Aqbeż għall-kontenut

MiniMax H3 Reference to Video LoRA Trainer

Integra

Id tal-mudell 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"

Din it-talba: $30.00 30,000 krediti tal-API Ħaddmu f’din il-paġna

Ikseb ċavetta API
MiniMax Taħriġ Inputs ta’ referenza1–60 s

Trainer LoRA għal vidjo kkundizzjonat b’referenza, b’bidu sħun minn LoRA preċedenti

Magħmul fuq Doitong

Xogħlijiet pubbliċi magħmula b’MiniMax H3 mill-komunità ta’ Doitong. Uża prompt mill-ġdid bi klikk waħda.

Xogħlijiet pubbliċi murija: 16
Close-up shot of a striking model with piercing eyes and flawless skin, a white snake elegantly c... Vidjo

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...

Animate the stickman drawings into a smooth dance animation. The simple black stick figure perfor... Vidjo

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...

A hyper-realistic, cinematic transformation sequence of the man in the uploaded image, sitting in... Vidjo

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...

A cinematic transformation video of the man. The scene begins with him standing naturally, then l... Vidjo

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,...

An ultra-epic anime cinematic of Luffy’s greatest enemy unleashing a terrifying blind rage, rampa... Vidjo

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,...

A fair-skinned red-haired woman with freckles tightly embraces a majestic white tiger with faint ... Vidjo

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...

The snowboarder is riding across massive, fluffy white clouds as if they were snow-covered mounta... Vidjo

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...

Мрачная комната для допросов, тесная и давящая. Одна резкая лампа под потолком бросает конус холо... Vidjo

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 —...

Ibni talba

Il-kontrolli jiġu ġġenerati mill-iskema tal-mudell. Il-kodiċi u l-prezz jaġġornaw hekk kif tibdilhom.

resolution prestabbilit medium

Riżoluzzjoni tat-taħriġ. Żieda fir-riżoluzzjoni żżid ir-rekwiżiti tal-memorja.

aspect_ratio prestabbilit 16:9

Agħżel il-proporzjon tal-aspett tat-taħriġ mill-istess sett disponibbli permezz tal-MiniMax H3 API.

•meħtieġ

URL għal ZIP ta’ vidjows ta’ taħriġ tas-suġġett; datasets ta’ immaġnijiet biss u arkivji mħallta ta’ taħriġ b’immaġnijiet/vidjows jiġu rrifjutati, għalhekk l-immaġnijiet iridu jkunu sidecars ta’ referenza. Extras mhux obbligatorji jaqsmu l-isem bażiku ta’ kull klipp: caption bħal `clip01.txt` u referenzi ordnati minn `ref_1` sa `ref_4`, bl-ismijiet `clip01.ref_1.<ext>` sa `clip01.ref_4.<ext>`; mingħajr sidecars ta’ referenza, frejm mill-klipp jipprovdi r-referenza tiegħu stess. L-`<ext>` jiddetermina l-modalità tar-referenza: immaġnijiet (.png/.jpg/.jpeg), awdjo (.wav/.mp3/.flac/.m4a/.ogg/.aac) jew vidjows (.mp4/.mov/.avi/.mkv/.webm), li s-soundtracks tagħhom isiru wkoll referenzi tal-awdjo. Il-klipps tat-taħriġ jappoġġjaw .mp4, .mov, .avi u .mkv; mira għal mill-inqas 10 klipps, b’aktar preferibbli.

prestabbilit 2000

Għadd totali ta' passi tat-taħriġ.

Avvanzat rank · trigger_phrase · resume_from_lora_url · learning_rate · number_of_frames · frame_rate · reference_conditioning_p · split_input_duration_threshold · auto_scale_input · split_input_into_scenes · debug_dataset · strict_dataset
rank prestabbilit 32

Rank tal-adattament LoRA, li jiskambja konsum akbar tal-memorja għal kapaċità akbar hekk kif jiżdied l-issettjar.

prestabbilit

Frażi ta' attivazzjoni tal-istil LoRA, imdaħħla fil-bidu tal-captions waqt it-taħriġ.

URL għal taħriġ warm-start b’LoRA .safetensors maħluq qabel minn dan it-trainer, segwit min-numru ta’ passi ta’ taħriġ addizzjonali number_of_steps. Ma jiġi rrestawrat xejn ħlief il-piżijiet tal-adapter: kemm l-ottimizzazzjoni kif ukoll l-iskedar tar-rata tat-tagħlim jibdew mill-ġdid.

prestabbilit 0.0002

Rata tat-tagħlim tal-ottimizzazzjoni, li tibbilanċja żieda possibbli fil-veloċità tat-taħriġ mar-riskju ta' overfitting meta tiżdied.

prestabbilit 73

Għadd ta’ frejms għal kull kampjun ta’ taħriġ; meta jiġi diviż bi 17 għandu jħalli fdal ta’ 5. Eżempji jinkludu 22, 39, 56, 73, 90, 107 u 124.

prestabbilit 24

Rata tal-frejms tal-vidjo fil-mira, imkejla f'frejms kull sekonda.

prestabbilit 0.9

Issettja kemm-il darba t-taħriġ juża kondizzjonament b’immaġni ta’ referenza meta mqabbel ma’ taħriġ text-to-video-audio mhux ikkundizzjonat. Kwalunkwe probabbiltà li tibqa’ tmur għall-għan mhux ikkundizzjonat biex iżżomm ġenerazzjoni stabbli ibbażata biss fuq il-prompt.

prestabbilit 30

Trigger tad-diviżjoni tax-xeni espress bħala tul f'sekondi: vidjos biss itwal mil-limitu jinqasmu.

POST /run/minimax/h3/ref2va/trainer?wait=20 kwotazzjoni → $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"

Ħaddem din it-talba

Iċ-ċavetta tiegħek tibqa’ f’dan il-browser: tintbagħat biss lid-Doitong API u tiġi ssejvjata (localStorage) biss jekk timmarka Ftakar. Ikseb ċavetta API

Dwar MiniMax H3 Reference to Video LoRA Trainer

Jitħarreġ LoRA minn zip ta’ klipps tal-vidjo tas-suġġett sabiex l-inputs ta’ referenza jkunu jistgħu jiggwidaw il-ġenerazzjoni tal-vidjo. `reference_conditioning_p` jistabbilixxi kemm-il darba jintużaw ir-referenzi waqt it-taħriġ, u `resume_from_lora_url` ikompli minn LoRA mħarreġ qabel. Jistgħu jiġu kkonfigurati wkoll: `rank`, `number_of_steps`, `number_of_frames`, `frame_rate` u `aspect_ratio`. Jirritorna l-piżijiet u fajl ta’ konfigurazzjoni.

Parametri

IsemTip PrestabbilitPermess Deskrizzjoni
training_data_urlmeħtieġ
Tipstring
URL għal ZIP ta’ vidjows ta’ taħriġ tas-suġġett; datasets ta’ immaġnijiet biss u arkivji mħallta ta’ taħriġ b’immaġnijiet/vidjows jiġu rrifjutati, għalhekk l-immaġnijiet iridu jkunu sidecars ta’ referenza. Extras mhux obbligatorji jaqsmu l-isem bażiku ta’ kull klipp: caption bħal `clip01.txt` u referenzi ordnati minn `ref_1` sa `ref_4`, bl-ismijiet `clip01.ref_1.<ext>` sa `clip01.ref_4.<ext>`; mingħajr sidecars ta’ referenza, frejm mill-klipp jipprovdi r-referenza tiegħu stess. L-`<ext>` jiddetermina l-modalità tar-referenza: immaġnijiet (.png/.jpg/.jpeg), awdjo (.wav/.mp3/.flac/.m4a/.ogg/.aac) jew vidjows (.mp4/.mov/.avi/.mkv/.webm), li s-soundtracks tagħhom isiru wkoll referenzi tal-awdjo. Il-klipps tat-taħriġ jappoġġjaw .mp4, .mov, .avi u .mkv; mira għal mill-inqas 10 klipps, b’aktar preferibbli.
rankmhux obbligatorju
Tipenum
Prestabbilit32
8163264128
Rank tal-adattament LoRA, li jiskambja konsum akbar tal-memorja għal kapaċità akbar hekk kif jiżdied l-issettjar.
number_of_stepsmhux obbligatorju
Tipinteger
Prestabbilit2000
1 – 15,000
Għadd totali ta' passi tat-taħriġ.
learning_ratemhux obbligatorju
Tipnumber
Prestabbilit0.0002
0.000001 – 1
Rata tat-tagħlim tal-ottimizzazzjoni, li tibbilanċja żieda possibbli fil-veloċità tat-taħriġ mar-riskju ta' overfitting meta tiżdied.
number_of_framesmhux obbligatorju
Tipinteger
Prestabbilit73
22 – 124
Għadd ta’ frejms għal kull kampjun ta’ taħriġ; meta jiġi diviż bi 17 għandu jħalli fdal ta’ 5. Eżempji jinkludu 22, 39, 56, 73, 90, 107 u 124.
frame_ratemhux obbligatorju
Tipinteger
Prestabbilit24
8 – 60
Rata tal-frejms tal-vidjo fil-mira, imkejla f'frejms kull sekonda.
resolutionmhux obbligatorju
Tipenum
Prestabbilitmedium
lowmediumhigh
Riżoluzzjoni tat-taħriġ. Żieda fir-riżoluzzjoni żżid ir-rekwiżiti tal-memorja.
aspect_ratiomhux obbligatorju
Tipenum
Prestabbilit16:9
21:916:94:31:13:49:16
Agħżel il-proporzjon tal-aspett tat-taħriġ mill-istess sett disponibbli permezz tal-MiniMax H3 API.
trigger_phrasemhux obbligatorju
Tipstring
Prestabbilit
Frażi ta' attivazzjoni tal-istil LoRA, imdaħħla fil-bidu tal-captions waqt it-taħriġ.
reference_conditioning_pmhux obbligatorju
Tipnumber
Prestabbilit0.9
0 – 1
Issettja kemm-il darba t-taħriġ juża kondizzjonament b’immaġni ta’ referenza meta mqabbel ma’ taħriġ text-to-video-audio mhux ikkundizzjonat. Kwalunkwe probabbiltà li tibqa’ tmur għall-għan mhux ikkundizzjonat biex iżżomm ġenerazzjoni stabbli ibbażata biss fuq il-prompt.
resume_from_lora_urlmhux obbligatorju
Tipstring | null
URL għal taħriġ warm-start b’LoRA .safetensors maħluq qabel minn dan it-trainer, segwit min-numru ta’ passi ta’ taħriġ addizzjonali number_of_steps. Ma jiġi rrestawrat xejn ħlief il-piżijiet tal-adapter: kemm l-ottimizzazzjoni kif ukoll l-iskedar tar-rata tat-tagħlim jibdew mill-ġdid.
auto_scale_inputmhux obbligatorju
Tipboolean
Prestabbilitfalse
Jekk l-fps fil-mira u l-għadd ta’ frejms humiex imqabbla permezz ta’ skalar awtomatiku tal-vidjo; true jattiva dan l-aġġustament.
split_input_into_scenesmhux obbligatorju
Tipboolean
Prestabbilittrue
Attiva t-tqassim tax-xeni għal vidjows itwal minn limitu ta’ tul, billi tarmi s-sidecars ta’ referenza minn kwalunkwe klipp li jinqasam.
split_input_duration_thresholdmhux obbligatorju
Tipnumber
Prestabbilit30
1 – 60
Trigger tad-diviżjoni tax-xeni espress bħala tul f'sekondi: vidjos biss itwal mil-limitu jinqasmu.
debug_datasetmhux obbligatorju
Tipboolean
Prestabbilitfalse
Għażla li tniżżel arkivju biex tiċċekkja l-preprocessing qabel ma tibda t-taħriġ sħiħ. Meta tkun attivata, it-trainer jippakkja d-dataset ipproċessat sabiex tkun tista’ tispezzjona manwalment il-captions, l-immaġnijiet ta’ referenza, il-vidjows u l-immaġnijiet għall-korrettezza.
strict_datasetmhux obbligatorju
Tipboolean
Prestabbilitfalse
Immaniġġjar strett tal-problemi ta’ preprocessing li inkella jiġu rreġistrati u solvuti bl-użu tal-fallback dokumentat. Meta jkun attivat, jirrifjuta captions li jeħtieġu prompts vojta, sidecars ta’ referenza neqsin u vidjows b’awdjo li ma jistax jinqara, minflok ma jippermetti dawk il-fallbacks.
meħtieġ

Output

GET /requests/req_8k2m4q7x1z9c3v5b6n0p2r4t
{
  "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"
  }
}
Il-fajls tiegħek, l-għażla tiegħekKull outputs[].url huwa kopja fil-ħażna tagħna: miżmuma għal dejjem (imħallsa għal kull GB-xahar) jew 7 ijiem b’xejn, skont l-issettjar tal-kont tiegħek jew ?storage=.
L-istess struttura fuq kull mudelltype, url, content_type, width, height u duration, kemm għall-immaġnijiet kif ukoll għall-vidjo u l-awdjo. output huwa l-oġġett tar-riżultat tal-mudell innifsu.
Oqsma tal-output
lora_file
object {url, content_type, file_name, file_size}URL għal piżijiet LoRA mħarrġa f'format .safetensors.
config_file
object {url, content_type, file_name, file_size}Konfigurazzjoni għas-setup tal-endpoint tal-inferenza.
debug_dataset
object {url, content_type, file_name, file_size} | nullDisponibbli biss għal talbiet b’`debug_dataset` attivat, dan l-arkivju li jista’ jitniżżel fih id-dejta tat-taħriġ wara l-preprocessing.

Aktar mudelli: Taħriġ

Għall-aġenti tal-AI: din il-paġna bħala Markdown tinsab fuq https://doitong.com/mt/developers/models/minimax/h3/ref2va/trainer.md. Il-mudelli u l-gwidi kollha: https://doitong.com/developers/llms.txt