FLUX.2 [pro]

Integrar

ID dal 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/rm/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."
  }
}

Cloma il model FLUX.2 [pro] (flux-2-pro) tras la Doitong API. Documentaziun per agents: https://doitong.com/rm/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."
}

Sche il status da la resposta è "queued" u "running", fa polling GET https://vit.doitong.com/api/v1/requests/REQUEST_ID?wait=20 fin ch'el è "succeeded"; las datotecas èn en outputs[].url. POST https://vit.doitong.com/api/v1/quote/flux-2-pro cun il medem body returna il pretsch exact avant l'execuziun.

Datotecas sco l'exempel: $0,03 30 credits API tias datotecas vegnan mesiradas avant l'execuziun Lantschar sin questa pagina

Obtegna ina clav API

Black Forest Labs Text a maletg #photorealism#commercial#premium

Model FLUX.2 da Black Forest Labs per la producziun, accordà per resultats raffinads e fotorealistics senza parameters da reglar.

OpenAPI Markdown

Exempels

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 credits API

Prompt da @SadiaMalik182 sin X

Pretsch per megapixel da l'immagine d'output

Pretsch tenor vossa entrada

$0,015 / megapixel da maletg d'output

15 credits API / megapixel da maletg d'output

Questa dumonda: 1 megapixel × $0,015 + $0,015 $0,03 30 credits API

Executar · $0,03

Facturà mo en cas da success, rembursà automaticamain en cas d'ina errur.

image_size standard landscape_4_3

Voss datotecas vegnan mesiradas avant l'execuziun (durada, resoluziun, frequenza da maletgs); la calculaziun restituescha il pretsch exact e l'execuziun vegn addebitada exactamain tenor quel.

Temp tipic: ~24 s
Endpoint da calculaziun: POST /quote/{id}

Construir ina dumonda

Ils controls vegnan generads dal schema dal model. Il code e il pretsch s'actualiseschan durant che ti als midas.

prompt •obligatori

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 che gida la generaziun dal maletg.

image_size standard landscape_4_3

Dimensiuns dal maletg generà.

Avanzà safety_tolerance · output_format · seed

safety_tolerance standard 2

Configuraziun da segirezza dal maletg generà, cun ina toleranza che va da la permissivitad maximala a 5 fin a la severitad maximala a 1.

output_format standard jpeg

Format da datoteca dal maletg final.

seed

Valur da seed per la generaziun.

POST /run/flux-2-pro?wait=20 calculaziun → $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
    }
  }
}

Executar questa dumonda

Clav API

Tia clav resta en quest browser: ella vegn tramessa mo al Doitong API e memorisada (localStorage) mo sch'ella scheccas Tiar a memoria. Memorisar en quest navigatur Obtegnair ina clav API

Davart FLUX.2 [pro]

Il stgalim pro administrà da FLUX.2: nagin dumber da pass u guidance da reglar, mo in prompt e ina grondezza, cun output destinà a fotografia commerziala, fotografias da products e visuals da campagnas. In maletg per dumonda cun ina grondezza preselecziunada u persunalisada, JPEG u PNG. In seed renda ils resultats reproducibels.

Parameters

NumTip StandardPermess Descripziun

promptobligatori

Tipstring

Prompt che gida la generaziun dal maletg.

image_sizeopziunal

Tipobject

Standardlandscape_4_3

square_hdsquareportrait_4_3portrait_16_9landscape_4_3landscape_16_9

Dimensiuns dal maletg generà.

seedopziunal

Tipinteger | null

Valur da seed per la generaziun.

safety_toleranceopziunal

Tipenum

Standard2

12345

Configuraziun da segirezza dal maletg generà, cun ina toleranza che va da la permissivitad maximala a 5 fin a la severitad maximala a 1.

output_formatopziunal

Tipenum

Standardjpeg

jpegpng

Format da datoteca dal maletg final.

obligatori

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"
  }
}

Tias datotecas, tia decisiunMintga outputs[].url è ina copia en nossa memorisaziun: conservada per adina (pajà per GB-mes) u 7 dis gratuitamain, tenor la configuraziun dal conto u ?storage=.

La medema structura per mintga modeltype, url, content_type, width, height e duration, tant per maletgs sco per video e audio. output è l'object da resultat dal model sez.

Champs da l'output

images: array of object {url, content_type, file_name, file_size, width, height}Maletgs producids dal model.
seed: integerValur da la semenza utilisada durant la generaziun.