FLUX.1 [dev] with Controlnets and Loras
Tengja
flux-general
# Run the model; wait up to 20 s for the finished result in the same call
curl -X POST "https://vit.doitong.com/api/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://vit.doitong.com/api/v1/requests/REQUEST_ID?wait=20" \
-H "Authorization: Bearer $DOITONG_API_KEY"
const API = "https://vit.doitong.com/api/v1";
const headers = {
"Authorization": "Bearer " + process.env.DOITONG_API_KEY,
"Content-Type": "application/json",
};
// Run the model; wait up to 20 s for the finished result in the same call
let res = await fetch(API + "/run/flux-general?wait=20", {
method: "POST",
headers,
body: JSON.stringify({
"prompt": "A red fox trots through fresh snow at sunrise, soft golden light, shallow depth of field"
}),
});
let request = await res.json();
if (!res.ok) throw new Error(request.error.code + ": " + request.error.message);
// Not finished yet: long-poll until it is
while (request.status === "queued" || request.status === "running") {
res = await fetch(API + "/requests/" + request.id + "?wait=20", { headers });
request = await res.json();
}
if (request.status !== "succeeded") throw new Error(JSON.stringify(request.error));
console.log(request.outputs.map((o) => o.url), request.cost.credits + " API credits ($" + request.cost.usd + ")");
import os
import requests
API = "https://vit.doitong.com/api/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/is/developers/docs/mcp)
claude mcp add --transport http doitong-models https://vit.doitong.com/api/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"
}
}
Kallaðu á líkanið FLUX.1 [dev] with Controlnets and Loras (flux-general) í gegnum Doitong API. Skjöl fyrir gervigreindarforrit: https://doitong.com/is/developers/models/flux-general.md
POST https://vit.doitong.com/api/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"
}
Ef svarstaðan er "queued" eða "running" skaltu kalla reglulega á GET https://vit.doitong.com/api/v1/requests/REQUEST_ID?wait=20 þar til hún er "succeeded"; skrárnar eru í outputs[].url. POST https://vit.doitong.com/api/v1/quote/flux-general með sama meginmáli skilar nákvæmu verði áður en keyrt er.
Þessi beiðni: ≈0,30 $ 300 API-inneignir Keyra á þessari síðu
Nýi API-lykillinn þinn. Hún birtist aðeins núna og er þegar í kóðanum og í API-lyklareitnum hér fyrir neðan. Haltu henni leyndri: settu hana aldrei í kóða sem keyrir í vafra.
Fyrsta niðurstaðan þín birtist hér
Búðu til beiðni hér að neðan og keyrðu hana með API-lyklinum þínum. Úttök eru afrituð í geymsluna okkar og geymd að eilífu eða 7 dagar án kostnaðar.
Búa til beiðni
Stýringar eru búnar til út frá líkanaskemanu. Kóðinn og verðið uppfærast þegar þú breytir þeim.
/run/flux-general?wait=20
verðtilboð → 0,30 $
# Run the model; wait up to 20 s for the finished result in the same call
curl -X POST "https://vit.doitong.com/api/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://vit.doitong.com/api/v1/requests/REQUEST_ID?wait=20" \
-H "Authorization: Bearer $DOITONG_API_KEY"
const API = "https://vit.doitong.com/api/v1";
const headers = {
"Authorization": "Bearer " + process.env.DOITONG_API_KEY,
"Content-Type": "application/json",
};
// Run the model; wait up to 20 s for the finished result in the same call
let res = await fetch(API + "/run/flux-general?wait=20", {
method: "POST",
headers,
body: JSON.stringify({
"prompt": "A red fox trots through fresh snow at sunrise, soft golden light, shallow depth of field"
}),
});
let request = await res.json();
if (!res.ok) throw new Error(request.error.code + ": " + request.error.message);
// Not finished yet: long-poll until it is
while (request.status === "queued" || request.status === "running") {
res = await fetch(API + "/requests/" + request.id + "?wait=20", { headers });
request = await res.json();
}
if (request.status !== "succeeded") throw new Error(JSON.stringify(request.error));
console.log(request.outputs.map((o) => o.url), request.cost.credits + " API credits ($" + request.cost.usd + ")");
import os
import requests
API = "https://vit.doitong.com/api/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
}
}
}
Keyra þessa beiðni
Lykillinn þinn er áfram í þessum vafra: hann er aðeins sendur til Doitong API og vistaður í localStorage aðeins ef þú hakar við Muna. Fá API-lykil
Um FLUX.1 [dev] with Controlnets and Loras
Býr til myndir út frá `prompt` og leyfir nokkrar skilyrðingaraðferðir: `loras`, `control_loras`, `controlnets`, `controlnet_unions`, `ip_adapters` og `easycontrols`, auk `fill_image` fyrir svæði með grímu. Tekur einnig við `reference_image_url`, neikvæðum promptum og vali á euler- eða dpmpp_2m-tímasetjara. Allt að 10 myndir í hverju kalli, í png eða jpeg.
Færibreytur
Sendu annaðhvort samræmda heitið eða upprunalega heitið, ekki bæði. Samræmd heiti
promptáskilið
image_sizevalfrjálst
num_inference_stepsvalfrjálst
seedvalfrjálst
lorasvalfrjálst
loras[].patháskilið
loras[].scalevalfrjálst
control_lorasvalfrjálst
control_loras[].patháskilið
control_loras[].scalevalfrjálst
control_loras[].control_image_urláskilið
control_loras[].preprocessvalfrjálst
controlnetsvalfrjálst
controlnets[].patháskilið
controlnets[].config_urlvalfrjálst
controlnets[].variantvalfrjálst
controlnets[].control_image_urláskilið
controlnets[].mask_image_urlvalfrjálst
controlnets[].mask_thresholdvalfrjálst
controlnets[].conditioning_scalevalfrjálst
controlnets[].start_percentagevalfrjálst
controlnets[].end_percentagevalfrjálst
controlnet_unionsvalfrjálst
controlnet_unions[].patháskilið
controlnet_unions[].config_urlvalfrjálst
controlnet_unions[].variantvalfrjálst
controlnet_unions[].controlsáskilið
controlnet_unions[].controls[].control_image_urláskilið
controlnet_unions[].controls[].mask_image_urlvalfrjálst
controlnet_unions[].controls[].control_modeáskilið
controlnet_unions[].controls[].conditioning_scalevalfrjálst
controlnet_unions[].controls[].mask_thresholdvalfrjálst
controlnet_unions[].controls[].start_percentagevalfrjálst
controlnet_unions[].controls[].end_percentagevalfrjálst
ip_adaptersvalfrjálst
ip_adapters[].patháskilið
ip_adapters[].subfoldervalfrjálst
ip_adapters[].weight_namevalfrjálst
ip_adapters[].image_encoder_patháskilið
ip_adapters[].image_encoder_subfoldervalfrjálst
ip_adapters[].image_encoder_weight_namevalfrjálst
ip_adapters[].image_urláskilið
ip_adapters[].mask_image_urlvalfrjálst
ip_adapters[].mask_thresholdvalfrjálst
ip_adapters[].scaleáskilið
easycontrolsvalfrjálst
easycontrols[].control_method_urláskilið
easycontrols[].scalevalfrjálst
easycontrols[].image_urláskilið
easycontrols[].image_control_typeáskilið
fill_imagevalfrjálst
fill_image.fill_image_urlvalfrjálst
guidance_scalevalfrjálst
real_cfg_scalevalfrjálst
use_real_cfgvalfrjálst
use_cfg_zerovalfrjálst
num_imagesvalfrjálst
num_outputs
enable_safety_checkervalfrjálst
reference_image_urlvalfrjálst
reference_strengthvalfrjálst
reference_startvalfrjálst
reference_endvalfrjálst
base_shiftvalfrjálst
max_shiftvalfrjálst
output_formatvalfrjálst
use_beta_schedulevalfrjálst
sigma_schedulevalfrjálst
schedulervalfrjálst
negative_promptvalfrjálst
nag_scalevalfrjálst
nag_tauvalfrjálst
nag_alphavalfrjálst
nag_endvalfrjálst
Skrárfæribreytur taka við opinberri https://-vefslóð, data:-URI allt að 10 MB eða file_url fyrir upphleðslu. Skrár
Úttak
{
"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://vit.doitong.com/api/v1/requests/req_8k2m4q7x1z9c3v5b6n0p2r4t",
"cancel": "https://vit.doitong.com/api/v1/requests/req_8k2m4q7x1z9c3v5b6n0p2r4t/cancel"
}
}
Reitir úttaks
- images
- array of object {url, width, height, content_type}Skráarupplýsingar fyrir myndirnar sem verða til.
- timings
- object
- seed
- integerSáðgildi fyrir myndgerð, þar með talið slembivalið gildi ef inntakið innihélt ekkert sáðgildi; annars endurtekur það gefna gildið.
- has_nsfw_concepts
- array of booleanGefur til kynna hvort NSFW-hugtök komi fyrir í myndunum sem verða til.
- prompt
- stringKvaðning notuð við myndgerð.
Önnur FLUX.1 [dev] with Controlnets and Loras-tilbrigði
Fleiri líkön: Texti í mynd
Fyrir gervigreindarþjóna: þessi síða á Markdown-sniði er á https://doitong.com/is/developers/models/flux-general.md. Öll líkön og leiðbeiningar: https://doitong.com/developers/llms.txt







