Moondream
Unganisha
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 $DOITONG_API_KEY"
const API = "https://api.doitong.com/v1";
const headers = {
"Authorization": "Bearer " + process.env.DOITONG_API_KEY,
"Content-Type": "application/json",
};
// Run the model; wait up to 20 s for the finished result in the same call
let res = await fetch(API + "/run/moondream/batched?wait=20", {
method: "POST",
headers,
body: JSON.stringify({
"inputs": [
{
"image_url": "https://content.doitong.com/images/showcase/v3/gen_fox_cartoon.jpg"
}
]
}),
});
let request = await res.json();
if (!res.ok) throw new Error(request.error.code + ": " + request.error.message);
// Not finished yet: long-poll until it is
while (request.status === "queued" || request.status === "running") {
res = await fetch(API + "/requests/" + request.id + "?wait=20", { headers });
request = await res.json();
}
if (request.status !== "succeeded") throw new Error(JSON.stringify(request.error));
console.log(request.outputs.map((o) => o.url), request.cost.credits + " API credits ($" + request.cost.usd + ")");
import os
import requests
API = "https://api.doitong.com/v1"
headers = {"Authorization": "Bearer " + os.environ["DOITONG_API_KEY"]}
payload = {
"inputs": [
{
"image_url": "https://content.doitong.com/images/showcase/v3/gen_fox_cartoon.jpg",
},
],
}
# Run the model; wait up to 20 s for the finished result in the same call
r = requests.post(API + "/run/moondream/batched", 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": "moondream/batched",
"input": {
"inputs": [
{
"image_url": "https://content.doitong.com/images/showcase/v3/gen_fox_cartoon.jpg"
}
]
}
}
Piga modeli ya Moondream (moondream/batched) kupitia Doitong API. Nyaraka za mawakala: https://doitong.com/sw/developers/models/moondream/batched.md
POST https://api.doitong.com/v1/run/moondream/batched?wait=20
Authorization: Bearer $DOITONG_API_KEY
Content-Type: application/json
{
"inputs": [
{
"image_url": "https://content.doitong.com/images/showcase/v3/gen_fox_cartoon.jpg"
}
]
}
Ikiwa hali ya jibu ni "queued" au "running", piga GET https://api.doitong.com/v1/requests/REQUEST_ID?wait=20 mara kwa mara hadi iwe "succeeded"; faili ziko kwenye outputs[].url. POST https://api.doitong.com/v1/quote/moondream/batched yenye mwili uleule hurejesha bei kamili kabla ya kuendesha.
Ombi hili: ≈$ 0.004 salio za API 4 Iendeshe kwenye ukurasa huu
Ufunguo wako mpya wa API. Inaonyeshwa sasa tu na tayari iko kwenye msimbo na katika sehemu ya ufunguo wa API hapa chini. Iweke siri: usiwahi kuiweka kwenye msimbo unaoendeshwa kwenye kivinjari.
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.
/run/moondream/batched?wait=20
makadirio → $ 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 $DOITONG_API_KEY"
const API = "https://api.doitong.com/v1";
const headers = {
"Authorization": "Bearer " + process.env.DOITONG_API_KEY,
"Content-Type": "application/json",
};
// Run the model; wait up to 20 s for the finished result in the same call
let res = await fetch(API + "/run/moondream/batched?wait=20", {
method: "POST",
headers,
body: JSON.stringify({
"inputs": [
{
"image_url": "https://content.doitong.com/images/showcase/v3/gen_fox_cartoon.jpg"
}
]
}),
});
let request = await res.json();
if (!res.ok) throw new Error(request.error.code + ": " + request.error.message);
// Not finished yet: long-poll until it is
while (request.status === "queued" || request.status === "running") {
res = await fetch(API + "/requests/" + request.id + "?wait=20", { headers });
request = await res.json();
}
if (request.status !== "succeeded") throw new Error(JSON.stringify(request.error));
console.log(request.outputs.map((o) => o.url), request.cost.credits + " API credits ($" + request.cost.usd + ")");
import os
import requests
API = "https://api.doitong.com/v1"
headers = {"Authorization": "Bearer " + os.environ["DOITONG_API_KEY"]}
payload = {
"inputs": [
{
"image_url": "https://content.doitong.com/images/showcase/v3/gen_fox_cartoon.jpg",
},
],
}
# Run the model; wait up to 20 s for the finished result in the same call
r = requests.post(API + "/run/moondream/batched", 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": "moondream/batched",
"input": {
"inputs": [
{
"image_url": "https://content.doitong.com/images/showcase/v3/gen_fox_cartoon.jpg"
}
]
},
"wait_seconds": 20
}
}
}
Endesha ombi hili
Key yako inabaki kwenye kivinjari hiki: inatumwa kwa Doitong API pekee na kuhifadhiwa (localStorage) tu ukiweka tiki kwenye Kumbuka. Pata ufunguo wa API
Kuhusu Moondream
Toleo la batch la modeli ya kuona-lugha ya Moondream. Pitisha orodha ya vitu katika `inputs`, kila kimoja kikiwa na kidokezo na URL ya picha, na upokee orodha ya matokeo yaliyozalishwa pamoja na majina ya faili na muda wa uchakataji. Uzalishaji hurekebishwa kwa `max_tokens` (32 hadi 1024, chaguo-msingi 64), `temperature` (0 hadi 1), `top_p` na `repetition_penalty` (1 hadi 2). Jibu pia lina alama inayoonyesha kama tokeo ni sehemu.
Vigezo
inputsinahitajika
inputs[].image_urlinahitajika
inputs[].promptsi lazima
max_tokenssi lazima
temperaturesi lazima
top_psi lazima
repetition_penaltysi lazima
Tokeo
{
"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"
}
}
Sehemu za tokeo
- outputs
- array of stringOrodha iliyo na matokeo yaliyotengenezwa.
- partial
- booleanHuonyesha ikiwa tokeo halijakamilika.
- timings
- objectVipimo vya muda vya hatua binafsi za uchakataji.
- filenames
- array of string | nullMajina ya faili za picha zilizochakatwa.
Miundo zaidi: Maono
Kwa mawakala wa AI: ukurasa huu katika Markdown unapatikana kwenye https://doitong.com/sw/developers/models/moondream/batched.md. Modeli na miongozo yote: https://doitong.com/developers/llms.txt