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Create app.py
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app.py
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| 1 |
+
import re
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| 2 |
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from typing import List, Tuple
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| 3 |
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import gradio as gr
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| 4 |
+
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| 5 |
+
class ContentSafetyChecker:
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| 6 |
+
def __init__(self):
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| 7 |
+
# Pre-compile regex patterns for performance
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| 8 |
+
self.csam_patterns = self._compile_csam_patterns()
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| 9 |
+
self.suspicious_combinations = self._compile_suspicious_combinations()
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| 10 |
+
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| 11 |
+
def _compile_csam_patterns(self) -> List[re.Pattern]:
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| 12 |
+
"""Compile CSAM detection patterns"""
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| 13 |
+
patterns = [
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| 14 |
+
# Direct CSAM references
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| 15 |
+
r'\b(csam|child.*sexual|minor.*abuse|illegal.*content)',
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| 16 |
+
# Age + sexual content combinations
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| 17 |
+
r'\b(child|kid|baby|toddler|infant|minor|youngster|youth|teen).*\b(sex|nude|naked|pussy|penis|vagina)',
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| 18 |
+
r'\b(sex|nude|naked|porn|erotic|seductive|lust|breast|genital|penis|vagina).*\b(child|kid|baby|toddler|infant|minor|youngster|youth|teen)',
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| 19 |
+
# Numerical age checks with sexual content
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| 20 |
+
r'\b(?:age|aged?|years? old)\s*[=\-:]\s*(?:[0-9]|1[0-7])\b.*\b(sex|nude|naked|porn|erotic)',
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| 21 |
+
r'\b([0-9]|1[0-7])\s*(?:years? old|yo|y/o)\b.*\b(sex|nude|naked|porn|erotic)',
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| 22 |
+
# Numbers 3-17 directly followed by sexual content terms
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| 23 |
+
r'\b([3-9]|1[0-7])\s*[,\-]?\s*(sex|nude|naked|porn|erotic|seductive|explicit)',
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| 24 |
+
# Descriptive numerical age checks
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| 25 |
+
r'\b(under\s*(1[0-8]|[0-9])|below\s*(1[0-8]|[0-9])|less than\s*(1[0-8]|[0-9]))\s*years?\s*[,\-]?\s*(sex|nude|naked|porn|erotic)',
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| 26 |
+
# Inappropriate scenarios with numerical ages
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| 27 |
+
r'\b(pedophil|lolita|underage.*sex|minor.*sex|illegal.*sex)',
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| 28 |
+
# Grooming language
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| 29 |
+
r'\b(inappropriate.*adult.*child|adult.*minor.*relationship|groom)',
|
| 30 |
+
]
|
| 31 |
+
return [re.compile(pattern, re.IGNORECASE) for pattern in patterns]
|
| 32 |
+
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| 33 |
+
def _compile_suspicious_combinations(self) -> List[Tuple[List[str], List[str], int]]:
|
| 34 |
+
"""Define suspicious word combinations with numerical thresholds"""
|
| 35 |
+
return [
|
| 36 |
+
# Age indicators + sexual content ( Fixed tuple structure and removed extra parameters)
|
| 37 |
+
(['4', '5', '6', '7', '8', '9', '10', '11', '12', '13', '14', '15', '16', '17', 'four', 'five', 'six', 'seven', 'eight', 'nine', 'ten', 'eleven', 'twelve', 'thirteen', 'fourteen', 'fifteen', 'sixteen', 'seventeen', 'young teen', 'minor', 'child', 'kid', 'baby'],
|
| 38 |
+
['nude', 'naked', 'sex', 'porn', 'erotic', 'seductive', 'penis', 'vagina', 'penetration', 'cock', 'pussy'], 8),
|
| 39 |
+
(['adult'],
|
| 40 |
+
['pedo', 'loli', 'secret', 'rape'], 5),
|
| 41 |
+
]
|
| 42 |
+
|
| 43 |
+
def check_pattern_matching(self, prompt: str) -> bool:
|
| 44 |
+
"""First line of defense: regex pattern matching"""
|
| 45 |
+
for pattern in self.csam_patterns:
|
| 46 |
+
if pattern.search(prompt):
|
| 47 |
+
print(f"🚨 Pattern matched: {pattern.pattern}")
|
| 48 |
+
return True
|
| 49 |
+
return False
|
| 50 |
+
|
| 51 |
+
def check_numerical_age_context(self, prompt: str) -> bool:
|
| 52 |
+
"""Check for numerical ages in suspicious contexts"""
|
| 53 |
+
prompt_lower = prompt.lower()
|
| 54 |
+
|
| 55 |
+
# Extract all numbers from prompt
|
| 56 |
+
numbers = re.findall(r'\b\d+\b', prompt_lower)
|
| 57 |
+
|
| 58 |
+
# Suspicious sexual content terms
|
| 59 |
+
sexual_terms = ['nude', 'naked', 'sex', 'porn', 'erotic', 'seductive', 'explicit', 'undress', 'penis', 'vagina', 'pussy', 'cock']
|
| 60 |
+
|
| 61 |
+
# Check each number
|
| 62 |
+
for num_str in numbers:
|
| 63 |
+
try:
|
| 64 |
+
age = int(num_str)
|
| 65 |
+
# If age is in minor range (3-17) and sexual content is mentioned
|
| 66 |
+
if 3 <= age <= 17 and any(term in prompt_lower for term in sexual_terms):
|
| 67 |
+
print(f"🚨 Suspicious age with sexual content: {age}")
|
| 68 |
+
return True
|
| 69 |
+
# Also check for descriptive phrases like "12 year old"
|
| 70 |
+
age_phrases = [
|
| 71 |
+
f"{num_str} year old",
|
| 72 |
+
f"{num_str} years old",
|
| 73 |
+
f"{num_str}yo",
|
| 74 |
+
f"{num_str} y/o"
|
| 75 |
+
]
|
| 76 |
+
if any(phrase in prompt_lower for phrase in age_phrases):
|
| 77 |
+
if 3 <= age <= 17 and any(term in prompt_lower for term in sexual_terms):
|
| 78 |
+
print(f"🚨 Suspicious age phrase with sexual content: {age}")
|
| 79 |
+
return True
|
| 80 |
+
except ValueError:
|
| 81 |
+
continue
|
| 82 |
+
|
| 83 |
+
# Check for phrases like "under 18", "below 16", etc.
|
| 84 |
+
age_limit_phrases = [
|
| 85 |
+
r'\bunder\s*(1[0-8]|[0-9])\b',
|
| 86 |
+
r'\bbelow\s*(1[0-8]|[0-9])\b',
|
| 87 |
+
r'\bless than\s*(1[0-8]|[0-9])\b',
|
| 88 |
+
r'\b[0-9]{1,2}\s*and under\b'
|
| 89 |
+
]
|
| 90 |
+
|
| 91 |
+
for phrase_pattern in age_limit_phrases:
|
| 92 |
+
if re.search(phrase_pattern, prompt_lower):
|
| 93 |
+
# Check if followed by sexual content within reasonable distance
|
| 94 |
+
match = re.search(phrase_pattern, prompt_lower)
|
| 95 |
+
phrase_end = match.end()
|
| 96 |
+
remaining_text = prompt_lower[phrase_end:]
|
| 97 |
+
if any(term in remaining_text for term in sexual_terms):
|
| 98 |
+
print(f"🚨 Age limit phrase with sexual content: {match.group()}")
|
| 99 |
+
return True
|
| 100 |
+
|
| 101 |
+
return False
|
| 102 |
+
|
| 103 |
+
def check_age_sexual_combinations(self, prompt: str) -> bool:
|
| 104 |
+
"""More sophisticated check for age terms combined with sexual content"""
|
| 105 |
+
prompt_lower = prompt.lower()
|
| 106 |
+
|
| 107 |
+
# Check age + sexual content with numerical extraction
|
| 108 |
+
age_sexual_patterns = [
|
| 109 |
+
r'(child|kid|baby|toddler|infant|minor|youngster|teen|youth)\s*(?:of|is|was)?\s*(\d{1,2})\s*(years?\s*old)?',
|
| 110 |
+
r'(\d{1,2})\s*(years?\s*old|yo|y/o)?\s*(child|kid|baby|toddler|infant|minor|young)',
|
| 111 |
+
]
|
| 112 |
+
|
| 113 |
+
sexual_content_patterns = ['nude', 'naked', 'sex', 'porn', 'erotic', 'explicit', 'sexual', 'penis', 'vagina', 'pussy', 'cock']
|
| 114 |
+
|
| 115 |
+
for age_pattern in age_sexual_patterns:
|
| 116 |
+
age_matches = re.finditer(age_pattern, prompt_lower)
|
| 117 |
+
for match in age_matches:
|
| 118 |
+
# Extract age number from match groups
|
| 119 |
+
age = None
|
| 120 |
+
for group in match.groups():
|
| 121 |
+
if group and group.isdigit():
|
| 122 |
+
age = int(group)
|
| 123 |
+
break
|
| 124 |
+
|
| 125 |
+
if age is not None and 3 <= age <= 17: # Minor age range
|
| 126 |
+
# Look for sexual content nearby (within 50 characters)
|
| 127 |
+
start_pos = max(0, match.start() - 50)
|
| 128 |
+
end_pos = min(len(prompt_lower), match.end() + 50)
|
| 129 |
+
context = prompt_lower[start_pos:end_pos]
|
| 130 |
+
|
| 131 |
+
if any(term in context for term in sexual_content_patterns):
|
| 132 |
+
print(f"🚨 Age-sexual content combination detected: age {age}")
|
| 133 |
+
return True
|
| 134 |
+
|
| 135 |
+
return False
|
| 136 |
+
|
| 137 |
+
def check_word_proximity(self, prompt: str) -> bool: # Removed unused max_distance parameter
|
| 138 |
+
"""Second line: check proximity of suspicious words including numerical checks"""
|
| 139 |
+
words = prompt.lower().split()
|
| 140 |
+
|
| 141 |
+
# Original non-numerical proximity checks
|
| 142 |
+
for age_words, sexual_words, distance_threshold in self.suspicious_combinations:
|
| 143 |
+
for age_word in age_words:
|
| 144 |
+
for sexual_word in sexual_words:
|
| 145 |
+
if age_word in words and sexual_word in words:
|
| 146 |
+
try:
|
| 147 |
+
age_idx = words.index(age_word)
|
| 148 |
+
sexual_idx = words.index(sexual_word)
|
| 149 |
+
if abs(age_idx - sexual_idx) <= distance_threshold:
|
| 150 |
+
return True
|
| 151 |
+
except ValueError:
|
| 152 |
+
continue
|
| 153 |
+
|
| 154 |
+
return False
|
| 155 |
+
|
| 156 |
+
def simple_age_check(self, prompt: str) -> bool: # Added self parameter
|
| 157 |
+
"""Simple numerical age check"""
|
| 158 |
+
numbers = re.findall(r'\b\d+\b', prompt)
|
| 159 |
+
sexual_terms = ['nude', 'naked', 'sex', 'porn', 'erotic', 'seductive', 'explicit', 'penis', 'vagina', 'pussy', 'cock']
|
| 160 |
+
|
| 161 |
+
for num in numbers:
|
| 162 |
+
try:
|
| 163 |
+
age = int(num)
|
| 164 |
+
if 3 <= age <= 17 and any(term in prompt.lower() for term in sexual_terms):
|
| 165 |
+
return True
|
| 166 |
+
except ValueError:
|
| 167 |
+
continue
|
| 168 |
+
return False
|
| 169 |
+
|
| 170 |
+
def check_suspicious_phrases(self, prompt: str) -> bool:
|
| 171 |
+
"""Third line: check for specific suspicious phrases"""
|
| 172 |
+
suspicious_phrases = [
|
| 173 |
+
'young model', 'teen photoshoot', 'minor content',
|
| 174 |
+
'child art', 'kids only', 'no adults allowed',
|
| 175 |
+
'private session', 'secret photos', 'hidden content'
|
| 176 |
+
]
|
| 177 |
+
prompt_lower = prompt.lower()
|
| 178 |
+
for phrase in suspicious_phrases:
|
| 179 |
+
if phrase in prompt_lower:
|
| 180 |
+
return True
|
| 181 |
+
return False
|
| 182 |
+
|
| 183 |
+
def check_evasion_patterns(self, prompt: str) -> bool:
|
| 184 |
+
"""Fourth line: check for common evasion techniques"""
|
| 185 |
+
# Look for character substitutions or obfuscation
|
| 186 |
+
evasion_indicators = [
|
| 187 |
+
r'p\w*is',
|
| 188 |
+
r'p\w*sy',
|
| 189 |
+
r's\w*x',
|
| 190 |
+
r'n\w*d\w*',
|
| 191 |
+
]
|
| 192 |
+
for pattern in evasion_indicators:
|
| 193 |
+
if re.search(pattern, prompt, re.IGNORECASE):
|
| 194 |
+
# Additional check: see if it's combined with age-related terms
|
| 195 |
+
age_indicators = ['old', 'teen', 'baby', 'kid', 'child', 'minor', 'young']
|
| 196 |
+
if any(indicator in prompt.lower() for indicator in age_indicators):
|
| 197 |
+
return True
|
| 198 |
+
return False
|
| 199 |
+
|
| 200 |
+
def check_numerical_age_indicators(self, prompt: str) -> bool:
|
| 201 |
+
"""Fifth line: check for specific age numbers with sexual content"""
|
| 202 |
+
# Extract numbers from prompt
|
| 203 |
+
numbers = re.findall(r'\b\d+\b', prompt)
|
| 204 |
+
sexual_indicators = ['nude', 'naked', 'sex', 'porn', 'erotic', 'nudify', 'off', 'penis', 'cock', 'pussy', 'vagina', 'insert']
|
| 205 |
+
|
| 206 |
+
for num_str in numbers:
|
| 207 |
+
try:
|
| 208 |
+
age = int(num_str)
|
| 209 |
+
# Flag ages typically associated with minors when combined with sexual content
|
| 210 |
+
if 3 <= age <= 17:
|
| 211 |
+
prompt_lower = prompt.lower()
|
| 212 |
+
if any(indicator in prompt_lower for indicator in sexual_indicators):
|
| 213 |
+
return True
|
| 214 |
+
except ValueError:
|
| 215 |
+
continue
|
| 216 |
+
return False
|
| 217 |
+
|
| 218 |
+
def check_contextual_red_flags(self, prompt: str) -> bool:
|
| 219 |
+
"""Sixth line: check for contextual red flags"""
|
| 220 |
+
red_flag_contexts = [
|
| 221 |
+
# Suspicious session types
|
| 222 |
+
(r'(private|secret|hidden|exclusive).*photo', ['nude', 'naked', 'photos']), # Fixed this tuple (was missing opening parenthesis)
|
| 223 |
+
# Suspicious content descriptions
|
| 224 |
+
(r'(special|unique|exclusive|view|angle|pov|shot).*content', ['young', 'minor', 'teen'])
|
| 225 |
+
]
|
| 226 |
+
|
| 227 |
+
prompt_lower = prompt.lower()
|
| 228 |
+
for context_pattern, suspicious_words in red_flag_contexts:
|
| 229 |
+
if re.search(context_pattern, prompt_lower):
|
| 230 |
+
if any(word in prompt_lower for word in suspicious_words):
|
| 231 |
+
return True
|
| 232 |
+
return False
|
| 233 |
+
|
| 234 |
+
def is_content_suspicious(self, prompt: str) -> Tuple[bool, str]:
|
| 235 |
+
"""Main safety checking function with detailed feedback"""
|
| 236 |
+
checks = [
|
| 237 |
+
(self.check_pattern_matching, "Pattern matching detected suspicious content"),
|
| 238 |
+
(self.check_word_proximity, "Suspicious word proximity detected"),
|
| 239 |
+
(self.check_suspicious_phrases, "Suspicious phrases detected"),
|
| 240 |
+
(self.check_evasion_patterns, "Potential evasion patterns detected"),
|
| 241 |
+
(self.check_numerical_age_indicators, "Suspicious age indicators with sexual content"),
|
| 242 |
+
(self.check_contextual_red_flags, "Contextual red flags detected"),
|
| 243 |
+
(self.simple_age_check, "Simple age check detected suspicious content"), # Added the missing simple_age_check
|
| 244 |
+
(self.check_numerical_age_context, "Numerical age context check detected suspicious content"), # Added numerical age context check
|
| 245 |
+
(self.check_age_sexual_combinations, "Age-sexual combination check detected suspicious content") # Added age-sexual combination check
|
| 246 |
+
]
|
| 247 |
+
|
| 248 |
+
for check_func, message in checks:
|
| 249 |
+
try:
|
| 250 |
+
if check_func(prompt):
|
| 251 |
+
return True, message
|
| 252 |
+
except Exception as e:
|
| 253 |
+
print(f"Warning: Safety check {check_func.__name__} failed: {e}")
|
| 254 |
+
continue
|
| 255 |
+
|
| 256 |
+
return False, "Content appears safe"
|
| 257 |
+
|
| 258 |
+
# Enhanced safety function
|
| 259 |
+
def comprehensive_safety_check(prompt: str) -> Tuple[bool, str]:
|
| 260 |
+
"""Multi-layer safety checking with fallback mechanisms"""
|
| 261 |
+
try:
|
| 262 |
+
# Initialize the safety checker for each check (ensures fresh state)
|
| 263 |
+
safety_checker = ContentSafetyChecker()
|
| 264 |
+
|
| 265 |
+
# Primary check
|
| 266 |
+
is_suspicious, message = safety_checker.is_content_suspicious(prompt)
|
| 267 |
+
if is_suspicious:
|
| 268 |
+
return True, message
|
| 269 |
+
|
| 270 |
+
# Fallback checks if primary fails
|
| 271 |
+
fallback_checks = [
|
| 272 |
+
lambda p: len(p) > 1000, # Unusually long prompts (potential obfuscation)
|
| 273 |
+
lambda p: p.count('"') > 20, # Excessive quotes (potential code injection)
|
| 274 |
+
lambda p: '||' in p or '&&' in p, # Shell command operators
|
| 275 |
+
lambda p: any(char in p for char in ['<script', 'javascript:', 'onload=']), # Basic XSS
|
| 276 |
+
]
|
| 277 |
+
|
| 278 |
+
for i, check in enumerate(fallback_checks):
|
| 279 |
+
try:
|
| 280 |
+
if check(prompt):
|
| 281 |
+
return True, f"Fallback safety check #{i+1} triggered"
|
| 282 |
+
except Exception:
|
| 283 |
+
continue
|
| 284 |
+
|
| 285 |
+
return False, "All safety checks passed"
|
| 286 |
+
|
| 287 |
+
except Exception as e:
|
| 288 |
+
print(f"Safety check failed, erring on caution: {e}")
|
| 289 |
+
return True, "Safety system error - content blocked for caution"
|
| 290 |
+
|
| 291 |
+
# Usage in your application
|
| 292 |
+
def test_prompt(original_prompt: str) -> str:
|
| 293 |
+
is_blocked, reason = comprehensive_safety_check(original_prompt)
|
| 294 |
+
|
| 295 |
+
if is_blocked:
|
| 296 |
+
print(f"🚨 SAFETY BLOCK: {reason} - Prompt: {original_prompt[:100]}...")
|
| 297 |
+
# Log the blocked content (for monitoring)
|
| 298 |
+
try:
|
| 299 |
+
with open("safety_blocks.log", "a") as f:
|
| 300 |
+
f.write(f"{reason}: {original_prompt}\n")
|
| 301 |
+
except Exception:
|
| 302 |
+
print("Warning: Could not write to safety log")
|
| 303 |
+
return "A professional and appropriate image editing task" # Safe fallback
|
| 304 |
+
|
| 305 |
+
# If safe, proceed with normal enhancement
|
| 306 |
+
return f"Regex safety check passed: {original_prompt}"
|
| 307 |
+
|
| 308 |
+
import gradio as gr
|
| 309 |
+
|
| 310 |
+
with gr.Blocks(title="Content Safety Checker | Testing Zone") as demo:
|
| 311 |
+
gr.Markdown("""
|
| 312 |
+
# 🛡️ Regex-based Content Safety Checker
|
| 313 |
+
Some of you guys need to seek help...
|
| 314 |
+
""")
|
| 315 |
+
|
| 316 |
+
with gr.Row():
|
| 317 |
+
with gr.Column(scale=1):
|
| 318 |
+
input_prompt = gr.Textbox(
|
| 319 |
+
label="Test Prompt",
|
| 320 |
+
placeholder="Type a prompt to check for safety...",
|
| 321 |
+
lines=5,
|
| 322 |
+
max_lines=10
|
| 323 |
+
)
|
| 324 |
+
check_button = gr.Button("Check Safety", variant="primary")
|
| 325 |
+
clear_button = gr.Button("Clear", variant="secondary")
|
| 326 |
+
|
| 327 |
+
with gr.Column(scale=2):
|
| 328 |
+
output_result = gr.Textbox(
|
| 329 |
+
label="Safety Check Result",
|
| 330 |
+
interactive=False,
|
| 331 |
+
lines=10,
|
| 332 |
+
max_lines=15
|
| 333 |
+
)
|
| 334 |
+
safety_info = gr.HTML(
|
| 335 |
+
value="<div style='padding:15px; margin-top:15px; background: #f8f9fa; border-radius: 8px;'>"
|
| 336 |
+
"<h4>ℹ️ How it works:</h4>"
|
| 337 |
+
"<ul>"
|
| 338 |
+
"<li>Multi-layer safety checking system</li>"
|
| 339 |
+
"<li>Detects age-related terms combined with sexual content</li>"
|
| 340 |
+
"<li>Identifies potential CSAM/illegal content patterns</li>"
|
| 341 |
+
"<li>Checks for evasion techniques and suspicious combinations</li>"
|
| 342 |
+
"</ul>"
|
| 343 |
+
"</div>"
|
| 344 |
+
)
|
| 345 |
+
|
| 346 |
+
def process_prompt(prompt):
|
| 347 |
+
if not prompt or not prompt.strip():
|
| 348 |
+
return "Please enter a prompt to test."
|
| 349 |
+
|
| 350 |
+
is_blocked, reason = comprehensive_safety_check(prompt)
|
| 351 |
+
if is_blocked:
|
| 352 |
+
return f"🚨 BLOCKED: {reason}\n\nOriginal prompt: {prompt}"
|
| 353 |
+
else:
|
| 354 |
+
return f"✅ SAFE: {reason}\n\nOriginal prompt: {prompt}"
|
| 355 |
+
|
| 356 |
+
def clear_inputs():
|
| 357 |
+
return "", ""
|
| 358 |
+
|
| 359 |
+
check_button.click(
|
| 360 |
+
fn=process_prompt,
|
| 361 |
+
inputs=input_prompt,
|
| 362 |
+
outputs=output_result
|
| 363 |
+
)
|
| 364 |
+
|
| 365 |
+
input_prompt.submit(
|
| 366 |
+
fn=process_prompt,
|
| 367 |
+
inputs=input_prompt,
|
| 368 |
+
outputs=output_result
|
| 369 |
+
)
|
| 370 |
+
|
| 371 |
+
clear_button.click(
|
| 372 |
+
fn=clear_inputs,
|
| 373 |
+
inputs=None,
|
| 374 |
+
outputs=[input_prompt, output_result]
|
| 375 |
+
)
|
| 376 |
+
|
| 377 |
+
demo.launch()
|