Peke ki ngā ihirangi

Krea 2 Trainer

Whakauru

id tauira krea-2-trainer
# 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/krea-2-trainer?wait=20" \
  -H "Authorization: Bearer $DOITONG_API_KEY" \
  -H "Content-Type: application/json" \
  -d '{
    "images_data_url": "https://content.doitong.com/images/showcase/v3/gen_fox_cartoon.jpg"
  }'

# 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"

Ngā kōnae pēnei i te tauira: $ 0.30 300 whiwhinga API ka inea ō kōnae i mua i te whakahaere Whakahaerehia ki tēnei whārangi

Tikina he kī API
Krea Whakangungu #lora#personalization

Ka whakangungu i tētahi LoRA Krea 2 ritenga mai i tētahi zip whakaahua, me te tapanga-aunoa kōwhiringa

Krea · Kōnae

Kei konei tō hua tuatahi

Hangaia he tono ki raro nei, ka whakahaere mā tō kī API. Ka tāruatia ngā putanga ki tō mātou rokiroki, ka puritia mō ake tonu atu, mō rānei 7 rā mō te kore utu.

Hangaia he tono

Ka hangaia ngā mana whakahaere mai i te aronuinga o te tauira. Ka whakahoungia te waehere me te utu ina whakarerekē koe.

resolution taunoa 768

Taumira whakangungu; ko 1024 te mea pai mō te taipitopito tino nui, ko 768 he 1.7x tere ake, he iti ake te whakamahinga VRAM, ā, he ōrite tata te kounga kāhua. Ka whakarahi ngā atahanga kia kapi ai te tapawhā whāia, kātahi ka poroa ki waenganui.

•e hiahiatia ana

URL mō tētahi .zip atahanga whakangungu kei roto ngā kōnae PNG/JPG/JPEG/WebP; ka rahua te tono me te 422 mēnā he atahanga kāore ōna kōnae tapanga, kāore hoki he `trigger_phrase` whai ihirangi. He kōwhiringa ngā tapanga ina tukuna e `trigger_phrase` te kupu whakakapi; ki te kore, whakamahia ngā pūtake ingoa kōnae ōrite: ka takirua a ROOT.EXT ki ROOT.txt, hei tauira ko 001.jpg ki 001.txt.

taunoa 100

Tatau hīkoi mō te whakangungu LoRA.

Arā atu auto_captioning · trigger_phrase · learning_rate · debug_dataset
auto_captioning taunoa Off

Aratau tapanga kōwhiringa: Mātauranga/Tangata, Kāhua, me Ritenga ka whakamahi i te dataset-captioner me google/gemma-4-31B-it, engari mā Off e pupuri te whakaritenga o mua kia whai tapanga .txt tōrite te pūtake o ia atahanga, kia whakamahia rānei a trigger_phrase hei whiringa whakakapi. Mō ngā tapanga whakaputaina, ka uru a trigger_phrase ki te tohutohu tapanga, ā, ka whakaritea ki ngā sidecar ka puta, e ai ki te tikanga tapanga LoRA kua tīpakohia.

taunoa

Kīanga tūemi kāhua DreamBooth e hiahiatia ana mēnā he Off a `auto_captioning`, ā, he atahanga kāore ōna kōnae tapanga. Ka whakarato tapanga ina ngaro ngā kōnae .txt, ka whakarato hoki i te kuputuhi tīmatanga mō ngā tohutohu whakamana taunoa.

taunoa 0.0005

Te tere ako B-factor o LoRA, ka whakamahia hoki ki A ina `lora_a_lr_multiplier=1`; i raro i te muon, ko te tere rite ki AdamW kua whakarahia e match_rms_adamw. Mō te wātaka pūmau, e taunaki ana a Krea i te awhe 3e-4–7e-4.

POST /run/krea-2-trainer?wait=20 utu → $ 0.30
# 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/krea-2-trainer?wait=20" \
  -H "Authorization: Bearer $DOITONG_API_KEY" \
  -H "Content-Type: application/json" \
  -d '{
    "images_data_url": "https://content.doitong.com/images/showcase/v3/gen_fox_cartoon.jpg"
  }'

# 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"

Whakahaerehia tēnei tono

Ka noho tō kī ki tēnei pūtirotiro: ka tukuna ki te Doitong API anake, ā, ka tiakina ki te localStorage anake ina tohua e koe te Mahara. Tikina he kī API

Mō Krea 2 Trainer

Ka whakatikatika matatau i tētahi LoRA mā tētahi .zip atahanga i `images_data_url`, me ngā tapanga .txt ingoa ōrite me tētahi `trigger_phrase` hei kōwhiringa. Ko ngā aratau `auto_captioning` he Off, Object/Character, Style me Custom. Ko te `steps` he 50 ki te 10000 (taunoa 100), ko te `resolution` he 768, he 1024 rānei. Ka whakaputa i ngā taumaha LoRA me tētahi kōnae whirihoranga.

Ngā tawhā

IngoaMomo TaunoaE whakaaetia ana Whakamārama
images_data_urle hiahiatia ana
Momostring
URL mō tētahi .zip atahanga whakangungu kei roto ngā kōnae PNG/JPG/JPEG/WebP; ka rahua te tono me te 422 mēnā he atahanga kāore ōna kōnae tapanga, kāore hoki he `trigger_phrase` whai ihirangi. He kōwhiringa ngā tapanga ina tukuna e `trigger_phrase` te kupu whakakapi; ki te kore, whakamahia ngā pūtake ingoa kōnae ōrite: ka takirua a ROOT.EXT ki ROOT.txt, hei tauira ko 001.jpg ki 001.txt.
trigger_phrasekōwhiringa
Momostring
Taunoa
Kīanga tūemi kāhua DreamBooth e hiahiatia ana mēnā he Off a `auto_captioning`, ā, he atahanga kāore ōna kōnae tapanga. Ka whakarato tapanga ina ngaro ngā kōnae .txt, ka whakarato hoki i te kuputuhi tīmatanga mō ngā tohutohu whakamana taunoa.
auto_captioningkōwhiringa
Momoenum
TaunoaOff
OffObject/CharacterStyleCustom
Aratau tapanga kōwhiringa: Mātauranga/Tangata, Kāhua, me Ritenga ka whakamahi i te dataset-captioner me google/gemma-4-31B-it, engari mā Off e pupuri te whakaritenga o mua kia whai tapanga .txt tōrite te pūtake o ia atahanga, kia whakamahia rānei a trigger_phrase hei whiringa whakakapi. Mō ngā tapanga whakaputaina, ka uru a trigger_phrase ki te tohutohu tapanga, ā, ka whakaritea ki ngā sidecar ka puta, e ai ki te tikanga tapanga LoRA kua tīpakohia.
stepskōwhiringa
Momointeger
Taunoa100
50 – 10,000
Tatau hīkoi mō te whakangungu LoRA.
learning_ratekōwhiringa
Momonumber
Taunoa0.0005
0.000001 – 0.01
Te tere ako B-factor o LoRA, ka whakamahia hoki ki A ina `lora_a_lr_multiplier=1`; i raro i te muon, ko te tere rite ki AdamW kua whakarahia e match_rms_adamw. Mō te wātaka pūmau, e taunaki ana a Krea i te awhe 3e-4–7e-4.
resolutionkōwhiringa
Momoenum
Taunoa768
7681024
Taumira whakangungu; ko 1024 te mea pai mō te taipitopito tino nui, ko 768 he 1.7x tere ake, he iti ake te whakamahinga VRAM, ā, he ōrite tata te kounga kāhua. Ka whakarahi ngā atahanga kia kapi ai te tapawhā whāia, kātahi ka poroa ki waenganui.
debug_datasetkōwhiringa
Momoboolean
Taunoafalse
Kōwhiringa tikiake huingararaunga e whakaatu ana i ngā mea i whakamahia e te whakangungu, ka pōkai hei pūranga i muri i te whakakī tapanga, i te whakaputa tapanga aunoa rānei.
e hiahiatia ana

Putanga

GET /requests/req_8k2m4q7x1z9c3v5b6n0p2r4t
{
  "id": "req_8k2m4q7x1z9c3v5b6n0p2r4t",
  "object": "request",
  "model": "krea-2-trainer",
  "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": 300,
    "usd": "0.30",
    "charged": 300,
    "refunded": 0
  },
  "input": {
    "images_data_url": "https://content.doitong.com/images/showcase/v3/gen_fox_cartoon.jpg"
  },
  "output": {
    "lora_file": {
      "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
    },
    "config_file": {
      "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
    },
    "prompt_enhancement_system_prompt": "string",
    "debug_dataset": {
      "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
    }
  },
  "outputs": [
    {
      "type": "file",
      "url": "https://content.doitong.com/dev-api/2026/10/20/req_8k2m4q7x1z9c3v5b6n0p2r4t/0-output.jpeg",
      "content_type": "image/jpeg",
      "file_size": 1843200,
      "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"
  }
}
Ō kōnae, māu e whiriwhiriKo ia url o outputs[] he tārua kei tō mātou rokiroki: ka puritia mō ake tonu atu (ka utua ia GB-marama) mō rānei 7 rā mō te kore utu, e ai ki ngā tautuhinga o tō pūkete, ki te ?storage= rānei.
He ōrite te hanga ki ia tauiratype, url, content_type, width, height me duration, mō ngā pikitia, ataata me te oro. Ko output te ahanoa hua ake o te tauira.
Ngā āpure o te putanga
lora_file
object {url, content_type, file_name, file_size}URL tikiake mō ngā taumaha LoRA Krea-2 kua whakangungua, i te hōputu safetensors.
config_file
object {url, content_type, file_name, file_size}Hononga ki tētahi kōnae JSON kei roto te whirihoranga whakangungu/LoRA.
prompt_enhancement_system_prompt
string | nullTohutohu pūnaha ka whakahokia ina whakahohea te `auto_captioning`, hei āwhina ki te tuhi, ki te whakapai rānei i ngā tohutohu inference mā te tikanga tapanga kotahi ki ngā raraunga whakangungu kua tapangatia aunoatia.
debug_dataset
object {url, content_type, file_name, file_size} | nullTikiake raraunga whakangungu ina whakahohea a `debug_dataset`: he pūranga kei roto te huingararaunga kua whakaritea me ōna tapanga i whakaputaina aunoatia.

Ētahi atu tauira: Whakangungu

Mō ngā āpiha AI: kei te wātea tēnei whārangi hei Markdown ki https://doitong.com/mi/developers/models/krea-2-trainer.md. Ngā tauira me ngā aratohu katoa: https://doitong.com/developers/llms.txt