Emmanuel Frimpong Asante
commited on
Commit
·
fa011fc
1
Parent(s):
8a97979
"Update space"
Browse filesSigned-off-by: Emmanuel Frimpong Asante <frimpongasante50@gmail.com>
app.py
CHANGED
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@@ -87,24 +87,11 @@ class PoultryFarmBot:
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diagnosis = f"The fecal sample indicates the poultry animal is in a {status} condition, diagnosed with {name}. The recommended action is {recom}."
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return diagnosis, name, status, recom
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# Diagnose Disease Using Fecal Image
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def diagnose_disease(self, image
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if image is not None and image.size > 0: # Ensure image is valid and has elements
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return self.predict(image)
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# Generate diagnosis using GPT-based model based on the provided symptoms
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context = f"Symptoms: {symptoms}."
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response = openai.ChatCompletion.create(
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model="gpt-3.5-turbo",
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messages=[
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{"role": "system", "content": "You are an advanced poultry farm management system."},
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{"role": "user", "content": context}
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],
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max_tokens=150
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)
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diagnosis = response['choices'][0]['message']['content'].strip()
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return diagnosis, None, None, None
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return "Please provide an image of poultry fecal matter or describe the symptoms.", None, None, None
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# Initialize the bot instance
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bot = PoultryFarmBot()
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@@ -131,46 +118,49 @@ def mistral_response(user_input):
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except Exception as e:
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return f"Error generating response: {str(e)}"
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gr.Markdown(
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"Upload an image of poultry fecal matter
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)
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with gr.Row():
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with gr.Column(scale=1):
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fecal_image = gr.Image(
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label="Upload Image of Poultry Feces",
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type="numpy",
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elem_id="image-upload",
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show_label=True,
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)
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with gr.Column(scale=2):
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label="
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placeholder="
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lines=3,
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elem_id="
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)
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output_box = gr.Textbox(
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label="
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placeholder="The
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interactive=False,
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lines=
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elem_id="output-box",
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)
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@@ -180,11 +170,11 @@ with gr.Blocks(theme=gr.themes.Soft(primary_hue="green", neutral_hue="slate")) a
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elem_id="submit-button"
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)
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submit_button.click(
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fn=
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inputs=[fecal_image,
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outputs=[output_box],
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)
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# Launch the Gradio interface
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if __name__ == "__main__":
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diagnosis = f"The fecal sample indicates the poultry animal is in a {status} condition, diagnosed with {name}. The recommended action is {recom}."
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return diagnosis, name, status, recom
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# Diagnose Disease Using Fecal Image
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def diagnose_disease(self, image):
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if image is not None and image.size > 0: # Ensure image is valid and has elements
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return self.predict(image)
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return "Please provide an image of poultry fecal matter for disease detection.", None, None, None
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# Initialize the bot instance
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bot = PoultryFarmBot()
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except Exception as e:
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return f"Error generating response: {str(e)}"
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# Main chatbot function: handles both generative AI and disease detection
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def chatbot_response(image, text):
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# If an image is provided, perform disease detection
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if image is not None:
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diagnosis, name, status, recom = bot.diagnose_disease(image)
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if name and status and recom:
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return diagnosis
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else:
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return diagnosis # Return only the diagnostic message if no disease found
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# If no image is provided, proceed with generative AI response
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return mistral_response(text)
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# Gradio interface styling and layout with ChatGPT-like theme
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with gr.Blocks(theme=gr.themes.Soft(primary_hue="green", neutral_hue="slate")) as chatbot_interface:
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gr.Markdown("# 🐔 Poultry Management Chatbot")
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gr.Markdown(
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"This chatbot can help you manage your poultry with conversational AI. Upload an image of poultry fecal matter for disease detection or just ask questions!"
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)
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with gr.Row():
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with gr.Column(scale=1):
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fecal_image = gr.Image(
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label="Upload Image of Poultry Feces (Optional)",
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type="numpy",
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elem_id="image-upload",
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show_label=True,
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)
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with gr.Column(scale=2):
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user_input = gr.Textbox(
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label="Type your question or chat with the assistant",
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placeholder="Ask a question about poultry management...",
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lines=3,
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elem_id="user-input",
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)
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output_box = gr.Textbox(
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label="Response",
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placeholder="The response will appear here...",
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interactive=False,
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lines=10,
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elem_id="output-box",
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)
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elem_id="submit-button"
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)
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submit_button.click(
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fn=chatbot_response,
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inputs=[fecal_image, user_input],
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outputs=[output_box],
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)
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# Launch the Gradio interface
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if __name__ == "__main__":
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chatbot_interface.launch(debug=True, share=True)
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