Spaces:
Sleeping
Sleeping
Commit ·
699048b
1
Parent(s): 69e7a6e
initial commit
Browse files- Dockerfile +19 -0
- app/main.py +23 -0
- app/ocr_engine.py +29 -0
- app/schemas.py +9 -0
- requirements.txt +7 -0
Dockerfile
ADDED
|
@@ -0,0 +1,19 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
FROM python:3.10-slim
|
| 2 |
+
|
| 3 |
+
WORKDIR /app
|
| 4 |
+
|
| 5 |
+
RUN apt-get update && apt-get install -y \
|
| 6 |
+
libglib2.0-0 \
|
| 7 |
+
libsm6 \
|
| 8 |
+
libxext6 \
|
| 9 |
+
libxrender1 \
|
| 10 |
+
&& rm -rf /var/lib/apt/lists/*
|
| 11 |
+
|
| 12 |
+
COPY requirements.txt .
|
| 13 |
+
RUN pip install --no-cache-dir -r requirements.txt
|
| 14 |
+
|
| 15 |
+
COPY app ./app
|
| 16 |
+
|
| 17 |
+
EXPOSE 8000
|
| 18 |
+
|
| 19 |
+
CMD ["uvicorn", "app.main:app", "--host", "0.0.0.0", "--port", "8000", "--workers", "1"]
|
app/main.py
ADDED
|
@@ -0,0 +1,23 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
from fastapi import FastAPI, UploadFile, File
|
| 2 |
+
from app.ocr_engine import OCREngine
|
| 3 |
+
from app.schemas import OCRResponse, OCRLine
|
| 4 |
+
|
| 5 |
+
app = FastAPI(
|
| 6 |
+
title="Invoice OCR API",
|
| 7 |
+
version="1.0.0"
|
| 8 |
+
)
|
| 9 |
+
|
| 10 |
+
ocr_engine = OCREngine()
|
| 11 |
+
|
| 12 |
+
@app.get("/")
|
| 13 |
+
def health():
|
| 14 |
+
return {"status": "OCR API running"}
|
| 15 |
+
|
| 16 |
+
@app.post("/ocr", response_model=OCRResponse)
|
| 17 |
+
async def ocr_endpoint(file: UploadFile = File(...)):
|
| 18 |
+
image_bytes = await file.read()
|
| 19 |
+
lines = ocr_engine.extract_text(image_bytes)
|
| 20 |
+
|
| 21 |
+
return OCRResponse(
|
| 22 |
+
lines=[OCRLine(**line) for line in lines]
|
| 23 |
+
)
|
app/ocr_engine.py
ADDED
|
@@ -0,0 +1,29 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
from paddleocr import PaddleOCR
|
| 2 |
+
from PIL import Image
|
| 3 |
+
import numpy as np
|
| 4 |
+
import cv2
|
| 5 |
+
|
| 6 |
+
class OCREngine:
|
| 7 |
+
def __init__(self):
|
| 8 |
+
self.ocr = PaddleOCR(
|
| 9 |
+
use_angle_cls=True,
|
| 10 |
+
lang='en',
|
| 11 |
+
use_gpu=False
|
| 12 |
+
)
|
| 13 |
+
|
| 14 |
+
def extract_text(self, image_bytes):
|
| 15 |
+
nparr = np.frombuffer(image_bytes, np.uint8)
|
| 16 |
+
img = cv2.imdecode(nparr, cv2.IMREAD_COLOR)
|
| 17 |
+
|
| 18 |
+
result = self.ocr.ocr(img, cls=True)
|
| 19 |
+
|
| 20 |
+
lines = []
|
| 21 |
+
for line in result[0]:
|
| 22 |
+
text = line[1][0]
|
| 23 |
+
confidence = float(line[1][1])
|
| 24 |
+
lines.append({
|
| 25 |
+
"text": text,
|
| 26 |
+
"confidence": confidence
|
| 27 |
+
})
|
| 28 |
+
|
| 29 |
+
return lines
|
app/schemas.py
ADDED
|
@@ -0,0 +1,9 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
from pydantic import BaseModel
|
| 2 |
+
from typing import List
|
| 3 |
+
|
| 4 |
+
class OCRLine(BaseModel):
|
| 5 |
+
text: str
|
| 6 |
+
confidence: float
|
| 7 |
+
|
| 8 |
+
class OCRResponse(BaseModel):
|
| 9 |
+
lines: List[OCRLine]
|
requirements.txt
ADDED
|
@@ -0,0 +1,7 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
fastapi
|
| 2 |
+
uvicorn[standard]
|
| 3 |
+
paddleocr
|
| 4 |
+
paddlepaddle==2.6.1
|
| 5 |
+
python-multipart
|
| 6 |
+
opencv-python-headless
|
| 7 |
+
pillow
|