Moondream3 Preview [Segment]

Unganisha

Kitambulisho cha modeli moondream3-preview/segment

# 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/moondream3-preview/segment?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",
    "object": "fox"
  }'

# 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"

const API = "https://api.doitong.com/v1";
const headers = {
  "Authorization": "Bearer " + process.env.DOITONG_API_KEY,
  "Content-Type": "application/json",
};

// Run the model; wait up to 20 s for the finished result in the same call
let res = await fetch(API + "/run/moondream3-preview/segment?wait=20", {
  method: "POST",
  headers,
  body: JSON.stringify({
    "image": "https://content.doitong.com/images/showcase/v3/gen_fox_cartoon.jpg",
    "object": "fox"
  }),
});
let request = await res.json();
if (!res.ok) throw new Error(request.error.code + ": " + request.error.message);

// Not finished yet: long-poll until it is
while (request.status === "queued" || request.status === "running") {
  res = await fetch(API + "/requests/" + request.id + "?wait=20", { headers });
  request = await res.json();
}
if (request.status !== "succeeded") throw new Error(JSON.stringify(request.error));
console.log(request.outputs.map((o) => o.url), request.cost.credits + " API credits ($" + request.cost.usd + ")");

import os
import requests

API = "https://api.doitong.com/v1"
headers = {"Authorization": "Bearer " + os.environ["DOITONG_API_KEY"]}

payload = {
    "image": "https://content.doitong.com/images/showcase/v3/gen_fox_cartoon.jpg",
    "object": "fox",
}

# Run the model; wait up to 20 s for the finished result in the same call
r = requests.post(API + "/run/moondream3-preview/segment", params={"wait": 20}, json=payload, headers=headers)
request = r.json()
if not r.ok:
    raise RuntimeError(request["error"]["code"] + ": " + request["error"]["message"])

# Not finished yet: long-poll until it is
while request["status"] in ("queued", "running"):
    request = requests.get(API + "/requests/" + request["id"], params={"wait": 20}, headers=headers).json()
if request["status"] != "succeeded":
    raise RuntimeError(request["error"])
print([o["url"] for o in request["outputs"]], request["cost"]["credits"], "API credits", "$" + request["cost"]["usd"])

# 1. Connect once (Claude Code; Cursor, VS Code, Claude Desktop: https://doitong.com/sw/developers/docs/mcp)
claude mcp add --transport http doitong-models https://api.doitong.com/v1/mcp \
  --header "Authorization: Bearer $DOITONG_API_KEY"

# 2. Your agent calls the "run" tool with:
{
  "model_id": "moondream3-preview/segment",
  "input": {
    "image": "https://content.doitong.com/images/showcase/v3/gen_fox_cartoon.jpg",
    "object": "fox"
  }
}

Piga modeli ya Moondream3 Preview [Segment] (moondream3-preview/segment) kupitia Doitong API. Nyaraka za mawakala: https://doitong.com/sw/developers/models/moondream3-preview/segment.md

POST https://api.doitong.com/v1/run/moondream3-preview/segment?wait=20
Authorization: Bearer $DOITONG_API_KEY
Content-Type: application/json

{
  "image": "https://content.doitong.com/images/showcase/v3/gen_fox_cartoon.jpg",
  "object": "fox"
}

Ikiwa hali ya jibu ni "queued" au "running", piga GET https://api.doitong.com/v1/requests/REQUEST_ID?wait=20 mara kwa mara hadi iwe "succeeded"; faili ziko kwenye outputs[].url. POST https://api.doitong.com/v1/quote/moondream3-preview/segment yenye mwili uleule hurejesha bei kamili kabla ya kuendesha.

Ombi hili: ≈$ 0.003 salio za API 3 Iendeshe kwenye ukurasa huu

Pata ufunguo wa API

Moondream Uhariri wa Picha Ingizo za marejeleo #mask#segmentation

Hugawa kitu kilichotajwa kwenye picha na kurejesha maski, kisanduku cha mipaka na njia ya SVG

OpenAPI Markdown

Moondream · Picha

Tokeo lako la kwanza linaonekana hapa

Unda ombi hapa chini na uliendeshe kwa ufunguo wako wa API. Matokeo yanakiliwa kwenye hifadhi yetu, yakihifadhiwa milele au 7 siku bila malipo.

Unda ombi

Vidhibiti vinazalishwa kutoka kwenye schema ya modeli. Msimbo na bei husasishwa unapovibadilisha.

image •inahitajika image_url

Dondosha faili, au

URL inayoelekeza kwenye picha ya kuchakata.

object •inahitajika

Kitu lengwa cha segmentation ndani ya picha.

Ya kina preview · spatial_references · settings

spatial_references

Mwongozo wa anga wa segmentation, unaotolewa kama orodha ya vitu vya Point vyenye x na y, au kama orodha ya safu za viwianishi. Kila safu lazima iwe na float 2 (x,y) au float 4 (x1,y1,x2,y2).

settings

Mipangilio ya modeli ya segmentation inayodhibiti sampuli.

POST /run/moondream3-preview/segment?wait=20 makadirio → $ 0.003

# 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/moondream3-preview/segment?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",
    "object": "fox"
  }'

# 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"

const API = "https://api.doitong.com/v1";
const headers = {
  "Authorization": "Bearer " + process.env.DOITONG_API_KEY,
  "Content-Type": "application/json",
};

// Run the model; wait up to 20 s for the finished result in the same call
let res = await fetch(API + "/run/moondream3-preview/segment?wait=20", {
  method: "POST",
  headers,
  body: JSON.stringify({
    "image": "https://content.doitong.com/images/showcase/v3/gen_fox_cartoon.jpg",
    "object": "fox"
  }),
});
let request = await res.json();
if (!res.ok) throw new Error(request.error.code + ": " + request.error.message);

// Not finished yet: long-poll until it is
while (request.status === "queued" || request.status === "running") {
  res = await fetch(API + "/requests/" + request.id + "?wait=20", { headers });
  request = await res.json();
}
if (request.status !== "succeeded") throw new Error(JSON.stringify(request.error));
console.log(request.outputs.map((o) => o.url), request.cost.credits + " API credits ($" + request.cost.usd + ")");

import os
import requests

API = "https://api.doitong.com/v1"
headers = {"Authorization": "Bearer " + os.environ["DOITONG_API_KEY"]}

payload = {
    "image": "https://content.doitong.com/images/showcase/v3/gen_fox_cartoon.jpg",
    "object": "fox",
}

# Run the model; wait up to 20 s for the finished result in the same call
r = requests.post(API + "/run/moondream3-preview/segment", params={"wait": 20}, json=payload, headers=headers)
request = r.json()
if not r.ok:
    raise RuntimeError(request["error"]["code"] + ": " + request["error"]["message"])

# Not finished yet: long-poll until it is
while request["status"] in ("queued", "running"):
    request = requests.get(API + "/requests/" + request["id"], params={"wait": 20}, headers=headers).json()
if request["status"] != "succeeded":
    raise RuntimeError(request["error"])
print([o["url"] for o in request["outputs"]], request["cost"]["credits"], "API credits", "$" + request["cost"]["usd"])

{
  "jsonrpc": "2.0",
  "id": 1,
  "method": "tools/call",
  "params": {
    "name": "run",
    "arguments": {
      "model_id": "moondream3-preview/segment",
      "input": {
        "image": "https://content.doitong.com/images/showcase/v3/gen_fox_cartoon.jpg",
        "object": "fox"
      },
      "wait_seconds": 20
    }
  }
}

Endesha ombi hili

Ufunguo wa API

Key yako inabaki kwenye kivinjari hiki: inatumwa kwa Doitong API pekee na kuhifadhiwa (localStorage) tu ukiweka tiki kwenye Kumbuka. Kumbuka katika kivinjari hiki Pata ufunguo wa API

Kuhusu Moondream3 Preview [Segment]

Hugawa kitu kilichotolewa katika `object` ndani ya picha katika `image_url`. Matokeo yanaweza kujumuisha picha ya maski, kisanduku cha mipaka na data ya njia ya SVG; hivi huwa null ikiwa hakuna kitu kilichotambuliwa. `spatial_references` inaweza kutoa nukta za kuongoza ugawaji, na `settings` hurekebisha usampulishaji. Weka `preview` ili kupata maski ya binary.

Vigezo

Tuma jina rasmi au jina asilia, si yote mawili. Majina rasmi

JinaAina ChaguomsingiInaruhusiwa Maelezo

image_urlinahitajika image

Ainaurl · image

URL inayoelekeza kwenye picha ya kuchakata.

objectinahitajika

Ainastring

Kitu lengwa cha segmentation ndani ya picha.

spatial_referencessi lazima

Ainaany[]

Mwongozo wa anga wa segmentation, unaotolewa kama orodha ya vitu vya Point vyenye x na y, au kama orodha ya safu za viwianishi. Kila safu lazima iwe na float 2 (x,y) au float 4 (x1,y1,x2,y2).

settingssi lazima

Ainaobject

Mipangilio ya modeli ya segmentation inayodhibiti sampuli.

settings.temperaturesi lazima

Ainanumber

Chaguomsingi1

0 – 1

Joto la sampuli huweka uwiano kati ya tokeo lenye mkazo na linaloweza kutabirika kwenye mipangilio ya chini na nasibu zaidi kwenye mipangilio ya juu.

settings.top_psi lazima

Ainanumber

Chaguomsingi1

0 – 1

Uzito wa uwezekano wa nucleus sampling, kuanzia 0 hadi 1.

settings.max_tokenssi lazima

Ainainteger | null

≥ 1

Kikomo cha juu cha tokeni zinazozalishwa.

previewsi lazima

Ainaboolean

Chaguomsingifalse

Ikiwa itarejesha maski ya binary ya picha pamoja na onyesho la kukagua tokeo.

inahitajika Jina rasmi, pia linakubalika

Vigezo vya faili vinakubali URL ya umma ya https://, data: URI ya hadi 10 MB, au file_url ya upakiaji. Faili

Tokeo

GET /requests/req_8k2m4q7x1z9c3v5b6n0p2r4t

{
  "id": "req_8k2m4q7x1z9c3v5b6n0p2r4t",
  "object": "request",
  "model": "moondream3-preview/segment",
  "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": 3,
    "usd": "0.003",
    "charged": 3,
    "refunded": 0
  },
  "input": {
    "image_url": "https://content.doitong.com/images/showcase/v3/gen_fox_cartoon.jpg",
    "object": "fox"
  },
  "output": {
    "finish_reason": "stop",
    "usage_info": {
      "input_tokens": 1,
      "output_tokens": 1,
      "prefill_time_ms": 1.0,
      "decode_time_ms": 1.0,
      "ttft_ms": 1.0
    },
    "image": {
      "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,
      "width": 1024,
      "height": 768
    },
    "path": "M.657,.996C.610,.984,.529,.938,.447,.875C.411,.848,.363,.815,.341,.802C.188,.714,.093,.623,.038,.511C.011,.455,.000,.406,.000,.340C.000,.269,.006,.234,.025,.186C.051,.123,.092,.079,.161,.042C.240,-0.000,.355,-0.011,.433,.017C.462,.027,.535,.066,.571,.091C.701,.180,.807,.265,.850,.311C.911,.379,.962,.468,.984,.545C.995,.585,.997,.601,.997,.664C.997,.765,.984,.811,.935,.879C.878,.958,.796,1.001,.705,1.000C.685,.999,.664,.998,.657,.996z",
    "bbox": {
      "x_min": 1.0,
      "y_min": 1.0,
      "x_max": 1.0,
      "y_max": 1.0
    }
  },
  "outputs": [
    {
      "type": "image",
      "url": "https://content.doitong.com/dev-api/2026/10/20/req_8k2m4q7x1z9c3v5b6n0p2r4t/0-output.jpeg",
      "content_type": "image/jpeg",
      "file_size": 1843200,
      "width": 1024,
      "height": 768,
      "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"
  }
}

Faili zako, chaguo lakoKila outputs[].url ni nakala kwenye hifadhi yetu: huhifadhiwa milele (hutozwa kwa GB kwa mwezi) au 7 siku bila malipo, kulingana na mpangilio wa akaunti yako au ?storage=.

Muundo uleule kwenye kila modelitype, url, content_type, width, height na duration, kwa picha, video na sauti. output ni kitu cha matokeo cha modeli yenyewe.

Sehemu za tokeo

finish_reason: stringSababu iliyofanya uzalishaji wa tokeo ukome.
usage_info: object {input_tokens, output_tokens, prefill_time_ms, decode_time_ms, ttft_ms}Maelezo ya matumizi ya ombi.
image: object {url, content_type, file_name, file_size, width, height} | nullTokeo la onyesho la kukagua segmentation: null ikiwa uundaji wa onyesho haukuombwa au utambuzi wa vitu haukupata chochote; vinginevyo, picha iliyo na maski.
path: string | nullData ya njia ya SVG inayorejeshwa maski ya segmentation inapotambuliwa; vinginevyo, null.
bbox: object {x_min, y_min, x_max, y_max} | nullKisanduku cha mipaka kinachorejeshwa kwa kitu kilichotambuliwa na kufanyiwa segmentation; vinginevyo, null.

Miundo zaidi: Uhariri wa Picha

Kwa mawakala wa AI: ukurasa huu katika Markdown unapatikana kwenye https://doitong.com/sw/developers/models/moondream3-preview/segment.md. Modeli na miongozo yote: https://doitong.com/developers/llms.txt