(url: string, input: MachineLearningInput): Promise { - return this.post(input, `${url}/facial-recognition/detect-faces`); + detectFaces(url: string, input: VisionModelInput, config: RecognitionConfig): Promise { + return this.post(url, input, { ...config, modelType: ModelType.FACIAL_RECOGNITION }); } - encodeImage(url: string, input: MachineLearningInput): Promise { - return this.post(input, `${url}/sentence-transformer/encode-image`); + encodeImage(url: string, input: VisionModelInput, config: CLIPConfig): Promise { + return this.post(url, input, { + ...config, + modelType: ModelType.CLIP, + mode: CLIPMode.VISION, + } as CLIPConfig); } - encodeText(url: string, input: string): Promise { - return client.post(`${url}/sentence-transformer/encode-text`, { text: input }).then((res) => res.data); + encodeText(url: string, input: TextModelInput, config: CLIPConfig): Promise { + return this.post(url, input, { ...config, modelType: ModelType.CLIP, mode: CLIPMode.TEXT } as CLIPConfig); + } + + async getFormData(input: TextModelInput | VisionModelInput, config: ModelConfig): Promise { + const formData = new FormData(); + const { modelName, modelType, ...options } = config; + + formData.append('modelName', modelName); + if (modelType) { + formData.append('modelType', modelType); + } + if (options) { + formData.append('options', JSON.stringify(options)); + } + if ('imagePath' in input) { + formData.append('image', new Blob([await readFile(input.imagePath)])); + } else if ('text' in input) { + formData.append('text', input.text); + } else { + throw new Error('Invalid input'); + } + + return formData; } } diff --git a/server/src/infra/repositories/typesense.repository.ts b/server/src/infra/repositories/typesense.repository.ts index bb78a0995c..594f9973bb 100644 --- a/server/src/infra/repositories/typesense.repository.ts +++ b/server/src/infra/repositories/typesense.repository.ts @@ -52,6 +52,8 @@ export class TypesenseRepository implements ISearchRepository { private logger = new Logger(TypesenseRepository.name); private _client: Client | null = null; + private _updateCLIPLock = false; + private get client(): Client { if (!this._client) { throw new Error('Typesense client not available (no apiKey was provided)'); @@ -141,7 +143,7 @@ export class TypesenseRepository implements ISearchRepository { await this.updateAlias(collection); } } catch (error: any) { - this.handleError(error); + await this.handleError(error); } } @@ -221,6 +223,30 @@ export class TypesenseRepository implements ISearchRepository { return records.num_deleted; } + async deleteAllAssets(): Promise { + const records = await this.client.collections(assetSchema.name).documents().delete({ filter_by: 'ownerId:!=null' }); + return records.num_deleted; + } + + async updateCLIPField(num_dim: number): Promise { + const clipField = assetSchema.fields?.find((field) => field.name === 'smartInfo.clipEmbedding'); + if (clipField && !this._updateCLIPLock) { + try { + this._updateCLIPLock = true; + clipField.num_dim = num_dim; + await this.deleteAllAssets(); + await this.client + .collections(assetSchema.name) + .update({ fields: [{ name: 'smartInfo.clipEmbedding', drop: true } as any, clipField] }); + this.logger.log(`Successfully updated CLIP dimensions to ${num_dim}`); + } catch (err: any) { + this.logger.error(`Error while updating CLIP field: ${err.message}`); + } finally { + this._updateCLIPLock = false; + } + } + } + async delete(collection: SearchCollection, ids: string[]): Promise { await this.client .collections(schemaMap[collection].name) @@ -326,21 +352,34 @@ export class TypesenseRepository implements ISearchRepository { } as SearchResult; } - private handleError(error: any) { + private async handleError(error: any) { this.logger.error('Unable to index documents'); const results = error.importResults || []; + let dimsChanged = false; for (const result of results) { try { result.document = JSON.parse(result.document); + if (result.error.includes('Field `smartInfo.clipEmbedding` must have')) { + dimsChanged = true; + this.logger.warn( + `CLIP embedding dimensions have changed, now ${result.document.smartInfo.clipEmbedding.length} dims. Updating schema...`, + ); + await this.updateCLIPField(result.document.smartInfo.clipEmbedding.length); + break; + } + if (result.document?.smartInfo?.clipEmbedding) { result.document.smartInfo.clipEmbedding = ''; } - } catch {} + } catch (err: any) { + this.logger.error(`Error while updating CLIP field: ${(err.message, err.stack)}`); + } } - this.logger.verbose(JSON.stringify(results, null, 2)); + if (!dimsChanged) { + this.logger.log(JSON.stringify(results, null, 2)); + } } - private async updateAlias(collection: SearchCollection) { const schema = schemaMap[collection]; const alias = await this.client diff --git a/server/test/repositories/search.repository.mock.ts b/server/test/repositories/search.repository.mock.ts index 5bf8f63397..af4dbce64d 100644 --- a/server/test/repositories/search.repository.mock.ts +++ b/server/test/repositories/search.repository.mock.ts @@ -11,6 +11,7 @@ export const newSearchRepositoryMock = (): jest.Mocked => { deleteAssets: jest.fn(), deleteFaces: jest.fn(), deleteAllFaces: jest.fn(), + updateCLIPField: jest.fn(), searchAssets: jest.fn(), searchAlbums: jest.fn(), vectorSearch: jest.fn(), diff --git a/web/src/api/open-api/api.ts b/web/src/api/open-api/api.ts index 36189d39f4..f3246f0963 100644 --- a/web/src/api/open-api/api.ts +++ b/web/src/api/open-api/api.ts @@ -862,6 +862,53 @@ export interface BulkIdsDto { */ 'ids': Array; } +/** + * + * @export + * @interface CLIPConfig + */ +export interface CLIPConfig { + /** + * + * @type {boolean} + * @memberof CLIPConfig + */ + 'enabled': boolean; + /** + * + * @type {CLIPMode} + * @memberof CLIPConfig + */ + 'mode'?: CLIPMode; + /** + * + * @type {string} + * @memberof CLIPConfig + */ + 'modelName': string; + /** + * + * @type {ModelType} + * @memberof CLIPConfig + */ + 'modelType'?: ModelType; +} + + +/** + * + * @export + * @enum {string} + */ + +export const CLIPMode = { + Vision: 'vision', + Text: 'text' +} as const; + +export type CLIPMode = typeof CLIPMode[keyof typeof CLIPMode]; + + /** * * @export @@ -951,6 +998,39 @@ export interface CheckExistingAssetsResponseDto { */ 'existingIds': Array; } +/** + * + * @export + * @interface ClassificationConfig + */ +export interface ClassificationConfig { + /** + * + * @type {boolean} + * @memberof ClassificationConfig + */ + 'enabled': boolean; + /** + * + * @type {number} + * @memberof ClassificationConfig + */ + 'minScore': number; + /** + * + * @type {string} + * @memberof ClassificationConfig + */ + 'modelName': string; + /** + * + * @type {ModelType} + * @memberof ClassificationConfig + */ + 'modelType'?: ModelType; +} + + /** * * @export @@ -1766,6 +1846,21 @@ export interface MergePersonDto { */ 'ids': Array; } +/** + * + * @export + * @enum {string} + */ + +export const ModelType = { + ImageClassification: 'image-classification', + FacialRecognition: 'facial-recognition', + Clip: 'clip' +} as const; + +export type ModelType = typeof ModelType[keyof typeof ModelType]; + + /** * * @export @@ -1991,6 +2086,45 @@ export interface QueueStatusDto { */ 'isPaused': boolean; } +/** + * + * @export + * @interface RecognitionConfig + */ +export interface RecognitionConfig { + /** + * + * @type {boolean} + * @memberof RecognitionConfig + */ + 'enabled': boolean; + /** + * + * @type {number} + * @memberof RecognitionConfig + */ + 'maxDistance': number; + /** + * + * @type {number} + * @memberof RecognitionConfig + */ + 'minScore': number; + /** + * + * @type {string} + * @memberof RecognitionConfig + */ + 'modelName': string; + /** + * + * @type {ModelType} + * @memberof RecognitionConfig + */ + 'modelType'?: ModelType; +} + + /** * * @export @@ -2803,10 +2937,16 @@ export interface SystemConfigJobDto { export interface SystemConfigMachineLearningDto { /** * - * @type {boolean} + * @type {ClassificationConfig} * @memberof SystemConfigMachineLearningDto */ - 'clipEncodeEnabled': boolean; + 'classification': ClassificationConfig; + /** + * + * @type {CLIPConfig} + * @memberof SystemConfigMachineLearningDto + */ + 'clip': CLIPConfig; /** * * @type {boolean} @@ -2815,16 +2955,10 @@ export interface SystemConfigMachineLearningDto { 'enabled': boolean; /** * - * @type {boolean} + * @type {RecognitionConfig} * @memberof SystemConfigMachineLearningDto */ - 'facialRecognitionEnabled': boolean; - /** - * - * @type {boolean} - * @memberof SystemConfigMachineLearningDto - */ - 'tagImageEnabled': boolean; + 'facialRecognition': RecognitionConfig; /** * * @type {string} diff --git a/web/src/lib/components/admin-page/settings/machine-learning-settings/machine-learning-settings.svelte b/web/src/lib/components/admin-page/settings/machine-learning-settings/machine-learning-settings.svelte index f8ac971cf2..af30634d25 100644 --- a/web/src/lib/components/admin-page/settings/machine-learning-settings/machine-learning-settings.svelte +++ b/web/src/lib/components/admin-page/settings/machine-learning-settings/machine-learning-settings.svelte @@ -4,38 +4,45 @@ NotificationType, } from '$lib/components/shared-components/notification/notification'; import { handleError } from '$lib/utils/handle-error'; - import { api, SystemConfigDto } from '@api'; + import { api, SystemConfigMachineLearningDto } from '@api'; import { isEqual } from 'lodash-es'; import { fade } from 'svelte/transition'; import SettingButtonsRow from '../setting-buttons-row.svelte'; import SettingInputField, { SettingInputFieldType } from '../setting-input-field.svelte'; import SettingSwitch from '../setting-switch.svelte'; + import SettingAccordion from '../setting-accordion.svelte'; + import SettingSelect from '../setting-select.svelte'; + export let machineLearningConfig: SystemConfigMachineLearningDto; // this is the config that is being edited export let disabled = false; - let config: SystemConfigDto; - let defaultConfig: SystemConfigDto; + let savedConfig: SystemConfigMachineLearningDto; + let defaultConfig: SystemConfigMachineLearningDto; async function refreshConfig() { - [config, defaultConfig] = await Promise.all([ - api.systemConfigApi.getConfig().then((res) => res.data), - api.systemConfigApi.getDefaults().then((res) => res.data), + [savedConfig, defaultConfig] = await Promise.all([ + api.systemConfigApi.getConfig().then((res) => res.data.machineLearning), + api.systemConfigApi.getDefaults().then((res) => res.data.machineLearning), ]); } async function reset() { const { data: resetConfig } = await api.systemConfigApi.getConfig(); - config = resetConfig; + machineLearningConfig = { ...resetConfig.machineLearning }; + savedConfig = { ...resetConfig.machineLearning }; notificationController.show({ message: 'Reset to the last saved settings', type: NotificationType.Info }); } async function saveSetting() { try { const { data: current } = await api.systemConfigApi.getConfig(); - await api.systemConfigApi.updateConfig({ - systemConfigDto: { ...current, machineLearning: config.machineLearning }, + const result = await api.systemConfigApi.updateConfig({ + systemConfigDto: { ...current, machineLearning: machineLearningConfig }, }); - await refreshConfig(); + + machineLearningConfig = { ...result.data.machineLearning }; + savedConfig = { ...result.data.machineLearning }; + notificationController.show({ message: 'Settings saved', type: NotificationType.Info }); } catch (error) { handleError(error, 'Unable to save settings'); @@ -43,10 +50,7 @@ } async function resetToDefault() { - await refreshConfig(); - const { data: defaults } = await api.systemConfigApi.getDefaults(); - config = defaults; - + machineLearningConfig = { ...defaultConfig }; notificationController.show({ message: 'Reset settings to defaults', type: NotificationType.Info }); } @@ -54,52 +58,152 @@
{#await refreshConfig() then}
-
- + +
+ -
+
- + +
- + +
+ - +
- + +

+ The name of an image classification model listed here. It must be tagged with the 'Image Classification' task and must support ONNX conversion. +

+ + + +
+ + + +
+ + +
+ + +

+ The name of a CLIP model listed here. Note that you must re-run the 'Encode CLIP' job for all images upon changing a model. +

+ +
+ + + +
+ + +
+ + + + + + +
+ diff --git a/web/src/lib/components/admin-page/settings/setting-input-field.svelte b/web/src/lib/components/admin-page/settings/setting-input-field.svelte index 65a5018e58..843e799b39 100644 --- a/web/src/lib/components/admin-page/settings/setting-input-field.svelte +++ b/web/src/lib/components/admin-page/settings/setting-input-field.svelte @@ -13,6 +13,9 @@ export let inputType: SettingInputFieldType; export let value: string | number; + export let min = Number.MIN_VALUE.toString(); + export let max = Number.MAX_VALUE.toString(); + export let step = '1'; export let label = ''; export let desc = ''; export let required = false; @@ -48,6 +51,8 @@

{desc}

+ {:else} + {/if} + + + + - - - -