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app.py
CHANGED
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import cv2
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import mediapipe as mp
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import numpy as np
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import google.generativeai as genai
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from langchain_core.messages import HumanMessage
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from langchain_google_genai import ChatGoogleGenerativeAI
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import os
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import streamlit as st
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from PIL import Image, ImageDraw
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# Set up environment variables and configurations
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genai.configure(api_key=os.environ['GOOGLE_API_KEY'])
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# Set up MediaPipe (not used in the current implementation but kept for reference)
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mp_hands = mp.solutions.hands
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mp_drawing = mp.solutions.drawing_utils
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hands = mp_hands.Hands()
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# Initialize session state for drawing
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if 'drawing' not in st.session_state:
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st.session_state.drawing = False
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if 'points' not in st.session_state:
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st.session_state.points = []
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with col1:
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# Create a canvas for drawing
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canvas_placeholder = st.empty()
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if st.button("Reset"):
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st.session_state.points = []
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st.session_state.canvas_image = Image.new("RGB", (800, 600), (0, 0, 0))
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if st.button("Submit"):
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drawing_canvas.save('drawing.png')
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# Send the image to Gemini and get the response
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response = send_to_gemini('drawing.png')
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#
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if st.session_state.drawing:
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current_pos = st.session_state.current_pos
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if st.session_state.new_stroke:
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st.session_state.points.append([])
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st.session_state.new_stroke = False
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st.session_state.points[-1].append(current_pos)
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draw_on_image(image, st.session_state.points)
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st.session_state.new_stroke = st.button("New Stroke", key="new_stroke")
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update_canvas(st.session_state.canvas_image)
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with col2:
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st.header("Instructions")
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st.write("1. Use the left side to draw your equation.")
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st.write("2. Click **Submit** to process the drawing.")
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st.write("3. The result will be displayed below after submission.")
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def send_to_gemini(
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llm = ChatGoogleGenerativeAI(model="gemini-1.5-flash-latest")
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message = HumanMessage(
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content=[
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{
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"type": "text",
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"text": "Give me the answer of any mathematical representation in the image with the complete solution, and does not say the image contains etc.",
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},
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{"type": "
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]
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)
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response = llm.invoke([message]).content
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return response
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if __name__ == "__main__":
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main()
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import cv2
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import numpy as np
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import google.generativeai as genai
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import os
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import streamlit as st
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from PIL import Image, ImageDraw
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# Set up environment variables and configurations
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genai.configure(api_key=os.environ['GOOGLE_API_KEY'])
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# Initialize session state for drawing
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if 'points' not in st.session_state:
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st.session_state.points = []
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with col1:
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# Create a canvas for drawing
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canvas_image = Image.new("RGB", (800, 600), (0, 0, 0))
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# Display the canvas
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canvas_placeholder = st.empty()
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# Instructions and buttons
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st.write("**Draw your equation below:**")
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if st.button("Reset"):
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st.session_state.points = []
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if st.button("Submit"):
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draw_on_image(canvas_image, st.session_state.points)
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canvas_image.save('drawing.png')
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# Send the image to Gemini and get the response
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response = send_to_gemini('drawing.png')
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st.session_state.result = response
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# Interactive canvas for drawing
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st.write("**Use your mouse to draw:**")
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mouse_down = st.button("Hold to Draw")
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if mouse_down:
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st.session_state.points.append(st.mouse_position())
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# Draw on the image
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draw_on_image(canvas_image, st.session_state.points)
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# Display the updated image
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canvas_placeholder.image(np.array(canvas_image))
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with col2:
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st.header("Instructions")
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st.write("1. Use the left side to draw your equation.")
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st.write("2. Click **Submit** to process the drawing.")
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st.write("3. The result will be displayed below after submission.")
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if 'result' in st.session_state:
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st.write("**Result:**")
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st.text_area("", value=st.session_state.result, height=300)
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def send_to_gemini(drawing_path):
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llm = ChatGoogleGenerativeAI(model="gemini-1.5-flash-latest")
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with open(drawing_path, 'rb') as img_file:
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image_content = img_file.read()
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message = HumanMessage(
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content=[
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{
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"type": "text",
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"text": "Give me the answer of any mathematical representation in the image with the complete solution, and does not say the image contains etc.",
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},
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{"type": "image", "image": image_content},
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]
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)
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response = llm.invoke([message]).content
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return response
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if __name__ == "__main__":
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main()
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