ᡤᡝᠯᡳ ᡩᡝ ᠵᡠᠸᡝᠨ

Krea 2 Trainer

ᠵᡠᠸᡝᠪᡠᠮᠪᡳ

ᠮᠣᡩᡝᠯ id 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"

ᠵᠠᠨᡳ ᡥᠠᠯᠠᠮᠠ ᡥᡡᠯᠠᠨᡳ ᡶᡳᠯᡝ: $0.30 300 API ᠺᠷᡝᡩᡳᠲ ᠰᡳᠨᡳ ᡶᡳᠯᡝ ᠵᠠᠯᡤᠠᠨ ᠠᠰᡠᠮᠪᡳᠨᡳ ᠠᠯᡳᠮᠪᡳ ᡝᡵᡝ ᠵᠠᠯᡳᠨᡩᡝ ᠠᠰᡠᠮᠪᡳ

API ᡩᠠᠮᡠᠨ ᡤᠠᠯᠠ
Krea ᠰᠠᠮᠠᠨ #lora#personalization

ᠵᡠᠯᡝᠨ ᡳ ᠵᠠᠯᠠᠨ ᠴᡳ ᠵᡠᠯᡝᠨ ᡳ ᠵᠠᠯᠠᠨ Krea 2 LoRA ᠵᠠᠯᠠᠨ ᠪᡳᠴᡳᠮᠪᡳ᠈ ᠠᠰᡠᡥᠠᠨ ᠠᠮᠠᠯᠠ ᠪᡳᠴᡳᠮᠪᡳ

Krea · ᡶᡳᠯᡝ

ᡳᠨᡝ ᡝᠮᡠᠨᡳᠩᡤᡝ ᡝᡵᡝᠮᡝ ᡩᡝ

ᡝᡵᡝ ᠵᡠᠯᡝᠨ ᡩᡝ ᡤᡝᡪᡳᠯᡝᠨ ᠪᠠᠶᠠᠨᠠᠮᡝ ᠠᠮᡪᠠᠯᠠ ᡶᡳᠯᡝᠮᡝ ᠪᡝᠶᡝᠮᡝ᠃ API ᠵᡳᡵᡤᠠᡳ ᡤᠠᡳᡥᠠᡩᡝ ᡤᡝᡪᡳᠯᡝᠨ ᠵᠠᠯᠠᠨᠠᠮᡝ ᠪᡠᠶᡝᠮᡝ ᠮᡠᠰᡝᡳ ᠰᡠᠯᡠᠨᡩᡝ ᠪᠠᠶᠠᠨᠠᠮᡝ᠂ ᠝ᠮᡤᡳ ᠮᡠᠰᡝ ᠠᠶᠠᠨ 7 ᡥᠠᠨ ᠰᠠᡳᠨᠠᠮᡝ᠃

ᡤᡳᠰᡠᠨ ᠪᡠᠶᡝᠮᡝ

ᠵᠠᡴᡠᠨᡳ ᠵᡠᠯᡝ ᡩᡝᡵᡤᡳ ᡩᡝᠪᡝᠰᡠᠮᡝ ᠵᡠᠯᡤᡝ ᠪᡠᠶᡝᠮᡝ᠈ ᡳᠨᡳ ᡤᡳᠰᡠᠨ ᠪᠠᡳ ᡝᠨᡝᠩᡤᡳ ᠠᠮᠪᡳ

resolution ᠵᡠᠯᡝ 768

ᠮᡠᠶᡝᠮᡝᠨᡳ ᠵᠠᠯᡳᠨ ᠵᠠᠯᠠᠨ, 1024 ᡳ ᠮᠠᠩᡤᠠ ᠵᠠᠯᡳᠨ ᠪᡠᠶᡝᠮᡝ ᠵᠠᠯᡳᠨ ᠵᠠᠯᡳᠨ, 768 ᡳ ᠮᡠᠶᡝᠮᡝ 1.7x ᠵᠠᠯᡳᠨ ᠵᠠᠯᡳᠨ ᡥᡝᠴᡝᠨ ᠮᡠᠨᡩᡝ ᠪᡳᠮᠪᡳ, VRAM ᠪᡠᠶᡝᠮᡝ, ᠰᡳᠯᡝ ᠵᠠᠯᡳᠨ ᠵᠠᠯᡳᠨ. ᡤᠠᠳᠠᠨ ᠵᠠᠯᠠᠨ ᠵᠠᠯᡳᠨᡳ ᠪᡠᠶᡝᠮᡝ, ᡩᡠᠯᡝ ᠵᠠᠯᡳᠨ ᠵᠠᠯᡳᠨ ᠵᠠᠯᠠᠨ ᠪᡳᠴᡳᠮᡝ.

•ᡴᠠᠷᠠᡴᡡ

ᡤᠠᠳᠠᠨ ᡳ ᠪᡠᠶᡝᠮᡝᠨᡳ .zip URL, PNG/JPG/JPEG/WebP ᡶᡳᠯᡝ ᠪᡳᠮᡝ; ᡝᠮᡠᠨᡝ ᡤᠠᠳᠠᠨ ᡩᡝ ᠠᠯᡳᠨ ᡥᡡᠯᠠᠨ ᡳ ᡶᡳᠯᡝ ᠠᡳ ᠰᠠᠶᠠᠨ `trigger_phrase` ᠠᠴᠠᠨ ᠪᡳᠮᡝ 422 ᡤᡝᡪᡳᠯᡝ ᠣᠯᡥᠣᠨ. ᡤᠠᠯᠠ ᡩᡝ `trigger_phrase` ᠪᡳᠮᡝ ᡥᡡᠯᠠᠨ ᠵᡠᠯᡝ ᠣᠮᠪᡳ; ᡩᡝᡵᡤᡳ ROOT.EXT ᡳ ROOT.txt ᠵᡠᠯᡝ ᠪᡳᠮᡝ, 001.jpg ᡳ 001.txt ᠵᡝᡵᡤᡳ.

ᠵᡠᠯᡝ 100

LoRA ᠵᠠᠰᠠᠮᡝ ᠠᠮᠠ ᠪᡝ ᠵᠠᠯᠠᠨ ᠪᡳ᠉

ᠵᡠᠯᡤᡝ ᠵᡝᡵᡤᡳ auto_captioning · trigger_phrase · learning_rate · debug_dataset
auto_captioning ᠵᡠᠯᡝ Off

ᠵᠠᠯᠠᠨ ᡥᡡᠯᠠᠨ ᠪᡠᠶᡝᠮᡝᠨᡳ ᡤᡝᠯᡳᠶᡝᠨ: Object/Character, Style ᠠᡴᡳ ᡤᡝᠮᡠᠨᡳ ᡩᡝ ᡝᡵᡝᠮᡝ ᠪᡠᠮᡝ ᡶᠠᡳᠯᠠᠨᡳ ᡩᠠᠮᡠ ᡤᠠᡳᡶᠠᠨᡳ ᡥᡡᠯᠠᠨ ᠪᡠᠶᡝᠮᡝᠨᡳ ᠵᠠᠯᠠᠨ ᠵᠠᠯᡳᠨ ᠪᡠᠶᡝᠮᡝ, Off ᡠᠴᡳ ᡤᠠᡳᡶᠠᠨ ᡝᡵᡝᠮᡝ ᠪᡠᠮᡝᠨᡳ ᡳᠨᡠ ᠵᠠᠯᠠᠨ ᡶᡳᠯᡝᠨᡳ ᠵᠠᠯᡳᠨ ᡶᡳᠯᡝᠮᡝ ᠵᠠᠯᠠᠨ ᡥᡡᠯᠠᠨ ᠪᡠᠮᡝᠨᡳ ᠪᠠᡳᡩᠠᠯᠠᠮᡝ ᡶᡳᠯᡝ ᠵᠠᠯᡳᠨ ᠪᡠᠶᡝᠮᡝ ᠵᠠᠯᠠᠨ ᡥᡡᠯᠠᠨ ᠪᡠᠮᡝᠨᡳ ᠵᠠᠯᡳᠨ ᡥᡡᠯᠠᠨ ᠪᡠᠶᡝᠮᡝ ᠵᠠᠯᠠᠨ ᡥᡡᠯᠠᠨ ᠪᡳᠴᡳᠪᡠᠮᡝ. ᠪᡠᠶᡝᠮᡝᠨᡳ ᡥᡡᠯᠠᠨ ᠪᡠᠶᡝᠮᡝᠨᡳ ᠵᠠᠯᠠᠨ ᡥᡡᠯᠠᠨ ᠵᠠᠯᠠᠨ ᡶᡳᠯᡝᠮᡝ ᠪᡠᠶᡝᠮᡝᠨᡳ ᡥᡡᠯᠠᠨᡳ ᠵᠠᠯᡳᠨ ᠵᠠᠯᠠᠨ ᠪᡠᠶᡝᠮᡝᠨᡳ ᠵᠠᠯᡳᠨ ᠯᠣᠷᠠ ᡥᡡᠯᠠᠨᡳ ᠵᠠᠯᡳᠨ ᠵᠠᠯᠠᠨ ᠪᡠᠶᡝᠮᡝᠨᡳ ᠵᠠᠯᡳᠨ ᠵᠠᠯᠠᠨ ᡥᡡᠯᠠᠨᡳ ᠵᠠᠯᡳᠨ ᠪᡠᠶᡝᠮᡝᠨᡳ ᠰᠠᠶᠠᠨ ᡶᡳᠯᡝᠮᡝ ᠪᡠᠶᡝᠮᡝᠨᡳ ᠵᠠᠯᡳᠨ ᠵᠠᠯᠠᠨ ᡥᡡᠯᠠᠨᡳ ᠵᠠᠯᡳᠨ ᡶᡳᠯᡝᠮᡝ ᠵᠠᠯᡳᠨ ᠪᡠᠶᡝᠮᡝᠨᡳ ᠵᠠᠯᡳᠨ ᠵᠠᠯᠠᠨ ᠪᡠᠶᡝᠮᡝᠨᡳ ᠵᠠᠯᡳᠨ ᡥᡡᠯᠠᠨ ᠵᠠᠯᡳᠨ ᠪᡠᠶᡝᠮᡝᠨᡳ ᠵᠠᠯᡳᠨ ᡩᠠᠮᡠ ᠪᡳᠴᡳᠪᡠᠮᡝ ᠪᡠᠶᡝᠮᡝᠨᡳ ᠵᠠᠯᡳᠨ ᡥᡡᠯᠠᠨ ᠪᡠᠮᡝ ᠵᠠᠯᠠᠨ ᠪᡠᠶᡝᠮᡝᠨᡳ ᡤᠠᡳᡶᠠᠨᡳ ᠵᠠᠯᡳᠨ ᡥᡡᠯᠠᠨᡳ ᠵᠠᠯᡳᠨ ᡥᡡᠯᠠᠨ ᠪᡠᠶᡝᠮᡝ ᠵᠠᠯᡳᠨ ᠪᡠᠶᡝᠮᡝᠨᡳ ᠵᠠᠯᡳᠨ.

ᠵᡠᠯᡝ

`auto_captioning` ᠪᡳᠮᡝ Off ᠪᡳᠮᡝ, ᡩᡝᠪᡝᠯᡳ ᡤᠠᠳᠠᠨ ᡳ ᠠᠯᡳᠨ ᡩᠠᠯᠵᡳᠨ ᡥᡡᠯᠠᠨ ᡳ ᡶᡳᠯᡝ ᠠᠴᠠᠨ ᠪᡳᠮᡝ ᠣᠮᠪᡳ. .txt ᡶᡳᠯᡝ ᠠᠴᠠᠨ ᡩᡝ ᡥᡡᠯᠠᠨ ᠪᡠᠶᡝᠮᡝᠮᡝ, ᡠᠯᡥᡝᠨᡳ ᠵᡠᠯᡝ ᠵᠠᠯᠠᠨ ᡳ ᡥᡡᠯᠠᠨ ᠪᡳᠮᡝ ᠵᡠᠯᡝ ᠵᠠᡩᠠᠨ ᡳ ᠰᠠᠮᡝᠰᡳᠮᡝ ᠪᡳᠮᡝ.

ᠵᡠᠯᡝ 0.0005

LoRA B-factor ᠮᡠᠶᡝᠮᡝᠨᡳ ᠵᠠᠯᡳᠨ ᠮᡠᠶᡝᠮᡝᠨᡳ ᠵᠠᠯᡳᠨ, `lora_a_lr_multiplier=1` ᠪᡳᠮᠪᡳ ᠠᠴᠠ A ᠵᠠᠯᡳᠨ ᠵᠠᠯᡳᠨ ᠪᡠᠶᡝᠮᡝ; muon ᡩᡝ AdamW ᡳ ᠵᠠᠯᡳᠨ ᡴᡝᠮᡠᠨᡳ ᠵᠠᠯᡳᠨ ᠮᡠᠶᡝᠮᡝᠨᡳ match_rms_adamw ᡳ ᠵᠠᠯᡳᠨ ᠪᡳ. ᠠᡳᠯᠠᠨ ᠵᠠᠯᡳᠨᡳ ᠪᡠᠶᡝᠮᡝᠨᡳ ᡤᠠᡳᡶᠠᠨ 3e-4–7e-4 ᠵᠠᠯᡳᠨ ᠪᡳᠴᡳᠮᡝ.

POST /run/krea-2-trainer?wait=20 ᠵᠠᠯᡳᠨ → $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"

ᡝᠨᡳ ᠵᠠᠯᡳᠨ ᠪᡝ ᠵᠠᠯᠠᠨᠠᠮᡝ

ᡳᠨᡝ ᠵᠠᠯᠠᠨ ᡝᡵᡝ ᠪᡠᡵᡝᠪᡝᡵᡳ ᡩᡝ ᠪᡳᠮᡝ᠈ Doitong API ᡩᡝ ᠵᡝᠯᡤᡳ ᡩᠠᡵᠠᠮᡝ᠈ Remember ᠵᡠᠯᡝᠮᡝ ᡤᡳᠯᠠᠮᡝ localStorage ᡩᡝ ᠰᡠᠯᡝᠮᡝ ᠪᡳᠮᡝ API ᠵᠠᠯᠠᠨ ᠠᠪᠠᠮᡝ

Krea 2 Trainer ᡠᡵᡝᠮᡝ

`images_data_url` ᡳ .zip ᠵᡠᠯᡝ ᡤᠠᠳᠠᠨᡳ ᠪᡝ LoRA ᠵᠠᠰᡳᡬᠠᠮᡝ᠂ ᠠᡩᠠᠯᡳ ᠵᡠᠶᡝᠨᡳ .txt ᠣᠴᡳ `trigger_phrase` ᠪᡳ᠉ `auto_captioning` ᠵᡠᠯᡝ Off, Object/Character, Style ᠣᠴᡳ Custom᠉ `steps` 50 ᡩᡝᡵᡳ 10000 (ᠵᡠᠯᡝ 100)᠂ `resolution` 768 ᠣᠴᡳ 1024᠉ LoRA ᠰᡳᠨᡩᠠᠮᡝ ᠣᠴᡳ config ᡶᡳᠯᡝ ᠪᡠᠶᡝᠮᡝ᠉

ᠵᠠᡴᡠᠨ

ᠵᡝᡵᡤᡳᡠᠯᠠᠮᡝ ᠵᠠᠯᠠᠨᡳ ᠵᡠᠯᡝᠠᠪᠠᠮᡝ ᠵᠠᠪᡠᠨ ᠵᠠᠯᠠᠨᡳ ᡤᡳᠰᡠᠨ
images_data_urlᡴᠠᠷᠠᡴᡡ
ᡠᠯᠠᠮᡝstring
ᡤᠠᠳᠠᠨ ᡳ ᠪᡠᠶᡝᠮᡝᠨᡳ .zip URL, PNG/JPG/JPEG/WebP ᡶᡳᠯᡝ ᠪᡳᠮᡝ; ᡝᠮᡠᠨᡝ ᡤᠠᠳᠠᠨ ᡩᡝ ᠠᠯᡳᠨ ᡥᡡᠯᠠᠨ ᡳ ᡶᡳᠯᡝ ᠠᡳ ᠰᠠᠶᠠᠨ `trigger_phrase` ᠠᠴᠠᠨ ᠪᡳᠮᡝ 422 ᡤᡝᡪᡳᠯᡝ ᠣᠯᡥᠣᠨ. ᡤᠠᠯᠠ ᡩᡝ `trigger_phrase` ᠪᡳᠮᡝ ᡥᡡᠯᠠᠨ ᠵᡠᠯᡝ ᠣᠮᠪᡳ; ᡩᡝᡵᡤᡳ ROOT.EXT ᡳ ROOT.txt ᠵᡠᠯᡝ ᠪᡳᠮᡝ, 001.jpg ᡳ 001.txt ᠵᡝᡵᡤᡳ.
trigger_phraseᠵᡠᠯᡝ
ᡠᠯᠠᠮᡝstring
ᠵᠠᠯᠠᠨᡳ ᠵᡠᠯᡝ
`auto_captioning` ᠪᡳᠮᡝ Off ᠪᡳᠮᡝ, ᡩᡝᠪᡝᠯᡳ ᡤᠠᠳᠠᠨ ᡳ ᠠᠯᡳᠨ ᡩᠠᠯᠵᡳᠨ ᡥᡡᠯᠠᠨ ᡳ ᡶᡳᠯᡝ ᠠᠴᠠᠨ ᠪᡳᠮᡝ ᠣᠮᠪᡳ. .txt ᡶᡳᠯᡝ ᠠᠴᠠᠨ ᡩᡝ ᡥᡡᠯᠠᠨ ᠪᡠᠶᡝᠮᡝᠮᡝ, ᡠᠯᡥᡝᠨᡳ ᠵᡠᠯᡝ ᠵᠠᠯᠠᠨ ᡳ ᡥᡡᠯᠠᠨ ᠪᡳᠮᡝ ᠵᡠᠯᡝ ᠵᠠᡩᠠᠨ ᡳ ᠰᠠᠮᡝᠰᡳᠮᡝ ᠪᡳᠮᡝ.
auto_captioningᠵᡠᠯᡝ
ᡠᠯᠠᠮᡝenum
ᠵᠠᠯᠠᠨᡳ ᠵᡠᠯᡝOff
OffObject/CharacterStyleCustom
ᠵᠠᠯᠠᠨ ᡥᡡᠯᠠᠨ ᠪᡠᠶᡝᠮᡝᠨᡳ ᡤᡝᠯᡳᠶᡝᠨ: Object/Character, Style ᠠᡴᡳ ᡤᡝᠮᡠᠨᡳ ᡩᡝ ᡝᡵᡝᠮᡝ ᠪᡠᠮᡝ ᡶᠠᡳᠯᠠᠨᡳ ᡩᠠᠮᡠ ᡤᠠᡳᡶᠠᠨᡳ ᡥᡡᠯᠠᠨ ᠪᡠᠶᡝᠮᡝᠨᡳ ᠵᠠᠯᠠᠨ ᠵᠠᠯᡳᠨ ᠪᡠᠶᡝᠮᡝ, Off ᡠᠴᡳ ᡤᠠᡳᡶᠠᠨ ᡝᡵᡝᠮᡝ ᠪᡠᠮᡝᠨᡳ ᡳᠨᡠ ᠵᠠᠯᠠᠨ ᡶᡳᠯᡝᠨᡳ ᠵᠠᠯᡳᠨ ᡶᡳᠯᡝᠮᡝ ᠵᠠᠯᠠᠨ ᡥᡡᠯᠠᠨ ᠪᡠᠮᡝᠨᡳ ᠪᠠᡳᡩᠠᠯᠠᠮᡝ ᡶᡳᠯᡝ ᠵᠠᠯᡳᠨ ᠪᡠᠶᡝᠮᡝ ᠵᠠᠯᠠᠨ ᡥᡡᠯᠠᠨ ᠪᡠᠮᡝᠨᡳ ᠵᠠᠯᡳᠨ ᡥᡡᠯᠠᠨ ᠪᡠᠶᡝᠮᡝ ᠵᠠᠯᠠᠨ ᡥᡡᠯᠠᠨ ᠪᡳᠴᡳᠪᡠᠮᡝ. ᠪᡠᠶᡝᠮᡝᠨᡳ ᡥᡡᠯᠠᠨ ᠪᡠᠶᡝᠮᡝᠨᡳ ᠵᠠᠯᠠᠨ ᡥᡡᠯᠠᠨ ᠵᠠᠯᠠᠨ ᡶᡳᠯᡝᠮᡝ ᠪᡠᠶᡝᠮᡝᠨᡳ ᡥᡡᠯᠠᠨᡳ ᠵᠠᠯᡳᠨ ᠵᠠᠯᠠᠨ ᠪᡠᠶᡝᠮᡝᠨᡳ ᠵᠠᠯᡳᠨ ᠯᠣᠷᠠ ᡥᡡᠯᠠᠨᡳ ᠵᠠᠯᡳᠨ ᠵᠠᠯᠠᠨ ᠪᡠᠶᡝᠮᡝᠨᡳ ᠵᠠᠯᡳᠨ ᠵᠠᠯᠠᠨ ᡥᡡᠯᠠᠨᡳ ᠵᠠᠯᡳᠨ ᠪᡠᠶᡝᠮᡝᠨᡳ ᠰᠠᠶᠠᠨ ᡶᡳᠯᡝᠮᡝ ᠪᡠᠶᡝᠮᡝᠨᡳ ᠵᠠᠯᡳᠨ ᠵᠠᠯᠠᠨ ᡥᡡᠯᠠᠨᡳ ᠵᠠᠯᡳᠨ ᡶᡳᠯᡝᠮᡝ ᠵᠠᠯᡳᠨ ᠪᡠᠶᡝᠮᡝᠨᡳ ᠵᠠᠯᡳᠨ ᠵᠠᠯᠠᠨ ᠪᡠᠶᡝᠮᡝᠨᡳ ᠵᠠᠯᡳᠨ ᡥᡡᠯᠠᠨ ᠵᠠᠯᡳᠨ ᠪᡠᠶᡝᠮᡝᠨᡳ ᠵᠠᠯᡳᠨ ᡩᠠᠮᡠ ᠪᡳᠴᡳᠪᡠᠮᡝ ᠪᡠᠶᡝᠮᡝᠨᡳ ᠵᠠᠯᡳᠨ ᡥᡡᠯᠠᠨ ᠪᡠᠮᡝ ᠵᠠᠯᠠᠨ ᠪᡠᠶᡝᠮᡝᠨᡳ ᡤᠠᡳᡶᠠᠨᡳ ᠵᠠᠯᡳᠨ ᡥᡡᠯᠠᠨᡳ ᠵᠠᠯᡳᠨ ᡥᡡᠯᠠᠨ ᠪᡠᠶᡝᠮᡝ ᠵᠠᠯᡳᠨ ᠪᡠᠶᡝᠮᡝᠨᡳ ᠵᠠᠯᡳᠨ.
stepsᠵᡠᠯᡝ
ᡠᠯᠠᠮᡝinteger
ᠵᠠᠯᠠᠨᡳ ᠵᡠᠯᡝ100
50 – 10,000
LoRA ᠵᠠᠰᠠᠮᡝ ᠠᠮᠠ ᠪᡝ ᠵᠠᠯᠠᠨ ᠪᡳ᠉
learning_rateᠵᡠᠯᡝ
ᡠᠯᠠᠮᡝnumber
ᠵᠠᠯᠠᠨᡳ ᠵᡠᠯᡝ0.0005
0.000001 – 0.01
LoRA B-factor ᠮᡠᠶᡝᠮᡝᠨᡳ ᠵᠠᠯᡳᠨ ᠮᡠᠶᡝᠮᡝᠨᡳ ᠵᠠᠯᡳᠨ, `lora_a_lr_multiplier=1` ᠪᡳᠮᠪᡳ ᠠᠴᠠ A ᠵᠠᠯᡳᠨ ᠵᠠᠯᡳᠨ ᠪᡠᠶᡝᠮᡝ; muon ᡩᡝ AdamW ᡳ ᠵᠠᠯᡳᠨ ᡴᡝᠮᡠᠨᡳ ᠵᠠᠯᡳᠨ ᠮᡠᠶᡝᠮᡝᠨᡳ match_rms_adamw ᡳ ᠵᠠᠯᡳᠨ ᠪᡳ. ᠠᡳᠯᠠᠨ ᠵᠠᠯᡳᠨᡳ ᠪᡠᠶᡝᠮᡝᠨᡳ ᡤᠠᡳᡶᠠᠨ 3e-4–7e-4 ᠵᠠᠯᡳᠨ ᠪᡳᠴᡳᠮᡝ.
resolutionᠵᡠᠯᡝ
ᡠᠯᠠᠮᡝenum
ᠵᠠᠯᠠᠨᡳ ᠵᡠᠯᡝ768
7681024
ᠮᡠᠶᡝᠮᡝᠨᡳ ᠵᠠᠯᡳᠨ ᠵᠠᠯᠠᠨ, 1024 ᡳ ᠮᠠᠩᡤᠠ ᠵᠠᠯᡳᠨ ᠪᡠᠶᡝᠮᡝ ᠵᠠᠯᡳᠨ ᠵᠠᠯᡳᠨ, 768 ᡳ ᠮᡠᠶᡝᠮᡝ 1.7x ᠵᠠᠯᡳᠨ ᠵᠠᠯᡳᠨ ᡥᡝᠴᡝᠨ ᠮᡠᠨᡩᡝ ᠪᡳᠮᠪᡳ, VRAM ᠪᡠᠶᡝᠮᡝ, ᠰᡳᠯᡝ ᠵᠠᠯᡳᠨ ᠵᠠᠯᡳᠨ. ᡤᠠᠳᠠᠨ ᠵᠠᠯᠠᠨ ᠵᠠᠯᡳᠨᡳ ᠪᡠᠶᡝᠮᡝ, ᡩᡠᠯᡝ ᠵᠠᠯᡳᠨ ᠵᠠᠯᡳᠨ ᠵᠠᠯᠠᠨ ᠪᡳᠴᡳᠮᡝ.
debug_datasetᠵᡠᠯᡝ
ᡠᠯᠠᠮᡝboolean
ᠵᠠᠯᠠᠨᡳ ᠵᡠᠯᡝfalse
ᡩᠠᠰᠠᠨ ᠵᠠᠯᡳᠨᡳ ᠵᠠᠯᡳᠨ ᡤᠠᠯᠠᠨ ᠵᠠᠯᡳᠨ ᠵᠠᠯᡳᠨ ᡶᡳᠯᡝᠮᡝ ᠪᡠᠶᡝᠮᡝᠨᡳ ᠵᠠᠯᡳᠨ ᠵᠠᠯᡳᠨ ᠵᠠᠯᡳᠨ.
ᡴᠠᠷᠠᡴᡡ

ᠪᡠᠶᡝᠮᡝ

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"
  }
}
ᡤᡝᠯᡝᠮᡝ ᡥᡡᠯᡤᡠᠨᡳ ᡳᠨᡠᡝᠯᡝᡥᡝ outputs[].url ᠰᡠᠯᡠᠨ ᡩᡝ ᠰᡳᡵᡝ ᡶᡳᠯᡝ᠈ ᠝ᠮᡤᡳ ᠮᡠᠰᡝ ᠠᠪᠠᠯᡳ ᠵᡝᠮᡤᡳᠨ GB-ᠪᡳᠶᠠ ᠵᡝᠮᡤᡳᠨ ᠪᡝ ᡝᠮᡠᠯᡝᠮᡝ ᠠᠪᠠᠯᡳ 7 ᡥᠠᠨ ᠰᡳᠯᡤᠠᠨ ᡩᡝ᠈ ᠰᡳᠨᡳ ᠪᠠᠯᠠᠨᠰᡳ ᠵᡠᠶᡝᡵᡝᠨ ᠠᠪᠠᠯᡳ ?storage= ᡩᡝ ᡝᠵᡝᠨ ᡥᠠᠯᠠᠮᡝ᠉
ᡝᠮᡠ ᡤᡳᠰᡠᠨ ᡝᠮᡠ ᠮᠣᡩᡝᠯ ᡩᡝtype, url, content_type, width, height ᠮᠠᠩᡤᡳ duration᠈ ᠵᠠᠯᠠᠨ᠈ ᠪᡠᠵᡠᠮᠪᡳ ᠮᠠᠩᡤᡳ ᠵᡝᡵᡤᡳ ᡩᡝᠨᡳ᠈ output ᠮᠣᡩᡝᠯᡳᠨᡳ ᡝᠮᡠ ᠵᠠᠯᠠᠨ
ᠪᡠᠶᡝᠮᡝᠨᡳ ᡤᡳᠰᡠᠨ
lora_file
object {url, content_type, file_name, file_size}Krea-2 LoRA ᠮᠣᠳᡝᠯᡳ ᠮᡠᠶᡝᠮᡝᠨᡳ ᠵᠠᠯᡳᠨ safetensors ᡶᡳᠯᡝ ᠵᠠᠯᡳᠨ ᠵᠠᠯᡳᠨ ᠵᠠᠯᡳᠨ.
config_file
object {url, content_type, file_name, file_size}ᠮᡠᠶᡝᠮᡝ/LoRA ᠵᠠᠯᡳᠨ ᠵᠠᠯᡳᠨ JSON ᡶᡳᠯᡝᠮᡝ ᠵᠠᠯᡳᠨ ᡥᡡᠯᠠᠨ.
prompt_enhancement_system_prompt
string | null`auto_captioning` ᠵᠠᠯᡳᠨ ᠪᡳᠴᡳᠮᡝ ᠪᡠᠶᡝᠮᡝᠨᡳ ᡥᡡᠯᠠᠨ ᠪᡠᠶᡝᠮᡝ ᠵᠠᠯᡳᠨ ᠵᠠᠯᡳᠨ ᡥᡡᠯᠠᠨ ᠪᡳᠴᡳᠪᡠᠮᡝ ᠵᠠᠯᡳᠨ.
debug_dataset
object {url, content_type, file_name, file_size} | null`debug_dataset` ᠵᠠᠯᡳᠨ ᠪᡳᠴᡳᠮᡝ ᠵᠠᠯᡳᠨ ᡶᡳᠯᡝ ᠵᠠᠯᡳᠨ ᠵᠠᠯᡳᠨ ᠪᡠᠶᡝᠮᡝᠨᡳ ᡤᠠᠳᠠᠨ ᠪᡠᠶᡝᠮᡝ ᠵᠠᠯᡳᠨ ᡥᡡᠯᠠᠨ.

ᡝᠯᡤᡳ ᡩᠠᠯᡳᠨ: ᠰᠠᠮᠠᠨ

AI ᠠᡤᡝᠨᡨᡳ ᡠᠴᡠᠷᡳ᠈ ᡝᡵᡝ ᡩᡝᠪᡝᡵᡳ Markdown ᠰᡳᠨᡩᠠᡵᡳ https://doitong.com/mnc/developers/models/krea-2-trainer.md. ᡝᡵᡝ ᠮᠣᡩᡝᠯ ᠵᠠᡴᡠᠨ ᠰᡠᠯᡠᠮᡝ https://doitong.com/developers/llms.txt