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a658163
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Parent(s):
6a78849
Update app.py
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app.py
CHANGED
@@ -2,12 +2,20 @@ import gradio as gr
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import cv2
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from geti_sdk.deployment import Deployment
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from geti_sdk.utils import show_image_with_annotation_scene
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# Step 1: Load the deployment
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deployment = Deployment.from_folder("deployment")
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deployment.load_inference_models(device="CPU")
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def resize_image(image, target_dimension):
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height, width = image.shape[:2]
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max_dimension = max(height, width)
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@@ -18,9 +26,22 @@ def resize_image(image, target_dimension):
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return resized_image
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def infer(image=None):
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if image is None:
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-
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image = resize_image(image, 1200)
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@@ -32,10 +53,14 @@ def infer(image=None):
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interface = gr.Interface(fn=infer,
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inputs='image',
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outputs=['image','text'],
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allow_flagging='manual',
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flagging_dir='flagged',
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examples=["eggsample1.jpg", "
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interface.launch()
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import cv2
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from geti_sdk.deployment import Deployment
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from geti_sdk.utils import show_image_with_annotation_scene
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import numpy as np
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from urllib.request import urlopen
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import re
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# Step 1: Load the deployment
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deployment = Deployment.from_folder("deployment")
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deployment.load_inference_models(device="CPU")
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def is_valid_url(url):
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pattern = r'^(https?|ftp)://[^\s/$.?#].[^\s]*$'
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return re.match(pattern, url) is not None
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def resize_image(image, target_dimension):
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height, width = image.shape[:2]
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max_dimension = max(height, width)
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return resized_image
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def infer(image=None, url:str=None):
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if image is None and url is None:
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return [None,'Error: No image or URL provided']
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if image is None:
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if isinstance(url, str):
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if not is_valid_url(url):
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return [None,'Error: URL appears to be invalid']
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req = urlopen(url)
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arr = np.asarray(bytearray(req.read()), dtype=np.uint8)
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image = cv2.imdecode(arr, -1)
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if image is None:
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return [None, f'Error: Unable to fetch image from {url}']
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image = cv2.cvtColor(image, cv2.COLOR_BGR2RGB)
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image = resize_image(image, 1200)
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interface = gr.Interface(fn=infer,
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inputs=['image', 'text'],
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outputs=['image','text'],
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allow_flagging='manual',
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flagging_dir='flagged',
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examples=[["eggsample1.jpg", ""],
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["eggsample2.jpg",""],
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[None,"https://upload.wikimedia.org/wikipedia/commons/f/f9/Eastern_Phoebe-nest-Brown-headed-Cowbird-egg.jpg"],
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[None,"https://upload.wikimedia.org/wikipedia/commons/7/72/White-breasted_Woodswallow_chicks_in_nest.jpg"],
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])
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interface.launch()
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