Update handler.py
Browse files- handler.py +36 -26
handler.py
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@@ -6,6 +6,7 @@ import base64
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import io
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from transformers import BlipForConditionalGeneration, BlipProcessor
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import logging
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device = torch.device('cuda' if torch.cuda.is_available() else 'cpu')
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# Configure logging
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logging.basicConfig(level=logging.DEBUG)
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@@ -23,36 +24,45 @@ class EndpointHandler():
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logging.error(f"----------This is an error message {str(data)}")
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input_data = data.get("inputs", {})
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logging.warning(f"------input_data-- {str(input_data)}")
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try:
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#
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# Check if any images were successfully decoded
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raw_images = [input_data]
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logging.warning(f"---raw_images-raw_images----------- {str(raw_images)}")
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if not raw_images:
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print("No valid images found.")
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processed_inputs = [
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@@ -72,4 +82,4 @@ class EndpointHandler():
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except Exception as e:
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print(f"Error during processing: {str(e)}")
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logging.error(f"Error during processing: ----------------{str(e)}")
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return {"captions": [], "error": str(e)}
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import io
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from transformers import BlipForConditionalGeneration, BlipProcessor
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import logging
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from io import BytesIO
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device = torch.device('cuda' if torch.cuda.is_available() else 'cpu')
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# Configure logging
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logging.basicConfig(level=logging.DEBUG)
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logging.error(f"----------This is an error message {str(data)}")
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input_data = data.get("inputs", {})
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logging.warning(f"------input_data-- {str(input_data)}")
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encoded_images = input_data.get("url")
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print("url---",encoded_images)
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# Convert image to bytes
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# image = Image.open(encoded_images[0])
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#url = 'https://storage.googleapis.com/sfr-vision-language-research/BLIP/demo.jpg'
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# Send a GET request to the URL to get the image data
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response = requests.get(encoded_images)
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# Read the image data from the response
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image_data = BytesIO(response.content)
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#image_bytes = image.tobytes()
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# img = Image.open(image_data)
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#print("testing img--------------", img)
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#logging.warning(f"---image_bytes----- {str(image_bytes)}")
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# Encode image bytes as base64
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#image_base64 = base64.b64encode(image_bytes).decode("utf-8")
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#logging.warning(f"---encoded_images----- {str(image_base64)}")
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# print("000--------", image_base64)
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if not encoded_images:
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logging.warning(f"---encoded_images--not provided in if block--- {str(encoded_images)}")
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return {"captions": [], "error": "No images provided"}
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try:
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logging.warning(f"---encoded_images-- provided in try block--- {str(encoded_images)}")
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byteImgIO = io.BytesIO()
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byteImg = Image.open(image_data)
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print("testing img---byteImg-----------", byteImg)
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byteImg.save(byteImgIO, "PNG")
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byteImgIO.seek(0)
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byteImg = byteImgIO.read()
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# Non test code
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dataBytesIO = io.BytesIO(byteImg)
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raw_images =[Image.open(dataBytesIO)]
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logging.warning(f"----raw_images----0--- {str(raw_images)}")
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# Check if any images were successfully decoded
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if not raw_images:
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print("No valid images found.")
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processed_inputs = [
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except Exception as e:
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print(f"Error during processing: {str(e)}")
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logging.error(f"Error during processing: ----------------{str(e)}")
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return {"captions": [], "error": str(e)}
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