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import gradio as gr | |
import requests | |
import json | |
import os | |
import time | |
from collections import defaultdict | |
from PIL import Image | |
import io | |
BASE_URL = "https://api.jigsawstack.com/v1" | |
headers = { | |
"x-api-key": os.getenv("JIGSAWSTACK_API_KEY") | |
} | |
# Rate limiting configuration | |
request_times = defaultdict(list) | |
MAX_REQUESTS = 20 # Maximum requests per time window | |
TIME_WINDOW = 3600 # Time window in seconds (1 hour) | |
def get_real_ip(request: gr.Request): | |
"""Extract real IP address using x-forwarded-for header or fallback""" | |
if not request: | |
return "unknown" | |
forwarded = request.headers.get("x-forwarded-for") | |
if forwarded: | |
ip = forwarded.split(",")[0].strip() # First IP in the list is the client's | |
else: | |
ip = request.client.host # fallback | |
return ip | |
def check_rate_limit(request: gr.Request): | |
"""Check if the current request exceeds rate limits""" | |
if not request: | |
return True, "Rate limit check failed - no request info" | |
ip = get_real_ip(request) | |
now = time.time() | |
# Clean up old timestamps outside the time window | |
request_times[ip] = [t for t in request_times[ip] if now - t < TIME_WINDOW] | |
# Check if rate limit exceeded | |
if len(request_times[ip]) >= MAX_REQUESTS: | |
time_remaining = int(TIME_WINDOW - (now - request_times[ip][0])) | |
time_remaining_minutes = round(time_remaining / 60, 1) | |
time_window_minutes = round(TIME_WINDOW / 60, 1) | |
return False, f"Rate limit exceeded. You can make {MAX_REQUESTS} requests per {time_window_minutes} minutes. Try again in {time_remaining_minutes} minutes." | |
# Add current request timestamp | |
request_times[ip].append(now) | |
return True, "" | |
def validate_nsfw(url, request: gr.Request): | |
# Check rate limit first | |
rate_limit_ok, rate_limit_msg = check_rate_limit(request) | |
if not rate_limit_ok: | |
return None, rate_limit_msg, None, None | |
if not url or not url.strip(): | |
return None, "Error: Image URL is required.", None, None | |
try: | |
response = requests.post( | |
f"{BASE_URL}/validate/nsfw", | |
headers=headers, | |
json={"url": url.strip()} | |
) | |
response.raise_for_status() | |
result = response.json() | |
if not result.get("success"): | |
error_msg = f"Error: API call failed - {result.get('message', 'Unknown error')}" | |
return url, error_msg, None, None | |
# Extract detailed information | |
nsfw = result.get("nsfw", False) | |
nudity = result.get("nudity", False) | |
gore = result.get("gore", False) | |
nsfw_score = result.get("nsfw_score", 0) | |
nudity_score = result.get("nudity_score", 0) | |
gore_score = result.get("gore_score", 0) | |
# Format the output | |
status_message = f"Overall NSFW: {'Yes' if nsfw else 'No'}" | |
nudity_details = f"Nudity: {'Detected' if nudity else 'Not Detected'} (Score: {nudity_score:.4f})" | |
gore_details = f"Gore: {'Detected' if gore else 'Not Detected'} (Score: {gore_score:.4f})" | |
return url, status_message, nudity_details, gore_details | |
except requests.exceptions.RequestException as e: | |
return url, f"Request failed: {str(e)}", None, None | |
except Exception as e: | |
return url, f"An unexpected error occurred: {str(e)}", None, None | |
with gr.Blocks() as demo: | |
gr.Markdown(""" | |
<div style='text-align: center; margin-bottom: 24px;'> | |
<h1 style='font-size:2.2em; margin-bottom: 0.2em;'>🧩 NSFW Detection</h1> | |
<p style='font-size:1.2em; margin-top: 0;'>Quickly detect nudity, violence, and other NSFW content in images.</p> | |
<p style='font-size:1em; margin-top: 0.5em;'>For more details and API usage, see the <a href='https://jigsawstack.com/docs/api-reference/validate/nsfw' target='_blank'>documentation</a>.</p> | |
</div> | |
""") | |
with gr.Row(): | |
with gr.Column(): | |
gr.Markdown("#### Image to Analyze") | |
nsfw_url = gr.Textbox( | |
label="Image URL", | |
placeholder="Enter the URL of the image you want to validate..." | |
) | |
nsfw_btn = gr.Button("Validate Image", variant="primary") | |
with gr.Column(): | |
gr.Markdown("#### Validation Result") | |
nsfw_image_display = gr.Image(label="Image Preview") | |
nsfw_status_message = gr.Textbox(label="Status", interactive=False) | |
nsfw_nudity_details = gr.Textbox(label="Nudity Details", interactive=False) | |
nsfw_gore_details = gr.Textbox(label="Gore Details", interactive=False) | |
nsfw_btn.click( | |
validate_nsfw, | |
inputs=[nsfw_url], | |
outputs=[ | |
nsfw_image_display, | |
nsfw_status_message, | |
nsfw_nudity_details, | |
nsfw_gore_details | |
] | |
) | |
demo.launch() | |