Spaces:
Runtime error
Runtime error
Upload 2 files
Browse files- app.py +107 -0
- requirements.txt +6 -0
app.py
ADDED
@@ -0,0 +1,107 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
from dotenv import load_dotenv
|
2 |
+
import streamlit as st
|
3 |
+
import os
|
4 |
+
from PIL import Image
|
5 |
+
import google.generativeai as genai
|
6 |
+
|
7 |
+
# Configure Google API key from environment variables
|
8 |
+
load_dotenv()
|
9 |
+
genai.configure(api_key=os.getenv('GOOGLE_API_KEY'))
|
10 |
+
|
11 |
+
# Initialize the Generative Model
|
12 |
+
model = genai.GenerativeModel('gemini-pro-vision')
|
13 |
+
|
14 |
+
# Function to get Gemini response
|
15 |
+
def get_gemini_response(input, image, prompt):
|
16 |
+
response = model.generate_content([input, image[0], prompt])
|
17 |
+
return response.text
|
18 |
+
|
19 |
+
# Function to extract image details
|
20 |
+
def input_image_details(uploaded_file):
|
21 |
+
if uploaded_file is not None:
|
22 |
+
bytes_data = uploaded_file.getvalue()
|
23 |
+
image_parts = [{
|
24 |
+
"mime_type": uploaded_file.type,
|
25 |
+
"data": bytes_data
|
26 |
+
}]
|
27 |
+
return image_parts
|
28 |
+
else:
|
29 |
+
raise FileNotFoundError("No file uploaded")
|
30 |
+
|
31 |
+
# Set page title and description
|
32 |
+
st.set_page_config(
|
33 |
+
page_title='Invoice AI Assistant',
|
34 |
+
page_icon=':money_with_wings:',
|
35 |
+
layout='wide',
|
36 |
+
initial_sidebar_state='collapsed'
|
37 |
+
)
|
38 |
+
|
39 |
+
# Page title and description
|
40 |
+
st.title('Welcome to Invoice AI Assistant!')
|
41 |
+
st.markdown('This app helps you analyze invoices using AI.')
|
42 |
+
|
43 |
+
# Input prompt textbox
|
44 |
+
input_prompt = st.text_input("Input prompt:", key="input")
|
45 |
+
|
46 |
+
# Apply CSS style to text input
|
47 |
+
st.markdown('<style>input[type="text"] {color: black;}</style>', unsafe_allow_html=True)
|
48 |
+
|
49 |
+
# File uploader for image selection
|
50 |
+
uploaded_file = st.file_uploader("Choose an image of the invoice", type=["jpg", "jpeg", "png"])
|
51 |
+
image = ""
|
52 |
+
if uploaded_file is not None:
|
53 |
+
image = Image.open(uploaded_file)
|
54 |
+
st.image(image, caption="Uploaded Image", use_column_width=True)
|
55 |
+
|
56 |
+
# Button to trigger invoice analysis
|
57 |
+
submit = st.button("Analyze Invoice")
|
58 |
+
|
59 |
+
# Perform analysis on button click
|
60 |
+
if submit:
|
61 |
+
# Extract image details
|
62 |
+
image_data = input_image_details(uploaded_file)
|
63 |
+
# Get response from Gemini model
|
64 |
+
response = get_gemini_response(input_prompt, image_data, input_prompt)
|
65 |
+
# Display response
|
66 |
+
st.subheader("The Response For Your Query is")
|
67 |
+
st.write(response)
|
68 |
+
|
69 |
+
# UI enhancements
|
70 |
+
st.markdown(
|
71 |
+
"""
|
72 |
+
<style>
|
73 |
+
.reportview-container {
|
74 |
+
background: linear-gradient(to bottom, #f2f2f2, #ffffff);
|
75 |
+
}
|
76 |
+
.sidebar .sidebar-content {
|
77 |
+
background: linear-gradient(to bottom, #f2f2f2, #ffffff);
|
78 |
+
}
|
79 |
+
.st-bk {
|
80 |
+
background-color: #ffffff;
|
81 |
+
}
|
82 |
+
.st-c5 {
|
83 |
+
color: #1b2d6b;
|
84 |
+
}
|
85 |
+
.stButton>button {
|
86 |
+
background-color: #1b2d6b !important;
|
87 |
+
color: white !important;
|
88 |
+
font-weight: bold;
|
89 |
+
border-radius: 5px;
|
90 |
+
}
|
91 |
+
.stButton>button:hover {
|
92 |
+
background-color: #0056b3 !important;
|
93 |
+
}
|
94 |
+
.stTextInput>div>div>input {
|
95 |
+
border-color: #1b2d6b !important;
|
96 |
+
}
|
97 |
+
.stTextInput>div>div>input:focus {
|
98 |
+
box-shadow: 0 0 0 0.2rem rgba(27, 45, 107, 0.25) !important;
|
99 |
+
border-color: #1b2d6b !important;
|
100 |
+
}
|
101 |
+
.stMarkdown a {
|
102 |
+
color: #1b2d6b !important;
|
103 |
+
}
|
104 |
+
</style>
|
105 |
+
""",
|
106 |
+
unsafe_allow_html=True
|
107 |
+
)
|
requirements.txt
ADDED
@@ -0,0 +1,6 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
streamlit
|
2 |
+
google-generativeai
|
3 |
+
python-dotenv
|
4 |
+
langchain
|
5 |
+
PyPDF2
|
6 |
+
chromadb
|