FLUX.2 [pro]

Integreiddio

ID y model flux-2-pro

# Run the model; wait up to 20 s for the finished result in the same call
curl -X POST "https://api.doitong.com/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://api.doitong.com/v1/requests/REQUEST_ID?wait=20" \
  -H "Authorization: Bearer $DOITONG_API_KEY"

const API = "https://api.doitong.com/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://api.doitong.com/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/cy/developers/docs/mcp)
claude mcp add --transport http doitong-models https://api.doitong.com/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."
  }
}

Galwch y model FLUX.2 [pro] (flux-2-pro) drwy Doitong API. Dogfennaeth ar gyfer asiantau: https://doitong.com/cy/developers/models/flux-2-pro.md

POST https://api.doitong.com/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."
}

Os yw statws yr ymateb yn "queued" neu "running", holwch GET https://api.doitong.com/v1/requests/REQUEST_ID?wait=20 nes ei fod yn "succeeded"; mae'r ffeiliau yn outputs[].url. Mae POST https://api.doitong.com/v1/quote/flux-2-pro gyda'r un corff yn dychwelyd yr union bris cyn y rhediad.

Ffeiliau fel yr enghraifft: $0.03 30 o gredydau API caiff eich ffeiliau eu mesur cyn y rhediad Ei redeg ar y dudalen hon

Cael allwedd API

Black Forest Labs Testun i Ddelwedd #photorealism#commercial#premium

Model FLUX.2 cynhyrchu Black Forest Labs, wedi’i diwnio ar gyfer canlyniadau caboledig, ffotorealistig heb reolyddion i’w haddasu.

OpenAPI Markdown

Enghreifftiau

Allbwn · ~25 s

AnogwrUltra-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 o gredydau API

Anogwr gan @SadiaMalik182 ar X

Pris fesul megapicsel o'ch delwedd allbwn

Pris yn ôl eich mewnbwn

$0.015 / megapicsel o ddelwedd allbwn

15 o gredydau API / megapicsel o ddelwedd allbwn

Y cais hwn: 1 megapicsel × $0.015 + $0.015 $0.03 30 o gredydau API

Rhedeg · $0.03

Codir tâl ar lwyddiant yn unig, a chaiff ei ad-dalu'n awtomatig os bydd methiant.

image_size rhagosodedig landscape_4_3

Caiff eich ffeiliau eu mesur cyn y rhediad (hyd, cydraniad, cyfradd fframiau); mae'r dyfynbris yn dychwelyd yr union bris ac mae'r rhediad yn codi'r union swm hwnnw.

Amser arferol: ~24 s
Diweddbwynt dyfynbris: POST /quote/{id}

Adeiladu cais

Cynhyrchir rheolyddion o sgema'r model. Mae'r cod a'r pris yn diweddaru wrth i chi eu newid.

prompt •gofynnol

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.

Anogiad sy'n arwain cynhyrchu delweddau.

image_size rhagosodedig landscape_4_3

Dimensiynau'r ddelwedd a gynhyrchir.

Uwch safety_tolerance · output_format · seed

safety_tolerance rhagosodedig 2

Gosodiad diogelwch delwedd a gynhyrchwyd, gyda goddefgarwch yn amrywio o'r mwyaf caniataol ar 5 i'r mwyaf llym ar 1.

output_format rhagosodedig jpeg

Fformat ffeil y ddelwedd sy'n deillio.

seed

Gwerth hedyn ar gyfer cynhyrchu.

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

# Run the model; wait up to 20 s for the finished result in the same call
curl -X POST "https://api.doitong.com/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://api.doitong.com/v1/requests/REQUEST_ID?wait=20" \
  -H "Authorization: Bearer $DOITONG_API_KEY"

const API = "https://api.doitong.com/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://api.doitong.com/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
    }
  }
}

Rhedeg y cais hwn

Allwedd API

Mae'ch allwedd yn aros yn y porwr hwn: caiff ei hanfon at Doitong API yn unig a'i chadw (localStorage) dim ond os ticiwch Cofio. Cofio yn y porwr hwn Cael allwedd API

Wedi'i wneud ar Doitong

Gwaith cyhoeddus a wnaed gyda Flux 2 gan gymuned Doitong. Ailddefnyddiwch anogwr mewn un clic.

Gwaith cyhoeddus wedi'i ddangos: 9

Close-up portrait seorang wanita berkulit pucat berdiri setengah tubuh di dalam air berwarna lemb... — Close-up portrait seorang wanita berkulit pucat berdiri setengah tubuh di dalam air berwarna lembut kebiruan, dikelilingi bunga teratai berkelopak penuh yang bermekaran indah di permukaan air. Rambutnya pirang pucat tersanggul longgar dengan beberapa helaian tipis jatuh alami membingkai sisi...

Prompt Details Seorang wanita berkulit pucat berdiri setengah tubuh di dalam air berwarna lembut ... — Prompt Details Seorang wanita berkulit pucat berdiri setengah tubuh di dalam air berwarna lembut kebiruan, dikelilingi bunga teratai berkelopak penuh yang bermekaran indah di permukaan air. Rambutnya pirang pucat tersanggul longgar dengan beberapa helaian tipis jatuh alami membingkai sisi...

Seorang wanita berkulit pucat berdiri setengah tubuh di dalam air berwarna lembut kebiruan, dikel... — Seorang wanita berkulit pucat berdiri setengah tubuh di dalam air berwarna lembut kebiruan, dikelilingi bunga teratai berkelopak penuh yang bermekaran indah di permukaan air. Rambutnya pirang pucat tersanggul longgar dengan beberapa helaian tipis jatuh alami membingkai sisi wajahnya. Ia memeluk...

"Potret sinematik ultra-realistis close-up seorang anak laki-laki kecil (balita) yang sangat men... — "Potret sinematik ultra-realistis close-up seorang anak laki-laki kecil (balita) yang sangat menggemaskan dengan mata cokelat besar yang ekspresif, rambut hitam berantakan yang tebal, mengenakan kaus putih kerah henley. Dia berpose dengan kedua tangan terkatup di depan dada, menunjukkan senyum...

Foto sinematik hiper-realistis resolusi tinggi menampilkan seorang pria muda Indonesia dengan tub... — Foto sinematik hiper-realistis resolusi tinggi menampilkan seorang pria muda Indonesia dengan tubuh ramping dan proporsional, rambut hitam pendek agak acak, mengenakan jaket kulit hitam, celana riding fit, dan sepatu motor. Ia sedang melakukan aksi freestyle ekstrem dengan motor sport 500cc...

Ynglŷn â FLUX.2 [pro]

Haen pro a reolir FLUX.2: dim cyfrif camau nac arweiniad i’w diwnio, dim ond anogiad a maint, gyda’r allbwn wedi’i anelu at ffotograffiaeth fasnachol, lluniau cynnyrch a delweddau ymgyrchoedd. Un ddelwedd fesul cais mewn maint rhagosodedig neu bersonol, JPEG neu PNG. Mae had yn gwneud canlyniadau’n ailadroddadwy.

Paramedrau

EnwMath RhagosodedigCaniateir Disgrifiad

promptgofynnol

Mathstring

Anogiad sy'n arwain cynhyrchu delweddau.

image_sizedewisol

Mathobject

Rhagosodediglandscape_4_3

square_hdsquareportrait_4_3portrait_16_9landscape_4_3landscape_16_9

Dimensiynau'r ddelwedd a gynhyrchir.

seeddewisol

Mathinteger | null

Gwerth hedyn ar gyfer cynhyrchu.

safety_tolerancedewisol

Mathenum

Rhagosodedig2

12345

Gosodiad diogelwch delwedd a gynhyrchwyd, gyda goddefgarwch yn amrywio o'r mwyaf caniataol ar 5 i'r mwyaf llym ar 1.

output_formatdewisol

Mathenum

Rhagosodedigjpeg

jpegpng

Fformat ffeil y ddelwedd sy'n deillio.

gofynnol

Allbwn

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://api.doitong.com/v1/requests/req_8k2m4q7x1z9c3v5b6n0p2r4t",
    "cancel": "https://api.doitong.com/v1/requests/req_8k2m4q7x1z9c3v5b6n0p2r4t/cancel"
  }
}

Eich ffeiliau, eich dewisMae pob outputs[].url yn gopi ar ein storio: wedi'i gadw am byth (telir fesul GB-mis) neu am 7 diwrnod am ddim, yn ôl gosodiad eich cyfrif neu ?storage=.

Yr un siâp ar bob modeltype, url, content_type, width, height a duration, ar gyfer delweddau, fideo a sain fel ei gilydd. Gwrthrych canlyniad y model ei hun yw output.

Meysydd yr allbwn

images: array of object {url, content_type, file_name, file_size, width, height}Delweddau a gynhyrchir gan y model.
seed: integerGwerth had a ddefnyddir wrth gynhyrchu.