ᡤᡝᠯᡳ ᡩᡝ ᠵᡠᠸᡝᠨ

Qwen Image 2512 Trainer

ᠵᡠᠸᡝᠪᡠᠮᠪᡳ

ᠮᠣᡩᡝᠯ id qwen-image-2512-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/qwen-image-2512-trainer?wait=20" \
  -H "Authorization: Bearer $DOITONG_API_KEY" \
  -H "Content-Type: application/json" \
  -d '{
    "image_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: $1.50 1,500 API ᠺᠷᡝᡩᡳᠲ ᠰᡳᠨᡳ ᡶᡳᠯᡝ ᠵᠠᠯᡤᠠᠨ ᠠᠰᡠᠮᠪᡳᠨᡳ ᠠᠯᡳᠮᠪᡳ ᡝᡵᡝ ᠵᠠᠯᡳᠨᡩᡝ ᠠᠰᡠᠮᠪᡳ

API ᡩᠠᠮᡠᠨ ᡤᠠᠯᠠ
Alibaba ᠰᠠᠮᠠᠨ #lora#personalization

ᠵᡠᠯᡤᠠᠨ ᡶᡳᠯᡮᡠ ᡳ ᡳᠮᠠᡤᡝᠨ ᡩᡝ ᡴᡝᠮᡠᠨ ᠪᡳᠴᡳᠮᠪᡳ ᠵᡝᠴᡝᠨ zip ᠴᡳ Qwen Image 2512 ᡩᡝ LoRA ᡴᡝᠮᡠᠨ ᠵᠠᠯᡤᠠᠯᠠᠮᠪᡳ

Alibaba · 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

•ᡴᠠᠷᠠᡴᡡ

ᡥᡡᠯᠠᠨ-ᡤᠠᠳᠠᠨ ᠮᡠᠶᠠᠨ ᡳ ZIP ᠠᡵᡬᠠᠨ ᡩᠠᡶᠠᠯᠠᠮᠪᡝᡵᡝ URL. ᡥᡡᠯᠠᠨ ᡳ ᡶᡳᠯᡝ ᠠᠮᠪᡳ ᠣᠴᡳ default_caption ᠠᠮᠪᡳ; ᡩᠠᡶᠠᠯᠠᠮᠪᡝᡵᡝ ᠪᡠᠶᡝᠨ ᠠᠮᠪᡳ. ᠵᠠᡵᡤᠠᠨ ᡶᡳᠯᡝ ᡤᠠᠳᠠᠨ ᡳ ᡥᡡᠯᠠᠨ ᠪᡝᠶᡝᡥᡝ ᡩᠠᡶᠠᠯᠠᠮᠪᡝᡵᡝ: image.EXT ᡩᡝ image.txt ᠵᠠᠯᡠ, photo.jpg ᡩᡝ photo.txt ᠰᡳᠨᡝ

ᠵᡠᠯᡝ 1000

ᠵᠠᠰᡳᠮᡝ ᠵᠠᡴᡠᠨ ᡳ ᠮᡠᠶᠠᡥᡠᠨ ᠵᠠᠯᡳᠨ᠉

ᠵᡠᠯᡤᡝ ᠵᡝᡵᡤᡳ default_caption · learning_rate

ᠠᠯᡤᠠᠨ ᡥᡡᠯᠠᠨ ᡶᡳᠯᡝ ᡠᡴᡩᡝᠮᡝ ᠠᠰᠠᠮᡝ ᠪᡳᠰᡳᡵᡝ ᡥᡡᠯᠠᠨ᠈ None ᠠᠰᠠᠮᡝ ᡠᡴᡩᡝᠮᡝ ᠪᡝ ᠪᠣᠯᡥᠣᠮᡝ᠉

ᠵᡠᠯᡝ 0.0005

ᠯᠠᠨ ᡩᠠᡶᠠᠯᠠᠮᠪᡝᡵᡝ LoRA ᠵᠠᡴᡠᠨ ᡳ ᠵᠠᡶᠠᠨ

POST /run/qwen-image-2512-trainer?wait=20 ᠵᠠᠯᡳᠨ → $1.50
# 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/qwen-image-2512-trainer?wait=20" \
  -H "Authorization: Bearer $DOITONG_API_KEY" \
  -H "Content-Type: application/json" \
  -d '{
    "image_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

Qwen Image 2512 Trainer ᡠᡵᡝᠮᡝ

ᠰᡳᠨᡝ ᡩᠠᠯᠵᡳᠨ ᡩᡝ LoRA ᡳ ᡩᠠᠯᠵᡳᠨ ᡴᡝᠮᡠᠨ ᠵᠠᠯᡤᠠᠯᠠᠮᠪᡳ᠉ `image_data_url` ᡝᠮᡠ zip ᡩᡝ ᡳᠮᠠᡤᡝᠨ ᠵᡝᠴᡝᠨ ᡳᠯᡤᠠᠨ ᡴᡳᠰᡳᠪᡠᠮᠪᡳ (photo.jpg ᠵᡝᠴᡝᠨ photo.txt)᠉ `steps` 1 ᠴᡳ 30000 ᠪᡳ (ᡳᠯᡥᠠᠨ 1000)᠈ `learning_rate` ᡴᠠᠮᠴᡳᠯᠠᠮᠪᡳ᠈ `default_caption` ᠣᠮᠠᠰᡳ ᡳᠯᡤᠠᠨ ᡴᡳᠰᡳᠪᡠᠮᠪᡳ᠉ diffusers LoRA ᡳ ᠵᠠᠯᡤᠠᠯᠠᠨ ᡝᠵᡝᠨ ᠵᡝᠴᡝᠨ config ᡶᠠᠶᠠᠨ ᡩᡠᠯᡝᠮᠪᡳ᠉

ᠵᠠᡴᡠᠨ

ᠵᡝᡵᡤᡳᡠᠯᠠᠮᡝ ᠵᠠᠯᠠᠨᡳ ᠵᡠᠯᡝᠠᠪᠠᠮᡝ ᠵᠠᠪᡠᠨ ᠵᠠᠯᠠᠨᡳ ᡤᡳᠰᡠᠨ
image_data_urlᡴᠠᠷᠠᡴᡡ
ᡠᠯᠠᠮᡝstring
ᡥᡡᠯᠠᠨ-ᡤᠠᠳᠠᠨ ᠮᡠᠶᠠᠨ ᡳ ZIP ᠠᡵᡬᠠᠨ ᡩᠠᡶᠠᠯᠠᠮᠪᡝᡵᡝ URL. ᡥᡡᠯᠠᠨ ᡳ ᡶᡳᠯᡝ ᠠᠮᠪᡳ ᠣᠴᡳ default_caption ᠠᠮᠪᡳ; ᡩᠠᡶᠠᠯᠠᠮᠪᡝᡵᡝ ᠪᡠᠶᡝᠨ ᠠᠮᠪᡳ. ᠵᠠᡵᡤᠠᠨ ᡶᡳᠯᡝ ᡤᠠᠳᠠᠨ ᡳ ᡥᡡᠯᠠᠨ ᠪᡝᠶᡝᡥᡝ ᡩᠠᡶᠠᠯᠠᠮᠪᡝᡵᡝ: image.EXT ᡩᡝ image.txt ᠵᠠᠯᡠ, photo.jpg ᡩᡝ photo.txt ᠰᡳᠨᡝ
learning_rateᠵᡠᠯᡝ
ᡠᠯᠠᠮᡝnumber
ᠵᠠᠯᠠᠨᡳ ᠵᡠᠯᡝ0.0005
ᠯᠠᠨ ᡩᠠᡶᠠᠯᠠᠮᠪᡝᡵᡝ LoRA ᠵᠠᡴᡠᠨ ᡳ ᠵᠠᡶᠠᠨ
stepsᠵᡠᠯᡝ
ᡠᠯᠠᠮᡝinteger
ᠵᠠᠯᠠᠨᡳ ᠵᡠᠯᡝ1000
1 – 30,000
ᠵᠠᠰᡳᠮᡝ ᠵᠠᡴᡠᠨ ᡳ ᠮᡠᠶᠠᡥᡠᠨ ᠵᠠᠯᡳᠨ᠉
default_captionᠵᡠᠯᡝ
ᡠᠯᠠᠮᡝstring | null
ᠠᠯᡤᠠᠨ ᡥᡡᠯᠠᠨ ᡶᡳᠯᡝ ᡠᡴᡩᡝᠮᡝ ᠠᠰᠠᠮᡝ ᠪᡳᠰᡳᡵᡝ ᡥᡡᠯᠠᠨ᠈ None ᠠᠰᠠᠮᡝ ᡠᡴᡩᡝᠮᡝ ᠪᡝ ᠪᠣᠯᡥᠣᠮᡝ᠉
ᡴᠠᠷᠠᡴᡡ

ᠪᡠᠶᡝᠮᡝ

GET /requests/req_8k2m4q7x1z9c3v5b6n0p2r4t
{
  "id": "req_8k2m4q7x1z9c3v5b6n0p2r4t",
  "object": "request",
  "model": "qwen-image-2512-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": 1500,
    "usd": "1.50",
    "charged": 1500,
    "refunded": 0
  },
  "input": {
    "image_data_url": "https://content.doitong.com/images/showcase/v3/gen_fox_cartoon.jpg"
  },
  "output": {
    "diffusers_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
    }
  },
  "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
diffusers_lora_file
object {url, content_type, file_name, file_size}ᠵᠠᠰᡳᠮᡝ ᠪᡳᠰᡳᡵᡝ LoRA ᠵᠠᠯᡳᠨ ᡳ URL᠉
config_file
object {url, content_type, file_name, file_size}ᠵᠠᠰᡳᠮᡝ ᠮᡳᠶᠠᠮᡝ ᡳ ᠮᡳᠨᡩᡝᡵᡝ ᡶᡳᠯᡝ ᡳ URL᠉

AI ᠠᡤᡝᠨᡨᡳ ᡠᠴᡠᠷᡳ᠈ ᡝᡵᡝ ᡩᡝᠪᡝᡵᡳ Markdown ᠰᡳᠨᡩᠠᡵᡳ https://doitong.com/mnc/developers/models/qwen-image-2512-trainer.md. ᡝᡵᡝ ᠮᠣᡩᡝᠯ ᠵᠠᡴᡠᠨ ᠰᡠᠯᡠᠮᡝ https://doitong.com/developers/llms.txt