MiniMax H3 Reference to Video LoRA Trainer
שילוב
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/he/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"
}
}
קראו למודל MiniMax H3 Reference to Video LoRA Trainer (minimax/h3/ref2va/trainer) דרך Doitong API. תיעוד לסוכנים: https://doitong.com/he/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"
}
אם סטטוס התגובה הוא "queued" או "running", בצעו polling ל־GET https://api.doitong.com/v1/requests/REQUEST_ID?wait=20 עד שהוא יהיה "succeeded"; הקבצים נמצאים ב־outputs[].url. שליחת POST ל־https://api.doitong.com/v1/quote/minimax/h3/ref2va/trainer עם אותו גוף מחזירה את המחיר המדויק לפני ההרצה.
בקשה זו: 30.00 $ 30,000 קרדיטי API הרצה בדף הזה
מפתח ה־API החדש שלכם. הוא מוצג רק עכשיו וכבר מופיע בקוד ובשדה מפתח ה-API שלמטה. שמרו עליו בסוד: לעולם אל תכניסו אותו לקוד שרץ בדפדפן.
נוצר ב-Doitong
יצירות ציבוריות שנוצרו עם MiniMax H3 על ידי קהילת Doitong. אפשר להשתמש מחדש בפרומפט בלחיצה אחת.
ווידאו
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...
ווידאו
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...
ווידאו
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...
ווידאו
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,...
ווידאו
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,...
ווידאו
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...
ווידאו
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...
ווידאו
Мрачная комната для допросов, тесная и давящая. Одна резкая лампа под потолком бросает конус холодного света на металлический стол, вокруг густые тени. Виновный подозреваемый сидит в наручниках по одну сторону стола: потеет, нервно бегает глазами, тяжело дышит, избегает взгляда. Напротив —...
Изящная женщина в струящемся темном платье до пола с пышными, объемными волосами. Контекст: Сюрреалистический, похожее на сон пространство, залитое высококонтрастным освещением, с ярким, сияющим вертикальным лучом света вдали. Действие: Женщина очень медленно идет от камеры к яркому свету. Ее...
ווידאו
Model: Hailuo AI / MiniMax Video-01 Language: Russian (all dialogue and on-screen text in Russian) Aspect ratio: 9:16 vertical Resolution: 1080×1920 Frame rate: 24fps cinematic Style: photorealistic, shot on Sony FX3, natural light + practical sources Color grade: warm shadows, slightly...
ווידאו
СВИДАНИЕ» ━━━━━━━━━━━━━━━━━━━━━━━━━━━━ [0:00–0:12] ХУК [СЦЕНА: Кафе. СЛАВА, 31, айтишник в свежей рубашке. Букет. Телефон на столе — на экране фото: девушка 22, пляж, модель.] [ДЕЙСТВИЕ: Подходит ОЛЯ. 43, в теле, красная помада, взгляд человека, которого невозможно смутить. Садится. Пододвигает к...
ווידאו
A 28-year-old dark-haired woman slowly picks up a smartphone, her shocked face reflected in the dark screen. Slow dolly-in on her face, cold morning light, tense silence, cinematic realism, shallow depth of field, vertical 9:16. She speaks in Russian, quietly and shaken: «Даниэль… чей это номер?»...
ווידאו
A 26-year-old blonde woman in a red dress stands at an open apartment doorway holding a bottle of wine, smiling brightly. Medium shot, warm hallway light, hidden tension, cinematic realism, vertical 9:16. She speaks in Russian, cheerful and sweet: «Привет, дорогая! Я так соскучилась!» The...
ווידאו
The apartment front door opens and a man in a suit freezes, seeing both women. The dark-haired woman's phone vibrates with a new message. She looks directly into the camera with an unreadable expression. Slow dramatic push-in on her eyes, screen fades to black. Cinematic, tense cliffhanger mood,...
Art style: warm European aesthetic, golden hour light, soft bokeh, intimate close-ups, film grain, muted warm tones. Мужчина и женщина медленно идут по брусчатке, держась за руки, останавливаются у цветочной лавки. Мужчина аккуратно берет один цветок и с искренней улыбкой протягивает его...
Art style: warm European aesthetic, golden hour light, soft bokeh, intimate close-ups, film grain, muted warm tones. Женщина выходит в прихожую со словами: «Моника, кто там?», затем видит гостя, мягко произносит: «Заходи.». Мужчина делает нерешительный шаг вперед и с заметной легкой дрожью в руке...
בנה בקשה
הפקדים נוצרים מסכמת המודל. הקוד והמחיר מתעדכנים כשמשנים אותם.
/run/minimax/h3/ref2va/trainer?wait=20
הצעת מחיר → 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
}
}
}
הרצת הבקשה הזו
המפתח שלך נשאר בדפדפן הזה: הוא נשלח רק אל Doitong API ונשמר ב-localStorage רק אם מסמנים זכור. קבל מפתח API
מידע על MiniMax H3 Reference to Video LoRA Trainer
מאמן LoRA על קובץ zip של קטעי וידאו של נושאים, כדי שקלטי עזר יכוונו את יצירת הווידאו. `reference_conditioning_p` קובע באיזו תדירות נעשה שימוש בעזרי העזר במהלך האימון, ו-`resume_from_lora_url` ממשיך מ-LoRA שאומן קודם לכן. ניתן להגדיר גם את `rank`, `number_of_steps`, `number_of_frames`, `frame_rate` ו-`aspect_ratio`. מחזיר משקולות וקובץ תצורה.
פרמטרים
training_data_urlחובה
rankאופציונלי
number_of_stepsאופציונלי
learning_rateאופציונלי
number_of_framesאופציונלי
frame_rateאופציונלי
resolutionאופציונלי
aspect_ratioאופציונלי
trigger_phraseאופציונלי
reference_conditioning_pאופציונלי
resume_from_lora_urlאופציונלי
auto_scale_inputאופציונלי
split_input_into_scenesאופציונלי
split_input_duration_thresholdאופציונלי
debug_datasetאופציונלי
strict_datasetאופציונלי
פלט
{
"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"
}
}
שדות הפלט
- lora_file
- object {url, content_type, file_name, file_size}כתובת URL למשקלי LoRA מאומנים בפורמט .safetensors.
- config_file
- object {url, content_type, file_name, file_size}תצורה להגדרת נקודת קצה של הסקה.
- debug_dataset
- object {url, content_type, file_name, file_size} | nullזמין רק עבור בקשות שבהן `debug_dataset` מופעל; ארכיון זה ניתן להורדה ומכיל את נתוני האימון לאחר עיבוד מקדים.
וריאנטים אחרים של MiniMax H3
מודלים נוספים: אימון
לסוכני AI: דף זה בפורמט Markdown נמצא בכתובת https://doitong.com/he/developers/models/minimax/h3/ref2va/trainer.md. כל המודלים והמדריכים: https://doitong.com/developers/llms.txt