FLUX.1 [dev] with Controlnets and Loras
Comhtháthú
flux-general
# 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/flux-general?wait=20" \
-H "Authorization: Bearer $DOITONG_API_KEY" \
-H "Content-Type: application/json" \
-d '{
"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.com/v1/requests/REQUEST_ID?wait=20" \
-H "Authorization: Bearer $DOITONG_API_KEY"
const API = "https://api.doitong.com/v1";
const headers = {
"Authorization": "Bearer " + process.env.DOITONG_API_KEY,
"Content-Type": "application/json",
};
// Run the model; wait up to 20 s for the finished result in the same call
let res = await fetch(API + "/run/flux-general?wait=20", {
method: "POST",
headers,
body: JSON.stringify({
"prompt": "A red fox trots through fresh snow at sunrise, soft golden light, shallow depth of field"
}),
});
let request = await res.json();
if (!res.ok) throw new Error(request.error.code + ": " + request.error.message);
// Not finished yet: long-poll until it is
while (request.status === "queued" || request.status === "running") {
res = await fetch(API + "/requests/" + request.id + "?wait=20", { headers });
request = await res.json();
}
if (request.status !== "succeeded") throw new Error(JSON.stringify(request.error));
console.log(request.outputs.map((o) => o.url), request.cost.credits + " API credits ($" + request.cost.usd + ")");
import os
import requests
API = "https://api.doitong.com/v1"
headers = {"Authorization": "Bearer " + os.environ["DOITONG_API_KEY"]}
payload = {
"prompt": "A red fox trots through fresh snow at sunrise, soft golden light, shallow depth of field",
}
# Run the model; wait up to 20 s for the finished result in the same call
r = requests.post(API + "/run/flux-general", 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/ga/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": "flux-general",
"input": {
"prompt": "A red fox trots through fresh snow at sunrise, soft golden light, shallow depth of field"
}
}
Glaoigh ar an tsamhail FLUX.1 [dev] with Controlnets and Loras (flux-general) tríd an Doitong API. Doiciméid do ghníomhairí: https://doitong.com/ga/developers/models/flux-general.md
POST https://api.doitong.com/v1/run/flux-general?wait=20
Authorization: Bearer $DOITONG_API_KEY
Content-Type: application/json
{
"prompt": "A red fox trots through fresh snow at sunrise, soft golden light, shallow depth of field"
}
Má tá stádas an fhreagra "queued" nó "running", seiceáil GET https://api.doitong.com/v1/requests/REQUEST_ID?wait=20 arís go dtí go mbeidh sé "succeeded"; tá na comhaid in outputs[].url. Seolann POST https://api.doitong.com/v1/quote/flux-general leis an gcorp céanna an praghas beacht roimh an rith.
An t-iarratas seo: ≈$0.30 300 gcreidmheas API Rith ar an leathanach seo
D’eochair API nua. Taispeántar anois é amháin agus tá sé sa chód agus i réimse eochair API thíos cheana féin. Coinnigh faoi rún é: ná cuir i gcód é a ritheann i mbrabhsálaí.
Déanta ar Doitong
Saothair phoiblí déanta leis an FLUX.1 [dev] with Controlnets and Loras ag pobal Doitong. Athúsáid leid le clic amháin.
Close-up portrait seorang wanita berkulit pucat berdiri setengah tubuh di dalam air berwarna lembut kebiruan, dikelilingi bunga teratai berkelopak penuh yang bermekaran indah di permukaan air. Rambutnya pirang pucat tersanggul longgar dengan beberapa helaian tipis jatuh alami membingkai sisi...
Close-up portrait seorang wanita berkulit pucat berdiri setengah tubuh di dalam air berwarna lembut kebiruan, dikelilingi bunga teratai berkelopak penuh yang bermekaran indah di permukaan air. Rambutnya pirang pucat tersanggul longgar dengan beberapa helaian tipis jatuh alami membingkai sisi...
Prompt Details Seorang wanita berkulit pucat berdiri setengah tubuh di dalam air berwarna lembut kebiruan, dikelilingi bunga teratai berkelopak penuh yang bermekaran indah di permukaan air. Rambutnya pirang pucat tersanggul longgar dengan beberapa helaian tipis jatuh alami membingkai sisi...
Seorang wanita berkulit pucat berdiri setengah tubuh di dalam air berwarna lembut kebiruan, dikelilingi bunga teratai berkelopak penuh yang bermekaran indah di permukaan air. Rambutnya pirang pucat tersanggul longgar dengan beberapa helaian tipis jatuh alami membingkai sisi wajahnya. Ia memeluk...
"Potret sinematik ultra-realistis close-up seorang anak laki-laki kecil (balita) yang sangat menggemaskan dengan mata cokelat besar yang ekspresif, rambut hitam berantakan yang tebal, mengenakan kaus putih kerah henley. Dia berpose dengan kedua tangan terkatup di depan dada, menunjukkan senyum...
"Potret sinematik ultra-realistis close-up seorang anak laki-laki kecil (balita) yang sangat menggemaskan dengan mata cokelat besar yang ekspresif, rambut hitam berantakan yang tebal, mengenakan kaus putih kerah henley. Dia berpose dengan kedua tangan terkatup di depan dada, menunjukkan senyum...
"Potret sinematik ultra-realistis close-up seorang anak laki-laki kecil (balita) yang sangat menggemaskan dengan mata cokelat besar yang ekspresif, rambut hitam berantakan yang tebal, mengenakan kaus putih kerah henley. Dia berpose dengan kedua tangan terkatup di depan dada, menunjukkan senyum...
Foto sinematik hiper-realistis resolusi tinggi menampilkan seorang pria muda Indonesia dengan tubuh ramping dan proporsional, rambut hitam pendek agak acak, mengenakan jaket kulit hitam, celana riding fit, dan sepatu motor. Ia sedang melakukan aksi freestyle ekstrem dengan motor sport 500cc...
Foto sinematik hiper-realistis resolusi tinggi menampilkan seorang pria muda Indonesia dengan tubuh ramping dan proporsional, rambut hitam pendek agak acak, mengenakan jaket kulit hitam dan celana riding fit. Ia sedang bersiap melakukan freestyle menggunakan motor sport 500cc berwarna merah,...
Tóg iarratas
Gintear na rialtáin ó scéim na samhla. Nuashonraítear an cód agus an praghas de réir mar a athraíonn tú iad.
/run/flux-general?wait=20
luachan → $0.30
# 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/flux-general?wait=20" \
-H "Authorization: Bearer $DOITONG_API_KEY" \
-H "Content-Type: application/json" \
-d '{
"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.com/v1/requests/REQUEST_ID?wait=20" \
-H "Authorization: Bearer $DOITONG_API_KEY"
const API = "https://api.doitong.com/v1";
const headers = {
"Authorization": "Bearer " + process.env.DOITONG_API_KEY,
"Content-Type": "application/json",
};
// Run the model; wait up to 20 s for the finished result in the same call
let res = await fetch(API + "/run/flux-general?wait=20", {
method: "POST",
headers,
body: JSON.stringify({
"prompt": "A red fox trots through fresh snow at sunrise, soft golden light, shallow depth of field"
}),
});
let request = await res.json();
if (!res.ok) throw new Error(request.error.code + ": " + request.error.message);
// Not finished yet: long-poll until it is
while (request.status === "queued" || request.status === "running") {
res = await fetch(API + "/requests/" + request.id + "?wait=20", { headers });
request = await res.json();
}
if (request.status !== "succeeded") throw new Error(JSON.stringify(request.error));
console.log(request.outputs.map((o) => o.url), request.cost.credits + " API credits ($" + request.cost.usd + ")");
import os
import requests
API = "https://api.doitong.com/v1"
headers = {"Authorization": "Bearer " + os.environ["DOITONG_API_KEY"]}
payload = {
"prompt": "A red fox trots through fresh snow at sunrise, soft golden light, shallow depth of field",
}
# Run the model; wait up to 20 s for the finished result in the same call
r = requests.post(API + "/run/flux-general", 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": "flux-general",
"input": {
"prompt": "A red fox trots through fresh snow at sunrise, soft golden light, shallow depth of field"
},
"wait_seconds": 20
}
}
}
Rith an t-iarratas seo
Fanann d'eochair sa bhrabhsálaí seo: seoltar chuig Doitong API amháin í agus sábháiltear (localStorage) í ach amháin má chuireann tú tic le Meabhraigh. Faigh eochair API
Maidir le FLUX.1 [dev] with Controlnets and Loras
Gineann sé íomhánna ó `prompt` agus ceadaíonn sé modhanna éagsúla coinníollaithe: `loras`, `control_loras`, `controlnets`, `controlnet_unions`, `ip_adapters` agus `easycontrols`, chomh maith le `fill_image` do limistéir chumhdaigh. Glacann sé `reference_image_url`, leideanna diúltacha agus rogha sceidealóra euler nó dpmpp_2m. Suas le 10 n-íomhá in aghaidh an ghlao, i png nó jpeg.
Paraiméadair
Seol an t-ainm canónach nó an t-ainm dúchasach, ní an dá cheann. Ainmneacha canónacha
promptriachtanach
image_sizeroghnach
num_inference_stepsroghnach
seedroghnach
lorasroghnach
loras[].pathriachtanach
loras[].scaleroghnach
control_lorasroghnach
control_loras[].pathriachtanach
control_loras[].scaleroghnach
control_loras[].control_image_urlriachtanach
control_loras[].preprocessroghnach
controlnetsroghnach
controlnets[].pathriachtanach
controlnets[].config_urlroghnach
controlnets[].variantroghnach
controlnets[].control_image_urlriachtanach
controlnets[].mask_image_urlroghnach
controlnets[].mask_thresholdroghnach
controlnets[].conditioning_scaleroghnach
controlnets[].start_percentageroghnach
controlnets[].end_percentageroghnach
controlnet_unionsroghnach
controlnet_unions[].pathriachtanach
controlnet_unions[].config_urlroghnach
controlnet_unions[].variantroghnach
controlnet_unions[].controlsriachtanach
controlnet_unions[].controls[].control_image_urlriachtanach
controlnet_unions[].controls[].mask_image_urlroghnach
controlnet_unions[].controls[].control_moderiachtanach
controlnet_unions[].controls[].conditioning_scaleroghnach
controlnet_unions[].controls[].mask_thresholdroghnach
controlnet_unions[].controls[].start_percentageroghnach
controlnet_unions[].controls[].end_percentageroghnach
ip_adaptersroghnach
ip_adapters[].pathriachtanach
ip_adapters[].subfolderroghnach
ip_adapters[].weight_nameroghnach
ip_adapters[].image_encoder_pathriachtanach
ip_adapters[].image_encoder_subfolderroghnach
ip_adapters[].image_encoder_weight_nameroghnach
ip_adapters[].image_urlriachtanach
ip_adapters[].mask_image_urlroghnach
ip_adapters[].mask_thresholdroghnach
ip_adapters[].scaleriachtanach
easycontrolsroghnach
easycontrols[].control_method_urlriachtanach
easycontrols[].scaleroghnach
easycontrols[].image_urlriachtanach
easycontrols[].image_control_typeriachtanach
fill_imageroghnach
fill_image.fill_image_urlroghnach
guidance_scaleroghnach
real_cfg_scaleroghnach
use_real_cfgroghnach
use_cfg_zeroroghnach
num_imagesroghnach
num_outputs
enable_safety_checkerroghnach
reference_image_urlroghnach
reference_strengthroghnach
reference_startroghnach
reference_endroghnach
base_shiftroghnach
max_shiftroghnach
output_formatroghnach
use_beta_scheduleroghnach
sigma_scheduleroghnach
schedulerroghnach
negative_promptroghnach
nag_scaleroghnach
nag_tauroghnach
nag_alpharoghnach
nag_endroghnach
Glacann paraiméadair chomhaid le URL poiblí https://, URI data: suas le 10 MB, nó file_url uaslódála. Comhaid
Aschur
{
"id": "req_8k2m4q7x1z9c3v5b6n0p2r4t",
"object": "request",
"model": "flux-general",
"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": 300,
"usd": "0.30",
"charged": 300,
"refunded": 0
},
"input": {
"prompt": "A red fox trots through fresh snow at sunrise, soft golden light, shallow depth of field"
},
"output": {
"images": [
{
"url": "https://content.doitong.com/dev-api/2026/10/20/req_8k2m4q7x1z9c3v5b6n0p2r4t/0-output.jpeg",
"width": 1024,
"height": 768,
"content_type": "image/jpeg"
}
],
"timings": {},
"seed": 42,
"has_nsfw_concepts": [
false
],
"prompt": "string"
},
"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"
}
}
Réimsí aschuir
- images
- array of object {url, width, height, content_type}Eolas comhaid do na híomhánna ginte.
- timings
- object
- seed
- integerSíol giniúint íomhá, lena n-áirítear an luach a roghnaíodh go randamach mura raibh síol san ionchur; murach sin, athúsáideann sé an luach soláthraithe.
- has_nsfw_concepts
- array of booleanLéiríonn sé cibé acu an bhfuil coincheapa NSFW le feiceáil sna híomhánna ginte.
- prompt
- stringLeid a úsáidtear le linn giniúint íomhá.
Leaganacha eile de FLUX.1 [dev] with Controlnets and Loras
Tuilleadh samhlacha: Téacs go hÍomhá
Do ghníomhairí AI: tá an leathanach seo mar Markdown ag https://doitong.com/ga/developers/models/flux-general.md. Gach samhail agus treoir: https://doitong.com/developers/llms.txt







