Spaces:
Sleeping
Sleeping
File size: 17,418 Bytes
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import gradio as gr
import requests
import time
import os
# Use localhost for HF Spaces since both services run in the same container
API_BASE_URL = "http://localhost:8000"
def extract_links(url):
"""Extract links from the given URL"""
endpoint = f"{API_BASE_URL}/extract_links"
payload = {"url": url}
try:
response = requests.post(endpoint, json=payload, timeout=30)
if response.status_code == 200:
return response.json()["unique_links"]
else:
raise Exception(f"Failed to extract links: {response.text}")
except requests.exceptions.RequestException as e:
raise Exception(f"Connection error: {str(e)}")
def extract_text(urls):
"""Extract text from URLs"""
endpoint = f"{API_BASE_URL}/extract_text"
try:
response = requests.post(endpoint, json=urls, timeout=60)
if response.status_code == 200:
return response.json()["file_saved"]
else:
raise Exception(f"Failed to extract text: {response.text}")
except requests.exceptions.RequestException as e:
raise Exception(f"Connection error: {str(e)}")
def perform_rag(file_path, prompt):
"""Perform RAG on the extracted text"""
endpoint = f"{API_BASE_URL}/rag"
payload = {"file_path": file_path, "prompt": prompt}
try:
response = requests.post(endpoint, json=payload, timeout=60)
if response.status_code == 200:
return response.json()
else:
raise Exception(f"Failed to perform RAG: {response.text}")
except requests.exceptions.RequestException as e:
raise Exception(f"Connection error: {str(e)}")
def check_api_health():
"""Check if FastAPI is running"""
try:
response = requests.get(f"{API_BASE_URL}/", timeout=5)
return response.status_code == 200
except:
return False
def process_multiple_links(url, prompt):
"""Process multiple links from a webpage"""
if not url or not prompt:
return "β Error: Please provide both URL and prompt", "", ""
if not check_api_health():
return "β Error: FastAPI service is not available. Please wait a moment and try again.", "", ""
try:
links = extract_links(url)
sample_links = links[:5]
file_path = extract_text(sample_links)
result = perform_rag(file_path, prompt)
status_msg = f"β
Processed {len(sample_links)} pages from {len(links)} total links found"
response_text = f"**Query:** {result['user_query']}\n\n**Response:** {result['assistant_response']}"
sources_text = result['sources']
return status_msg, response_text, sources_text
except Exception as e:
return f"β Error: {str(e)}", "", ""
def process_homepage_only(url, prompt):
"""Process homepage content only"""
if not url or not prompt:
return "β Error: Please provide both URL and prompt", "", ""
if not check_api_health():
return "β Error: FastAPI service is not available. Please wait a moment and try again.", "", ""
try:
file_path = extract_text([url])
result = perform_rag(file_path, prompt)
status_msg = "β
Processed homepage content"
response_text = f"**Query:** {result['user_query']}\n\n**Response:** {result['assistant_response']}"
sources_text = result['sources']
return status_msg, response_text, sources_text
except Exception as e:
return f"β Error: {str(e)}", "", ""
# Dark theme custom CSS with animations
custom_css = """
@import url('https://fonts.googleapis.com/css2?family=Inter:wght@400;600;700&display=swap');
* {
font-family: 'Inter', sans-serif !important;
}
/* Dark animated gradient background */
.gradio-container {
background: linear-gradient(-45deg, #0f0c29, #302b63, #24243e, #1a1a2e);
background-size: 400% 400%;
animation: gradientShift 15s ease infinite;
}
@keyframes gradientShift {
0% { background-position: 0% 50%; }
50% { background-position: 100% 50%; }
100% { background-position: 0% 50%; }
}
/* Main container with dark glassmorphism */
.main-container {
backdrop-filter: blur(20px);
background: rgba(20, 20, 30, 0.85);
border-radius: 24px;
padding: 2rem;
box-shadow: 0 8px 32px rgba(0, 0, 0, 0.5);
border: 1px solid rgba(255, 255, 255, 0.1);
animation: fadeInUp 0.8s ease;
}
@keyframes fadeInUp {
from {
opacity: 0;
transform: translateY(30px);
}
to {
opacity: 1;
transform: translateY(0);
}
}
/* Animated title with neon glow */
.animated-title {
background: linear-gradient(135deg, #00f2fe 0%, #4facfe 50%, #00c6ff 100%);
background-size: 200% 200%;
-webkit-background-clip: text;
-webkit-text-fill-color: transparent;
background-clip: text;
animation: gradientText 3s ease infinite;
font-weight: 700;
font-size: 3.5rem;
text-align: center;
margin-bottom: 0.5rem;
filter: drop-shadow(0 0 20px rgba(0, 242, 254, 0.5));
}
@keyframes gradientText {
0% { background-position: 0% 50%; }
50% { background-position: 100% 50%; }
100% { background-position: 0% 50%; }
}
/* Floating animation for icons */
.floating-icon {
animation: float 3s ease-in-out infinite;
display: inline-block;
}
@keyframes float {
0%, 100% { transform: translateY(0px); }
50% { transform: translateY(-10px); }
}
/* Dark input fields with neon borders */
textarea, input[type="text"] {
font-size: 1.1rem !important;
border-radius: 12px !important;
border: 2px solid rgba(0, 242, 254, 0.3) !important;
transition: all 0.3s ease !important;
background: rgba(30, 30, 45, 0.9) !important;
color: #e0e0e0 !important;
}
textarea:focus, input[type="text"]:focus {
border-color: #00f2fe !important;
box-shadow: 0 0 20px rgba(0, 242, 254, 0.4) !important;
transform: translateY(-2px);
background: rgba(35, 35, 50, 0.95) !important;
}
/* Dark labels */
label {
font-weight: 600 !important;
color: #b0b0b0 !important;
font-size: 1.1rem !important;
transition: all 0.3s ease;
}
/* Neon buttons with hover effects */
.gr-button {
background: linear-gradient(135deg, #00f2fe 0%, #4facfe 100%) !important;
color: #0a0a0f !important;
border: none !important;
border-radius: 12px !important;
padding: 0.75rem 2rem !important;
font-size: 1.1rem !important;
font-weight: 600 !important;
transition: all 0.3s ease !important;
box-shadow: 0 4px 15px rgba(0, 242, 254, 0.4) !important;
}
.gr-button:hover {
transform: translateY(-3px) !important;
box-shadow: 0 6px 25px rgba(0, 242, 254, 0.6) !important;
filter: brightness(1.1);
}
.gr-button:active {
transform: translateY(-1px) !important;
}
/* Dark output boxes with glassmorphism */
.output-box {
background: rgba(30, 30, 45, 0.95) !important;
border-radius: 16px !important;
border: 1px solid rgba(0, 242, 254, 0.2) !important;
backdrop-filter: blur(10px);
animation: slideIn 0.5s ease;
box-shadow: 0 4px 15px rgba(0, 0, 0, 0.3) !important;
color: #e0e0e0 !important;
padding: 1.5rem !important;
min-height: 200px !important;
}
/* Markdown container styling */
.output-box .prose, .output-box .markdown {
font-size: 1.2rem !important;
line-height: 1.8 !important;
}
/* Markdown styling */
.output-box h1 {
color: #00f2fe !important;
margin-top: 1.5rem !important;
margin-bottom: 1rem !important;
font-size: 2rem !important;
}
.output-box h2 {
color: #00f2fe !important;
margin-top: 1.5rem !important;
margin-bottom: 0.75rem !important;
font-size: 1.6rem !important;
}
.output-box h3 {
color: #4facfe !important;
margin-top: 1rem !important;
margin-bottom: 0.5rem !important;
font-size: 1.3rem !important;
}
.output-box p {
color: #e0e0e0 !important;
line-height: 1.9 !important;
margin-bottom: 1.2rem !important;
font-size: 1.15rem !important;
}
.output-box strong {
color: #4facfe !important;
font-weight: 600 !important;
font-size: 1.2rem !important;
}
.output-box code {
background: rgba(0, 242, 254, 0.15) !important;
padding: 3px 8px !important;
border-radius: 6px !important;
color: #00f2fe !important;
font-size: 1.1rem !important;
border: 1px solid rgba(0, 242, 254, 0.3) !important;
}
.output-box ul, .output-box ol {
font-size: 1.15rem !important;
line-height: 1.8 !important;
margin-left: 1.5rem !important;
color: #e0e0e0 !important;
}
.output-box li {
margin-bottom: 0.5rem !important;
}
/* Enhanced response area glow effect */
.output-box:hover {
border-color: rgba(0, 242, 254, 0.4) !important;
box-shadow: 0 6px 25px rgba(0, 242, 254, 0.3) !important;
transition: all 0.3s ease !important;
}
/* JSON viewer styling */
.output-box pre {
background: rgba(20, 20, 30, 0.9) !important;
border-radius: 10px !important;
padding: 1.5rem !important;
overflow-x: auto !important;
border: 1px solid rgba(0, 242, 254, 0.3) !important;
font-size: 1.05rem !important;
line-height: 1.6 !important;
}
.output-box .json-holder {
background: rgba(20, 20, 30, 0.9) !important;
border-radius: 10px !important;
padding: 1.5rem !important;
font-size: 1.05rem !important;
}
.output-box .json-key {
color: #00f2fe !important;
font-weight: 600 !important;
}
.output-box .json-string {
color: #90ee90 !important;
}
.output-box .json-number {
color: #ffa07a !important;
}
/* Special styling for AI response area */
div[data-testid="markdown"] {
background: rgba(35, 35, 50, 0.6) !important;
padding: 1.5rem !important;
border-radius: 12px !important;
border: 1px solid rgba(0, 242, 254, 0.15) !important;
}
@keyframes slideIn {
from {
opacity: 0;
transform: translateX(-20px);
}
to {
opacity: 1;
transform: translateX(0);
}
}
/* Dark tab styling */
.tab-nav button {
border-radius: 12px !important;
font-weight: 600 !important;
transition: all 0.3s ease !important;
font-size: 1.05rem !important;
background: rgba(30, 30, 45, 0.6) !important;
color: #b0b0b0 !important;
border: 1px solid rgba(0, 242, 254, 0.2) !important;
}
.tab-nav button:hover {
background: rgba(40, 40, 55, 0.8) !important;
border-color: rgba(0, 242, 254, 0.4) !important;
}
.tab-nav button[aria-selected="true"] {
background: linear-gradient(135deg, #00f2fe 0%, #4facfe 100%) !important;
color: #0a0a0f !important;
box-shadow: 0 4px 15px rgba(0, 242, 254, 0.4) !important;
border: none !important;
}
/* Info cards with pulse animation */
.info-card {
animation: pulse 2s ease-in-out infinite;
}
@keyframes pulse {
0%, 100% { transform: scale(1); }
50% { transform: scale(1.02); }
}
/* Dark example box styling */
.example-box {
background: linear-gradient(135deg, rgba(0, 242, 254, 0.1) 0%, rgba(79, 172, 254, 0.1) 100%);
border-radius: 16px;
padding: 1.5rem;
border-left: 4px solid #00f2fe;
margin-top: 2rem;
transition: all 0.3s ease;
animation: fadeIn 1s ease;
}
.example-box:hover {
transform: translateX(5px);
box-shadow: 0 5px 20px rgba(0, 242, 254, 0.2);
}
.example-box h3, .example-box p {
color: #e0e0e0 !important;
}
@keyframes fadeIn {
from { opacity: 0; }
to { opacity: 1; }
}
/* Dark note box with shimmer effect */
.note-box {
background: linear-gradient(135deg, rgba(0, 242, 254, 0.08) 0%, rgba(79, 172, 254, 0.08) 100%);
border-radius: 12px;
padding: 1rem;
border-left: 4px solid #00f2fe;
margin-top: 1rem;
position: relative;
overflow: hidden;
}
.note-box::before {
content: '';
position: absolute;
top: 0;
left: -100%;
width: 100%;
height: 100%;
background: linear-gradient(90deg, transparent, rgba(0, 242, 254, 0.2), transparent);
animation: shimmer 3s infinite;
}
.note-box p {
color: #00c6ff !important;
position: relative;
z-index: 1;
}
@keyframes shimmer {
0% { left: -100%; }
100% { left: 100%; }
}
/* Dark subtitle animation */
.subtitle {
color: #b0b0b0;
font-size: 1.3rem;
text-align: center;
margin-bottom: 2rem;
animation: fadeInDown 1s ease;
}
@keyframes fadeInDown {
from {
opacity: 0;
transform: translateY(-20px);
}
to {
opacity: 1;
transform: translateY(0);
}
}
/* Loading spinner styles */
.loading {
display: inline-block;
width: 20px;
height: 20px;
border: 3px solid rgba(0, 242, 254, 0.3);
border-radius: 50%;
border-top-color: #00f2fe;
animation: spin 1s ease-in-out infinite;
}
@keyframes spin {
to { transform: rotate(360deg); }
}
/* Neon glow effect on containers */
.main-container::before {
content: '';
position: absolute;
top: -2px;
left: -2px;
right: -2px;
bottom: -2px;
background: linear-gradient(45deg, #00f2fe, #4facfe, #00f2fe);
border-radius: 24px;
z-index: -1;
opacity: 0.3;
filter: blur(10px);
animation: neonPulse 3s ease-in-out infinite;
}
@keyframes neonPulse {
0%, 100% { opacity: 0.3; }
50% { opacity: 0.5; }
}
"""
# Main interface with tabs
with gr.Blocks(css=custom_css, theme=gr.themes.Soft()) as interface:
gr.HTML("""
<div class="main-container">
<h1 class="animated-title">
<span class="floating-icon">π</span> Web RAG System
</h1>
<p class="subtitle">
Extract content from web pages and ask questions using AI-powered retrieval
</p>
</div>
""")
with gr.Tabs() as tabs:
with gr.Tab("π Multiple Links Analysis"):
with gr.Row():
with gr.Column():
url_input_multi = gr.Textbox(
label="π Website URL",
placeholder="https://example.com",
elem_classes="output-box"
)
prompt_input_multi = gr.Textbox(
label="π Your Question",
placeholder="What is this website about?",
lines=3,
elem_classes="output-box"
)
submit_btn_multi = gr.Button("β¨ Analyze Multiple Links", variant="primary")
with gr.Row():
with gr.Column():
status_output_multi = gr.Textbox(label="π Status", elem_classes="output-box")
response_output_multi = gr.Markdown(label="π€ AI Response", elem_classes="output-box")
sources_output_multi = gr.JSON(label="π Sources", elem_classes="output-box")
submit_btn_multi.click(
fn=process_multiple_links,
inputs=[url_input_multi, prompt_input_multi],
outputs=[status_output_multi, response_output_multi, sources_output_multi]
)
with gr.Tab("π Homepage Only Analysis"):
with gr.Row():
with gr.Column():
url_input_home = gr.Textbox(
label="π Website URL",
placeholder="https://example.com",
elem_classes="output-box"
)
prompt_input_home = gr.Textbox(
label="π Your Question",
placeholder="What is this website about?",
lines=3,
elem_classes="output-box"
)
submit_btn_home = gr.Button("β¨ Analyze Homepage", variant="primary")
with gr.Row():
with gr.Column():
status_output_home = gr.Textbox(label="π Status", elem_classes="output-box")
response_output_home = gr.Markdown(label="π€ AI Response", elem_classes="output-box")
sources_output_home = gr.JSON(label="π Sources", elem_classes="output-box")
submit_btn_home.click(
fn=process_homepage_only,
inputs=[url_input_home, prompt_input_home],
outputs=[status_output_home, response_output_home, sources_output_home]
)
gr.HTML("""
<div class="example-box">
<h3 style="margin-top: 0; font-size: 1.4rem;">
<span class="floating-icon">π‘</span> Example Usage
</h3>
<p style="font-size: 1.1rem;"><strong>URL:</strong> https://openai.com</p>
<p style="font-size: 1.1rem;"><strong>Question:</strong> What are the main products and services offered?</p>
</div>
<div class="note-box">
<p style="margin: 0; font-size: 1.05rem;">
βΉοΈ <strong>Note:</strong> If you encounter connection errors, please wait a moment for the system to initialize and try again.
</p>
</div>
""")
# Launch the interface
if __name__ == "__main__":
interface.launch(
server_name="0.0.0.0",
server_port=7860,
share=False,
show_error=True,
quiet=False
) |