MiniMax H3 Reference to Video LoRA Trainer
Tích hợp
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/vi/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"
}
}
Gọi mô hình MiniMax H3 Reference to Video LoRA Trainer (minimax/h3/ref2va/trainer) qua Doitong API. Tài liệu cho tác nhân: https://doitong.com/vi/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"
}
Nếu trạng thái phản hồi là "queued" hoặc "running", hãy thăm dò GET https://api.doitong.com/v1/requests/REQUEST_ID?wait=20 cho đến khi trạng thái là "succeeded"; tệp nằm trong outputs[].url. POST https://api.doitong.com/v1/quote/minimax/h3/ref2va/trainer với cùng nội dung sẽ trả về giá chính xác trước khi chạy.
Yêu cầu này: 30,00 $ 30.000 tín dụng API Chạy trên trang này
Khóa API mới của bạn. Khóa này chỉ hiển thị lúc này và đã được chèn vào mã cũng như trường khóa API bên dưới. Hãy giữ bí mật: không bao giờ đưa khóa này vào mã chạy trong trình duyệt.
Được tạo trên Doitong
Các tác phẩm công khai được cộng đồng Doitong tạo bằng MiniMax H3. Tái sử dụng một lời nhắc chỉ với một lần nhấp.
Video
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...
Video
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...
Video
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...
Video
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,...
Video
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,...
Video
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...
Video
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...
Video
Мрачная комната для допросов, тесная и давящая. Одна резкая лампа под потолком бросает конус холодного света на металлический стол, вокруг густые тени. ВСЕ ДИАЛОГИ НА РУССКОМ ЯЗЫКЕ! Виновный подозреваемый сидит в наручниках по одну сторону стола: потеет, нервно бегает глазами, тяжело дышит,...
Медленный кинематографичный кадр, плавно движущийся вперед по залитому солнцем залу. Леди Лея поворачивается с уверенной, властной улыбкой и отчетливо произносит реплику, в то время как Капитан Украина спокойно и авторитетно кивает головой. Гости на заднем плане беседуют, едва заметно...
Крупный план Капитана Юкрейн. Он стоит уверенно и невозмутимо, держа свой сияющий лазурный клинок-стек. Камера медленно и плавно наезжает на его лицо. Капитан Юкрейн смотрит прямо в кадр, слегка перехватывает рукоять стека, утвердительно кивает головой и спокойно, авторитетно произносит свою...
Video
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...
Video
Warm-toned flashback: a charming 32-year-old man in a suit kisses a dark-haired woman at the apartment door, then turns to leave. Dreamy soft focus, golden hour light, subtle handheld movement, cinematic, photorealistic, vertical 9:16. The man speaks in Russian, warm and casual: «Не жди, у меня...
Video
Close-up of a woman's thumb scrolling a long text conversation on a phone, then stopping on a photo of a distinctive scarf. Her eyes widen in painful recognition. Over-the-shoulder angle, cold light, shallow depth of field, cinematic, photorealistic, vertical 9:16. She speaks in Russian, in a...
Video
Inside a modern kitchen, a dark-haired woman with an ice-cold calm expression pours two glasses of red wine and hands one to a blonde guest. Slow steady camera, controlled tension, soft warm light, cinematic, photorealistic, shallow depth of field, vertical 9:16. The dark-haired woman speaks in...
Video
Close-up of a blonde woman in a red dress freezing in shock, the wine glass trembling in her hand, forced smile fading. Slow push-in on her face, cold realization, cinematic realism, tense atmosphere, shallow depth of field, vertical 9:16. She speaks in Russian, nervous and stammering: «С… с кем?...
Video
A dark-haired woman calmly places a smartphone face-up on the table, screen showing an incriminating message. Camera tilts down to the phone then up to her cold confident eyes. Cinematic, warm-cold contrast lighting, dramatic tension, photorealistic, vertical 9:16. She speaks in Russian, cold and...
Tạo một yêu cầu
Các điều khiển được tạo từ lược đồ mô hình. Mã và giá sẽ cập nhật khi bạn thay đổi chúng.
/run/minimax/h3/ref2va/trainer?wait=20
báo giá → 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
}
}
}
Chạy yêu cầu này
Key của bạn vẫn nằm trong trình duyệt này: key chỉ được gửi đến Doitong API và chỉ được lưu trong localStorage nếu bạn chọn Ghi nhớ. Nhận khóa API
Giới thiệu về MiniMax H3 Reference to Video LoRA Trainer
Huấn luyện LoRA trên tệp zip chứa các đoạn video chủ thể để đầu vào tham chiếu định hướng việc tạo video. `reference_conditioning_p` thiết lập tần suất sử dụng tham chiếu trong quá trình huấn luyện, còn `resume_from_lora_url` tiếp tục từ LoRA đã huấn luyện trước đó. Các tùy chọn khác gồm `rank`, `number_of_steps`, `number_of_frames`, `frame_rate` và `aspect_ratio`. Trả về trọng số và một tệp cấu hình.
Tham số
training_data_urlbắt buộc
ranktùy chọn
number_of_stepstùy chọn
learning_ratetùy chọn
number_of_framestùy chọn
frame_ratetùy chọn
resolutiontùy chọn
aspect_ratiotùy chọn
trigger_phrasetùy chọn
reference_conditioning_ptùy chọn
resume_from_lora_urltùy chọn
auto_scale_inputtùy chọn
split_input_into_scenestùy chọn
split_input_duration_thresholdtùy chọn
debug_datasettùy chọn
strict_datasettùy chọn
Đầu ra
{
"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"
}
}
Các trường đầu ra
- lora_file
- object {url, content_type, file_name, file_size}URL của trọng số LoRA đã huấn luyện ở định dạng .safetensors.
- config_file
- object {url, content_type, file_name, file_size}Cấu hình thiết lập điểm cuối suy luận.
- debug_dataset
- object {url, content_type, file_name, file_size} | nullChỉ khả dụng cho các yêu cầu bật `debug_dataset`, kho lưu trữ có thể tải xuống này chứa dữ liệu huấn luyện sau tiền xử lý.
Các biến thể MiniMax H3 khác
Thêm mô hình: Huấn luyện
Dành cho tác nhân AI: trang này ở dạng Markdown tại https://doitong.com/vi/developers/models/minimax/h3/ref2va/trainer.md. Tất cả mô hình và hướng dẫn: https://doitong.com/developers/llms.txt