ᡤᡝᠯᡳ ᡩᡝ ᠵᡠᠸᡝᠨ

Nemotron Diffusion Vlm

ᠵᡠᠸᡝᠪᡠᠮᠪᡳ

ᠮᠣᡩᡝᠯ id nemotron-diffusion-vlm
# Run the model; wait up to 20 s for the finished result in the same call
curl -X POST "https://api.doitong.ru/v1/run/nemotron-diffusion-vlm?wait=20" \
  -H "Authorization: Bearer $DOITONG_API_KEY" \
  -H "Content-Type: application/json" \
  -d '{
    "image": "https://content.doitong.com/images/showcase/v3/gen_fox_cartoon.jpg",
    "prompt": "A red fox trots through fresh snow at sunrise, soft golden light, shallow depth of field"
  }'

# Still "queued" or "running"? Poll with the id from the response:
curl "https://api.doitong.ru/v1/requests/REQUEST_ID?wait=20" \
  -H "Authorization: Bearer $DOITONG_API_KEY"

ᡝᠨᡳ ᠵᠠᠯᡳᠨ: ≈$0.005 5 API ᠺᠷᡝᡩᡳᠲ · ≈ ₽0.53 ᡝᡵᡝ ᠵᠠᠯᡳᠨᡩᡝ ᠠᠰᡠᠮᠪᡳ

API ᡩᠠᠮᡠᠨ ᡤᠠᠯᠠ
NVIDIA ᡤᠠᠳᠠᠨ ᡤᡝᠯᡳᠮᡝ #utility#editing

ᠨᡳᡵᡠᡤᠠ ᡳ ᠪᠠᡳᡨᠠ ᠪᡝ ᠵᠠᠪᡠᡵᡝ ᠮᠣᡩᡝᠯ.

NVIDIA · ᡥᡡᠯᠠᠨ

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

ᡤᠠᠳᠠᠨ ᡩᡝ ᠵᠠᠯᡳᠨᠠᡥᠠ ᡥᡡᠯᠠᠨ᠉

•ᡴᠠᠷᠠᡴᡡ image_url
ᠪᡠᠮᠪᡳ ᡝᠮᡠ ᡩᠠᡵᠠᠮᡝ

ᠵᠠᠯᡳᠨᠠᡥᠠ ᡤᠠᠳᠠᠨ ᡳ URL ᠉

ᠵᡠᠯᡤᡝ ᠵᡝᡵᡤᡳ max_tokens · num_inference_steps · block_length · threshold · enable_safety_checker
ᠵᡠᠯᡝ 512

ᠪᡠᠶᡝᠮᡝ ᡳ ᡩᡝᠪᡝᠯᡳ ᡳ ᠵᡠᠯᡝ ᠠᠯᡳᠨ᠉

ᠵᡠᠯᡝ 256

ᡩᡝᠪᡝᠯᡳ ᡳ ᠵᠠᠯᡳᠨᠠᠮᠪᡝ ᡶᡳᠯᡝᠮᡝ ᠪᠯᠣᠺ ᡳ ᡝᠵᡝᠯᡝᠨ ᡳ ᠠᡵᠠᠯᠠᠮᡝ ᠵᠠᠯᡳᠨᠠᠮᠪᡳ᠉ max_tokens / block_length ᠵᠠᠯᡳᠨᠠᡥᠠ ᠪᡝ ᡠᠯᠠᡥᠠ ᡩᡝ ᠵᠠᠯᡳᠨᠠᠮᠪᡳ᠉

ᠵᡠᠯᡝ 32

ᡩᡳᡶᡶᡠᠽᡳ ᡳ ᠵᠠᠯᡳᠨᠠᠮᠪᡝ ᠪᠯᠣᠺ ᡳ ᡤᠠᠶᠠᠨ᠉

ᠵᡠᠯᡝ 0.9

ᡩᡳᡶᡶᡠᠽᡳ ᠵᠠᠯᡳᠨᠠᠮᠪᡝ ᡩᠠᠮᡠ ᠵᠠᠯᡳᠨᠠᠮᠪᡳ᠉

POST /run/nemotron-diffusion-vlm?wait=20 ᠵᠠᠯᡳᠨ → $0.005
# Run the model; wait up to 20 s for the finished result in the same call
curl -X POST "https://api.doitong.ru/v1/run/nemotron-diffusion-vlm?wait=20" \
  -H "Authorization: Bearer $DOITONG_API_KEY" \
  -H "Content-Type: application/json" \
  -d '{
    "image": "https://content.doitong.com/images/showcase/v3/gen_fox_cartoon.jpg",
    "prompt": "A red fox trots through fresh snow at sunrise, soft golden light, shallow depth of field"
  }'

# Still "queued" or "running"? Poll with the id from the response:
curl "https://api.doitong.ru/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

Nemotron Diffusion Vlm ᡠᡵᡝᠮᡝ

`image_url` ᠵᠠᡳ `prompt` ᠪᡝ ᠪᠠᡳᡨᠠᠯᠠᡶᡳ ᡥᡝᡵᡤᡝᠨ ᡳ ᠵᠠᠪᡠᠨ ᠪᡝ ᠪᠠᠨᠵᡳᠪᡠᠮᠪᡳ. `max_tokens` (1 ᠴᡳ 8192), `num_inference_steps` (1 ᠴᡳ 1024), `block_length` (8 ᠴᡳ 128) ᠵᠠᡳ `threshold` (0 ᠴᡳ 1) ᠪᡝ ᠰᡳᠨᡩᠠᠮᠪᡳ.

ᠵᠠᡴᡠᠨ

ᠵᠠᡴᡠᠨᡳ ᡤᡳᠰᡠᠨ ᠵᡝᠯᡤᡳ ᠠᠪᠠᠮᠪᡳ᠈ ᠨᡝᠮᡝ ᠮᡠᠰᡝ ᡠᠯᠠᠮᠪᡳ ᠵᠠᡴᡠᠨᡳ ᡤᡳᠰᡠᠨ

ᠵᡝᡵᡤᡳᡠᠯᠠᠮᡝ ᠵᠠᠯᠠᠨᡳ ᠵᡠᠯᡝᠠᠪᠠᠮᡝ ᠵᠠᠪᡠᠨ ᠵᠠᠯᠠᠨᡳ ᡤᡳᠰᡠᠨ
image_urlᡴᠠᠷᠠᡴᡡ image
ᡠᠯᠠᠮᡝurl · image
ᠵᠠᠯᡳᠨᠠᡥᠠ ᡤᠠᠳᠠᠨ ᡳ URL ᠉
promptᡴᠠᠷᠠᡴᡡ
ᡠᠯᠠᠮᡝstring
ᡤᠠᠳᠠᠨ ᡩᡝ ᠵᠠᠯᡳᠨᠠᡥᠠ ᡥᡡᠯᠠᠨ᠉
max_tokensᠵᡠᠯᡝ
ᡠᠯᠠᠮᡝinteger
ᠵᠠᠯᠠᠨᡳ ᠵᡠᠯᡝ512
1 – 8,192
ᠪᡠᠶᡝᠮᡝ ᡳ ᡩᡝᠪᡝᠯᡳ ᡳ ᠵᡠᠯᡝ ᠠᠯᡳᠨ᠉
num_inference_stepsᠵᡠᠯᡝ
ᡠᠯᠠᠮᡝinteger | null
ᠵᠠᠯᠠᠨᡳ ᠵᡠᠯᡝ256
1 – 1,024
ᡩᡝᠪᡝᠯᡳ ᡳ ᠵᠠᠯᡳᠨᠠᠮᠪᡝ ᡶᡳᠯᡝᠮᡝ ᠪᠯᠣᠺ ᡳ ᡝᠵᡝᠯᡝᠨ ᡳ ᠠᡵᠠᠯᠠᠮᡝ ᠵᠠᠯᡳᠨᠠᠮᠪᡳ᠉ max_tokens / block_length ᠵᠠᠯᡳᠨᠠᡥᠠ ᠪᡝ ᡠᠯᠠᡥᠠ ᡩᡝ ᠵᠠᠯᡳᠨᠠᠮᠪᡳ᠉
block_lengthᠵᡠᠯᡝ
ᡠᠯᠠᠮᡝinteger
ᠵᠠᠯᠠᠨᡳ ᠵᡠᠯᡝ32
8 – 128
ᡩᡳᡶᡶᡠᠽᡳ ᡳ ᠵᠠᠯᡳᠨᠠᠮᠪᡝ ᠪᠯᠣᠺ ᡳ ᡤᠠᠶᠠᠨ᠉
thresholdᠵᡠᠯᡝ
ᡠᠯᠠᠮᡝnumber
ᠵᠠᠯᠠᠨᡳ ᠵᡠᠯᡝ0.9
0 – 1
ᡩᡳᡶᡶᡠᠽᡳ ᠵᠠᠯᡳᠨᠠᠮᠪᡝ ᡩᠠᠮᡠ ᠵᠠᠯᡳᠨᠠᠮᠪᡳ᠉
enable_safety_checkerᠵᡠᠯᡝ
ᡠᠯᠠᠮᡝboolean
ᠵᠠᠯᠠᠨᡳ ᠵᡠᠯᡝtrue
ᠠᠰᡠᡵᠠᠮᡝ ᠠᠨᡩᠠ ᠪᡳᠮᡝ ᠰᠠᡳᠨ᠈ ᠵᡠᠴᡝᠨ ᠵᡠᠰᡝ ᠠᠰᡠᡵᠠᠮᡝ᠉
ᡴᠠᠷᠠᡴᡡ ᠵᠠᡴᡠᠨᡳ ᡤᡳᠰᡠᠨ᠈ ᠮᡠᠰᡝ ᡝᠮᡠ ᠠᠪᠠᠮᠪᡳ

ᠪᡠᠮᠪᡳᠯᡝᠰᡝ ᡝᠮᡠ ᡤᡝᠮᡠᠨᡳ https:// URL᠈ 10 MB ᡩᡝ ᡩᡝᠷᡤᡳ data: URI ᠵᡝᡵᡤᡳ ᡝᠮᡝ᠈ ᡳᠨᡝ ᠪᡠᠮᠪᡳᠯᡝᠰᡝᠨᡳ file_url ᠠᠪᠠᠮᠪᡳ ᠪᡠᠮᠪᡳ

ᠪᡠᠶᡝᠮᡝ

GET /requests/req_8k2m4q7x1z9c3v5b6n0p2r4t
{
  "id": "req_8k2m4q7x1z9c3v5b6n0p2r4t",
  "object": "request",
  "model": "nemotron-diffusion-vlm",
  "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": 5,
    "usd": "0.005",
    "charged": 5,
    "refunded": 0
  },
  "input": {
    "image_url": "https://content.doitong.com/images/showcase/v3/gen_fox_cartoon.jpg",
    "prompt": "A red fox trots through fresh snow at sunrise, soft golden light, shallow depth of field"
  },
  "output": {
    "output": "The image shows a dog sitting outdoors.",
    "usage": {
      "prompt_tokens": 1,
      "completion_tokens": 1,
      "num_function_evals": 1
    },
    "timings": {
      "total_time": 1.0,
      "image_validation_time": 1.0,
      "preprocessing_time": 1.0,
      "gpu_transfer_time": 1.0,
      "generation_time": 1.0,
      "decode_time": 1.0
    }
  },
  "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.ru/v1/requests/req_8k2m4q7x1z9c3v5b6n0p2r4t",
    "cancel": "https://api.doitong.ru/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
output
stringᠮᠣᡩᡝᠯ ᡳ ᠪᡠᠶᡝᠮᡝ ᠵᠠᠯᡳᠨᠠᡥᠠ ᠵᠠᠯᡳᠨᠠᠮᠪᡳ᠉
usage
object {prompt_tokens, completion_tokens, num_function_evals}ᡩᡝᠪᡝᠯᡳ ᠪᠠᠨᠵᡳᠨᠠᡥᠠ ᡠᠰᡳᡥᠠ ᠵᠠᠯᡳᠨᠠᠮᠪᡳ᠉
timings
object {total_time, image_validation_time, preprocessing_time, gpu_transfer_time, generation_time, decode_time}ᠵᠠᠯᡳᠨᠠᠮᡝ ᠠᡵᠠᡥᠠ ᠴᠠᡤᠠᠨ ᡳ ᠵᠠᠯᡳᠨᠠᠯᠠᠮᡝ᠂ ᠰᡝᡴᡠᠨᡩ ᡳ ᠮᡝᠶᡝᠨᡩᡝᠮᡝ᠉

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