FLUX.2 [pro]

Unganisha

Kitambulisho cha modeli 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/sw/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."
  }
}

Piga modeli ya FLUX.2 [pro] (flux-2-pro) kupitia Doitong API. Nyaraka za mawakala: https://doitong.com/sw/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."
}

Ikiwa hali ya jibu ni "queued" au "running", piga GET https://api.doitong.com/v1/requests/REQUEST_ID?wait=20 mara kwa mara hadi iwe "succeeded"; faili ziko kwenye outputs[].url. POST https://api.doitong.com/v1/quote/flux-2-pro yenye mwili uleule hurejesha bei kamili kabla ya kuendesha.

Faili kama mfano: $ 0.03 salio za API 30 faili zako hupimwa kabla ya kuendesha Iendeshe kwenye ukurasa huu

Pata ufunguo wa API

Black Forest Labs Maandishi hadi Picha #photorealism#commercial#premium

Muundo wa FLUX.2 wa Black Forest Labs kwa matumizi ya uzalishaji, ulioboreshwa kwa matokeo yaliyong'arishwa na yenye uhalisia wa picha bila mipangilio ya kurekebisha.

OpenAPI Markdown

Mifano

Tokeo · ~25 s

MaelekezoUltra-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 · salio za API 30

Kidokezo kutoka kwa @SadiaMalik182 kwenye X

Bei kwa kila megapikseli ya picha yako ya kutolewa

Bei kulingana na uingizaji wako

$ 0.015 / megapikseli ya picha ya tokeo

salio za API 15 / megapikseli ya picha ya tokeo

Ombi hili: megapikseli 1 × $ 0.015 + $ 0.015 $ 0.03 salio za API 30

Endesha · $ 0.03

Hutozwa tu ikifanikiwa, na kurejeshewa kiotomatiki ikishindwa.

image_size chaguomsingi landscape_4_3

Faili zako hupimwa kabla ya kuendeshwa (urefu, mwonekano, kasi ya fremu); makadirio hurejesha bei kamili na uendeshaji hutozwa kiasi hicho hicho.

Muda wa kawaida: ~24 s
Endpoint ya makadirio: POST /quote/{id}

Unda ombi

Vidhibiti vinazalishwa kutoka kwenye schema ya modeli. Msimbo na bei husasishwa unapovibadilisha.

prompt •inahitajika

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.

Kidokezo kinachoongoza uzalishaji wa picha.

image_size chaguomsingi landscape_4_3

Vipimo vya picha iliyozalishwa.

Ya kina safety_tolerance · output_format · seed

safety_tolerance chaguomsingi 2

Mpangilio wa usalama wa picha iliyozalishwa, wenye ustahimilivu kuanzia uhuru wa juu zaidi kwenye 5 hadi ukali wa juu zaidi kwenye 1.

output_format chaguomsingi jpeg

Muundo wa faili wa picha inayotokana.

seed

Thamani ya seed ya uzalishaji.

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

Endesha ombi hili

Ufunguo wa API

Key yako inabaki kwenye kivinjari hiki: inatumwa kwa Doitong API pekee na kuhifadhiwa (localStorage) tu ukiweka tiki kwenye Kumbuka. Kumbuka katika kivinjari hiki Pata ufunguo wa API

Imetengenezwa kwenye Doitong

Kazi za umma zilizotengenezwa kwa Flux 2 na jumuiya ya Doitong. Tumia tena kidokezo kwa kubofya mara moja.

Kazi za umma zilizoonyeshwa: 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...

Kuhusu FLUX.2 [pro]

Kiwango cha pro kinachosimamiwa cha FLUX.2: hakuna idadi ya hatua au mwongozo wa kurekebisha, ni kidokezo na saizi pekee, huku tokeo likilenga upigaji picha wa kibiashara, picha za bidhaa na vielelezo vya kampeni. Picha moja kwa ombi katika saizi iliyowekwa awali au maalum, JPEG au PNG. `seed` hufanya matokeo yarudiwe.

Vigezo

JinaAina ChaguomsingiInaruhusiwa Maelezo

promptinahitajika

Ainastring

Kidokezo kinachoongoza uzalishaji wa picha.

image_sizesi lazima

Ainaobject

Chaguomsingilandscape_4_3

square_hdsquareportrait_4_3portrait_16_9landscape_4_3landscape_16_9

Vipimo vya picha iliyozalishwa.

seedsi lazima

Ainainteger | null

Thamani ya seed ya uzalishaji.

safety_tolerancesi lazima

Ainaenum

Chaguomsingi2

12345

Mpangilio wa usalama wa picha iliyozalishwa, wenye ustahimilivu kuanzia uhuru wa juu zaidi kwenye 5 hadi ukali wa juu zaidi kwenye 1.

output_formatsi lazima

Ainaenum

Chaguomsingijpeg

jpegpng

Muundo wa faili wa picha inayotokana.

inahitajika

Tokeo

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"
  }
}

Faili zako, chaguo lakoKila outputs[].url ni nakala kwenye hifadhi yetu: huhifadhiwa milele (hutozwa kwa GB kwa mwezi) au 7 siku bila malipo, kulingana na mpangilio wa akaunti yako au ?storage=.

Muundo uleule kwenye kila modelitype, url, content_type, width, height na duration, kwa picha, video na sauti. output ni kitu cha matokeo cha modeli yenyewe.

Sehemu za tokeo

images: array of object {url, content_type, file_name, file_size, width, height}Picha zilizozalishwa na modeli.
seed: integerThamani ya seed iliyotumika wakati wa uzalishaji.