Upload 3 files

Working files added

app.py

@@ -0,0 +1,87 @@
+from dotenv import load_dotenv
+load_dotenv()
+from utils import encode_image_to_base64
+import os
+from langchain_groq.chat_models import ChatGroq
+from langchain_groq.chat_models import ChatGroq 
+from langchain_core.messages import HumanMessage
+import streamlit as st
+
+def analyse(file):
+    api_key = os.getenv("GROQ_API_KEY")
+    if not api_key:
+        raise ValueError("GROQ_API_KEY not found")
+    
+    print("Encoding image...")
+    encoded_file, mime_type = encode_image_to_base64(file)
+    print(f"Image encoded successfully. MIME type: {mime_type}")
+    
+    print("Initializing ChatGroq...")
+    llm = ChatGroq(model="llama-3.2-90b-vision-preview")
+    
+    print("Creating message...")
+    message = HumanMessage(
+        content=[
+            {
+                "type": "text",
+                "text": """Analyse the students performance very strictly,
+                and generate a detailed 10 point summary informing about the performance and weakness of the student.
+                Keep More emphasis on the theoretical marks of the student."""
+            },
+            {
+                "type": "image_url",
+                "image_url": {
+                    "url": f"data:{mime_type};base64,{encoded_file}"
+                }
+            }
+        ]
+    )
+    
+    print("Sending request to ChatGroq...")
+    response = llm.invoke([message])
+    print("Response received!")
+    
+    return response.content
+
+def generate_plan(report):
+    api_key = os.getenv("GROQ_API_KEY")
+    if not api_key:
+        raise ValueError("GROQ_API_KEY not found")
+    
+    print("Initializing ChatGroq...")
+    llm = ChatGroq(model="llama-3.3-70b-versatile")
+
+    print("Creating message...")
+    message = HumanMessage(
+        content=[
+            {
+                "type": "text",
+                "text": f"""Based on the given report Generate a Learning plan for studying the weak subjects.
+                Since the student might have school during the weekdays, balance out the workload and study hours accordingly.
+                <report>{report}</report>"""
+            },
+        ]
+    )
+    print("Sending request to ChatGroq...")
+    response = llm.invoke([message])
+    print("Response received!")
+    
+    return response.content
+
+
+
+if __name__ == "__main__":
+    file = st.file_uploader(label="Upload Latest Report Card:-")
+    print(f"Testing with file: {file}")
+    col1,col2=st.columns(2)
+
+    with col1:
+        if st.button("Analyse"):
+            res=analyse(file)
+            st.write(res)
+
+    with col2:
+        if st.button("Generate Plan"):
+            aux=analyse(file)
+            res=generate_plan(aux)
+            st.write(res)

requirements.txt

@@ -0,0 +1,6 @@
+langchain
+langchain_groq
+groq
+# bs64
+python-dotenv
+streamlit

utils.py

@@ -0,0 +1,41 @@
+import base64
+import os
+
+def encode_image_to_base64(image_path):
+    """
+    Read an image file and convert it to a base64 string.
+    
+    Args:
+        image_path (str): Path to the image file
+        
+    Returns:
+        tuple: (base64_string, mime_type)
+    """
+    try:
+        # Get the file extension
+        _, ext = os.path.splitext(image_path)
+        ext = ext.lower()
+        
+        # Determine MIME type
+        mime_types = {
+            '.png': 'image/png',
+            '.jpg': 'image/jpeg',
+            '.jpeg': 'image/jpeg'
+        }
+        
+        mime_type = mime_types.get(ext, 'image/png')
+        
+        with open(image_path, 'rb') as image_file:
+            # Read the binary data
+            binary_data = image_file.read()
+            # Encode to base64
+            base64_encoded = base64.b64encode(binary_data)
+            # Convert to string and remove b'' prefix
+            return base64_encoded.decode('utf-8'), mime_type
+    except FileNotFoundError:
+        raise FileNotFoundError(f"Image file not found at: {image_path}")
+    except Exception as e:
+        raise Exception(f"Error encoding image: {str(e)}")
+    
+
+# print(encode_image_to_base64("backiee-81547.jpg"))