FLUX.1 [dev] with Controlnets and Loras
Integreiddio
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/cy/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"
}
}
Galwch y model FLUX.1 [dev] with Controlnets and Loras (flux-general) drwy Doitong API. Dogfennaeth ar gyfer asiantau: https://doitong.com/cy/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"
}
Os yw statws yr ymateb yn "queued" neu "running", holwch GET https://api.doitong.com/v1/requests/REQUEST_ID?wait=20 nes ei fod yn "succeeded"; mae'r ffeiliau yn outputs[].url. Mae POST https://api.doitong.com/v1/quote/flux-general gyda'r un corff yn dychwelyd yr union bris cyn y rhediad.
Y cais hwn: ≈$0.30 300 o gredydau API Ei redeg ar y dudalen hon
Eich allwedd API newydd. Dim ond nawr y caiff ei ddangos ac mae eisoes yn y cod ac ym maes allwedd API isod. Cadwch ef yn gyfrinachol: peidiwch byth â’i roi mewn cod sy’n rhedeg mewn porwr.
Wedi'i wneud ar Doitong
Gwaith cyhoeddus a wnaed gyda FLUX.1 [dev] with Controlnets and Loras gan gymuned Doitong. Ailddefnyddiwch anogwr mewn un clic.
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,...
Adeiladu cais
Cynhyrchir rheolyddion o sgema'r model. Mae'r cod a'r pris yn diweddaru wrth i chi eu newid.
/run/flux-general?wait=20
dyfynbris → $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
}
}
}
Rhedeg y cais hwn
Mae'ch allwedd yn aros yn y porwr hwn: caiff ei hanfon at Doitong API yn unig a'i chadw (localStorage) dim ond os ticiwch Cofio. Cael allwedd API
Ynglŷn â FLUX.1 [dev] with Controlnets and Loras
Yn cynhyrchu delweddau o `prompt` gan ganiatáu sawl dull cyflyru: `loras`, `control_loras`, `controlnets`, `controlnet_unions`, `ip_adapters` ac `easycontrols`, ynghyd â `fill_image` ar gyfer ardaloedd cudd. Mae hefyd yn cymryd `reference_image_url`, anogiadau negyddol, a dewis o drefnydd euler neu dpmpp_2m. Hyd at 10 delwedd fesul galwad, mewn png neu jpeg.
Paramedrau
Anfonwch naill ai'r enw canonaidd neu'r enw brodorol, nid y ddau. Enwau canonaidd
promptgofynnol
image_sizedewisol
num_inference_stepsdewisol
seeddewisol
lorasdewisol
loras[].pathgofynnol
loras[].scaledewisol
control_lorasdewisol
control_loras[].pathgofynnol
control_loras[].scaledewisol
control_loras[].control_image_urlgofynnol
control_loras[].preprocessdewisol
controlnetsdewisol
controlnets[].pathgofynnol
controlnets[].config_urldewisol
controlnets[].variantdewisol
controlnets[].control_image_urlgofynnol
controlnets[].mask_image_urldewisol
controlnets[].mask_thresholddewisol
controlnets[].conditioning_scaledewisol
controlnets[].start_percentagedewisol
controlnets[].end_percentagedewisol
controlnet_unionsdewisol
controlnet_unions[].pathgofynnol
controlnet_unions[].config_urldewisol
controlnet_unions[].variantdewisol
controlnet_unions[].controlsgofynnol
controlnet_unions[].controls[].control_image_urlgofynnol
controlnet_unions[].controls[].mask_image_urldewisol
controlnet_unions[].controls[].control_modegofynnol
controlnet_unions[].controls[].conditioning_scaledewisol
controlnet_unions[].controls[].mask_thresholddewisol
controlnet_unions[].controls[].start_percentagedewisol
controlnet_unions[].controls[].end_percentagedewisol
ip_adaptersdewisol
ip_adapters[].pathgofynnol
ip_adapters[].subfolderdewisol
ip_adapters[].weight_namedewisol
ip_adapters[].image_encoder_pathgofynnol
ip_adapters[].image_encoder_subfolderdewisol
ip_adapters[].image_encoder_weight_namedewisol
ip_adapters[].image_urlgofynnol
ip_adapters[].mask_image_urldewisol
ip_adapters[].mask_thresholddewisol
ip_adapters[].scalegofynnol
easycontrolsdewisol
easycontrols[].control_method_urlgofynnol
easycontrols[].scaledewisol
easycontrols[].image_urlgofynnol
easycontrols[].image_control_typegofynnol
fill_imagedewisol
fill_image.fill_image_urldewisol
guidance_scaledewisol
real_cfg_scaledewisol
use_real_cfgdewisol
use_cfg_zerodewisol
num_imagesdewisol
num_outputs
enable_safety_checkerdewisol
reference_image_urldewisol
reference_strengthdewisol
reference_startdewisol
reference_enddewisol
base_shiftdewisol
max_shiftdewisol
output_formatdewisol
use_beta_scheduledewisol
sigma_scheduledewisol
schedulerdewisol
negative_promptdewisol
nag_scaledewisol
nag_taudewisol
nag_alphadewisol
nag_enddewisol
Mae paramedrau ffeil yn derbyn URL cyhoeddus https://, URI data: hyd at 10 MB, neu file_url uwchlwythiad. Ffeiliau
Allbwn
{
"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"
}
}
Meysydd yr allbwn
- images
- array of object {url, width, height, content_type}Gwybodaeth ffeil ar gyfer y delweddau a gynhyrchwyd.
- timings
- object
- seed
- integerHadau cynhyrchu delweddau, gan gynnwys y gwerth a ddewiswyd ar hap os hepgorodd y mewnbwn hedyn; fel arall, mae'n ailadrodd y gwerth a ddarparwyd.
- has_nsfw_concepts
- array of booleanYn nodi a yw cysyniadau NSFW yn ymddangos yn y delweddau a gynhyrchir.
- prompt
- stringAnogiad a ddefnyddir wrth gynhyrchu delweddau.
Amrywiadau FLUX.1 [dev] with Controlnets and Loras eraill
Mwy o fodelau: Testun i Ddelwedd
Ar gyfer asiantau AI: mae'r dudalen hon fel Markdown ar gael yn https://doitong.com/cy/developers/models/flux-general.md. Pob model a chanllaw: https://doitong.com/developers/llms.txt







