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Update app.py
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app.py
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@@ -7,10 +7,29 @@ from datasets import load_dataset, DownloadConfig
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import matplotlib.pyplot as plt
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import numpy as np
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import cv2
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#
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# Model and processor configuration
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model_name_or_path = "google/vit-base-patch16-224-in21k"
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@@ -47,13 +66,7 @@ def get_ai_explanation(diagnosis, probabilities):
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4. Mention warning signs to watch for
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Keep the tone informative and caring but emphasize the importance of professional medical consultation."""
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messages=[{"role": "user", "content": prompt}],
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model="mixtral-8x7b-32768",
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temperature=0.7,
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)
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return completion.choices[0].message.content
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def classify_and_visualize(img, device="cpu", discard_ratio=0.9, head_fusion="mean"):
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img = img.convert("RGB")
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import matplotlib.pyplot as plt
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import numpy as np
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import cv2
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import requests
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# Mistral AI API configuration
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MISTRAL_API_KEY = "eoiBrPQzLjwNgOFgD7I4A4XF3TJOgBet"
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MISTRAL_API_URL = "https://api.mistral.ai/v1/chat/completions"
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def get_mistral_completion(prompt):
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headers = {
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"Content-Type": "application/json",
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"Authorization": f"Bearer {MISTRAL_API_KEY}"
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}
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data = {
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"model": "mistral-medium",
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"messages": [{"role": "user", "content": prompt}],
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"temperature": 0.7
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}
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response = requests.post(MISTRAL_API_URL, headers=headers, json=data)
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if response.status_code == 200:
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return response.json()['choices'][0]['message']['content']
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else:
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return "Error getting AI explanation. Please try again."
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# Model and processor configuration
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model_name_or_path = "google/vit-base-patch16-224-in21k"
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4. Mention warning signs to watch for
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Keep the tone informative and caring but emphasize the importance of professional medical consultation."""
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return get_mistral_completion(prompt)
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def classify_and_visualize(img, device="cpu", discard_ratio=0.9, head_fusion="mean"):
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img = img.convert("RGB")
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