MiniMax H3 Reference to Video LoRA Trainer
Integreiddio
minimax/h3/ref2va/trainer
# 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/minimax/h3/ref2va/trainer?wait=20" \
-H "Authorization: Bearer $DOITONG_API_KEY" \
-H "Content-Type: application/json" \
-d '{
"training_data_url": "https://example.com/your-file.zip"
}'
# 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 $DOITONG_API_KEY"
const API = "https://api.doitong.com/v1";
const headers = {
"Authorization": "Bearer " + process.env.DOITONG_API_KEY,
"Content-Type": "application/json",
};
// Run the model; wait up to 20 s for the finished result in the same call
let res = await fetch(API + "/run/minimax/h3/ref2va/trainer?wait=20", {
method: "POST",
headers,
body: JSON.stringify({
"training_data_url": "https://example.com/your-file.zip"
}),
});
let request = await res.json();
if (!res.ok) throw new Error(request.error.code + ": " + request.error.message);
// Not finished yet: long-poll until it is
while (request.status === "queued" || request.status === "running") {
res = await fetch(API + "/requests/" + request.id + "?wait=20", { headers });
request = await res.json();
}
if (request.status !== "succeeded") throw new Error(JSON.stringify(request.error));
console.log(request.outputs.map((o) => o.url), request.cost.credits + " API credits ($" + request.cost.usd + ")");
import os
import requests
API = "https://api.doitong.com/v1"
headers = {"Authorization": "Bearer " + os.environ["DOITONG_API_KEY"]}
payload = {
"training_data_url": "https://example.com/your-file.zip",
}
# Run the model; wait up to 20 s for the finished result in the same call
r = requests.post(API + "/run/minimax/h3/ref2va/trainer", 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": "minimax/h3/ref2va/trainer",
"input": {
"training_data_url": "https://example.com/your-file.zip"
}
}
Galwch y model MiniMax H3 Reference to Video LoRA Trainer (minimax/h3/ref2va/trainer) drwy Doitong API. Dogfennaeth ar gyfer asiantau: https://doitong.com/cy/developers/models/minimax/h3/ref2va/trainer.md
POST https://api.doitong.com/v1/run/minimax/h3/ref2va/trainer?wait=20
Authorization: Bearer $DOITONG_API_KEY
Content-Type: application/json
{
"training_data_url": "https://example.com/your-file.zip"
}
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/minimax/h3/ref2va/trainer gyda'r un corff yn dychwelyd yr union bris cyn y rhediad.
Y cais hwn: $30.00 30,000 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 MiniMax H3 gan gymuned Doitong. Ailddefnyddiwch anogwr mewn un clic.
Fideo
Close-up shot of a striking model with piercing eyes and flawless skin, a white snake elegantly coiled around her head and neck, its scales glistening in soft, diffused light. The camera gently zooms in, emphasizing the intricate texture of the snake’s scales and the model’s striking facial...
Fideo
Animate the stickman drawings into a smooth dance animation. The simple black stick figure performs fun rhythmic dance moves — waving its arms, bending knees, jumping lightly, spinning, and swaying side to side in time with upbeat music. Keep the white background clean and minimal. The motion...
Fideo
A hyper-realistic, cinematic transformation sequence of the man in the uploaded image, sitting in meditation inside a traditional Japanese room. The atmosphere begins to tremble slightly as soft blue light flows around him. From the ground, thousands of magnetic nano-particles rise, shimmering...
Fideo
A cinematic transformation video of the man. The scene begins with him standing naturally, then looking down at his hands as glowing holographic projections appear around his body. Mechanical parts of the Iron Man armor start assembling piece by piece with smooth animation: chest plate forming,...
Fideo
An ultra-epic anime cinematic of Luffy’s greatest enemy unleashing a terrifying blind rage, rampaging uncontrollably against nature itself. His gigantic body is surrounded by a storm of black and crimson energy, crackling with lightning that scorches the ground. His roar shakes the heavens,...
Fideo
A fair-skinned red-haired woman with freckles tightly embraces a majestic white tiger with faint reddish stripes. They remain close, perfectly synchronized in stillness. The woman blinks slowly, slightly tilting her head with a serious and intense expression. The tiger breathes gently — its...
Fideo
The snowboarder is riding across massive, fluffy white clouds as if they were snow-covered mountains, with dramatic lighting and deep shadows adding volume and realism. The background shows a stunning blue sky with scattered soft clouds and subtle light rays. crisp cinematic quality, vivid...
Fideo
[Global Parameters] Duration: 15 seconds. Aspect ratio: 16:9. Output as one continuous long-video generation with native timestamp-controlled beats as specified below. [Creatives Description] Based on the uploaded references: @image1 is the MAN — take his entire appearance 100% from this...
Fideo
Extreme close-up of a smartphone on a marble kitchen table. A text notification appears on screen. A woman's elegant hand freezes above a coffee cup. Slow push-in, warm morning light, tense atmosphere, cinematic, photorealistic, vertical 9:16. A woman speaks softly in Russian, whispering in a...
Art style: warm European aesthetic, golden hour light, soft bokeh, intimate close-ups, film grain, muted warm tones. Мужчина нажимает кнопку звонка, держа цветок. Дверь открывается, и перед ним предстает удивленная девушка. Оба замирают на месте в полном оцепенении от взаимного узнавания, не...
Art style: 3D Pixar. Каспер решительно парит навстречу Теневому Стражу, свет вокруг них усиливается, Лена наблюдает сзади. Камера остаётся неподвижной. ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ FINAL STYLE ENFORCEMENT (this is the authoritative rendering directive — it overrides any style wording...
Art style: Classic Fairytale. RAPID MULTI-CUT SEQUENCE, ~5 hard cuts. Clinical top-down white light, palette stark white / deep black / pale skin. (0-1s) EXTREME CLOSE-UP: @Detective Alexander Vance's black-nitrile-gloved fingers press into the victim's pale neck. No pulse. Held, dead still....
Camera: orbit. Art style: DreamWorks-inspired. Low-angle cinematic shot of the gray wolf raising its head and howling melodically. Camera catches the golden late afternoon light catching the wolf's fur and the awe on Talisa and Elky's faces. SPOKEN LINE — AUTHORITATIVE, overrides any line quoted...
Camera: dolly out. Art style: DreamWorks-inspired. Camera slowly cranes upward and pulls backward into a wide panoramic sunset shot of the cozy cabin at the forest edge as Talisa and Elky reach the front door, with Elky cheering joyfully. SPOKEN LINE — AUTHORITATIVE, overrides any line quoted...
Art style: Ghibli-style anime illustration. She gently dries the rabbit's fur. The fire glows and sparks. The camera captures the cozy, safe atmosphere. ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ FINAL STYLE ENFORCEMENT (this is the authoritative rendering directive — it overrides any style wording...
Art style: Photorealistic Cinematic Adventure Naturalism. Continue directly from the source image. Preserve Mara and Rhyss exactly as shown in the source image. Do not change their appearance, anatomy, clothing, proportions or scale. Rhyss and Mara move together upward and forward toward the...
Adeiladu cais
Cynhyrchir rheolyddion o sgema'r model. Mae'r cod a'r pris yn diweddaru wrth i chi eu newid.
/run/minimax/h3/ref2va/trainer?wait=20
dyfynbris → $30.00
# 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/minimax/h3/ref2va/trainer?wait=20" \
-H "Authorization: Bearer $DOITONG_API_KEY" \
-H "Content-Type: application/json" \
-d '{
"training_data_url": "https://example.com/your-file.zip"
}'
# 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 $DOITONG_API_KEY"
const API = "https://api.doitong.com/v1";
const headers = {
"Authorization": "Bearer " + process.env.DOITONG_API_KEY,
"Content-Type": "application/json",
};
// Run the model; wait up to 20 s for the finished result in the same call
let res = await fetch(API + "/run/minimax/h3/ref2va/trainer?wait=20", {
method: "POST",
headers,
body: JSON.stringify({
"training_data_url": "https://example.com/your-file.zip"
}),
});
let request = await res.json();
if (!res.ok) throw new Error(request.error.code + ": " + request.error.message);
// Not finished yet: long-poll until it is
while (request.status === "queued" || request.status === "running") {
res = await fetch(API + "/requests/" + request.id + "?wait=20", { headers });
request = await res.json();
}
if (request.status !== "succeeded") throw new Error(JSON.stringify(request.error));
console.log(request.outputs.map((o) => o.url), request.cost.credits + " API credits ($" + request.cost.usd + ")");
import os
import requests
API = "https://api.doitong.com/v1"
headers = {"Authorization": "Bearer " + os.environ["DOITONG_API_KEY"]}
payload = {
"training_data_url": "https://example.com/your-file.zip",
}
# Run the model; wait up to 20 s for the finished result in the same call
r = requests.post(API + "/run/minimax/h3/ref2va/trainer", 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": "minimax/h3/ref2va/trainer",
"input": {
"training_data_url": "https://example.com/your-file.zip"
},
"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 MiniMax H3 Reference to Video LoRA Trainer
Yn hyfforddi LoRA ar zip o glipiau fideo pwnc fel y gall mewnbynnau cyfeirio lywio cynhyrchu fideo. Mae `reference_conditioning_p` yn gosod pa mor aml y defnyddir cyfeiriadau yn ystod hyfforddiant, ac mae `resume_from_lora_url` yn parhau o LoRA a hyfforddwyd eisoes. Gellir ffurfweddu hefyd: `rank`, `number_of_steps`, `number_of_frames`, `frame_rate` ac `aspect_ratio`. Yn dychwelyd pwysau a ffeil ffurfweddu.
Paramedrau
training_data_urlgofynnol
rankdewisol
number_of_stepsdewisol
learning_ratedewisol
number_of_framesdewisol
frame_ratedewisol
resolutiondewisol
aspect_ratiodewisol
trigger_phrasedewisol
reference_conditioning_pdewisol
resume_from_lora_urldewisol
auto_scale_inputdewisol
split_input_into_scenesdewisol
split_input_duration_thresholddewisol
debug_datasetdewisol
strict_datasetdewisol
Allbwn
{
"id": "req_8k2m4q7x1z9c3v5b6n0p2r4t",
"object": "request",
"model": "minimax/h3/ref2va/trainer",
"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": 30000,
"usd": "30.00",
"charged": 30000,
"refunded": 0
},
"input": {
"training_data_url": "https://example.com/your-file.zip"
},
"output": {
"lora_file": {
"url": "https://content.doitong.com/dev-api/2026/10/20/req_8k2m4q7x1z9c3v5b6n0p2r4t/0-output.jpeg",
"content_type": "image/jpeg",
"file_name": "0-output.jpeg",
"file_size": 1843200
},
"config_file": {
"url": "https://content.doitong.com/dev-api/2026/10/20/req_8k2m4q7x1z9c3v5b6n0p2r4t/0-output.jpeg",
"content_type": "image/jpeg",
"file_name": "0-output.jpeg",
"file_size": 1843200
},
"debug_dataset": {
"url": "https://content.doitong.com/dev-api/2026/10/20/req_8k2m4q7x1z9c3v5b6n0p2r4t/0-output.jpeg",
"content_type": "image/jpeg",
"file_name": "0-output.jpeg",
"file_size": 1843200
}
},
"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"
}
}
Meysydd yr allbwn
- lora_file
- object {url, content_type, file_name, file_size}URL ar gyfer pwysoliadau LoRA hyfforddedig mewn fformat .safetensors.
- config_file
- object {url, content_type, file_name, file_size}Cyfluniad ar gyfer gosod diweddbwynt casglu.
- debug_dataset
- object {url, content_type, file_name, file_size} | nullAr gael ar gyfer ceisiadau gyda `debug_dataset` wedi'i alluogi yn unig, mae'r archif lawrlwythadwy hon yn cynnwys y data hyfforddi ar ôl rhagbrosesu.
Amrywiadau MiniMax H3 eraill
Mwy o fodelau: Hyfforddi
Ar gyfer asiantau AI: mae'r dudalen hon fel Markdown ar gael yn https://doitong.com/cy/developers/models/minimax/h3/ref2va/trainer.md. Pob model a chanllaw: https://doitong.com/developers/llms.txt