ᡤᡝᠯᡳ ᡩᡝ ᠵᡠᠸᡝᠨ

ERNIE-Image Trainer

ᠵᡠᠸᡝᠪᡠᠮᠪᡳ

ᠮᠣᡩᡝᠯ id ernie-image-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/ernie-image-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: $2.40 2,400 API ᠺᠷᡝᡩᡳᠲ ᡝᡵᡝ ᠵᠠᠯᡳᠨᡩᡝ ᠠᠰᡠᠮᠪᡳ

API ᡩᠠᠮᡠᠨ ᡤᠠᠯᠠ
Baidu ᠰᠠᠮᠠᠨ #lora#personalization#trainer

ᠠᠪᠰᡳᡴᠠᠨ ᠪᡳᠴᡳᠪᡝ ᡩᡝᠯᡝᠮᡝ ᠵᠠᠰᠠᠯᠠᠮᡝ Ernie Image ᡩᡝ LoRA ᠪᡝ ᠵᠠᠯᠠᠮᠪᡳ

Baidu · 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

ᡝᡵᡝᠮᡝ ᠪᡠᠮᡝ ᡤᠠᠳᠠᠨ ᡩᡝ ᡩᠠᠰᠠᠮᡝ ᠪᡳᠰᡳᡵᡝ ᡥᡡᠯᠠᠨ ᠶᠠᠯᡤᠠᠨ ᡶᡳᠯᡝ ᡩᡝ ᠵᠠᠯᡳᠨ ᡩᡝ ᠪᡳᠰᡳᡵᡝ ZIP ᠠᡵᡤᠠᠨ ᡳ URL᠉ ᡤᠠᠳᠠᠨ ᡳ ᠵᠠᠯᡳᠨ ᡩᡝ ROOT.EXT ᠪᡝ ᠠᠰᠠᠮᡝ᠈ 001.jpg ᠮᡝᠵᡳᡤᡝᠨ᠈ ᡥᡡᠯᠠᠨ ᡳ ᡶᡳᠯᡝ ᡩᡝ ROOT.txt ᠪᡝ ᠠᠰᠠᠮᡝ᠈ 001.txt ᠮᡝᠵᡳᡤᡝᠨ᠉ ᡥᡡᠯᠠᠨ ᡩᡝ ᡶᡳᠯᡝ ᡠᡴᡩᡝᠮᡝ ᡝᡵᡝ ᠵᠠᡴᡠᠨ ᡳ default_caption ᠪᡝ ᠠᠰᠠᠮᡝ᠉

ᠵᡠᠯᡝ 2000

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

ᠵᠠᠰᡳᠮᡝ ᡳ ᠵᠠᠯᡳᠨ᠉

POST /run/ernie-image-trainer?wait=20 ᠵᠠᠯᡳᠨ → $2.40
# 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/ernie-image-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

ERNIE-Image Trainer ᡠᡵᡝᠮᡝ

`images_data_url` ᡩᡝ ᠵᠠᠯᡤᠠᠨ ᠪᡳᠴᡳᠪᡝ ᡥᠠᠮᡳ ᠵᡠᠯᡤᡝ ᠵᠠᠩᡤᡳᠨ ᠪᡝ ᠪᠠᡳᡨᠠᠯᠠᠮᡝ LoRA ᠪᡝ ᠵᠠᠰᠠᠮᠪᡳ. `steps` 10 ᡩᡝ 40000 ᠵᠠᠯᡤᠠᠨ (ᡝᠮᡠ 2000) ᠪᡳ᠂ `learning_rate` ᡝᠮᡠ 0.0005. `default_caption` ᡩᡝ ᠪᡳᠴᡳᠪᡝ ᠣᠯᡥᠣ ᡩᡝ ᠵᠠᠯᡤᠠᠮᠪᡳ. ᠪᡝᠯᡝᠮᡝ ᠮᡠᠰᡝ ᡩᡝ ᠵᠠᠰᠠᠯᠠᠯ ᡳ ᠪᡳᠴᡳᠪᡝ ᠪᡝ ᠪᡝᠯᡝᠮᠪᡳ ᡥᠠᠮᡳ diffusers LoRA ᡳ ᠵᠢᠨᡝᠨ ᡳ ᠵᠠᠩᡤᡳᠨ ᠪᡝ.

ᠵᠠᡴᡠᠨ

ᠵᡝᡵᡤᡳᡠᠯᠠᠮᡝ ᠵᠠᠯᠠᠨᡳ ᠵᡠᠯᡝᠠᠪᠠᠮᡝ ᠵᠠᠪᡠᠨ ᠵᠠᠯᠠᠨᡳ ᡤᡳᠰᡠᠨ
images_data_urlᡴᠠᠷᠠᡴᡡ
ᡠᠯᠠᠮᡝstring
ᡝᡵᡝᠮᡝ ᠪᡠᠮᡝ ᡤᠠᠳᠠᠨ ᡩᡝ ᡩᠠᠰᠠᠮᡝ ᠪᡳᠰᡳᡵᡝ ᡥᡡᠯᠠᠨ ᠶᠠᠯᡤᠠᠨ ᡶᡳᠯᡝ ᡩᡝ ᠵᠠᠯᡳᠨ ᡩᡝ ᠪᡳᠰᡳᡵᡝ ZIP ᠠᡵᡤᠠᠨ ᡳ URL᠉ ᡤᠠᠳᠠᠨ ᡳ ᠵᠠᠯᡳᠨ ᡩᡝ ROOT.EXT ᠪᡝ ᠠᠰᠠᠮᡝ᠈ 001.jpg ᠮᡝᠵᡳᡤᡝᠨ᠈ ᡥᡡᠯᠠᠨ ᡳ ᡶᡳᠯᡝ ᡩᡝ ROOT.txt ᠪᡝ ᠠᠰᠠᠮᡝ᠈ 001.txt ᠮᡝᠵᡳᡤᡝᠨ᠉ ᡥᡡᠯᠠᠨ ᡩᡝ ᡶᡳᠯᡝ ᡠᡴᡩᡝᠮᡝ ᡝᡵᡝ ᠵᠠᡴᡠᠨ ᡳ default_caption ᠪᡝ ᠠᠰᠠᠮᡝ᠉
stepsᠵᡠᠯᡝ
ᡠᠯᠠᠮᡝinteger
ᠵᠠᠯᠠᠨᡳ ᠵᡠᠯᡝ2000
10 – 40,000
ᠵᠠᠰᡳᠮᡝ ᠵᠠᡴᡠᠨ ᡳ ᠮᡠᠶᠠᡥᡠᠨ ᠵᠠᠯᡳᠨ᠉
default_captionᠵᡠᠯᡝ
ᡠᠯᠠᠮᡝstring | null
ᠠᠯᡤᠠᠨ ᡥᡡᠯᠠᠨ ᡶᡳᠯᡝ ᡠᡴᡩᡝᠮᡝ ᠠᠰᠠᠮᡝ ᠪᡳᠰᡳᡵᡝ ᡥᡡᠯᠠᠨ᠈ None ᠠᠰᠠᠮᡝ ᡠᡴᡩᡝᠮᡝ ᠪᡝ ᠪᠣᠯᡥᠣᠮᡝ᠉
learning_rateᠵᡠᠯᡝ
ᡠᠯᠠᠮᡝnumber
ᠵᠠᠯᠠᠨᡳ ᠵᡠᠯᡝ0.0005
ᠵᠠᠰᡳᠮᡝ ᡳ ᠵᠠᠯᡳᠨ᠉
ᡴᠠᠷᠠᡴᡡ

ᠪᡠᠶᡝᠮᡝ

GET /requests/req_8k2m4q7x1z9c3v5b6n0p2r4t
{
  "id": "req_8k2m4q7x1z9c3v5b6n0p2r4t",
  "object": "request",
  "model": "ernie-image-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": 2400,
    "usd": "2.40",
    "charged": 2400,
    "refunded": 0
  },
  "input": {
    "images_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/ernie-image-trainer.md. ᡝᡵᡝ ᠮᠣᡩᡝᠯ ᠵᠠᡴᡠᠨ ᠰᡠᠯᡠᠮᡝ https://doitong.com/developers/llms.txt