From ff0c103dc57395768d7fb5d48caa3dfd4904087e Mon Sep 17 00:00:00 2001 From: dekun Date: Sun, 28 Jun 2026 14:16:06 +0800 Subject: [PATCH] =?UTF-8?q?=E6=94=AF=E6=8C=81=E5=B1=80=E5=9F=9F=E7=BD=91?= =?UTF-8?q?=20GPU=20OCR=20=E6=9C=8D=E5=8A=A1=EF=BC=8C=E9=85=8D=E7=BD=AE?= =?UTF-8?q?=E6=96=B9=E5=BC=8F=E7=B1=BB=E4=BC=BC=20Ollama=E3=80=82?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- .env.example | 3 + backend/.env.example | 2 + backend/app/core/config.py | 3 + backend/app/models/user.py | 1 + backend/app/routers/admin.py | 3 + backend/app/routers/wrong_questions.py | 16 +- backend/app/schemas/__init__.py | 2 + backend/app/services/migrate.py | 2 + backend/app/services/ocr.py | 41 ++++- deploy/ocr-worker/app.py | 140 ++++++++++++++++++ deploy/ocr-worker/install.sh | 45 ++++++ deploy/ocr-worker/ocr-worker.service | 17 +++ deploy/ocr-worker/requirements.txt | 6 + deploy/ocr-worker/start.sh | 17 +++ .../{index-DzzkB1zh.js => index-19dlnnB9.js} | 2 +- frontend/dist/index.html | 2 +- frontend/src/api/client.ts | 1 + frontend/src/pages/SettingsPage.tsx | 10 ++ frontend/src/types/index.ts | 1 + 19 files changed, 305 insertions(+), 9 deletions(-) create mode 100644 deploy/ocr-worker/app.py create mode 100644 deploy/ocr-worker/install.sh create mode 100644 deploy/ocr-worker/ocr-worker.service create mode 100644 deploy/ocr-worker/requirements.txt create mode 100644 deploy/ocr-worker/start.sh rename frontend/dist/assets/{index-DzzkB1zh.js => index-19dlnnB9.js} (96%) diff --git a/.env.example b/.env.example index 87d8e10..efd4a50 100644 --- a/.env.example +++ b/.env.example @@ -16,6 +16,9 @@ CORS_ORIGINS=http://127.0.0.1:23566,http://localhost:23566 OLLAMA_BASE_URL=http://127.0.0.1:11434 OLLAMA_MODEL=qwen2.5:7b +# 局域网 GPU OCR 服务（deploy/ocr-worker），留空则本机 CPU 识别 +OCR_SERVICE_URL= +OCR_API_KEY= OPENAI_BASE_URL=https://api.openai.com/v1 OPENAI_MODEL=gpt-4o-mini FLUCTUATION_THRESHOLD=0.08 diff --git a/backend/.env.example b/backend/.env.example index aa8feeb..72a18be 100644 --- a/backend/.env.example +++ b/backend/.env.example @@ -5,4 +5,6 @@ UPLOAD_DIR=uploads API_PORT=23568 OLLAMA_BASE_URL=http://127.0.0.1:11434 OLLAMA_MODEL=qwen2.5:7b +OCR_SERVICE_URL= +OCR_API_KEY= FLUCTUATION_THRESHOLD=0.08 diff --git a/backend/app/core/config.py b/backend/app/core/config.py index 61836d5..88e411b 100644 --- a/backend/app/core/config.py +++ b/backend/app/core/config.py @@ -25,6 +25,9 @@ class Settings(BaseSettings): OCR_MAX_SIDE: int = 1280 UPLOAD_MAX_SIDE: int = 2048 OCR_WARMUP: bool = True + OCR_SERVICE_URL: str = "" + OCR_API_KEY: str = "" + OCR_USE_GPU: bool = False class Config: env_file = ".env" diff --git a/backend/app/models/user.py b/backend/app/models/user.py index 0bc1500..88a164b 100644 --- a/backend/app/models/user.py +++ b/backend/app/models/user.py @@ -159,6 +159,7 @@ class SystemSettings(Base): openai_base_url: Mapped[str | None] = mapped_column(String(256), nullable=True) openai_model: Mapped[str | None] = mapped_column(String(128), nullable=True) openai_api_key: Mapped[str | None] = mapped_column(String(512), nullable=True) + ocr_service_url: Mapped[str | None] = mapped_column(String(256), nullable=True) updated_at: Mapped[datetime] = mapped_column( DateTime(timezone=True), default=lambda: datetime.now(timezone.utc) ) diff --git a/backend/app/routers/admin.py b/backend/app/routers/admin.py index 19cd7b9..f77eec2 100644 --- a/backend/app/routers/admin.py +++ b/backend/app/routers/admin.py @@ -31,6 +31,7 @@ def settings_to_out(row: SystemSettings) -> SystemSettingsOut: openai_base_url=row.openai_base_url, openai_model=row.openai_model, openai_api_key_set=bool(row.openai_api_key), + ocr_service_url=row.ocr_service_url, updated_at=row.updated_at, ) @@ -74,6 +75,8 @@ def update_settings( row.openai_model = data.openai_model or None if data.openai_api_key is not None and data.openai_api_key.strip(): row.openai_api_key = data.openai_api_key.strip() + if data.ocr_service_url is not None: + row.ocr_service_url = data.ocr_service_url.strip() or None row.updated_at = datetime.now(timezone.utc) db.commit() db.refresh(row) diff --git a/backend/app/routers/wrong_questions.py b/backend/app/routers/wrong_questions.py index ed4ade7..11dea05 100644 --- a/backend/app/routers/wrong_questions.py +++ b/backend/app/routers/wrong_questions.py @@ -11,7 +11,7 @@ from sqlalchemy.orm import Session, joinedload from app.core.config import settings from app.core.database import SessionLocal, get_db from app.core.deps import get_current_user -from app.models.user import Subject, User, WrongQuestion, WrongQuestionCategory, WrongQuestionStatus +from app.models.user import Subject, SystemSettings, User, WrongQuestion, WrongQuestionCategory, WrongQuestionStatus from app.schemas import WrongQuestionCategoryEnum, WrongQuestionOut, WrongQuestionUpdate from app.services import annotation as annotation_service from app.services import llm as llm_service @@ -50,6 +50,13 @@ def _expire_stale_processing(wq: WrongQuestion, db: Session) -> None: db.commit() +def _ocr_service_url(db: Session) -> str | None: + row = db.get(SystemSettings, 1) + if row and row.ocr_service_url: + return row.ocr_service_url.strip() or None + return ocr_service.resolve_ocr_service_url() + + def _parse_mark_regions(raw: str | None) -> list[dict] | None: if not raw: return None @@ -140,9 +147,12 @@ def _process_wrong_question(question_id: uuid.UUID): wq.error_message = None image_full = Path(settings.UPLOAD_DIR) / wq.image_path + ocr_url = _ocr_service_url(db) try: with ThreadPoolExecutor(max_workers=1) as pool: - future = pool.submit(ocr_service.run_ocr_with_regions, str(image_full)) + future = pool.submit( + ocr_service.run_ocr_with_regions, str(image_full), ocr_url + ) ocr_result = future.result(timeout=settings.OCR_TIMEOUT_SECONDS) ocr_text = ocr_result["text"] ocr_lines = ocr_result["lines"] @@ -166,6 +176,8 @@ def _process_wrong_question(question_id: uuid.UUID): msg = _short_error(exc, "OCR 识别失败：") if "libGL" in str(exc): msg += " 请在服务器执行: sudo bash deploy/install-ocr-deps.sh && systemctl restart grade-archive" + elif ocr_url: + msg += f" 请检查 OCR 服务是否可达: {ocr_url} （可浏览器访问 {ocr_url.rstrip('/')}/health）" wq.error_message = msg db.commit() return diff --git a/backend/app/schemas/__init__.py b/backend/app/schemas/__init__.py index 7b015a7..4f429f3 100644 --- a/backend/app/schemas/__init__.py +++ b/backend/app/schemas/__init__.py @@ -74,6 +74,7 @@ class SystemSettingsOut(BaseModel): openai_base_url: str | None = None openai_model: str | None = None openai_api_key_set: bool = False + ocr_service_url: str | None = None updated_at: datetime model_config = {"from_attributes": True} @@ -87,6 +88,7 @@ class SystemSettingsUpdate(BaseModel): openai_base_url: str | None = None openai_model: str | None = None openai_api_key: str | None = None + ocr_service_url: str | None = None class AdminProfileUpdate(BaseModel): diff --git a/backend/app/services/migrate.py b/backend/app/services/migrate.py index 90a05e5..abe4a4b 100644 --- a/backend/app/services/migrate.py +++ b/backend/app/services/migrate.py @@ -61,6 +61,8 @@ def run_migrations() -> None: alters.append("ADD COLUMN openai_model VARCHAR(128)") if "openai_api_key" not in ss_columns: alters.append("ADD COLUMN openai_api_key VARCHAR(512)") + if "ocr_service_url" not in ss_columns: + alters.append("ADD COLUMN ocr_service_url VARCHAR(256)") if alters: with engine.begin() as conn: for clause in alters: diff --git a/backend/app/services/ocr.py b/backend/app/services/ocr.py index 493afaa..37f8c1d 100644 --- a/backend/app/services/ocr.py +++ b/backend/app/services/ocr.py @@ -5,6 +5,7 @@ import threading from io import BytesIO from pathlib import Path +import httpx from PIL import Image from app.core.config import settings @@ -23,22 +24,32 @@ def get_ocr_engine(): if _ocr_engine is None: from paddleocr import PaddleOCR + use_gpu = settings.OCR_USE_GPU _ocr_engine = PaddleOCR( use_angle_cls=False, lang="ch", show_log=False, - use_gpu=False, - enable_mkldnn=True, + use_gpu=use_gpu, + enable_mkldnn=not use_gpu, det_limit_side_len=min(settings.OCR_MAX_SIDE, 1280), rec_batch_num=8, ) return _ocr_engine +def resolve_ocr_service_url(service_url: str | None = None) -> str | None: + url = (service_url or settings.OCR_SERVICE_URL or "").strip() + return url or None + + +def uses_remote_ocr(service_url: str | None = None) -> bool: + return resolve_ocr_service_url(service_url) is not None + + def warmup_ocr_engine() -> None: """后台预加载 OCR 模型，避免首张图片等待数分钟。""" global _ocr_warmup_started - if _ocr_warmup_started or not settings.OCR_WARMUP: + if _ocr_warmup_started or not settings.OCR_WARMUP or uses_remote_ocr(): return _ocr_warmup_started = True @@ -110,8 +121,20 @@ def _prepare_ocr_image(image_path: str) -> tuple[str, float, float, int, int, Pa return str(tmp), scale_x, scale_y, orig_w, orig_h, tmp -def run_ocr_with_regions(image_path: str) -> dict: - """Return OCR text plus line-level bounding boxes for annotation.""" +def _run_remote_ocr(service_url: str, image_path: str) -> dict: + url = f"{service_url.rstrip('/')}/api/ocr/regions" + headers: dict[str, str] = {} + if settings.OCR_API_KEY: + headers["X-OCR-Key"] = settings.OCR_API_KEY + with open(image_path, "rb") as handle: + files = {"file": (Path(image_path).name, handle, "image/jpeg")} + with httpx.Client(timeout=settings.OCR_TIMEOUT_SECONDS) as client: + resp = client.post(url, files=files, headers=headers) + resp.raise_for_status() + return resp.json() + + +def _run_local_ocr(image_path: str) -> dict: engine = get_ocr_engine() ocr_path, scale_x, scale_y, orig_w, orig_h, tmp_path = _prepare_ocr_image(image_path) try: @@ -150,6 +173,14 @@ def run_ocr_with_regions(image_path: str) -> dict: } +def run_ocr_with_regions(image_path: str, service_url: str | None = None) -> dict: + """Return OCR text plus line-level bounding boxes for annotation.""" + remote = resolve_ocr_service_url(service_url) + if remote: + return _run_remote_ocr(remote, image_path) + return _run_local_ocr(image_path) + + def run_ocr(image_path: str) -> str: return run_ocr_with_regions(image_path)["text"] diff --git a/deploy/ocr-worker/app.py b/deploy/ocr-worker/app.py new file mode 100644 index 0000000..88a2a68 --- /dev/null +++ b/deploy/ocr-worker/app.py @@ -0,0 +1,140 @@ +"""局域网 OCR 服务：在带 NVIDIA 显卡的机器上运行，供成绩档案系统调用。""" + +import os +import tempfile +from pathlib import Path + +from fastapi import FastAPI, File, Header, HTTPException, UploadFile +from PIL import Image + +os.environ.setdefault("OPENCV_IO_ENABLE_OPENEXR", "0") + +OCR_MAX_SIDE = int(os.getenv("OCR_MAX_SIDE", "1280")) +OCR_API_KEY = os.getenv("OCR_API_KEY", "").strip() +OCR_USE_GPU = os.getenv("OCR_USE_GPU", "true").lower() in {"1", "true", "yes"} + +app = FastAPI(title="Grade Archive OCR Worker", version="1.0.0") +_engine = None + + +def _check_key(key: str | None) -> None: + if OCR_API_KEY and key != OCR_API_KEY: + raise HTTPException(status_code=401, detail="Invalid OCR API key") + + +def get_engine(): + global _engine + if _engine is None: + from paddleocr import PaddleOCR + + _engine = PaddleOCR( + use_angle_cls=False, + lang="ch", + show_log=False, + use_gpu=OCR_USE_GPU, + enable_mkldnn=not OCR_USE_GPU, + det_limit_side_len=min(OCR_MAX_SIDE, 1280), + rec_batch_num=8, + ) + return _engine + + +def _bbox_from_box(box: list) -> list[float]: + xs = [float(p[0]) for p in box] + ys = [float(p[1]) for p in box] + return [min(xs), min(ys), max(xs), max(ys)] + + +def _scale_box(box: list, scale_x: float, scale_y: float) -> list: + return [[float(p[0]) * scale_x, float(p[1]) * scale_y] for p in box] + + +def _prepare_image_bytes(content: bytes) -> tuple[bytes, float, float, int, int]: + with Image.open(__import__("io").BytesIO(content)) as img: + img = img.convert("RGB") + orig_w, orig_h = img.size + longest = max(orig_w, orig_h) + if longest <= OCR_MAX_SIDE: + buf = __import__("io").BytesIO() + img.save(buf, format="JPEG", quality=88) + return buf.getvalue(), 1.0, 1.0, orig_w, orig_h + + ratio = OCR_MAX_SIDE / longest + new_w = max(1, int(orig_w * ratio)) + new_h = max(1, int(orig_h * ratio)) + resized = img.resize((new_w, new_h), Image.Resampling.LANCZOS) + buf = __import__("io").BytesIO() + resized.save(buf, format="JPEG", quality=85) + scale_x = orig_w / new_w + scale_y = orig_h / new_h + return buf.getvalue(), scale_x, scale_y, orig_w, orig_h + + +def run_ocr_on_bytes(content: bytes) -> dict: + engine = get_engine() + image_bytes, scale_x, scale_y, orig_w, orig_h = _prepare_image_bytes(content) + with tempfile.NamedTemporaryFile(suffix=".jpg", delete=False) as tmp: + tmp.write(image_bytes) + tmp_path = tmp.name + try: + result = engine.ocr(tmp_path, cls=False) + finally: + Path(tmp_path).unlink(missing_ok=True) + + lines: list[dict] = [] + if result and result[0]: + for item in result[0]: + if not item or len(item) < 2: + continue + box, rec = item[0], item[1] + text = rec[0] if rec else "" + conf = float(rec[1]) if rec and len(rec) > 1 else 0.0 + if not text: + continue + if scale_x != 1.0 or scale_y != 1.0: + box = _scale_box(box, scale_x, scale_y) + lines.append( + { + "text": text, + "confidence": conf, + "box": box, + "bbox": _bbox_from_box(box), + } + ) + + return { + "text": "\n".join(line["text"] for line in lines), + "lines": lines, + "width": orig_w, + "height": orig_h, + } + + +@app.on_event("startup") +def warmup(): + buf = __import__("io").BytesIO() + Image.new("RGB", (120, 40), color=(255, 255, 255)).save(buf, format="JPEG") + try: + run_ocr_on_bytes(buf.getvalue()) + except Exception: + pass + + +@app.get("/health") +def health(): + return {"status": "ok", "gpu": OCR_USE_GPU} + + +@app.post("/api/ocr/regions") +async def ocr_regions( + file: UploadFile = File(...), + x_ocr_key: str | None = Header(default=None, alias="X-OCR-Key"), +): + _check_key(x_ocr_key) + content = await file.read() + if not content: + raise HTTPException(status_code=400, detail="Empty image") + try: + return run_ocr_on_bytes(content) + except Exception as exc: + raise HTTPException(status_code=500, detail=str(exc)) from exc diff --git a/deploy/ocr-worker/install.sh b/deploy/ocr-worker/install.sh new file mode 100644 index 0000000..855d1b4 --- /dev/null +++ b/deploy/ocr-worker/install.sh @@ -0,0 +1,45 @@ +#!/usr/bin/env bash +# 在带 NVIDIA 显卡（如 RTX 3060 Ti）的 Linux 机器上安装 OCR Worker +set -euo pipefail + +ROOT="$(cd "$(dirname "$0")" && pwd)" +VENV="${ROOT}/.venv" +PORT="${OCR_PORT:-23567}" + +echo "==> OCR Worker 安装目录: ${ROOT}" + +if ! command -v python3 >/dev/null; then + echo "请先安装 python3" + exit 1 +fi + +python3 -m venv "${VENV}" +# shellcheck disable=SC1091 +source "${VENV}/bin/activate" +pip install -U pip wheel + +# Paddle GPU（CUDA 11.8，适配多数 3060 Ti 驱动） +pip install paddlepaddle-gpu==2.6.2 -i https://www.paddlepaddle.org.cn/packages/stable/cu118/ +pip install -r "${ROOT}/requirements.txt" + +cat < to {if(!n._listeners)return;let 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ocr_service_url: settingsRes.data.ocr_service_url || '', }) } finally { setLoading(false) @@ -115,6 +116,7 @@ export default function SettingsPage() { openai_base_url?: string openai_model?: string openai_api_key?: string + ocr_service_url?: string }) => { const payload: Parameters[0] = { ai_provider: values.ai_provider, @@ -122,6 +124,7 @@ export default function SettingsPage() { ollama_model: values.ollama_model || null, openai_base_url: values.openai_base_url || null, openai_model: values.openai_model || null, + ocr_service_url: values.ocr_service_url?.trim() || null, } if (values.openai_api_key?.trim()) { payload.openai_api_key = values.openai_api_key.trim() @@ -234,6 +237,13 @@ export default function SettingsPage() { )} + + + 错题/奥数解法将按学生学段（初中/高中）生成，并严格禁止超纲解题。 diff --git a/frontend/src/types/index.ts b/frontend/src/types/index.ts index c047739..e9b71e5 100644 --- a/frontend/src/types/index.ts +++ b/frontend/src/types/index.ts @@ -23,6 +23,7 @@ export interface SystemSettings { openai_base_url: string | null openai_model: string | null openai_api_key_set: boolean + ocr_service_url: string | null updated_at: string }