mirror of
https://github.com/immich-app/immich.git
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02b29046b3
* feat: add OCR functionality and related configurations * chore: update labeler configuration for machine learning files * feat(i18n): enhance OCR model descriptions and add orientation classification and unwarping features * chore: update Dockerfile to include ccache for improved build performance * feat(ocr): enhance OCR model configuration with orientation classification and unwarping options, update PaddleOCR integration, and improve response structure * refactor(ocr): remove OCR_CLEANUP job from enum and type definitions * refactor(ocr): remove obsolete OCR entity and migration files, and update asset job status and schema to accommodate new OCR table structure * refactor(ocr): update OCR schema and response structure to use individual coordinates instead of bounding box, and adjust related service and repository files * feat: enhance OCR configuration and functionality - Updated OCR settings to include minimum detection box score, minimum detection score, and minimum recognition score. - Refactored PaddleOCRecognizer to utilize new scoring parameters. - Introduced new database tables for asset OCR data and search functionality. - Modified related services and repositories to support the new OCR features. - Updated translations for improved clarity in settings UI. * sql changes * use rapidocr * change dto * update web * update lock * update api * store positions as normalized floats * match column order in db * update admin ui settings descriptions fix max resolution key set min threshold to 0.1 fix bind * apply config correctly, adjust defaults * unnecessary model type * unnecessary sources * fix(ocr): switch RapidOCR lang type from LangDet to LangRec * fix(ocr): expose lang_type (LangRec.CH) and font_path on OcrOptions for RapidOCR * fix(ocr): make OCR text search case- and accent-insensitive using ILIKE + unaccent * fix(ocr): add OCR search fields * fix: Add OCR database migration and update ML prediction logic. * trigrams are already case insensitive * add tests * format * update migrations * wrong uuid function * linting * maybe fix medium tests * formatting * fix weblate check * openapi * sql * minor fixes * maybe fix medium tests part 2 * passing medium tests * format web * readd sql * format dart * disabled in e2e * chore: translation ordering --------- Co-authored-by: mertalev <101130780+mertalev@users.noreply.github.com> Co-authored-by: Alex Tran <alex.tran1502@gmail.com>
171 lines
4.1 KiB
Python
171 lines
4.1 KiB
Python
from immich_ml.config import clean_name
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from immich_ml.schemas import ModelSource
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_OPENCLIP_MODELS = {
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"RN101__openai",
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"RN101__yfcc15m",
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"RN50__cc12m",
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"RN50__openai",
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"RN50__yfcc15m",
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"RN50x16__openai",
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"RN50x4__openai",
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"RN50x64__openai",
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"ViT-B-16-SigLIP-256__webli",
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"ViT-B-16-SigLIP-384__webli",
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"ViT-B-16-SigLIP-512__webli",
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"ViT-B-16-SigLIP-i18n-256__webli",
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"ViT-B-16-SigLIP__webli",
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"ViT-B-16-plus-240__laion400m_e31",
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"ViT-B-16-plus-240__laion400m_e32",
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"ViT-B-16__laion400m_e31",
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"ViT-B-16__laion400m_e32",
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"ViT-B-16__openai",
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"ViT-B-32__laion2b-s34b-b79k",
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"ViT-B-32__laion2b_e16",
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"ViT-B-32__laion400m_e31",
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"ViT-B-32__laion400m_e32",
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"ViT-B-32__openai",
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"ViT-H-14-378-quickgelu__dfn5b",
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"ViT-H-14-quickgelu__dfn5b",
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"ViT-H-14__laion2b-s32b-b79k",
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"ViT-L-14-336__openai",
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"ViT-L-14-quickgelu__dfn2b",
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"ViT-L-14__laion2b-s32b-b82k",
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"ViT-L-14__laion400m_e31",
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"ViT-L-14__laion400m_e32",
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"ViT-L-14__openai",
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"ViT-L-16-SigLIP-256__webli",
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"ViT-L-16-SigLIP-384__webli",
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"ViT-SO400M-14-SigLIP-384__webli",
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"ViT-g-14__laion2b-s12b-b42k",
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"XLM-Roberta-Base-ViT-B-32__laion5b_s13b_b90k",
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"XLM-Roberta-Large-ViT-H-14__frozen_laion5b_s13b_b90k",
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"nllb-clip-base-siglip__mrl",
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"nllb-clip-base-siglip__v1",
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"nllb-clip-large-siglip__mrl",
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"nllb-clip-large-siglip__v1",
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"ViT-B-16-SigLIP2__webli",
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"ViT-B-32-SigLIP2-256__webli",
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"ViT-L-16-SigLIP2-256__webli",
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"ViT-L-16-SigLIP2-384__webli",
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"ViT-L-16-SigLIP2-512__webli",
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"ViT-SO400M-14-SigLIP2-378__webli",
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"ViT-SO400M-14-SigLIP2__webli",
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"ViT-SO400M-16-SigLIP2-256__webli",
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"ViT-SO400M-16-SigLIP2-384__webli",
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"ViT-SO400M-16-SigLIP2-512__webli",
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"ViT-gopt-16-SigLIP2-256__webli",
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"ViT-gopt-16-SigLIP2-384__webli",
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}
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_MCLIP_MODELS = {
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"LABSE-Vit-L-14",
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"XLM-Roberta-Large-Vit-B-16Plus",
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"XLM-Roberta-Large-Vit-B-32",
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"XLM-Roberta-Large-Vit-L-14",
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}
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_INSIGHTFACE_MODELS = {
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"antelopev2",
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"buffalo_s",
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"buffalo_m",
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"buffalo_l",
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}
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_PADDLE_MODELS = {
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"PP-OCRv5_server",
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"PP-OCRv5_mobile",
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}
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SUPPORTED_PROVIDERS = [
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"CUDAExecutionProvider",
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"ROCMExecutionProvider",
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"OpenVINOExecutionProvider",
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"CoreMLExecutionProvider",
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"CPUExecutionProvider",
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]
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RKNN_SUPPORTED_SOCS = ["rk3566", "rk3568", "rk3576", "rk3588"]
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RKNN_COREMASK_SUPPORTED_SOCS = ["rk3576", "rk3588"]
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WEBLATE_TO_FLORES200 = {
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"af": "afr_Latn",
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"ar": "arb_Arab",
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"az": "azj_Latn",
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"be": "bel_Cyrl",
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"bg": "bul_Cyrl",
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"ca": "cat_Latn",
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"cs": "ces_Latn",
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"da": "dan_Latn",
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"de": "deu_Latn",
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"el": "ell_Grek",
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"en": "eng_Latn",
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"es": "spa_Latn",
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"et": "est_Latn",
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"fa": "pes_Arab",
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"fi": "fin_Latn",
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"fr": "fra_Latn",
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"he": "heb_Hebr",
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"hi": "hin_Deva",
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"hr": "hrv_Latn",
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"hu": "hun_Latn",
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"hy": "hye_Armn",
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"id": "ind_Latn",
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"it": "ita_Latn",
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"ja": "jpn_Hira",
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"kmr": "kmr_Latn",
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"ko": "kor_Hang",
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"lb": "ltz_Latn",
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"lt": "lit_Latn",
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"lv": "lav_Latn",
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"mfa": "zsm_Latn",
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"mk": "mkd_Cyrl",
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"mn": "khk_Cyrl",
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"mr": "mar_Deva",
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"ms": "zsm_Latn",
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"nb-NO": "nob_Latn",
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"nn": "nno_Latn",
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"nl": "nld_Latn",
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"pl": "pol_Latn",
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"pt-BR": "por_Latn",
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"pt": "por_Latn",
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"ro": "ron_Latn",
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"ru": "rus_Cyrl",
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"sk": "slk_Latn",
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"sl": "slv_Latn",
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"sr-Cyrl": "srp_Cyrl",
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"sv": "swe_Latn",
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"ta": "tam_Taml",
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"te": "tel_Telu",
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"th": "tha_Thai",
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"tr": "tur_Latn",
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"uk": "ukr_Cyrl",
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"ur": "urd_Arab",
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"vi": "vie_Latn",
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"zh-CN": "zho_Hans",
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"zh-Hans": "zho_Hans",
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"zh-TW": "zho_Hant",
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}
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def get_model_source(model_name: str) -> ModelSource | None:
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cleaned_name = clean_name(model_name)
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if cleaned_name in _INSIGHTFACE_MODELS:
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return ModelSource.INSIGHTFACE
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if cleaned_name in _MCLIP_MODELS:
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return ModelSource.MCLIP
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if cleaned_name in _OPENCLIP_MODELS:
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return ModelSource.OPENCLIP
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if cleaned_name in _PADDLE_MODELS:
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return ModelSource.PADDLE
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return None
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