Update app.py
Browse files
app.py
CHANGED
@@ -71,13 +71,16 @@ def calculate_bmi(height, weight, gender):
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status = "overweight"
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else:
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status = "obese"
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return bmi, status
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except Exception:
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return None, "Invalid height or weight provided."
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def visualize_bmi(bmi):
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try:
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categories = ["Underweight", "Normal Weight", "Overweight", "Obese"]
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colors = ['blue', 'green', 'orange', 'red']
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plt.figure(figsize=(8, 4))
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@@ -91,17 +94,21 @@ def visualize_bmi(bmi):
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plt_path = "bmi_chart.png"
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plt.savefig(plt_path)
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plt.close()
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return plt_path
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except Exception as e:
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return f"Error creating BMI visualization: {e}"
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def calculate_calories(age, weight, height, activity_level, gender):
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try:
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if gender.lower() == "male":
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bmr = 10 * weight + 6.25 * height - 5 * age + 5
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else:
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bmr = 10 * weight + 6.25 * height - 5 * age - 161
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activity_multipliers = {
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"Sedentary": 1.2,
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"Lightly active": 1.375,
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@@ -109,7 +116,13 @@ def calculate_calories(age, weight, height, activity_level, gender):
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"Very active": 1.725,
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"Extra active": 1.9,
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}
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except Exception as e:
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return f"Error in calorie calculation: {e}"
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@@ -117,13 +130,12 @@ def calculate_calories(age, weight, height, activity_level, gender):
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with gr.Blocks() as demo:
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gr.Markdown("# FIT.AI - Your Fitness and Wellbeing Coach")
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with gr.Tab("
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with gr.Row():
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with gr.
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user_name = gr.Textbox(placeholder="Enter your name", label="Name"
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user_age = gr.Number(label="Age (years)", value=25, precision=0)
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user_gender = gr.Dropdown(choices=["Male", "Female"], label="Gender", value="Male")
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with gr.Row():
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user_weight = gr.Number(label="Weight (kg)", value=70, precision=1)
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user_height = gr.Number(label="Height (cm)", value=170, precision=1)
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activity_level = gr.Dropdown(
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@@ -131,10 +143,9 @@ with gr.Blocks() as demo:
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label="Activity Level",
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value="Moderately active"
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)
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chatbot = gr.Chatbot(label="Chat with FIT.AI", type="messages"
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text_input = gr.Textbox(placeholder="Type your question here...", label="Your Question")
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with gr.Row():
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submit_button = gr.Button("Submit")
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clear_button = gr.Button("Clear Chat")
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@@ -148,27 +159,53 @@ with gr.Blocks() as demo:
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"gender": user_gender.value
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}
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bmi, status = calculate_bmi(user_details["height"], user_details["weight"], user_details["gender"])
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response = run_graph(message, history, user_details)
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history.append({"role": "user", "content": message})
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history.append({
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"role": "assistant",
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"content": f"{response}\n\nYour BMI is {bmi:.2f}, considered {status}.\nDaily calorie needs: {calories} kcal.",
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"image": bmi_path
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})
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else:
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history.append({"role": "assistant", "content": "Error in calculation."})
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return history, ""
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history.append({"role": "assistant", "content":
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return history, ""
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submit_button.click(submit_message, inputs=[text_input, chatbot], outputs=[chatbot, text_input])
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clear_button.click(lambda: ([], ""), inputs=None, outputs=[chatbot, text_input])
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demo.launch(share=True)
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status = "overweight"
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else:
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status = "obese"
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return bmi, status
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except Exception:
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return None, "Invalid height or weight provided."
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def visualize_bmi(bmi):
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try:
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categories = ["Underweight", "Normal Weight", "Overweight", "Obese"]
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x_pos = np.arange(len(categories))
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colors = ['blue', 'green', 'orange', 'red']
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plt.figure(figsize=(8, 4))
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plt_path = "bmi_chart.png"
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plt.savefig(plt_path)
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plt.close()
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return plt_path
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except Exception as e:
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return f"Error creating BMI visualization: {e}"
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def calculate_calories(age, weight, height, activity_level, gender):
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try:
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# Base Metabolic Rate (BMR) calculation
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if gender.lower() == "male":
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bmr = 10 * weight + 6.25 * height - 5 * age + 5
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else:
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bmr = 10 * weight + 6.25 * height - 5 * age - 161
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# Activity multiplier mapping
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activity_multipliers = {
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"Sedentary": 1.2,
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"Lightly active": 1.375,
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"Very active": 1.725,
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"Extra active": 1.9,
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}
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if activity_level in activity_multipliers:
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calories = bmr * activity_multipliers[activity_level]
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else:
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raise ValueError("Invalid activity level")
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return round(calories, 2)
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except Exception as e:
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return f"Error in calorie calculation: {e}"
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with gr.Blocks() as demo:
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gr.Markdown("# FIT.AI - Your Fitness and Wellbeing Coach")
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with gr.Tab("Chat with FIT.AI"):
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with gr.Row():
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with gr.Column():
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user_name = gr.Textbox(placeholder="Enter your name", label="Name")
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user_age = gr.Number(label="Age (years)", value=25, precision=0)
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user_gender = gr.Dropdown(choices=["Male", "Female"], label="Gender", value="Male")
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user_weight = gr.Number(label="Weight (kg)", value=70, precision=1)
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user_height = gr.Number(label="Height (cm)", value=170, precision=1)
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activity_level = gr.Dropdown(
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label="Activity Level",
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value="Moderately active"
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)
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chatbot = gr.Chatbot(label="Chat with FIT.AI", type="messages")
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text_input = gr.Textbox(placeholder="Type your question here...", label="Your Question")
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submit_button = gr.Button("Submit")
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clear_button = gr.Button("Clear Chat")
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"gender": user_gender.value
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}
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bmi, status = calculate_bmi(user_details["height"], user_details["weight"], user_details["gender"])
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if bmi:
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bmi_path = visualize_bmi(bmi)
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calories = calculate_calories(user_details["age"], user_details["weight"], user_details["height"], user_details["activity_level"], user_details["gender"])
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response = run_graph(message, history, user_details)
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history.append({"role": "user", "content": message})
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history.append({"role": "assistant", "content": response + f"\nYour BMI is {bmi:.2f}, considered {status}.\nDaily calorie needs: {calories} kcal.", "image": bmi_path})
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return history, ""
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else:
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history.append({"role": "assistant", "content": "Error in calculation."})
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return history, ""
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submit_button.click(submit_message, inputs=[text_input, chatbot], outputs=[chatbot, text_input])
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clear_button.click(lambda: ([], ""), inputs=None, outputs=[chatbot, text_input])
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with gr.Tab("BMI and Calorie Calculator"):
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with gr.Row():
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with gr.Column():
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user_name = gr.Textbox(placeholder="Enter your name", label="Name")
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user_age = gr.Number(label="Age (years)", value=25, precision=0)
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user_gender = gr.Dropdown(choices=["Male", "Female"], label="Gender", value="Male")
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user_weight = gr.Number(label="Weight (kg)", value=70, precision=1)
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user_height = gr.Number(label="Height (cm)", value=170, precision=1)
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activity_level = gr.Dropdown(
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choices=["Sedentary", "Lightly active", "Moderately active", "Very active", "Extra active"],
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label="Activity Level",
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value="Moderately active"
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)
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calculate_button = gr.Button("Calculate")
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with gr.Column():
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bmi_output = gr.Label(label="BMI Result")
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calorie_output = gr.Label(label="Calorie Needs")
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bmi_chart = gr.Image(label="BMI Chart")
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def calculate_metrics(age, weight, height, gender, activity_level):
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bmi, status = calculate_bmi(height, weight, gender)
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if bmi:
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bmi_path = visualize_bmi(bmi)
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calories = calculate_calories(age, weight, height, activity_level, gender)
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return f"Your BMI is {bmi:.2f}, considered {status}.", f"Daily calorie needs: {calories} kcal", bmi_path
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else:
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return "Invalid inputs.", "", ""
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calculate_button.click(
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calculate_metrics,
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inputs=[user_age, user_weight, user_height, user_gender, activity_level],
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outputs=[bmi_output, calorie_output, bmi_chart]
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)
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demo.launch(share=True)
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