FLUX.2 [pro]

Integrasikan

ID model 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/ms/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."
  }
}

Panggil model FLUX.2 [pro] (flux-2-pro) melalui Doitong API. Dokumentasi untuk ejen: https://doitong.com/ms/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."
}

Jika status respons ialah "queued" atau "running", tinjau GET https://vit.doitong.com/api/v1/requests/REQUEST_ID?wait=20 sehingga statusnya menjadi "succeeded"; fail berada dalam outputs[].url. POST https://vit.doitong.com/api/v1/quote/flux-2-pro dengan badan yang sama mengembalikan harga tepat sebelum dijalankan.

Fail seperti contoh: $0.03 30 kredit API fail anda diukur sebelum dijalankan Jalankan pada halaman ini

Dapatkan kunci API

Black Forest Labs Teks ke Imej #photorealism#commercial#premium

Model FLUX.2 produksi Black Forest Labs, ditala untuk hasil fotorealistik yang kemas tanpa kawalan untuk dilaras.

OpenAPI Markdown

Contoh

Output · ~25 s

PromptUltra-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.

$0.03 · 30 kredit API

Prompt daripada @SadiaMalik182 di X

Harga setiap megapiksel imej output anda

Harga berdasarkan input anda

$0.015 / megapiksel imej output

15 kredit API / megapiksel imej output

Permintaan ini: 1 megapiksel × $0.015 + $0.015 $0.03 30 kredit API

Jalankan · $0.03

Hanya dicaj apabila berjaya, dan dipulangkan secara automatik apabila gagal.

image_size lalai landscape_4_3

Fail anda diukur sebelum proses dijalankan (tempoh, resolusi, kadar bingkai); sebut harga mengembalikan harga tepat dan proses dicaj tepat pada harga tersebut.

Masa biasa: ~24 s
Endpoint sebut harga: POST /quote/{id}

Bina permintaan

Kawalan dijana daripada skema model. Kod dan harga dikemas kini apabila anda mengubahnya.

prompt •diperlukan

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.

Prompt yang memandu penjanaan imej.

image_size lalai landscape_4_3

Dimensi imej yang dijana.

Lanjutan safety_tolerance · output_format · seed

safety_tolerance lalai 2

Tetapan keselamatan imej yang dijana, dengan toleransi antara paling permisif pada 5 hingga paling ketat pada 1.

output_format lalai jpeg

Format fail untuk imej yang terhasil.

seed

Nilai seed untuk penjanaan.

POST /run/flux-2-pro?wait=20 sebut harga → $0.03

# 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"])

{
  "jsonrpc": "2.0",
  "id": 1,
  "method": "tools/call",
  "params": {
    "name": "run",
    "arguments": {
      "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."
      },
      "wait_seconds": 20
    }
  }
}

Jalankan permintaan ini

Kunci API

Kunci anda kekal dalam pelayar ini: ia hanya dihantar kepada Doitong API dan disimpan (localStorage) hanya jika anda menanda Ingat. Ingat dalam pelayar ini Dapatkan kunci API

Tentang FLUX.2 [pro]

Tahap pro terurus FLUX.2: tiada kiraan langkah atau panduan untuk dilaras, hanya prompt dan saiz, dengan output yang disasarkan kepada fotografi komersial, foto produk dan visual kempen. Satu imej setiap permintaan pada saiz pratetap atau tersuai, dalam JPEG atau PNG. Seed menjadikan hasil boleh diulang.

Parameter

NamaJenis LalaiDibenarkan Penerangan

promptdiperlukan

Jenisstring

Prompt yang memandu penjanaan imej.

image_sizepilihan

Jenisobject

Lalailandscape_4_3

square_hdsquareportrait_4_3portrait_16_9landscape_4_3landscape_16_9

Dimensi imej yang dijana.

seedpilihan

Jenisinteger | null

Nilai seed untuk penjanaan.

safety_tolerancepilihan

Jenisenum

Lalai2

12345

Tetapan keselamatan imej yang dijana, dengan toleransi antara paling permisif pada 5 hingga paling ketat pada 1.

output_formatpilihan

Jenisenum

Lalaijpeg

jpegpng

Format fail untuk imej yang terhasil.

diperlukan

Output

GET /requests/req_8k2m4q7x1z9c3v5b6n0p2r4t

{
  "id": "req_8k2m4q7x1z9c3v5b6n0p2r4t",
  "object": "request",
  "model": "flux-2-pro",
  "status": "succeeded",
  "created_at": "2026-10-20T12:00:00Z",
  "started_at": "2026-10-20T12:00:02Z",
  "completed_at": "2026-10-20T12:00:09Z",
  "queue_position": null,
  "cost": {
    "credits": 30,
    "usd": "0.03",
    "charged": 30,
    "refunded": 0
  },
  "input": {
    "prompt": "Studio product photo of a ceramic coffee cup on a linen napkin, morning window light, soft shadows",
    "image_size": "square_hd"
  },
  "output": {
    "images": [
      {
        "url": "https://content.doitong.com/dev-api/2026/10/20/req_8k2m4q7x1z9c3v5b6n0p2r4t/0-output.jpeg",
        "content_type": "image/jpeg",
        "file_name": "0-output.jpeg",
        "file_size": 1843200,
        "width": 1024,
        "height": 768
      }
    ],
    "seed": 42
  },
  "outputs": [
    {
      "type": "image",
      "url": "https://content.doitong.com/dev-api/2026/10/20/req_8k2m4q7x1z9c3v5b6n0p2r4t/0-output.jpeg",
      "content_type": "image/jpeg",
      "file_size": 1843200,
      "width": 1024,
      "height": 768,
      "stored": true
    }
  ],
  "error": null,
  "metrics": {
    "inference_seconds": 6.8
  },
  "urls": {
    "self": "https://vit.doitong.com/api/v1/requests/req_8k2m4q7x1z9c3v5b6n0p2r4t",
    "cancel": "https://vit.doitong.com/api/v1/requests/req_8k2m4q7x1z9c3v5b6n0p2r4t/cancel"
  }
}

Fail anda, pilihan andaSetiap outputs[].url ialah salinan pada storan kami: disimpan selama-lamanya (dibayar setiap GB-bulan) atau 7 hari secara percuma, mengikut tetapan akaun anda atau ?storage=.

Bentuk yang sama pada setiap modeltype, url, content_type, width, height dan duration, untuk imej, video dan audio. output ialah objek hasil model itu sendiri.

Medan output

images: array of object {url, content_type, file_name, file_size, width, height}Imej yang dihasilkan oleh model.
seed: integerNilai seed yang digunakan semasa penjanaan.