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Rivalcoder
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Β·
8029506
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Parent(s):
3a14d83
Add files
Browse files- app.py +40 -15
- requirements.txt +0 -2
app.py
CHANGED
@@ -1,9 +1,12 @@
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import os
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import io
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import easyocr
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from fastapi import FastAPI, UploadFile, File
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from fastapi.responses import JSONResponse
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from PIL import Image
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# =========================
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# EasyOCR config
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@@ -16,10 +19,10 @@ os.makedirs(USER_NET_DIR, exist_ok=True)
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# β
preload reader with cached models
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reader = easyocr.Reader(
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['en', 'hi'], # langs (
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model_storage_directory=MODEL_DIR,
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user_network_directory=USER_NET_DIR,
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download_enabled=False # π«
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)
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# =========================
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@@ -31,26 +34,48 @@ app = FastAPI()
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async def root():
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return {"message": "OCR API is running on Hugging Face π"}
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@app.post("/ocr")
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async def ocr(file: UploadFile = File(...)):
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try:
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# read image into memory
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contents = await file.read()
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image = Image.open(io.BytesIO(contents))
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#
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-
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text_results = []
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for bbox, text, prob in results:
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text_results.append({
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"bbox": bbox,
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"text": text,
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"confidence": float(prob)
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})
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except Exception as e:
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return JSONResponse(content={"error": str(e)}, status_code=500)
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import os
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import io
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import easyocr
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import numpy as np
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from fastapi import FastAPI, UploadFile, File
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from fastapi.responses import JSONResponse
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from PIL import Image
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from pdf2image import convert_from_bytes
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from concurrent.futures import ThreadPoolExecutor
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# =========================
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# EasyOCR config
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# β
preload reader with cached models
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reader = easyocr.Reader(
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['en', 'hi'], # langs (reduce if only English needed)
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model_storage_directory=MODEL_DIR,
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user_network_directory=USER_NET_DIR,
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download_enabled=False # π« block downloads at runtime
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)
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# =========================
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async def root():
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return {"message": "OCR API is running on Hugging Face π"}
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def run_ocr_on_image(image: Image.Image):
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"""Convert PIL β numpy and run OCR"""
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image_np = np.array(image)
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results = reader.readtext(image_np)
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text_results = []
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for bbox, text, prob in results:
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text_results.append({
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"bbox": bbox,
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"text": text,
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"confidence": float(prob)
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})
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return text_results
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@app.post("/ocr")
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async def ocr(file: UploadFile = File(...)):
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try:
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contents = await file.read()
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# Detect file type
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if file.filename.lower().endswith(".pdf"):
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# β
Convert PDF to images
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pages = convert_from_bytes(contents)
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# β
Run OCR in parallel
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text_results = []
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with ThreadPoolExecutor() as executor:
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results_list = list(executor.map(run_ocr_on_image, pages))
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for i, page_results in enumerate(results_list, start=1):
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text_results.append({
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"page": i,
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"results": page_results
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})
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return JSONResponse(content={"pdf_results": text_results})
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else:
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# β
Normal image case
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image = Image.open(io.BytesIO(contents))
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text_results = run_ocr_on_image(image)
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return JSONResponse(content={"results": text_results})
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except Exception as e:
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return JSONResponse(content={"error": str(e)}, status_code=500)
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requirements.txt
CHANGED
@@ -5,5 +5,3 @@ pdf2image
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numpy
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Pillow
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python-multipart
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-
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numpy
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Pillow
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python-multipart
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