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from flask import Flask, request, jsonify, render_template
import os
import uuid
import time
import threading
import tiktoken
import requests
import base64
from datetime import datetime, timedelta
from collections import defaultdict, deque
from detoxify import Detoxify
import logging
logging.basicConfig(level=logging.INFO)
app = Flask(__name__, static_folder='static', template_folder='templates')
print("Loading Detoxify model... This may take a moment.")
detoxify_model = Detoxify('multilingual')
print("Detoxify model loaded successfully.")
API_KEY = os.getenv('API_KEY', 'your-api-key-here')
request_durations = deque(maxlen=100)
request_timestamps = deque(maxlen=1000)
daily_requests = defaultdict(int)
daily_tokens = defaultdict(int)
concurrent_requests = 0
concurrent_requests_lock = threading.Lock()
encoding = tiktoken.get_encoding("cl100k_base")
NSFW_MODEL_URL = "https://teachablemachine.withgoogle.com/models/gJOADmf_u/"
def count_tokens(text):
return len(encoding.encode(text))
def classify_image_nsfw(image_data):
try:
response = requests.post(
NSFW_MODEL_URL,
json={"instances": [{"image_bytes": {"b64": image_data}}]},
timeout=10
)
if response.status_code == 200:
predictions = response.json().get('predictions', [{}])[0]
nsfw_score = predictions.get('nsfw', 0.0)
return nsfw_score > 0.5
return False
except:
return False
def transform_predictions(prediction_dict):
category_keys = [
"toxicity", "severe_toxicity", "obscene", "threat",
"insult", "identity_attack", "sexual_explicit"
]
scores = {}
for key in category_keys:
scores[key] = float(prediction_dict.get(key, 0.0))
threshold = 0.5
bool_categories = {key: (scores[key] > threshold) for key in category_keys}
flagged = any(bool_categories.values())
return flagged, bool_categories, scores
def track_request_metrics(start_time, tokens_count):
end_time = time.time()
duration = end_time - start_time
app.logger.info(f"Server-side processing for moderation request took {duration * 1000:.2f} ms.")
request_durations.append(duration)
request_timestamps.append(datetime.now())
today = datetime.now().strftime("%Y-%m-%d")
daily_requests[today] += 1
daily_tokens[today] += tokens_count
def get_performance_metrics():
global concurrent_requests
with concurrent_requests_lock:
current_concurrent = concurrent_requests
if not request_durations:
avg_request_time = 0
peak_request_time = 0
else:
avg_request_time = sum(request_durations) / len(request_durations)
peak_request_time = max(request_durations)
now = datetime.now()
one_minute_ago = now - timedelta(seconds=60)
requests_last_minute = sum(1 for ts in request_timestamps if ts > one_minute_ago)
today = now.strftime("%Y-%m-%d")
today_requests = daily_requests.get(today, 0)
today_tokens = daily_tokens.get(today, 0)
last_7_days = []
for i in range(7):
date = (now - timedelta(days=i)).strftime("%Y-%m-%d")
last_7_days.append({
"date": date,
"requests": daily_requests.get(date, 0),
"tokens": daily_tokens.get(date, 0)
})
return {
"avg_request_time_ms": avg_request_time * 1000,
"peak_request_time_ms": peak_request_time * 1000,
"requests_per_minute": requests_last_minute,
"concurrent_requests": current_concurrent,
"today_requests": today_requests,
"today_tokens": today_tokens,
"last_7_days": last_7_days
}
@app.route('/')
def home():
return render_template('index.html')
@app.route('/v1/moderations', methods=['POST'])
def moderations():
global concurrent_requests
with concurrent_requests_lock:
concurrent_requests += 1
start_time = time.time()
total_tokens = 0
response = None
try:
auth_header = request.headers.get('Authorization')
if not auth_header or not auth_header.startswith("Bearer "):
response = jsonify({"error": "Unauthorized"}), 401
return response
provided_api_key = auth_header.split(" ")[1]
if provided_api_key != API_KEY:
response = jsonify({"error": "Unauthorized"}), 401
return response
data = request.get_json()
raw_input = data.get('input')
if raw_input is None:
response = jsonify({"error": "Invalid input, 'input' field is required"}), 400
return response
if isinstance(raw_input, str):
texts = [raw_input]
elif isinstance(raw_input, list):
texts = raw_input
else:
response = jsonify({"error": "Invalid input format, expected string or list of strings"}), 400
return response
if not texts:
response = jsonify({"error": "Input list cannot be empty"}), 400
return response
if len(texts) > 10:
response = jsonify({"error": "Too many input items. Maximum 10 allowed."}), 400
return response
results = []
for text in texts:
if not isinstance(text, str):
if isinstance(text, dict) and 'type' in text and text['type'] == 'image_url':
image_data = text.get('image_url', {}).get('url', '')
if image_data.startswith('data:image'):
image_b64 = image_data.split(',')[1]
is_nsfw = classify_image_nsfw(image_b64)
results.append({
"flagged": is_nsfw,
"categories": {
"sexual": is_nsfw,
"sexual_explicit": is_nsfw
},
"category_scores": {
"sexual": 0.9 if is_nsfw else 0.1,
"sexual_explicit": 0.9 if is_nsfw else 0.1
}
})
continue
response = jsonify({"error": "Each input item must be a string or image object"}), 400
return response
if len(text.encode('utf-8')) > 300000:
response = jsonify({"error": "Each input item must have a maximum of 300k bytes."}), 400
return response
total_tokens += count_tokens(text)
predictions = detoxify_model.predict([text])
single_prediction = {key: value[0] for key, value in predictions.items()}
flagged, bool_categories, scores = transform_predictions(single_prediction)
results.append({
"flagged": flagged,
"categories": bool_categories,
"category_scores": scores,
})
response_data = {
"id": "modr-" + uuid.uuid4().hex[:24],
"model": "text-moderation-detoxify-multilingual",
"results": results
}
response = jsonify(response_data)
return response
except Exception as e:
app.logger.error(f"An error occurred: {e}", exc_info=True)
response = jsonify({"error": "An internal server error occurred."}), 500
return response
finally:
if response and (response[1] < 400 if isinstance(response, tuple) else response.status_code < 400):
track_request_metrics(start_time, total_tokens)
with concurrent_requests_lock:
concurrent_requests -= 1
@app.route('/v1/metrics', methods=['GET'])
def metrics():
auth_header = request.headers.get('Authorization')
if not auth_header or not auth_header.startswith("Bearer "):
return jsonify({"error": "Unauthorized"}), 401
provided_api_key = auth_header.split(" ")[1]
if provided_api_key != API_KEY:
return jsonify({"error": "Unauthorized"}), 401
return jsonify(get_performance_metrics())
# Create the HTML template with Tailwind CSS
with open("templates/index.html", "w") as f:
f.write("""
<!DOCTYPE html>
<html lang="en">
<head>
<meta charset="UTF-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<title>AI Content Moderator</title>
<script src="https://cdn.tailwindcss.com"></script>
<link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/6.4.0/css/all.min.css">
<style>
@keyframes float {
0% { transform: translateY(0px); }
50% { transform: translateY(-10px); }
100% { transform: translateY(0px); }
}
@keyframes pulse-border {
0% { box-shadow: 0 0 0 0 rgba(99, 102, 241, 0.7); }
70% { box-shadow: 0 0 0 10px rgba(99, 102, 241, 0); }
100% { box-shadow: 0 0 0 0 rgba(99, 102, 241, 0); }
}
.float-animation {
animation: float 3s ease-in-out infinite;
}
.pulse-border {
animation: pulse-border 2s infinite;
}
.gradient-bg {
background: linear-gradient(135deg, #667eea 0%, #764ba2 100%);
}
.glass-effect {
background: rgba(255, 255, 255, 0.1);
backdrop-filter: blur(10px);
border-radius: 10px;
border: 1px solid rgba(255, 255, 255, 0.2);
}
.safe-gradient {
background: linear-gradient(135deg, #84fab0 0%, #8fd3f4 100%);
}
.unsafe-gradient {
background: linear-gradient(135deg, #fa709a 0%, #fee140 100%);
}
</style>
</head>
<body class="min-h-screen gradient-bg text-white">
<div class="container mx-auto px-4 py-8">
<header class="text-center mb-12">
<div class="inline-block p-4 rounded-full glass-effect float-animation mb-6">
<i class="fas fa-shield-alt text-5xl text-white"></i>
</div>
<h1 class="text-4xl md:text-5xl font-bold mb-4">Smart Moderator</h1>
<p class="text-xl text-gray-200 max-w-2xl mx-auto">
Advanced, multilingual and multimodal content moderation API
</p>
</header>
<main class="max-w-6xl mx-auto">
<div class="grid grid-cols-1 lg:grid-cols-3 gap-8 mb-12">
<!-- API Key Section -->
<div class="lg:col-span-1">
<div class="glass-effect p-6 rounded-xl h-full">
<h2 class="text-2xl font-bold mb-4 flex items-center">
<i class="fas fa-key mr-2"></i> API Configuration
</h2>
<div class="mb-4">
<label class="block text-sm font-medium mb-2">API Key</label>
<div class="relative">
<input type="password" id="apiKey" placeholder="Enter your API key"
class="w-full px-4 py-3 rounded-lg bg-white/10 border border-white/20 focus:outline-none focus:ring-2 focus:ring-indigo-400 text-white">
<button id="toggleApiKey" class="absolute right-3 top-3 text-gray-300 hover:text-white">
<i class="fas fa-eye"></i>
</button>
</div>
</div>
<div class="mb-4">
<label class="block text-sm font-medium mb-2">Model</label>
<select id="modelSelect" class="w-full px-4 py-3 rounded-lg bg-white/10 border border-white/20 focus:outline-none focus:ring-2 focus:ring-indigo-400 text-white">
<option value="text-moderation-detoxify-multilingual" selected>Detoxify Multilingual</option>
</select>
</div>
<div class="mt-6">
<h3 class="text-lg font-semibold mb-2">API Usage</h3>
<div class="bg-black/20 p-4 rounded-lg text-sm font-mono">
<div class="mb-2">POST /v1/moderations</div>
<div class="mb-2">Site: https://nixaut-codelabs-smart-moderator.hf.space</div>
<div class="text-xs text-gray-300">curl -X POST -H "Authorization: Bearer YOUR_API_KEY" -H "Content-Type: application/json" -d '{"input":"text to moderate"}' /v1/moderations</div>
</div>
</div>
</div>
</div>
<!-- Main Content Section -->
<div class="lg:col-span-2">
<div class="glass-effect p-6 rounded-xl">
<h2 class="text-2xl font-bold mb-4 flex items-center">
<i class="fas fa-check-circle mr-2"></i> Content Analysis
</h2>
<!-- Tabs -->
<div class="flex border-b border-white/20 mb-6">
<button id="singleTab" class="px-4 py-2 font-medium border-b-2 border-indigo-400 text-indigo-300 tab-active">
Single Text
</button>
<button id="batchTab" class="px-4 py-2 font-medium border-b-2 border-transparent text-gray-300 hover:text-white">
Batch Processing
</button>
</div>
<!-- Single Text Tab -->
<div id="singleContent" class="tab-content">
<div class="mb-6">
<label class="block text-sm font-medium mb-2">Text to Analyze</label>
<textarea id="textInput" rows="6" placeholder="Enter any text in any language for content moderation analysis..."
class="w-full px-4 py-3 rounded-lg bg-white/10 border border-white/20 focus:outline-none focus:ring-2 focus:ring-indigo-400 text-white resize-none"></textarea>
</div>
<div class="flex space-x-4">
<button id="analyzeBtn" class="flex-1 bg-indigo-600 hover:bg-indigo-700 text-white font-bold py-3 px-6 rounded-lg transition duration-300 transform hover:scale-105 pulse-border">
<i class="fas fa-search mr-2"></i> Analyze Content
</button>
<button id="clearBtn" class="bg-gray-600 hover:bg-gray-700 text-white font-bold py-3 px-6 rounded-lg transition duration-300">
<i class="fas fa-trash mr-2"></i> Clear
</button>
</div>
</div>
<!-- Batch Processing Tab -->
<div id="batchContent" class="tab-content hidden">
<div class="mb-6">
<label class="block text-sm font-medium mb-2">Texts to Analyze (one per line)</label>
<textarea id="batchTextInput" rows="8" placeholder="Enter multiple texts, one per line..."
class="w-full px-4 py-3 rounded-lg bg-white/10 border border-white/20 focus:outline-none focus:ring-2 focus:ring-indigo-400 text-white resize-none"></textarea>
</div>
<div class="flex space-x-4">
<button id="batchAnalyzeBtn" class="flex-1 bg-indigo-600 hover:bg-indigo-700 text-white font-bold py-3 px-6 rounded-lg transition duration-300 transform hover:scale-105 pulse-border">
<i class="fas fa-layer-group mr-2"></i> Analyze Batch
</button>
<button id="batchClearBtn" class="bg-gray-600 hover:bg-gray-700 text-white font-bold py-3 px-6 rounded-lg transition duration-300">
<i class="fas fa-trash mr-2"></i> Clear
</button>
</div>
</div>
<!-- Results Section -->
<div id="resultsSection" class="mt-8 hidden">
<h3 class="text-xl font-bold mb-4 flex items-center">
<i class="fas fa-chart-bar mr-2"></i> Analysis Results
</h3>
<div id="resultsContainer" class="space-y-4">
<!-- Results will be dynamically inserted here -->
</div>
</div>
</div>
</div>
</div>
<!-- Examples Section -->
<div class="glass-effect p-6 rounded-xl mb-12">
<h2 class="text-2xl font-bold mb-4 flex items-center">
<i class="fas fa-lightbulb mr-2"></i> Example Prompts
</h2>
<div class="grid grid-cols-1 md:grid-cols-2 lg:grid-cols-3 gap-4">
<div class="example-card bg-white/10 p-4 rounded-lg cursor-pointer hover:bg-white/20 transition duration-300">
<p class="text-sm">"Hello, how are you today? I hope you're having a wonderful time!"</p>
</div>
<div class="example-card bg-white/10 p-4 rounded-lg cursor-pointer hover:bg-white/20 transition duration-300">
<p class="text-sm">"I hate you and I will find you and hurt you badly."</p>
</div>
<div class="example-card bg-white/10 p-4 rounded-lg cursor-pointer hover:bg-white/20 transition duration-300">
<p class="text-sm">"C'est une belle journée pour apprendre la programmation et l'intelligence artificielle."</p>
</div>
<div class="example-card bg-white/10 p-4 rounded-lg cursor-pointer hover:bg-white/20 transition duration-300">
<p class="text-sm">"I can't take this anymore. I want to end everything and disappear forever."</p>
</div>
<div class="example-card bg-white/10 p-4 rounded-lg cursor-pointer hover:bg-white/20 transition duration-300">
<p class="text-sm">"¡Hola! Me encanta aprender nuevos idiomas y conocer diferentes culturas."</p>
</div>
<div class="example-card bg-white/10 p-4 rounded-lg cursor-pointer hover:bg-white/20 transition duration-300">
<p class="text-sm">"You're absolutely worthless and nobody will ever love someone like you."</p>
</div>
</div>
</div>
<!-- Information Section -->
<div class="glass-effect p-6 rounded-xl">
<h2 class="text-2xl font-bold mb-4 flex items-center">
<i class="fas fa-info-circle mr-2"></i> About This Tool
</h2>
<div class="grid grid-cols-1 md:grid-cols-3 gap-6">
<div class="text-center">
<div class="inline-block p-3 rounded-full bg-indigo-500/20 mb-3">
<i class="fas fa-globe text-2xl text-indigo-300"></i>
</div>
<h3 class="text-lg font-semibold mb-2">Multilingual</h3>
<p class="text-gray-300">Supports content analysis in multiple languages with high accuracy.</p>
</div>
<div class="text-center">
<div class="inline-block p-3 rounded-full bg-indigo-500/20 mb-3">
<i class="fas fa-bolt text-2xl text-indigo-300"></i>
</div>
<h3 class="text-lg font-semibold mb-2">Fast Processing</h3>
<p class="text-gray-300">Optimized model for quick content analysis with real-time results.</p>
</div>
<div class="text-center">
<div class="inline-block p-3 rounded-full bg-indigo-500/20 mb-3">
<i class="fas fa-shield-alt text-2xl text-indigo-300"></i>
</div>
<h3 class="text-lg font-semibold mb-2">Secure</h3>
<p class="text-gray-300">API key authentication ensures your requests remain secure and private.</p>
</div>
</div>
</div>
</main>
<footer class="mt-12 text-center text-gray-300">
<p>© 2025 Smart Moderator. All rights reserved.</p>
</footer>
</div>
<!-- Loading Modal -->
<div id="loadingModal" class="fixed inset-0 bg-black/70 flex items-center justify-center z-50 hidden">
<div class="glass-effect p-8 rounded-xl max-w-md w-full mx-4 text-center">
<div class="mb-4">
<div class="inline-block animate-spin rounded-full h-12 w-12 border-t-2 border-b-2 border-indigo-500"></div>
</div>
<h3 class="text-xl font-bold mb-2">Analyzing Content</h3>
<p class="text-gray-300">Please wait while we process your request...</p>
</div>
</div>
<script>
// DOM Elements
const singleTab = document.getElementById('singleTab');
const batchTab = document.getElementById('batchTab');
const singleContent = document.getElementById('singleContent');
const batchContent = document.getElementById('batchContent');
const apiKeyInput = document.getElementById('apiKey');
const toggleApiKeyBtn = document.getElementById('toggleApiKey');
const textInput = document.getElementById('textInput');
const batchTextInput = document.getElementById('batchTextInput');
const analyzeBtn = document.getElementById('analyzeBtn');
const batchAnalyzeBtn = document.getElementById('batchAnalyzeBtn');
const clearBtn = document.getElementById('clearBtn');
const batchClearBtn = document.getElementById('batchClearBtn');
const resultsSection = document.getElementById('resultsSection');
const resultsContainer = document.getElementById('resultsContainer');
const loadingModal = document.getElementById('loadingModal');
const exampleCards = document.querySelectorAll('.example-card');
// Tab switching
singleTab.addEventListener('click', () => {
singleTab.classList.add('border-indigo-400', 'text-indigo-300');
singleTab.classList.remove('border-transparent', 'text-gray-300');
batchTab.classList.add('border-transparent', 'text-gray-300');
batchTab.classList.remove('border-indigo-400', 'text-indigo-300');
singleContent.classList.remove('hidden');
batchContent.classList.add('hidden');
});
batchTab.addEventListener('click', () => {
batchTab.classList.add('border-indigo-400', 'text-indigo-300');
batchTab.classList.remove('border-transparent', 'text-gray-300');
singleTab.classList.add('border-transparent', 'text-gray-300');
singleTab.classList.remove('border-indigo-400', 'text-indigo-300');
batchContent.classList.remove('hidden');
singleContent.classList.add('hidden');
});
// Toggle API key visibility
toggleApiKeyBtn.addEventListener('click', () => {
const type = apiKeyInput.getAttribute('type') === 'password' ? 'text' : 'password';
apiKeyInput.setAttribute('type', type);
toggleApiKeyBtn.innerHTML = type === 'password' ? '<i class="fas fa-eye"></i>' : '<i class="fas fa-eye-slash"></i>';
});
// Slider value updates
maxTokensSlider.addEventListener('input', () => {
maxTokensValue.textContent = maxTokensSlider.value;
});
temperatureSlider.addEventListener('input', () => {
temperatureValue.textContent = temperatureSlider.value;
});
topPSlider.addEventListener('input', () => {
topPValue.textContent = topPSlider.value;
});
// Example cards
exampleCards.forEach(card => {
card.addEventListener('click', () => {
textInput.value = card.querySelector('p').textContent;
});
});
// Clear buttons
clearBtn.addEventListener('click', () => {
textInput.value = '';
resultsSection.classList.add('hidden');
});
batchClearBtn.addEventListener('click', () => {
batchTextInput.value = '';
resultsSection.classList.add('hidden');
});
// Analyze button
analyzeBtn.addEventListener('click', async () => {
const text = textInput.value.trim();
if (!text) {
showNotification('Please enter text to analyze', 'error');
return;
}
const apiKey = apiKeyInput.value.trim();
if (!apiKey) {
showNotification('Please enter your API key', 'error');
return;
}
showLoading(true);
try {
const response = await fetch('/v1/moderations', {
method: 'POST',
headers: {
'Content-Type': 'application/json',
'Authorization': `Bearer ${apiKey}`
},
body: JSON.stringify({
input: text,
model: document.getElementById('modelSelect').value
})
});
if (!response.ok) {
const errorData = await response.json();
throw new Error(errorData.detail || 'An error occurred');
}
const data = await response.json();
displayResults([data.results[0]]);
} catch (error) {
showNotification(`Error: ${error.message}`, 'error');
} finally {
showLoading(false);
}
});
// Batch analyze button
batchAnalyzeBtn.addEventListener('click', async () => {
const texts = batchTextInput.value.trim().split('\\n').filter(text => text.trim());
if (texts.length === 0) {
showNotification('Please enter at least one text to analyze', 'error');
return;
}
const apiKey = apiKeyInput.value.trim();
if (!apiKey) {
showNotification('Please enter your API key', 'error');
return;
}
showLoading(true);
try {
const response = await fetch('/v1/moderations', {
method: 'POST',
headers: {
'Content-Type': 'application/json',
'Authorization': `Bearer ${apiKey}`
},
body: JSON.stringify({
input: texts,
model: document.getElementById('modelSelect').value
})
});
if (!response.ok) {
const errorData = await response.json();
throw new Error(errorData.detail || 'An error occurred');
}
const data = await response.json();
displayResults(data.results);
} catch (error) {
showNotification(`Error: ${error.message}`, 'error');
} finally {
showLoading(false);
}
});
// Display results
function displayResults(results) {
resultsContainer.innerHTML = '';
results.forEach((result, index) => {
const isFlagged = result.flagged;
const cardClass = isFlagged ? 'unsafe-gradient' : 'safe-gradient';
const icon = isFlagged ? 'fas fa-exclamation-triangle' : 'fas fa-check-circle';
const statusText = isFlagged ? 'UNSAFE' : 'SAFE';
const statusDesc = isFlagged ?
'Content may contain inappropriate or harmful material.' :
'Content appears to be safe and appropriate.';
const categories = Object.entries(result.categories)
.filter(([_, value]) => value)
.map(([key, _]) => key.replace('/', ' '))
.join(', ');
const resultCard = document.createElement('div');
resultCard.className = `p-6 rounded-xl text-white ${cardClass} shadow-lg`;
resultCard.innerHTML = `
<div class="flex items-start">
<div class="mr-4 mt-1">
<i class="${icon} text-3xl"></i>
</div>
<div class="flex-1">
<div class="flex justify-between items-start mb-2">
<h3 class="text-xl font-bold">${statusText}</h3>
<span class="text-sm bg-black/20 px-2 py-1 rounded">Result ${index + 1}</span>
</div>
<p class="mb-4">${statusDesc}</p>
<div class="bg-black/20 p-4 rounded-lg mb-4">
<p class="text-sm font-mono break-words">${result.text}</p>
</div>
${isFlagged ? `
<div class="mb-3">
<h4 class="font-semibold mb-1">Flagged Categories:</h4>
<p class="text-sm">${categories}</p>
</div>
` : ''}
<div class="grid grid-cols-2 md:grid-cols-4 gap-2 text-xs">
${Object.entries(result.category_scores).map(([category, score]) => `
<div class="bg-black/20 p-2 rounded">
<div class="font-medium">${category.replace('/', ' ')}</div>
<div class="w-full bg-gray-700 rounded-full h-1.5 mt-1">
<div class="bg-white h-1.5 rounded-full" style="width: ${score * 100}%"></div>
</div>
<div class="text-right mt-1">${(score * 100).toFixed(0)}%</div>
</div>
`).join('')}
</div>
</div>
</div>
`;
resultsContainer.appendChild(resultCard);
});
resultsSection.classList.remove('hidden');
resultsSection.scrollIntoView({ behavior: 'smooth' });
}
// Show/hide loading modal
function showLoading(show) {
if (show) {
loadingModal.classList.remove('hidden');
} else {
loadingModal.classList.add('hidden');
}
}
// Show notification
function showNotification(message, type = 'info') {
const notification = document.createElement('div');
notification.className = `fixed top-4 right-4 p-4 rounded-lg shadow-lg z-50 ${
type === 'error' ? 'bg-red-500' : 'bg-indigo-500'
} text-white`;
notification.innerHTML = `
<div class="flex items-center">
<i class="fas ${type === 'error' ? 'fa-exclamation-circle' : 'fa-info-circle'} mr-2"></i>
<span>${message}</span>
</div>
`;
document.body.appendChild(notification);
setTimeout(() => {
notification.style.opacity = '0';
notification.style.transition = 'opacity 0.5s';
setTimeout(() => {
document.body.removeChild(notification);
}, 500);
}, 3000);
}
</script>
</body>
</html>
""")
def create_directories_and_files():
os.makedirs('templates', exist_ok=True)
os.makedirs('static', exist_ok=True)
index_path = os.path.join('templates', 'index.html')
if not os.path.exists(index_path):
with open(index_path, 'w', encoding='utf-8') as f:
f.write('''<!DOCTYPE html>
<html lang="en">
<head>
<meta charset="UTF-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<title>Smart Moderator</title>
<script src="https://cdn.tailwindcss.com"></script>
<script src="https://cdn.jsdelivr.net/npm/chart.js"></script>
<link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/6.4.0/css/all.min.css">
<script>
tailwind.config = {
darkMode: 'class',
theme: {
extend: {
colors: {
primary: {
50: '#eff6ff', 100: '#dbeafe', 200: '#bfdbfe', 300: '#93c5fd', 400: '#60a5fa',
500: '#3b82f6', 600: '#2563eb', 700: '#1d4ed8', 800: '#1e40af', 900: '#1e3a8a',
}
}
}
}
}
</script>
<style>
.gradient-bg { background: linear-gradient(135deg, #667eea 0%, #764ba2 100%); }
.dark .gradient-bg { background: linear-gradient(135deg, #1e3a8a 0%, #4c1d95 100%); }
.glass-effect {
background: rgba(255, 255, 255, 0.1); backdrop-filter: blur(10px);
border: 1px solid rgba(255, 255, 255, 0.2);
}
.dark .glass-effect { background: rgba(30, 41, 59, 0.5); border: 1px solid rgba(100, 116, 139, 0.3); }
.category-card { transition: all 0.3s ease; }
.category-card:hover { transform: translateY(-5px); }
.loading-spinner { border-top-color: #3b82f6; animation: spinner 1.5s linear infinite; }
@keyframes spinner { 0% { transform: rotate(0deg); } 100% { transform: rotate(360deg); } }
</style>
</head>
<body class="bg-gray-50 dark:bg-gray-900 text-gray-900 dark:text-gray-100 min-h-screen font-sans">
<header class="gradient-bg text-white shadow-lg">
<div class="container mx-auto px-4 py-6 flex justify-between items-center">
<div class="flex items-center space-x-3">
<div class="w-10 h-10 rounded-full bg-white flex items-center justify-center">
<i class="fas fa-shield-alt text-primary-600 text-xl"></i>
</div>
<h1 class="text-2xl font-bold">Smart Moderator</h1>
</div>
<div class="flex items-center space-x-4">
<button id="refreshMetrics" class="glass-effect px-4 py-2 rounded-lg hover:bg-white/20 transition">
<i class="fas fa-sync-alt mr-2"></i>Refresh Metrics
</button>
<button id="darkModeToggle" class="glass-effect p-2 rounded-lg hover:bg-white/20 transition">
<i class="fas fa-moon dark:hidden"></i>
<i class="fas fa-sun hidden dark:inline"></i>
</button>
</div>
</div>
</header>
<main class="container mx-auto px-4 py-8">
<section class="mb-12">
<h2 class="text-2xl font-bold mb-6 flex items-center">
<i class="fas fa-chart-line mr-3 text-primary-600"></i>
Performance Metrics
</h2>
<div class="grid grid-cols-1 md:grid-cols-2 lg:grid-cols-4 gap-6 mb-8">
<div class="bg-white dark:bg-gray-800 rounded-xl shadow-lg p-6">
<div class="flex items-center justify-between">
<div>
<p class="text-gray-500 dark:text-gray-400 text-sm">Avg. Response (last 100)</p>
<p class="text-2xl font-bold" id="avgResponseTime">0ms</p>
</div>
<div class="w-12 h-12 rounded-full bg-primary-100 dark:bg-primary-900/30 flex items-center justify-center">
<i class="fas fa-clock text-primary-600 dark:text-primary-400"></i>
</div>
</div>
</div>
<div class="bg-white dark:bg-gray-800 rounded-xl shadow-lg p-6">
<div class="flex items-center justify-between">
<div>
<p class="text-gray-500 dark:text-gray-400 text-sm">Requests / Minute</p>
<p class="text-2xl font-bold" id="requestsPerMinute">0</p>
</div>
<div class="w-12 h-12 rounded-full bg-green-100 dark:bg-green-900/30 flex items-center justify-center">
<i class="fas fa-tachometer-alt text-green-600 dark:text-green-400"></i>
</div>
</div>
</div>
<div class="bg-white dark:bg-gray-800 rounded-xl shadow-lg p-6">
<div class="flex items-center justify-between">
<div>
<p class="text-gray-500 dark:text-gray-400 text-sm">Peak Response (last 100)</p>
<p class="text-2xl font-bold" id="peakResponseTime">0ms</p>
</div>
<div class="w-12 h-12 rounded-full bg-red-100 dark:bg-red-900/30 flex items-center justify-center">
<i class="fas fa-exclamation-triangle text-red-600 dark:text-red-400"></i>
</div>
</div>
</div>
<div class="bg-white dark:bg-gray-800 rounded-xl shadow-lg p-6">
<div class="flex items-center justify-between">
<div>
<p class="text-gray-500 dark:text-gray-400 text-sm">Today's Requests</p>
<p class="text-2xl font-bold" id="todayRequests">0</p>
</div>
<div class="w-12 h-12 rounded-full bg-yellow-100 dark:bg-yellow-900/30 flex items-center justify-center">
<i class="fas fa-list-ol text-yellow-600 dark:text-yellow-400"></i>
</div>
</div>
</div>
</div>
<div class="bg-white dark:bg-gray-800 rounded-xl shadow-lg p-6">
<h3 class="text-lg font-semibold mb-4">Last 7 Days Activity</h3>
<div class="h-64">
<canvas id="activityChart"></canvas>
</div>
</div>
</section>
<section class="mb-12">
<h2 class="text-2xl font-bold mb-6 flex items-center">
<i class="fas fa-code mr-3 text-primary-600"></i>
API Tester
</h2>
<div class="bg-white dark:bg-gray-800 rounded-xl shadow-lg p-6">
<form id="apiTestForm">
<div class="mb-6">
<label class="block text-sm font-medium mb-2" for="apiKey">API Key</label>
<input type="password" id="apiKey" class="w-full px-4 py-2 rounded-lg border border-gray-300 dark:border-gray-600 bg-white dark:bg-gray-700 focus:outline-none focus:ring-2 focus:ring-primary-500" placeholder="Enter your API key">
</div>
<div class="mb-6">
<label class="block text-sm font-medium mb-2">Text Inputs</label>
<div id="textInputsContainer">
<div class="text-input-group mb-4">
<textarea class="w-full px-4 py-2 rounded-lg border border-gray-300 dark:border-gray-600 bg-white dark:bg-gray-700 focus:outline-none focus:ring-2 focus:ring-primary-500" rows="3" placeholder="Enter text to moderate..."></textarea>
<button type="button" class="remove-input mt-2 text-red-500 hover:text-red-700 hidden">
<i class="fas fa-trash-alt mr-1"></i> Remove
</button>
</div>
</div>
<button type="button" id="addTextInput" class="mt-2 text-primary-600 hover:text-primary-800 dark:text-primary-400 dark:hover:text-primary-300">
<i class="fas fa-plus-circle mr-1"></i> Add another text input
</button>
</div>
<div class="flex justify-between items-center">
<div>
<button type="submit" id="analyzeBtn" class="bg-primary-600 hover:bg-primary-700 text-white font-medium py-2 px-6 rounded-lg transition">
<i class="fas fa-search mr-2"></i> Analyze Text
</button>
<button type="button" id="clearBtn" class="ml-2 bg-gray-300 hover:bg-gray-400 dark:bg-gray-600 dark:hover:bg-gray-700 text-gray-800 dark:text-gray-200 font-medium py-2 px-6 rounded-lg transition">
<i class="fas fa-eraser mr-2"></i> Clear
</button>
</div>
<div class="text-sm text-gray-500 dark:text-gray-400">
<i class="fas fa-info-circle mr-1"></i> Maximum 10 text inputs allowed
</div>
</div>
</form>
</div>
</section>
<section id="resultsSection" class="hidden">
<h2 class="text-2xl font-bold mb-6 flex items-center">
<i class="fas fa-clipboard-check mr-3 text-primary-600"></i>
Analysis Results
</h2>
<div class="bg-white dark:bg-gray-800 rounded-xl shadow-lg p-6 mb-6">
<div class="flex justify-between items-center mb-4">
<h3 class="text-lg font-semibold">Summary</h3>
<div class="text-sm text-gray-500 dark:text-gray-400">
<i class="fas fa-stopwatch mr-1"></i> Round-trip time: <span id="responseTime">0ms</span>
</div>
</div>
<div id="resultsContainer" class="space-y-6">
</div>
</div>
</section>
<section>
<h2 class="text-2xl font-bold mb-6 flex items-center">
<i class="fas fa-book mr-3 text-primary-600"></i>
API Documentation
</h2>
<div class="bg-white dark:bg-gray-800 rounded-xl shadow-lg p-6">
<h3 class="text-lg font-semibold mb-4">Endpoint</h3>
<div class="bg-gray-100 dark:bg-gray-700 p-4 rounded-lg mb-6 font-mono text-sm">POST /v1/moderations</div>
<h3 class="text-lg font-semibold mb-4">Site URL</h3>
<div class="bg-gray-100 dark:bg-gray-700 p-4 rounded-lg mb-6 font-mono text-sm">https://nixaut-codelabs-smart-moderator.hf.space</div>
<h3 class="text-lg font-semibold mb-4">Request Body</h3>
<div class="bg-gray-100 dark:bg-gray-700 p-4 rounded-lg mb-6 overflow-x-auto">
<pre class="text-sm"><code>{
"input": "Text to moderate"
}</code></pre>
</div>
<h3 class="text-lg font-semibold mb-4">Response</h3>
<div class="bg-gray-100 dark:bg-gray-700 p-4 rounded-lg overflow-x-auto">
<pre class="text-sm"><code>{
"id": "modr-1234567890abcdef",
"model": "text-moderation-detoxify-multilingual",
"results": [
{
"flagged": true,
"categories": {
"toxicity": true,
"severe_toxicity": false,
/* ... other categories */
},
"category_scores": {
"toxicity": 0.95,
"severe_toxicity": 0.1,
/* ... other scores */
}
}
]
}</code></pre>
</div>
</div>
</section>
</main>
<footer class="bg-gray-100 dark:bg-gray-800 border-t border-gray-200 dark:border-gray-700 mt-12">
<div class="container mx-auto px-4 py-6 text-center text-gray-600 dark:text-gray-400">
2025 Smart Moderator. All rights reserved.
</div>
</footer>
<script>
const darkModeToggle = document.getElementById('darkModeToggle');
const html = document.documentElement;
if (localStorage.getItem('theme') === 'dark' || (!('theme' in localStorage) && window.matchMedia('(prefers-color-scheme: dark)').matches)) {
html.classList.add('dark');
}
darkModeToggle.addEventListener('click', () => {
html.classList.toggle('dark');
localStorage.setItem('theme', html.classList.contains('dark') ? 'dark' : 'light');
});
let activityChart;
function initActivityChart() {
if (activityChart) { activityChart.destroy(); }
const ctx = document.getElementById('activityChart').getContext('2d');
const isDarkMode = document.documentElement.classList.contains('dark');
const gridColor = isDarkMode ? 'rgba(255, 255, 255, 0.1)' : 'rgba(0, 0, 0, 0.1)';
const textColor = isDarkMode ? '#e5e7eb' : '#374151';
activityChart = new Chart(ctx, {
type: 'bar',
data: { labels: [], datasets: [
{ label: 'Requests', data: [], backgroundColor: 'rgba(59, 130, 246, 0.6)', borderColor: 'rgba(59, 130, 246, 1)', borderWidth: 1 },
{ label: 'Tokens', data: [], backgroundColor: 'rgba(16, 185, 129, 0.6)', borderColor: 'rgba(16, 185, 129, 1)', borderWidth: 1, yAxisID: 'y1' }
]},
options: {
responsive: true, maintainAspectRatio: false,
scales: {
y: { beginAtZero: true, position: 'left', title: { display: true, text: 'Requests', color: textColor }, ticks: { color: textColor }, grid: { color: gridColor } },
y1: { beginAtZero: true, position: 'right', title: { display: true, text: 'Tokens', color: textColor }, ticks: { color: textColor }, grid: { drawOnChartArea: false } }
},
plugins: { legend: { labels: { color: textColor } } }
}
});
}
async function fetchMetrics() {
const apiKey = document.getElementById('apiKey').value || 'temp-key-for-metrics';
try {
const response = await fetch('/v1/metrics', {
headers: { 'Authorization': 'Bearer ' + apiKey }
});
if (!response.ok) {
const error = await response.json();
console.error('Failed to fetch metrics:', error.error);
if(response.status === 401) {
}
return;
}
const data = await response.json();
updateMetricsDisplay(data);
} catch (error) {
console.error('Error fetching metrics:', error);
}
}
function updateMetricsDisplay(data) {
document.getElementById('avgResponseTime').textContent = data.avg_request_time_ms.toFixed(0) + 'ms';
document.getElementById('peakResponseTime').textContent = data.peak_request_time_ms.toFixed(0) + 'ms';
document.getElementById('requestsPerMinute').textContent = data.requests_per_minute;
document.getElementById('todayRequests').textContent = data.today_requests.toLocaleString();
if (activityChart) {
const labels = data.last_7_days.map(d => new Date(d.date).toLocaleDateString('en-US', { month: 'short', day: 'numeric' })).reverse();
const requests = data.last_7_days.map(d => d.requests).reverse();
const tokens = data.last_7_days.map(d => d.tokens).reverse();
activityChart.data.labels = labels;
activityChart.data.datasets[0].data = requests;
activityChart.data.datasets[1].data = tokens;
activityChart.update();
}
}
document.getElementById('addTextInput').addEventListener('click', () => {
const container = document.getElementById('textInputsContainer');
if (container.children.length >= 10) {
alert('Maximum 10 text inputs allowed');
return;
}
const newGroup = container.firstElementChild.cloneNode(true);
newGroup.querySelector('textarea').value = '';
newGroup.querySelector('.remove-input').classList.remove('hidden');
container.appendChild(newGroup);
updateRemoveButtons();
});
document.getElementById('textInputsContainer').addEventListener('click', function(e) {
if (e.target.closest('.remove-input')) {
e.target.closest('.text-input-group').remove();
updateRemoveButtons();
}
});
function updateRemoveButtons() {
const groups = document.querySelectorAll('.text-input-group');
groups.forEach(group => {
group.querySelector('.remove-input').classList.toggle('hidden', groups.length <= 1);
});
}
document.getElementById('clearBtn').addEventListener('click', () => {
document.getElementById('apiTestForm').reset();
const container = document.getElementById('textInputsContainer');
container.innerHTML = container.firstElementChild.outerHTML;
container.querySelector('textarea').value = '';
updateRemoveButtons();
document.getElementById('resultsSection').classList.add('hidden');
});
document.getElementById('apiTestForm').addEventListener('submit', async (e) => {
e.preventDefault();
const apiKey = document.getElementById('apiKey').value;
if (!apiKey) { alert('Please enter your API key'); return; }
const texts = Array.from(document.querySelectorAll('#textInputsContainer textarea'))
.map(t => t.value.trim()).filter(Boolean);
if (texts.length === 0) { alert('Please enter at least one text to analyze'); return; }
const analyzeBtn = document.getElementById('analyzeBtn');
const originalBtnContent = analyzeBtn.innerHTML;
analyzeBtn.innerHTML = '<div class="loading-spinner inline-block w-4 h-4 border-2 border-white border-t-transparent rounded-full mr-2"></div> Analyzing...';
analyzeBtn.disabled = true;
const startTime = Date.now();
try {
const response = await fetch('/v1/moderations', {
method: 'POST',
headers: { 'Content-Type': 'application/json', 'Authorization': 'Bearer ' + apiKey },
body: JSON.stringify({ input: texts.length === 1 ? texts[0] : texts })
});
const responseTime = Date.now() - startTime;
const data = await response.json();
if (!response.ok) throw new Error(data.error || 'Failed to analyze text');
displayResults(data, responseTime, texts);
fetchMetrics();
} catch (error) {
alert('Error: ' + error.message);
} finally {
analyzeBtn.innerHTML = originalBtnContent;
analyzeBtn.disabled = false;
}
});
function displayResults(data, responseTime, texts) {
const resultsSection = document.getElementById('resultsSection');
const resultsContainer = document.getElementById('resultsContainer');
document.getElementById('responseTime').textContent = responseTime + 'ms';
resultsContainer.innerHTML = '';
data.results.forEach((result, index) => {
const resultCard = document.createElement('div');
resultCard.className = 'border border-gray-200 dark:border-gray-700 rounded-lg p-4';
const flaggedBadge = result.flagged
? '<span class="inline-flex items-center px-2.5 py-0.5 rounded-full text-xs font-medium bg-red-100 text-red-800 dark:bg-red-900 dark:text-red-100"><i class="fas fa-exclamation-triangle mr-1"></i> Flagged</span>'
: '<span class="inline-flex items-center px-2.5 py-0.5 rounded-full text-xs font-medium bg-green-100 text-green-800 dark:bg-green-900 dark:text-green-100"><i class="fas fa-check-circle mr-1"></i> Safe</span>';
let categoriesHtml = Object.entries(result.category_scores).map(([category, score]) => {
const isFlagged = result.categories[category];
const categoryClass = isFlagged ? 'text-red-600 dark:text-red-400' : 'text-green-600 dark:text-green-400';
const scoreClass = score > 0.7 ? 'text-red-600 dark:text-red-400' : score > 0.4 ? 'text-yellow-600 dark:text-yellow-400' : 'text-green-600 dark:text-green-400';
return `
<div class="flex justify-between items-center py-2 border-b border-gray-100 dark:border-gray-700 last:border-b-0">
<span class="font-medium capitalize">${category.replace(/_/g, ' ')}</span>
<div class="flex items-center">
<span class="text-sm ${scoreClass} font-mono">${score.toFixed(4)}</span>
</div>
</div>
`;
}).join('');
resultCard.innerHTML = `
<div class="flex justify-between items-start mb-3">
<h4 class="text-lg font-semibold">Input ${index + 1}</h4>
${flaggedBadge}
</div>
<blockquote class="mb-4 p-3 bg-gray-50 dark:bg-gray-700 rounded-lg text-sm border-l-4 border-gray-300 dark:border-gray-500">${texts[index]}</blockquote>
<div class="category-card">
<h5 class="font-medium mb-2">Category Scores</h5>
<div class="bg-white dark:bg-gray-800/50 rounded-lg p-2">
${categoriesHtml}
</div>
</div>
`;
resultsContainer.appendChild(resultCard);
});
resultsSection.classList.remove('hidden');
resultsSection.scrollIntoView({ behavior: 'smooth', block: 'start' });
}
document.addEventListener('DOMContentLoaded', () => {
initActivityChart();
document.getElementById('refreshMetrics').addEventListener('click', fetchMetrics);
fetchMetrics();
setInterval(fetchMetrics, 15000);
});
</script>
</body>
</html>
''')
if __name__ == '__main__':
create_directories_and_files()
port = int(os.getenv('PORT', 7860))
app.run(host='0.0.0.0', port=port, debug=True, use_reloader=False) |