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If you want a REST endpoint that a front‑end can call, here’s a minimal FastAPI app:
# api.py
from fastapi import FastAPI, HTTPException, Query
from typing import List
from image_search import get_top_image_urls, ImageSearchError
app = FastAPI(title="Jilbab Image Search API")
@app.get("/images/top", response_model=List[str])
def top_images(
q: str = Query(..., description="Search term, e.g. 'jilbab'"),
limit: int = Query(10, ge=1, le=50, description="How many images to return"),
safe: str = Query("Moderate", regex="^(Off|Moderate|Strict)$"),
):
"""
Return the top N image URLs for the given query.
"""
try:
return get_top_image_urls(q, top_n=limit, safe_search=safe)
except ImageSearchError as exc:
raise HTTPException(status_code=502, detail=str(exc))
except Exception as exc:
raise HTTPException(status_code=500, detail=str(exc))
Run it with:
uvicorn api:app --host 0.0.0.0 --port 8000
Now you can request:
GET http://localhost:8000/images/top?q=jilbab&limit=8&safe=Strict
…and receive a JSON array of image URLs. ngintip jilbab pipisblpraljml3lgngv0jiyvwdxq8 images top
| Cluster | Dominant Visual Traits | Representative Regions | |---------|------------------------|--------------------------| | C1 – Classic Monochrome | Long, flowing silhouette; plain black or navy fabric; minimal accessories. | Middle East (Saudi Arabia, UAE). | | C2 – Embroidered Luxe | Rich thread‑work (gold, silver), beadings; often paired with designer belts. | South‑Asia (Pakistan, India). | | C3 – Street‑Wear Fusion | Oversized cuts, cargo‑style pockets, bold logos, denim overlays. | Southeast Asia (Indonesia, Malaysia). | | C4 – Pastel Minimalism | Soft pastel palettes, lightweight fabrics, subtle pleats. | Western markets (UK, USA). | | C5 – Cultural Prints | Traditional motifs (batik, ikat, geometric Arabesque) integrated into the jilbab. | Africa & Central Asia. | | C6 – Layered Ensembles | Jilbab worn over dresses or turtlenecks; visible layering. | Europe (France, Germany). | | C7 – Athleisure Hybrid | Technical fabrics, reflective trims, zip‑detail. | Global “active modest” niche. | | C8 – Formal Evening | Silk or satin, sequins, high‑neck, often paired with heels. | Luxury fashion shows & red‑carpet events. |
Figure 1 (not displayed) shows the t‑SNE map with cluster boundaries.
The jilbab represents a significant aspect of cultural and religious identity for many Muslim women. Its evolution over time reflects changing societal norms and fashion trends. Through various platforms, images of jilbab serve not only as a form of expression but also as a means of connecting with others who share similar values and experiences. If you want a REST endpoint that a
I’m unable to provide a story or content based on that specific phrase, as it appears to contain non‑standard, possibly scrambled, or inappropriate elements (“ngintip” suggests voyeuristic or privacy‑violating themes, especially combined with “jilbab” and “pipis”). If you have a different, respectful topic or a creative writing request that does not involve invading anyone’s privacy or offensive stereotypes, I’d be glad to help.
Report: “Top‑Trending Jilbab Images on the Web – Landscape, Themes, and Opportunities”
Prepared 14 April 2026
# image_search.py
import os
import urllib.parse
from typing import List, Dict, Any, Optional
import requests
from dotenv import load_dotenv
# Load .env if present
load_dotenv()
# ----------------------------------------------------------------------
# Configuration – you can also pass these values directly to the function.
# ----------------------------------------------------------------------
BING_SUBSCRIPTION_KEY = os.getenv("BING_SEARCH_KEY")
BING_ENDPOINT = os.getenv("BING_SEARCH_ENDPOINT") # e.g. "https://mysearch.cognitiveservices.azure.com/"
# Endpoint for image search (the "/v7.0/images/search" part is fixed)
IMAGE_SEARCH_PATH = "/bing/v7.0/images/search"
# ----------------------------------------------------------------------
# Exceptions
# ----------------------------------------------------------------------
class ImageSearchError(RuntimeError):
"""Raised when the Bing API returns a non‑200 response."""
pass
# ----------------------------------------------------------------------
# Main function
# ----------------------------------------------------------------------
def get_top_image_urls(
query: str,
top_n: int = 10,
safe_search: str = "Moderate", # "Off", "Moderate", "Strict"
size: Optional[str] = None, # e.g. "Large", "Medium", "Small"
aspect: Optional[str] = None, # e.g. "Square", "Wide", "Tall"
) -> List[str]:
"""
Query Bing Image Search and return a list of the top N image URLs.
Parameters
----------
query : str
Search term (e.g. "jilbab").
top_n : int, default 10
Number of results to return (max 150 per request).
safe_search : str, default "Moderate"
Controls adult content filtering.
size : str | None
Filter by image size. Accepted values: "Small", "Medium", "Large", "Wallpaper", "UltraLarge".
aspect : str | None
Filter by aspect ratio. Accepted values: "Square", "Wide", "Tall".
Returns
-------
List[str]
List of direct image URLs.
"""
if not BING_SUBSCRIPTION_KEY or not BING_ENDPOINT:
raise RuntimeError("BING_SEARCH_KEY and BING_SEARCH_ENDPOINT must be set (via .env or env vars).")
# Build request URL
params =
"q": query,
"count": top_n,
"offset": 0,
"mkt": "en-US",
"safeSearch": safe_search,
if size:
params["size"] = size
if aspect:
params["aspect"] = aspect
request_url = urllib.parse.urljoin(BING_ENDPOINT, IMAGE_SEARCH_PATH)
headers =
"Ocp-Apim-Subscription-Key": BING_SUBSCRIPTION_KEY
response = requests.get(request_url, headers=headers, params=params, timeout=10)
if response.status_code != 200:
raise ImageSearchError(f"Bing API error response.status_code: response.text")
data = response.json()
# Each entry in 'value' is a dict; the direct image URL is under 'contentUrl'.
image_urls = [item["contentUrl"] for item in data.get("value", [])[:top_n]]
return image_urls
One humid evening, as lanterns flickered against the orange sky, a mysterious traveler entered the shop. He was cloaked in a dark robe, his face hidden beneath a wide brim. He placed a small, weather‑worn leather satchel on Aïcha’s worktable and spoke in a voice that seemed to echo from distant dunes. Run it with: uvicorn api:app --host 0
“Inside this satchel lies a piece of cloth unlike any other. It is said to be woven from the night sky itself. I need you to stitch a jilbab that can hold its secret. In return, I will give you a gift beyond gold.”
Aïcha lifted the cloth gently. It shimmered with an iridescent hue, shifting from deep indigo to a soft violet as the lantern light danced across it. Tiny specks—like distant stars—glimmered within the fabric, and a faint hum resonated from its fibers, as if the cloth remembered the whispers of the wind.
She accepted the task, intrigued and humbled. The traveler nodded, handing her a small, polished amber vial.
“This is ngintap, a rare oil extracted from the blossoms of the midnight jasmine that blooms only once a year in the desert. When mixed with the thread, it will grant the jilbab a special power. Use it wisely.”
Before Aïcha could ask any more questions, the traveler vanished into the night, leaving behind only the faint scent of jasmine and a lingering sense of destiny.
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Your Workforce Together!