CodeJackR
commited on
Commit
·
e52ad65
1
Parent(s):
2f4ef92
Fix image upload errors
Browse files- handler.py +12 -22
handler.py
CHANGED
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@@ -29,10 +29,11 @@ class EndpointHandler():
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self.model = SamModel.from_pretrained("facebook/sam-vit-base").to(device)
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self.processor = SamProcessor.from_pretrained("facebook/sam-vit-base")
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def __call__(self, data
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"""
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Called on every HTTP request.
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Handles both base64-encoded images and PIL images.
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"""
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# 1. Parse and decode the input image
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inputs = data.pop("inputs", None)
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@@ -41,12 +42,10 @@ class EndpointHandler():
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# Check the type of inputs to handle both base64 strings and pre-processed PIL Images
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if isinstance(inputs, Image.Image):
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# Input is already a PIL Image
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img = inputs.convert("RGB")
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elif isinstance(inputs, str):
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# Input is a base64-encoded string
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if inputs.startswith("data:"):
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inputs = inputs.split(",", 1)[1]
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image_bytes = base64.b64decode(inputs)
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img = Image.open(io.BytesIO(image_bytes)).convert("RGB")
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else:
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@@ -91,36 +90,27 @@ class EndpointHandler():
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size = min(width, height) // 8
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mask_binary[center_y-size:center_y+size, center_x-size:center_x+size] = 255
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# 5.
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out.seek(0)
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mask_base64 = base64.b64encode(out.getvalue()).decode('utf-8')
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# 6. Return the response
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return [{"mask_png_base64": mask_base64}]
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def main():
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# This main function shows how a client would call the endpoint.
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input_path = "/Users/rp7/Downloads/test.jpeg"
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output_path = "output.png"
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# 1. Prepare the payload
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with open(input_path, "rb") as f:
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img_bytes = f.read()
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img_b64 = base64.b64encode(img_bytes).decode("utf-8")
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payload = {"inputs": "data:image/jpeg;base64,{}".format(img_b64)}
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# 2. Instantiate handler and
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handler = EndpointHandler(path=".")
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# 3.
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mask_bytes = base64.b64decode(mask_b64)
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mask_img = Image.open(io.BytesIO(mask_bytes))
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mask_img.save(output_path)
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print("Wrote mask to {}".format(output_path))
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if __name__ == "__main__":
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self.model = SamModel.from_pretrained("facebook/sam-vit-base").to(device)
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self.processor = SamProcessor.from_pretrained("facebook/sam-vit-base")
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def __call__(self, data):
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"""
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Called on every HTTP request.
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Handles both base64-encoded images and PIL images.
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Returns a PIL Image object.
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"""
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# 1. Parse and decode the input image
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inputs = data.pop("inputs", None)
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# Check the type of inputs to handle both base64 strings and pre-processed PIL Images
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if isinstance(inputs, Image.Image):
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img = inputs.convert("RGB")
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elif isinstance(inputs, str):
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if inputs.startswith("data:"):
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inputs = inputs.split(",", 1)[1]
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image_bytes = base64.b64decode(inputs)
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img = Image.open(io.BytesIO(image_bytes)).convert("RGB")
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else:
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size = min(width, height) // 8
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mask_binary[center_y-size:center_y+size, center_x-size:center_x+size] = 255
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# 5. Create and return the output PIL Image
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output_img = Image.fromarray(mask_binary)
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return output_img
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def main():
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# This main function shows how a client would call the endpoint locally.
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input_path = "/Users/rp7/Downloads/test.jpeg"
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output_path = "output.png"
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# 1. Prepare the payload with a base64-encoded image string
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with open(input_path, "rb") as f:
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img_bytes = f.read()
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img_b64 = base64.b64encode(img_bytes).decode("utf-8")
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payload = {"inputs": "data:image/jpeg;base64,{}".format(img_b64)}
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# 2. Instantiate handler and get the PIL Image result
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handler = EndpointHandler(path=".")
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result_img = handler(payload)
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# 3. Save the resulting image
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result_img.save(output_path)
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print("Wrote mask to {}".format(output_path))
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if __name__ == "__main__":
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