-
Goal: Pass Image URL to google vision to perform OCR.
-
Steps: 1. Tried to resize images from 2048x2048 to 128x128.
2. Tried streaming of images using io.BytesIO().
But, Facing "The code terminated for an unknown reason. Potentially, the memory limit 256 Mibs was breached.". -
Details: """
class GoogleService:
@classmethod
def ocr_image(cls, image_url):
"""
Extract text from an image using Google Vision API
"""
# Request image content
response = requests.get(image_url, stream=True)
response.raise_for_status() # Raise exception for bad status codes
# Initialize Vision client
vision_client = vision.ImageAnnotatorClient(credentials=credentials)
# Process image content in chunks
with io.BytesIO() as image_buffer:
for chunk in response.iter_content(chunk_size=8192):
image_buffer.write(chunk)
image_content = image_buffer.getvalue()
# Process image
image = vision.Image(content=image_content)
response = vision_client.text_detection(image=image)
# Handle response
if response.error.message:
raise Exception(f"Google Vision API Error: {response.error.message}")
return response.text_annotations[0].description
lang = GoogleService.ocr_image(image_url=image_urls[0])
"""
- Screenshots:
