Spaces:
Sleeping
Sleeping
Removed gradio
Browse files
app.py
CHANGED
@@ -1,20 +1,25 @@
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from fastapi.middleware.cors import CORSMiddleware
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from fastapi.middleware.gzip import GZipMiddleware
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import numpy as np
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from PIL import Image
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from paddleocr import PaddleOCR
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from doctr.io import DocumentFile
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from doctr.models import ocr_predictor
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import io
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app = FastAPI()
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app.add_middleware(
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CORSMiddleware,
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allow_origins=["*"],
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allow_credentials=True,
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allow_methods=["*"],
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allow_headers=["*"]
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)
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# Initialize models once at startup
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@@ -23,34 +28,52 @@ paddle_ocr = PaddleOCR(lang='en', use_angle_cls=True)
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def ocr_with_doctr(file):
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text_output = ''
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return text_output
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def ocr_with_paddle(img):
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finaltext = ''
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return finaltext
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def generate_text_from_image(img):
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return ocr_with_paddle(img)
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@app.post("/ocr/")
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async def perform_ocr(file: UploadFile = File(...)):
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@app.get("/test/")
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async def test_call():
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import logging
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from fastapi import FastAPI, File, UploadFile, HTTPException
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from fastapi.middleware.cors import CORSMiddleware
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from paddleocr import PaddleOCR
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from doctr.io import DocumentFile
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from doctr.models import ocr_predictor
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import numpy as np
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from PIL import Image
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import io
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# Set up logging
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logging.basicConfig(level=logging.INFO)
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logger = logging.getLogger(__name__)
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app = FastAPI()
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app.add_middleware(
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CORSMiddleware,
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allow_origins=["*"],
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allow_credentials=True,
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allow_methods=["*"],
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allow_headers=["*"],
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)
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# Initialize models once at startup
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def ocr_with_doctr(file):
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text_output = ''
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try:
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logger.info("Processing PDF with Doctr...")
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doc = DocumentFile.from_pdf(file)
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result = ocr_model(doc)
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for page in result.pages:
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for block in page.blocks:
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for line in block.lines:
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text_output += " ".join([word.value for word in line.words]) + "\n"
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except Exception as e:
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logger.error(f"Error processing PDF: {e}")
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raise HTTPException(status_code=500, detail=f"Error processing PDF: {e}")
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return text_output
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def ocr_with_paddle(img):
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finaltext = ''
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try:
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logger.info("Processing image with PaddleOCR...")
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result = paddle_ocr.ocr(img)
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for i in range(len(result[0])):
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text = result[0][i][1][0]
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finaltext += ' ' + text
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except Exception as e:
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logger.error(f"Error processing image: {e}")
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raise HTTPException(status_code=500, detail=f"Error processing image: {e}")
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return finaltext
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@app.post("/ocr/")
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async def perform_ocr(file: UploadFile = File(...)):
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try:
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logger.info(f"Received file: {file.filename}")
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file_bytes = await file.read()
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if file.filename.endswith('.pdf'):
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logger.info("Detected PDF file")
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text_output = ocr_with_doctr(io.BytesIO(file_bytes))
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else:
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logger.info("Detected image file")
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img = np.array(Image.open(io.BytesIO(file_bytes)))
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text_output = ocr_with_paddle(img)
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logger.info("OCR completed successfully")
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return {"ocr_text": text_output}
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except Exception as e:
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logger.error(f"Internal server error: {e}")
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raise HTTPException(status_code=500, detail=f"Internal server error: {e}")
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@app.get("/test/")
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async def test_call():
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