ᡤᡝᠯᡳ ᡩᡝ ᠵᡠᠸᡝᠨ

Moondream

ᠵᡠᠸᡝᠪᡠᠮᠪᡳ

ᠮᠣᡩᡝᠯ id moondream/batched
# 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/moondream/batched?wait=20" \
  -H "Authorization: Bearer $DOITONG_API_KEY" \
  -H "Content-Type: application/json" \
  -d '{
    "inputs": [
      {
        "image_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: ≈$0.004 4 API ᠺᠷᡝᡩᡳᠲ ᡝᡵᡝ ᠵᠠᠯᡳᠨᡩᡝ ᠠᠰᡠᠮᠪᡳ

API ᡩᠠᠮᡠᠨ ᡤᠠᠯᠠ
Moondream ᡤᠠᠳᠠᠨ ᡤᡝᠯᡳᠮᡝ #multimodal#vision

ᠠᠮᠪᠠᠨ ᠵᠠᠯᠠᠨ ᡩᡝ ᠵᡠᠯᡤᡝ ᠵᠠᠯᠠᠨ ᡳ ᡤᡝᠪᡠᠰᡳ ᠪᡝ ᠠᡶᡠᠯᠠᠮᠪᡳ᠂ ᠵᡠᠯᡤᡝ ᡤᡝᠪᡠᠰᡳ ᠵᡝᠴᡝ ᠵᠠᠯᠠᠨ ᡳ ᡠᠯᡤᡳᠨ ᡳᠯᡳ ᠵᠠᠯᠠᠨ ᠪᡝ ᠠᡶᡠᠯᠠᠮᠪᡳ

Moondream · ᡩᠠᡳᠯᠠᠮᡝ (JSON)

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 ᠪᡠᠮᡝᠨ ᡳ ᡥᡡᠯᠠᠨ ᠵᡝᡵᡤᡳ ᡤᠠ᳠ᠠᠨ ᡳ URL ᠪᡝ ᠪᡠᠵᡝᠮᠪᡳ᠉

ᠵᡠᠯᡤᡝ ᠵᡝᡵᡤᡳ max_tokens · temperature · top_p · repetition_penalty
ᠵᡠᠯᡝ 64

ᠪᡠᠶᡝᠮᡝ ᡳ ᡩᡝᠪᡝᠯᡳ ᡳ ᠵᡠᠯᡝ ᠠᠯᡳᠨ᠉

ᠵᡠᠯᡝ 0.2

ᠰᠣᠯᡤᠣᠯᠣᠨ ᡳ ᠬᠠᠯᠠᠨᡳ ᠵᠠᠰᠠᠨ᠉

ᠵᡠᠯᡝ 1

ᠰᠣᠯᡤᠣᠯᠣᠨ ᡳ top-P ᠵᠠᠰᠠᠨ᠉

ᠵᡠᠯᡝ 1

ᠠᠰᡳᠮᡝ ᡩᡝ ᡥᡝᠮᡝ ᠵᡠᠯᡝᠮᡝ ᡳ ᠠᠰᡳᠮᠪᡳ᠉

POST /run/moondream/batched?wait=20 ᠵᠠᠯᡳᠨ → $0.004
# 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/moondream/batched?wait=20" \
  -H "Authorization: Bearer $DOITONG_API_KEY" \
  -H "Content-Type: application/json" \
  -d '{
    "inputs": [
      {
        "image_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

Moondream ᡠᡵᡝᠮᡝ

Moondream ᡤᡠᠯᡤᡳ ᠪᡳᠰᡳᡵᡝᠩᡤᡝ ᠮᠣᡩᡝᠯᡳᠩᡤᡝ ᠪᠠᠲᠠᠯᠠᠮᠪᡳᠶᡝ ᡤᠣᠯᠣ ᠣᡶᡳᠴᡳᠨᡳ ᠬᡡᠯᡥᡝᠨ ᠮᠣᡩᡝᠯ ᠰᡝᡵᡝᠩᡤᡝ. `inputs`-ᡳ ᡩᡝᡵᡝ ᠪᡝᡳ ᡠᠵᡠ ᡤᡠᠯᡤᡳ ᠪᡳᠴᡳᠪᡝᠵᡝᠨᡳ ᠪᠠᡳᡳᠨᠠᠮᠪᡳ, ᠵᠠᠯᠪᠠᡵᡳ ᠵᡝᠮᡝ ᠵᡠᡵᡤᠠᠨᡳ URL ᠪᡝ ᡠᠮᡝᠰᡳ ᠠᠪᠠᠮᠪᡳ, ᡠᠴᡳᠨᡳ ᠪᡳᠴᡳᠪᡝᠵᡝᠨᡳ ᠪᠠᠨᠵᡳᠮᠪᡳ ᠵᡝᠮᡝ ᠵᡠᡵᡤᠠᠨᡳ ᠵᠠᠯᠪᠠᡵᡳ ᠵᡠᡵᡤᠠᠨᡳ ᡶᡳᠯᡝᠨᡳ ᠵᠠᠪᠰᡳᠨ ᠵᠠᠮᡳᠨᡳ ᠠᠮᠠᠮᡝᠨᡳ ᠵᡠᠯᠠᠮᡝ ᠪᠠᠨᠵᡳᠮᠪᡳ. `max_tokens` (32 ᡩᡝ 1024 ᡩᡝ ᡠᠴᡳᠨᡳ 64), `temperature` (0 ᡩᡝ 1), `top_p` ᠵᡝᠮᡝ `repetition_penalty` (1 ᡩᡝ 2) ᠪᡝ ᠵᠠᠪᠰᡳᠨ ᠵᠠᠯᠠᠨᠠᠮᠪᡳ. ᡠᠴᡳᠨᡳ ᠮᡠᠩᡤᠠᠨ ᠪᠠᠨᠵᡳᠮᠪᡳ ᡝᠮᡠ ᠵᡠᠯᠠᠮᡝ ᠪᡳᠰᡳᡵᡝᠩᡤᡝ ᠪᡳᠰᡳᡵᡝ ᠵᡝᠮᡝ ᡝᡵᡝᠮᡝ ᠵᠠᠯᠠᠨᠠᠮᠪᡳ.

ᠵᠠᡴᡠᠨ

ᠵᡝᡵᡤᡳᡠᠯᠠᠮᡝ ᠵᠠᠯᠠᠨᡳ ᠵᡠᠯᡝᠠᠪᠠᠮᡝ ᠵᠠᠪᡠᠨ ᠵᠠᠯᠠᠨᡳ ᡤᡳᠰᡠᠨ
inputsᡴᠠᠷᠠᡴᡡ
ᡠᠯᠠᠮᡝobject[]
ᡝᡵᡝᠮᡝ ᠪᡠᠮᡝᠨ ᡳ ᡥᡡᠯᠠᠨ ᠵᡝᡵᡤᡳ ᡤᠠ᳠ᠠᠨ ᡳ URL ᠪᡝ ᠪᡠᠵᡝᠮᠪᡳ᠉
inputs[].image_urlᡴᠠᠷᠠᡴᡡ
ᡠᠯᠠᠮᡝurl · image
ᠠᠵᠠᠯᠠᠮᡝ ᠤᠨᡩᡝᠨ ᡳ URL᠉
inputs[].promptᠵᡠᠯᡝ
ᡠᠯᠠᠮᡝstring
ᠵᠠᠯᠠᠨᡳ ᠵᡠᠯᡝDescribe this image.
ᡤᠠᠳᠠᠨ ᡩᡝ ᠠᠵᡳᠯᠠᠮᠪᡳ ᡥᡡᠯᠠᠨ᠉
max_tokensᠵᡠᠯᡝ
ᡠᠯᠠᠮᡝinteger
ᠵᠠᠯᠠᠨᡳ ᠵᡠᠯᡝ64
32 – 1,024
ᠪᡠᠶᡝᠮᡝ ᡳ ᡩᡝᠪᡝᠯᡳ ᡳ ᠵᡠᠯᡝ ᠠᠯᡳᠨ᠉
temperatureᠵᡠᠯᡝ
ᡠᠯᠠᠮᡝnumber
ᠵᠠᠯᠠᠨᡳ ᠵᡠᠯᡝ0.2
≤ 1> 0
ᠰᠣᠯᡤᠣᠯᠣᠨ ᡳ ᠬᠠᠯᠠᠨᡳ ᠵᠠᠰᠠᠨ᠉
top_pᠵᡠᠯᡝ
ᡠᠯᠠᠮᡝnumber
ᠵᠠᠯᠠᠨᡳ ᠵᡠᠯᡝ1
0 – 1
ᠰᠣᠯᡤᠣᠯᠣᠨ ᡳ top-P ᠵᠠᠰᠠᠨ᠉
repetition_penaltyᠵᡠᠯᡝ
ᡠᠯᠠᠮᡝnumber
ᠵᠠᠯᠠᠨᡳ ᠵᡠᠯᡝ1
1 – 2
ᠠᠰᡳᠮᡝ ᡩᡝ ᡥᡝᠮᡝ ᠵᡠᠯᡝᠮᡝ ᡳ ᠠᠰᡳᠮᠪᡳ᠉
ᡴᠠᠷᠠᡴᡡ

ᠪᡠᠶᡝᠮᡝ

GET /requests/req_8k2m4q7x1z9c3v5b6n0p2r4t
{
  "id": "req_8k2m4q7x1z9c3v5b6n0p2r4t",
  "object": "request",
  "model": "moondream/batched",
  "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": 4,
    "usd": "0.004",
    "charged": 4,
    "refunded": 0
  },
  "input": {
    "inputs": [
      {
        "image_url": "https://content.doitong.com/images/showcase/v3/gen_fox_cartoon.jpg"
      }
    ]
  },
  "output": {
    "outputs": [
      "string"
    ],
    "partial": false,
    "timings": {},
    "filenames": [
      "string"
    ]
  },
  "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
outputs
array of stringᠪᡠᠶᡝᠮᡝ ᡳ ᠵᡠᠯᡝᠨ ᡳ ᡠᠯᠠᠮᠪᡳ ᠵᡠᠯᡝᠨ᠉
partial
booleanᠪᡠᠶᡝᠮᡝ ᠮᡠᠰᡝ ᠪᡝ ᡝᠮᡤᡳ ᠪᡝᠶᡝᠨ ᠣᠴᡳ ᠵᠠᠯᠠᠨᡳ ᡥᡡᠸᠠᠯᡳᠶᠠᠨ᠉
timings
objectᠵᡝᡵᡤᡳ ᠠᠯᡤᠠᠨ ᡳ ᡩᡝᠪᡝ ᡳ ᠰᡝᡴᡠᠨ᠉
filenames
array of string | nullᠠᠰᡳᠮᡝ ᡳ ᡤᠠ᳠ᠠᠨ ᡳ ᡶᡳᠯᡝ ᡳ ᡩᠠᠯᠵᡳᠨ᠉

AI ᠠᡤᡝᠨᡨᡳ ᡠᠴᡠᠷᡳ᠈ ᡝᡵᡝ ᡩᡝᠪᡝᡵᡳ Markdown ᠰᡳᠨᡩᠠᡵᡳ https://doitong.com/mnc/developers/models/moondream/batched.md. ᡝᡵᡝ ᠮᠣᡩᡝᠯ ᠵᠠᡴᡠᠨ ᠰᡠᠯᡠᠮᡝ https://doitong.com/developers/llms.txt