FLUX.2 [pro]

# Run the model; wait up to 20 s for the finished result in the same call
curl -X POST "https://vit.doitong.com/api/v1/run/flux-2-pro?wait=20" \
  -H "Authorization: Bearer $DOITONG_API_KEY" \
  -H "Content-Type: application/json" \
  -d '{
    "prompt": "Ultra-stylized high-fashion editorial poster of a confident young Asian female model standing in the center frame, elegant pose, glossy radiant skin, soft dewy makeup, long silky black hair with wispy bangs, wearing modern trendy K-fashion streetwear with premium styling details. Clean studio lighting with high-contrast fashion flash photography, sharp focus, ultra-detailed textures, cinematic composition. Background filled with vibrant retro pop-art magazine aesthetics, layered graphic typography, dynamic UI-inspired design elements, holographic chrome effects, stickers (stars, hearts, sparkles), barcode strips, speech bubbles, and futuristic collage layering. Japanese and Korean-inspired typographic accents integrated as visual design elements. Overall mood combines nostalgic 2000s teen fashion magazine energy with modern luxury editorial campaign style. Bold color harmony, premium print aesthetic, ultra crisp details, fashion advertising quality, 8K resolution, highly polished commercial poster look, surreal yet stylish, trend-forward global fashion branding vibe."
  }'

# Still "queued" or "running"? Poll with the id from the response:
curl "https://vit.doitong.com/api/v1/requests/REQUEST_ID?wait=20" \
  -H "Authorization: Bearer $DOITONG_API_KEY"

const API = "https://vit.doitong.com/api/v1";
const headers = {
  "Authorization": "Bearer " + process.env.DOITONG_API_KEY,
  "Content-Type": "application/json",
};

// Run the model; wait up to 20 s for the finished result in the same call
let res = await fetch(API + "/run/flux-2-pro?wait=20", {
  method: "POST",
  headers,
  body: JSON.stringify({
    "prompt": "Ultra-stylized high-fashion editorial poster of a confident young Asian female model standing in the center frame, elegant pose, glossy radiant skin, soft dewy makeup, long silky black hair with wispy bangs, wearing modern trendy K-fashion streetwear with premium styling details. Clean studio lighting with high-contrast fashion flash photography, sharp focus, ultra-detailed textures, cinematic composition. Background filled with vibrant retro pop-art magazine aesthetics, layered graphic typography, dynamic UI-inspired design elements, holographic chrome effects, stickers (stars, hearts, sparkles), barcode strips, speech bubbles, and futuristic collage layering. Japanese and Korean-inspired typographic accents integrated as visual design elements. Overall mood combines nostalgic 2000s teen fashion magazine energy with modern luxury editorial campaign style. Bold color harmony, premium print aesthetic, ultra crisp details, fashion advertising quality, 8K resolution, highly polished commercial poster look, surreal yet stylish, trend-forward global fashion branding vibe."
  }),
});
let request = await res.json();
if (!res.ok) throw new Error(request.error.code + ": " + request.error.message);

// Not finished yet: long-poll until it is
while (request.status === "queued" || request.status === "running") {
  res = await fetch(API + "/requests/" + request.id + "?wait=20", { headers });
  request = await res.json();
}
if (request.status !== "succeeded") throw new Error(JSON.stringify(request.error));
console.log(request.outputs.map((o) => o.url), request.cost.credits + " API credits ($" + request.cost.usd + ")");

import os
import requests

API = "https://vit.doitong.com/api/v1"
headers = {"Authorization": "Bearer " + os.environ["DOITONG_API_KEY"]}

payload = {
    "prompt": "Ultra-stylized high-fashion editorial poster of a confident young Asian female model standing in the center frame, elegant pose, glossy radiant skin, soft dewy makeup, long silky black hair with wispy bangs, wearing modern trendy K-fashion streetwear with premium styling details. Clean studio lighting with high-contrast fashion flash photography, sharp focus, ultra-detailed textures, cinematic composition. Background filled with vibrant retro pop-art magazine aesthetics, layered graphic typography, dynamic UI-inspired design elements, holographic chrome effects, stickers (stars, hearts, sparkles), barcode strips, speech bubbles, and futuristic collage layering. Japanese and Korean-inspired typographic accents integrated as visual design elements. Overall mood combines nostalgic 2000s teen fashion magazine energy with modern luxury editorial campaign style. Bold color harmony, premium print aesthetic, ultra crisp details, fashion advertising quality, 8K resolution, highly polished commercial poster look, surreal yet stylish, trend-forward global fashion branding vibe.",
}

# Run the model; wait up to 20 s for the finished result in the same call
r = requests.post(API + "/run/flux-2-pro", params={"wait": 20}, json=payload, headers=headers)
request = r.json()
if not r.ok:
    raise RuntimeError(request["error"]["code"] + ": " + request["error"]["message"])

# Not finished yet: long-poll until it is
while request["status"] in ("queued", "running"):
    request = requests.get(API + "/requests/" + request["id"], params={"wait": 20}, headers=headers).json()
if request["status"] != "succeeded":
    raise RuntimeError(request["error"])
print([o["url"] for o in request["outputs"]], request["cost"]["credits"], "API credits", "$" + request["cost"]["usd"])

# 1. Connect once (Claude Code; Cursor, VS Code, Claude Desktop: https://doitong.com/bn/developers/docs/mcp)
claude mcp add --transport http doitong-models https://vit.doitong.com/api/v1/mcp \
  --header "Authorization: Bearer $DOITONG_API_KEY"

# 2. Your agent calls the "run" tool with:
{
  "model_id": "flux-2-pro",
  "input": {
    "prompt": "Ultra-stylized high-fashion editorial poster of a confident young Asian female model standing in the center frame, elegant pose, glossy radiant skin, soft dewy makeup, long silky black hair with wispy bangs, wearing modern trendy K-fashion streetwear with premium styling details. Clean studio lighting with high-contrast fashion flash photography, sharp focus, ultra-detailed textures, cinematic composition. Background filled with vibrant retro pop-art magazine aesthetics, layered graphic typography, dynamic UI-inspired design elements, holographic chrome effects, stickers (stars, hearts, sparkles), barcode strips, speech bubbles, and futuristic collage layering. Japanese and Korean-inspired typographic accents integrated as visual design elements. Overall mood combines nostalgic 2000s teen fashion magazine energy with modern luxury editorial campaign style. Bold color harmony, premium print aesthetic, ultra crisp details, fashion advertising quality, 8K resolution, highly polished commercial poster look, surreal yet stylish, trend-forward global fashion branding vibe."
  }
}

Doitong API-এর মাধ্যমে FLUX.2 [pro] মডেল (flux-2-pro) কল করুন। এজেন্টদের জন্য ডকুমেন্টেশন: https://doitong.com/bn/developers/models/flux-2-pro.md

POST https://vit.doitong.com/api/v1/run/flux-2-pro?wait=20
Authorization: Bearer $DOITONG_API_KEY
Content-Type: application/json

{
  "prompt": "Ultra-stylized high-fashion editorial poster of a confident young Asian female model standing in the center frame, elegant pose, glossy radiant skin, soft dewy makeup, long silky black hair with wispy bangs, wearing modern trendy K-fashion streetwear with premium styling details. Clean studio lighting with high-contrast fashion flash photography, sharp focus, ultra-detailed textures, cinematic composition. Background filled with vibrant retro pop-art magazine aesthetics, layered graphic typography, dynamic UI-inspired design elements, holographic chrome effects, stickers (stars, hearts, sparkles), barcode strips, speech bubbles, and futuristic collage layering. Japanese and Korean-inspired typographic accents integrated as visual design elements. Overall mood combines nostalgic 2000s teen fashion magazine energy with modern luxury editorial campaign style. Bold color harmony, premium print aesthetic, ultra crisp details, fashion advertising quality, 8K resolution, highly polished commercial poster look, surreal yet stylish, trend-forward global fashion branding vibe."
}

রেসপন্সের স্ট্যাটাস যদি "queued" বা "running" হয়, তাহলে এটি "succeeded" না হওয়া পর্যন্ত GET https://vit.doitong.com/api/v1/requests/REQUEST_ID?wait=20 পোল করুন; ফাইলগুলো outputs[].url-এ থাকে। রান করার আগেই সঠিক মূল্য জানতে একই বডি দিয়ে POST https://vit.doitong.com/api/v1/quote/flux-2-pro করুন।