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d563836
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Parent(s):
47596a1
Update app.py
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app.py
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@@ -1,6 +1,8 @@
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import gradio as gr
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from transformers import pipeline
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from datasets import load_dataset
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classifier = pipeline("text-classification", model="CesarLeblanc/test_model")
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dataset = load_dataset("CesarLeblanc/text_classification_dataset")
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@@ -11,7 +13,18 @@ def text_classification(text):
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habitat_label = dataset['train'].features['label'].names[int(habitat_label.split('_')[1])]
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habitat_score = result[0]['score']
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formatted_output = f"This vegetation plot belongs to the habitat {habitat_label} with the probability {habitat_score*100:.2f}%"
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return formatted_output, image_output
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examples=["sparganium erectum, calystegia sepium, persicaria amphibia", "thinopyrum junceum, cakile maritima"]
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import gradio as gr
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from transformers import pipeline
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from datasets import load_dataset
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import requests
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from bs4 import BeautifulSoup
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classifier = pipeline("text-classification", model="CesarLeblanc/test_model")
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dataset = load_dataset("CesarLeblanc/text_classification_dataset")
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habitat_label = dataset['train'].features['label'].names[int(habitat_label.split('_')[1])]
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habitat_score = result[0]['score']
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formatted_output = f"This vegetation plot belongs to the habitat {habitat_label} with the probability {habitat_score*100:.2f}%"
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floraveg_url = f"https://floraveg.eu/habitat/overview/{habitat_label}"
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response = requests.get(url)
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if response.status_code == 200:
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soup = BeautifulSoup(response.text, 'html.parser')
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img_tag = soup.find('img', src=lambda x: x and x.startswith("https://files.ibot.cas.cz/cevs/images/syntaxa/thumbs/"))
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if img_tag:
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image_url = img_tag['src']
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else:
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image_url = 'https://www.salonlfc.com/wp-content/uploads/2018/01/image-not-found-scaled-1150x647.png'
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else:
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image_url = 'https://www.salonlfc.com/wp-content/uploads/2018/01/image-not-found-scaled-1150x647.png'
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image_output = gr.Image(value=image_url)
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return formatted_output, image_output
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examples=["sparganium erectum, calystegia sepium, persicaria amphibia", "thinopyrum junceum, cakile maritima"]
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