FLUX.1 [dev] with Controlnets and Loras
Amalaich
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/gd/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"
}
}
Cuir fòn chun mhodail FLUX.1 [dev] with Controlnets and Loras (flux-general) tro Doitong API. Sgrìobhainnean airson àidseantan: https://doitong.com/gd/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"
}
Ma tha inbhe na freagairt "queued" no "running", dèan poll air GET https://api.doitong.com/v1/requests/REQUEST_ID?wait=20 gus am bi i "succeeded"; tha na faidhlichean ann an outputs[].url. Bidh POST https://api.doitong.com/v1/quote/flux-general leis an aon bhodhaig a’ tilleadh na prìse cheart ron ruith.
An t-iarrtas seo: ≈$0.30 300 creideasan API Ruith e air an duilleig seo
An iuchair API ùr agad. Chan eil e ri fhaicinn ach an-dràsta, agus tha e mar-thà sa chòd agus ann an raon iuchair API gu h-ìosal. Cùm dìomhair e: na cuir ann an còd a ruitheas ann am brabhsair gu bràth.
Air a dhèanamh air Doitong
Obraichean poblach a rinn coimhearsnachd Doitong le FLUX.1 [dev] with Controlnets and Loras. Ath-chleachd prompt ann an aon bhriogadh.
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,...
Tog iarrtas
Tha na smachdan air an cruthachadh bho sgeama a’ mhodail. Bidh an còd agus a’ phrìs ag ùrachadh fhad ’s a dh’atharraicheas tu iad.
/run/flux-general?wait=20
tuairmse → $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
}
}
}
Ruith an t-iarrtas seo
Fuirichidh an iuchair agad sa bhrobhsair seo: thèid a cur chun Doitong API a-mhàin agus a sàbhaladh (localStorage) a-mhàin ma chuireas tu comharra ri Cuimhnich. Faigh iuchair API
Mu FLUX.1 [dev] with Controlnets and Loras
Gineadh e ìomhaighean bho `prompt` agus a’ ceadachadh grunn dhòighean cumhachaidh: `loras`, `control_loras`, `controlnets`, `controlnet_unions`, `ip_adapters` agus `easycontrols`, a bharrachd air `fill_image` airson raointean masgaichte. Gabhaidh e cuideachd ri `reference_image_url`, promptean àicheil agus roghainn de chlàr-ama euler no dpmpp_2m. Suas ri 10 ìomhaighean gach gairm, ann am png no jpeg.
Paramadairean
Cuir an t-ainm canonical no an t-ainm dùthchasach, chan e an dà chuid. Ainmean canonical
promptriatanach
image_sizeroghainneil
num_inference_stepsroghainneil
seedroghainneil
lorasroghainneil
loras[].pathriatanach
loras[].scaleroghainneil
control_lorasroghainneil
control_loras[].pathriatanach
control_loras[].scaleroghainneil
control_loras[].control_image_urlriatanach
control_loras[].preprocessroghainneil
controlnetsroghainneil
controlnets[].pathriatanach
controlnets[].config_urlroghainneil
controlnets[].variantroghainneil
controlnets[].control_image_urlriatanach
controlnets[].mask_image_urlroghainneil
controlnets[].mask_thresholdroghainneil
controlnets[].conditioning_scaleroghainneil
controlnets[].start_percentageroghainneil
controlnets[].end_percentageroghainneil
controlnet_unionsroghainneil
controlnet_unions[].pathriatanach
controlnet_unions[].config_urlroghainneil
controlnet_unions[].variantroghainneil
controlnet_unions[].controlsriatanach
controlnet_unions[].controls[].control_image_urlriatanach
controlnet_unions[].controls[].mask_image_urlroghainneil
controlnet_unions[].controls[].control_moderiatanach
controlnet_unions[].controls[].conditioning_scaleroghainneil
controlnet_unions[].controls[].mask_thresholdroghainneil
controlnet_unions[].controls[].start_percentageroghainneil
controlnet_unions[].controls[].end_percentageroghainneil
ip_adaptersroghainneil
ip_adapters[].pathriatanach
ip_adapters[].subfolderroghainneil
ip_adapters[].weight_nameroghainneil
ip_adapters[].image_encoder_pathriatanach
ip_adapters[].image_encoder_subfolderroghainneil
ip_adapters[].image_encoder_weight_nameroghainneil
ip_adapters[].image_urlriatanach
ip_adapters[].mask_image_urlroghainneil
ip_adapters[].mask_thresholdroghainneil
ip_adapters[].scaleriatanach
easycontrolsroghainneil
easycontrols[].control_method_urlriatanach
easycontrols[].scaleroghainneil
easycontrols[].image_urlriatanach
easycontrols[].image_control_typeriatanach
fill_imageroghainneil
fill_image.fill_image_urlroghainneil
guidance_scaleroghainneil
real_cfg_scaleroghainneil
use_real_cfgroghainneil
use_cfg_zeroroghainneil
num_imagesroghainneil
num_outputs
enable_safety_checkerroghainneil
reference_image_urlroghainneil
reference_strengthroghainneil
reference_startroghainneil
reference_endroghainneil
base_shiftroghainneil
max_shiftroghainneil
output_formatroghainneil
use_beta_scheduleroghainneil
sigma_scheduleroghainneil
schedulerroghainneil
negative_promptroghainneil
nag_scaleroghainneil
nag_tauroghainneil
nag_alpharoghainneil
nag_endroghainneil
Gabhaidh paramadairean faidhle ri URL poblach https://, URI data: suas ri 10 MB, no file_url de luchdachadh suas. Faidhlichean
Toradh
{
"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"
}
}
Raointean toraidh
- images
- array of object {url, width, height, content_type}Fiosrachadh faidhle airson nan ìomhaighean gineadh.
- timings
- object
- seed
- integerSìol gineadh ìomhaighe, a’ gabhail a-steach an luach a chaidh a thaghadh air thuaiream ma chaidh sìol fhàgail às an in-chur; air dhòigh eile, bidh e ag ath-aithris an luach a chaidh a solar.
- has_nsfw_concepts
- array of booleanA’ comharrachadh a bheil bun-bheachdan NSFW a’ nochdadh anns na h-ìomhaighean a chaidh a ghineadh.
- prompt
- stringPrompt a chaidh a chleachdadh rè gineadh ìomhaighe.
Seòrsaichean eile de FLUX.1 [dev] with Controlnets and Loras
Barrachd mhodalan: Teacsa gu Ìomhaigh
Do riochdairean AI: tha an duilleag seo mar Markdown aig https://doitong.com/gd/developers/models/flux-general.md. Na modailean agus na treòraichean uile: https://doitong.com/developers/llms.txt







