MiniMax H3 Reference to Video LoRA Trainer
انٹیگریٹ کریں
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/ur/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"
}
}
Doitong API کے ذریعے MiniMax H3 Reference to Video LoRA Trainer ماڈل (minimax/h3/ref2va/trainer) کو کال کریں۔ ایجنٹس کے لیے دستاویزات: https://doitong.com/ur/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"
}
اگر جواب کی اسٹیٹس "queued" یا "running" ہو تو GET https://api.doitong.com/v1/requests/REQUEST_ID?wait=20 کو اس وقت تک پول کریں جب تک یہ "succeeded" نہ ہو جائے؛ فائلیں outputs[].url میں ہیں۔ رن سے پہلے درست قیمت حاصل کرنے کے لیے اسی باڈی کے ساتھ POST https://api.doitong.com/v1/quote/minimax/h3/ref2va/trainer کریں۔
یہ درخواست: $30.00 30,000 API کریڈٹس اس صفحے پر چلائیں
آپ کی نئی API کلید۔ یہ صرف ابھی دکھائی جاتی ہے اور پہلے ہی نیچے موجود کوڈ اور API کلید کے فیلڈ میں شامل ہے۔ اسے خفیہ رکھیں: اسے کبھی بھی ایسے کوڈ میں شامل نہ کریں جو براؤزر میں چلتا ہو۔
Doitong پر بنایا گیا
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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...
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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...
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درخواست بنائیں
کنٹرولز ماڈل اسکیما سے تیار ہوتے ہیں۔ آپ کے بدلنے کے ساتھ کوڈ اور قیمت اپ ڈیٹ ہوتے ہیں۔
/run/minimax/h3/ref2va/trainer?wait=20
قیمت → $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
}
}
}
یہ درخواست چلائیں
آپ کی key اسی براؤزر میں رہتی ہے: یہ صرف Doitong API کو بھیجی جاتی ہے اور صرف اس صورت میں localStorage میں محفوظ ہوتی ہے جب آپ Remember منتخب کریں۔ API کلید حاصل کریں
MiniMax H3 Reference to Video LoRA Trainer کے بارے میں
موضوع کے ویڈیو کلپ کی zip پر LoRA کو تربیت دیتا ہے تاکہ حوالہ جاتی ان پٹ ویڈیو کی تخلیق کی رہنمائی کر سکیں۔ `reference_conditioning_p` طے کرتا ہے کہ تربیت کے دوران حوالے کتنی بار استعمال ہوں، اور `resume_from_lora_url` پہلے سے تربیت یافتہ LoRA سے تربیت جاری رکھتا ہے۔ `rank`، `number_of_steps`، `number_of_frames`، `frame_rate` اور `aspect_ratio` بھی قابلِ ترتیب ہیں۔ وزن اور کنفیگ فائل لوٹاتا ہے۔
پیرامیٹرز
training_data_urlلازمی
rankاختیاری
number_of_stepsاختیاری
learning_rateاختیاری
number_of_framesاختیاری
frame_rateاختیاری
resolutionاختیاری
aspect_ratioاختیاری
trigger_phraseاختیاری
reference_conditioning_pاختیاری
resume_from_lora_urlاختیاری
auto_scale_inputاختیاری
split_input_into_scenesاختیاری
split_input_duration_thresholdاختیاری
debug_datasetاختیاری
strict_datasetاختیاری
آؤٹ پٹ
{
"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"
}
}
آؤٹ پٹ کے فیلڈز
- lora_file
- object {url, content_type, file_name, file_size}trained LoRA weights کے لیے `.safetensors` format میں URL۔
- config_file
- object {url, content_type, file_name, file_size}Configuration for inference اینڈ پوائنٹ setup۔
- debug_dataset
- object {url, content_type, file_name, file_size} | nullصرف `debug_dataset` enabled والی درخواستوں کے لیے دستیاب؛ یہ downloadable archive preprocessing کے بعد training data رکھتا ہے۔
دیگر MiniMax H3 ورژنز
مزید ماڈلز: تربیت
AI ایجنٹس کے لیے: یہ صفحہ Markdown میں یہاں موجود ہے https://doitong.com/ur/developers/models/minimax/h3/ref2va/trainer.md. تمام ماڈلز اور گائیڈز: https://doitong.com/developers/llms.txt