[Sammelthread] AI - Bildgenerierung (Stable Diffusion, Midjourney & Co)

Hab ich das mit dem Audio im MiniMax Workflow so richtig gemacht?
Leider kann man keine .json direkt anhängen!

Javascript:
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        "## MiniMax H3\n\n[MiniMax H3](https://www.minimax.io/blog/minimax-h3) is MiniMax's general-purpose, omni-modal generation model. It jointly understands text, image, video, and audio, and generates video with **native stereo audio**: voice, sound effects, and music are modeled jointly in a single forward pass, not layered on afterward. Output is up to 2K resolution, 24fps, and up to about 15 seconds.\n\n## ComfyUI links\n- [ComfyUI#15224](https://github.com/Comfy-Org/ComfyUI/pull/15224)\n- [🤗 Comfy-Org/MiniMax-H3](https://huggingface.co/Comfy-Org/MiniMax-H3)\n\n## About this workflow\n\nThis template runs the **reference-to-video (ref2va)** task using the `MiniMaxH3ReferenceToVideo` node. It takes any mix of reference images, videos, and standalone audio, and weaves them into the generation to lock in a character's identity, a style, a motion, a camera move, or a voice.\n\n**Key inputs**\n\n- **ref_images / ref_videos / ref_video_audios / ref_audios**: up to 9 reference images, 3 reference videos (each may carry its own paired soundtrack), and 3 standalone reference audio clips\n- **prompt**: reference the inputs by tag, in the exact order they were connected, for example `<Picture 1>`, `<Video 1>`, `<Audio 1>`, then describe the target scene, motion, and audio\n- **ref_image_size**: `match` scales references down to the generation's resolution (faster); `max` keeps up to a 2048px short edge for stronger identity fidelity, at the cost of speed since reference tokens ride along every sampling step\n- **width / height**: set via Resolution Selector.\n- **duration (seconds)**: converted to a valid frame `length` by the Math Expression node\n\n**Sampling and decode**\n\n- Sampler: `res_multistep`. `beta` or `normal` scheduler tends to outperform `simple` for reference-heavy prompts like this one\n- The sampler's joint audio+video `LATENT` output feeds directly into both `VAEDecode` (video, `minimax_h3_video_vae_fp16`) and `VAEDecodeAudio` (audio, `minimax_h3_audio_vae_fp32`); each decode node automatically pulls its own half out of the packed latent. `CreateVideo` then muxes the two into a single MP4 with synced sound\n- The diffusion model here is `minimax_h3_ref2va_pruned_int8_convrot.safetensors`, a different set of weights from the `fl2va` model used by the t2v/i2v templates\n\nRef2va's output is very sensitive to prompt wording; matching the reference tags precisely and being explicit about which reference drives which part of the shot tends to work best."
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      "title": "Note: Model Links",
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        "## Model Links\n[🤗 Comfy-Org/MiniMax-H3](https://huggingface.co/Comfy-Org/MiniMax-H3)\n\n**vae**\n\n- [minimax_h3_video_vae_fp16.safetensors](https://huggingface.co/Comfy-Org/MiniMax-H3/resolve/main/vae/minimax_h3_video_vae_fp16.safetensors)\n- [minimax_h3_audio_vae_fp32.safetensors](https://huggingface.co/Comfy-Org/MiniMax-H3/resolve/main/vae/minimax_h3_audio_vae_fp32.safetensors)\n\n**diffusion_models**\n\n- [minimax_h3_ref2va_pruned_int8_convrot.safetensors](https://huggingface.co/Comfy-Org/MiniMax-H3/resolve/main/diffusion_models/minimax_h3_ref2va_pruned_int8_convrot.safetensors)\n\n**text_encoders**\n\n- [qwen3vl_32b_minimax_h3_nvfp4_awq.safetensors](https://huggingface.co/Comfy-Org/MiniMax-H3/resolve/main/text_encoders/qwen3vl_32b_minimax_h3_nvfp4_awq.safetensors)\n\n\n## Model Storage Location\n\n```\n📂 ComfyUI/\n├── 📂 models/\n│   ├── 📂 vae/\n│   │   ├── minimax_h3_video_vae_fp16.safetensors\n│   │   └── minimax_h3_audio_vae_fp32.safetensors\n│   ├── 📂 diffusion_models/\n│   │   └── minimax_h3_ref2va_pruned_int8_convrot.safetensors\n│   └── 📂 text_encoders/\n│       └── qwen3vl_32b_minimax_h3_nvfp4_awq.safetensors\n```\n\n## Report Issue\n\nNote: Please update ComfyUI first ([guide](https://docs.comfy.org/installation/update_comfyui)) and prepare required models. Desktop/Cloud updates follow stable releases, so some nightly-supported models may not be available yet.\n\n- Cannot run / runtime errors: [ComfyUI/issues](https://github.com/comfyanonymous/ComfyUI/issues)\n- UI / frontend issues: [ComfyUI_frontend/issues](https://github.com/Comfy-Org/ComfyUI_frontend/issues)\n- Workflow issues: [workflow_templates/issues](https://github.com/Comfy-Org/workflow_templates/issues)\n"
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          "label": "ref_audio_1",
          "name": "ref_audios.ref_audio_1",
          "shape": 7,
          "type": "AUDIO",
          "link": null
        },
        {
          "name": "prompt",
          "type": "STRING",
          "widget": {
            "name": "prompt"
          },
          "link": 279
        },
        {
          "name": "width",
          "type": "INT",
          "widget": {
            "name": "width"
          },
          "link": 276
        },
        {
          "name": "height",
          "type": "INT",
          "widget": {
            "name": "height"
          },
          "link": 277
        },
        {
          "name": "length",
          "type": "INT",
          "widget": {
            "name": "length"
          },
          "link": 275
        }
      ],
      "outputs": [
        {
          "name": "positive",
          "type": "CONDITIONING",
          "links": [
            270
          ]
        },
        {
          "name": "LATENT",
          "type": "LATENT",
          "links": [
            271
          ]
        }
      ],
      "properties": {
        "Node name for S&R": "MiniMaxH3ReferenceToVideo",
        "ue_properties": {
          "widget_ue_connectable": {
            "prompt": true,
            "width": true,
            "height": true,
            "length": true
          },
          "version": "7.8",
          "input_ue_unconnectable": {}
        }
      },
      "widgets_values": [
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    },
    {
      "id": 137,
      "type": "LoadImage",
      "pos": [
        -930,
        5630
      ],
      "size": [
        290,
        350
      ],
      "flags": {},
      "order": 10,
      "mode": 0,
      "inputs": [],
      "outputs": [
        {
          "name": "IMAGE",
          "type": "IMAGE",
          "links": [
            278
          ]
        },
        {
          "name": "MASK",
          "type": "MASK",
          "links": null
        }
      ],
      "properties": {
        "Node name for S&R": "LoadImage",
        "ue_properties": {
          "widget_ue_connectable": {},
          "version": "7.8",
          "input_ue_unconnectable": {}
        }
      },
      "widgets_values": [
        "red_superboy_on_city_roof.png",
        "image"
      ]
    },
    {
      "id": 138,
      "type": "PrimitiveStringMultiline",
      "pos": [
        -1480,
        6000
      ],
      "size": [
        370,
        390
      ],
      "flags": {},
      "order": 11,
      "mode": 0,
      "inputs": [],
      "outputs": [
        {
          "name": "STRING",
          "type": "STRING",
          "links": [
            279
          ]
        }
      ],
      "title": "Input Text (Prompt)",
      "properties": {
        "Node name for S&R": "PrimitiveStringMultiline",
        "ue_properties": {
          "widget_ue_connectable": {},
          "version": "7.8",
          "input_ue_unconnectable": {}
        }
      },
      "widgets_values": [
        "Bold comic-book ink style, heavy linework, red and blue-black palette, night city. Use <Picture 2> and <Picture 1> as reference frames and <Audio 1> exactly as it is.\nCUT 1: top-down view of the little boy superhero on the rooftop — red cape fluttering in the wind, hands planted on his hips, freckles and a cocky grin as he looks straight up into the camera. The camera slowly descends toward him as he delivers his line — as he speaks, comic-book graphic overlay text word by word in sync with his voice: \"GET READY TO\" - \"MEET\" — \"YOUR\" — \"MAKER\" — huge jagged comic lettering, white with heavy black outlines and red drop shadows, tilted at scrappy angles, until the three words hang stacked in the air above him between his face and the lens.\nTRANSITION: a violent WHIP PAN off the rooftop that SMEARS the floating words away with it, motion-streaked —\nCUT 2: low hero angle on the colossal black mech-kaiju towering over the skyline as it rears back and unleashes a GIANT terrifying ROAR — jaws wide with fangs, red eyes and chest-core flaring blinding bright, blue lightning arcing off its head, the roar's shockwave rippling dust and rattling windows down the buildings, comic-style speed-lines and ink splatter bursting from the impact of the sound. It leans INTO the camera as the roar peaks. Hold on the roar."
      ],
      "color": "#322",
      "bgcolor": "#533"
    },
    {
      "id": 139,
      "type": "LoadImage",
      "pos": [
        -580,
        5630
      ],
      "size": [
        290,
        350
      ],
      "flags": {},
      "order": 12,
      "mode": 0,
      "inputs": [],
      "outputs": [
        {
          "name": "IMAGE",
          "type": "IMAGE",
          "links": [
            282
          ]
        },
        {
          "name": "MASK",
          "type": "MASK",
          "links": null
        }
      ],
      "properties": {
        "Node name for S&R": "LoadImage",
        "ue_properties": {
          "widget_ue_connectable": {},
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        }
      },
      "widgets_values": [
        "mecha_dragon_lightning.png",
        "image"
      ]
    },
    {
      "id": 140,
      "type": "MarkdownNote",
      "pos": [
        -1890,
        5830
      ],
      "size": [
        300,
        520
      ],
      "flags": {},
      "order": 13,
      "mode": 0,
      "inputs": [],
      "outputs": [],
      "title": "Note: Size Settings Reference",
      "properties": {
        "ue_properties": {
          "widget_ue_connectable": {},
          "version": "7.8",
          "input_ue_unconnectable": {}
        }
      },
      "widgets_values": [
        "| megapixels | Aspect | Output (multiple=32) |\n|---|---|---|\n| 0.2 | 16:9 | 608 x 352 |\n| 0.3 | 16:9 | 736 x 416 |\n| 0.4 | 16:9 | 864 x 480 |\n| 0.5 | 16:9 | 960 x 544 |\n| 0.6 | 16:9 | 1056 x 608 |\n| 0.7 | 16:9 | 1152 x 640 |\n| 0.8 | 16:9 | 1216 x 672 |\n| 0.9 | 16:9 | 1280 x 736 |\n| 0.98 | 16:9 | 1344 x 768 |\n| 1.0 | 16:9 | 1376 x 768 |\n| 1.2 | 16:9 | 1504 x 832 |\n| 1.5 | 16:9 | 1664 x 928 |\n| 1.8 | 16:9 | 1824 x 1024 |\n| 2.0 | 16:9 | 1920 x 1088 |\n"
      ],
      "color": "#222",
      "bgcolor": "#000"
    },
    {
      "id": 141,
      "type": "LoadAudio",
      "pos": [
        -177.5315515465909,
        5684.612502188962
      ],
      "size": [
        282.8333435058594,
        136
      ],
      "flags": {},
      "order": 14,
      "mode": 0,
      "inputs": [],
      "outputs": [
        {
          "name": "AUDIO",
          "type": "AUDIO",
          "links": [
            283
          ]
        }
      ],
      "properties": {
        "ue_properties": {
          "widget_ue_connectable": {},
          "input_ue_unconnectable": {}
        },
        "Node name for S&R": "LoadAudio"
      },
      "widgets_values": [
        "BV_DEUTSCH - MALE - Egger - Bernd - Synchron - Paramount Pictures Terminator 6 - Dark Fate als Arnold Schwarzenegger.mp3",
        null,
        ""
      ]
    }
  ],
  "links": [
    [
      250,
      120,
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    ],
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    [
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    [
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    [
      271,
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    [
      272,
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      "id": 1,
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      "flags": {}
    },
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      "id": 2,
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      "color": "#3f789e",
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      "id": 3,
      "title": "Conditioning",
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      "color": "#3f789e",
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      "id": 4,
      "title": "Decoding and create video",
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      "color": "#3f789e",
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      "id": 5,
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      "color": "#3f789e",
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      "scale": 0.6957878432459027,
      "offset": [
        1475.3459399563392,
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    },
    "frontendVersion": "1.47.12",
    "VHS_latentpreview": false,
    "VHS_latentpreviewrate": 0,
    "VHS_MetadataImage": true,
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    "ue_links": []
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}
 
@samuelclemens Dein Reference Audio muss nach ref_audio.ref_audio_0

Ansonsten einfach mit niedriger Auflösung durchlaufen lassen und prüfen.
 
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Ostris AI-Toolkit
Wollte nun die zweite LoRa versuchen mit den gleichen Einstellungen wie die erste nur mit 100 statt 15 Bildern.
Aber immer dieselbe Fehlermeldung.
Was einer was da los ist?

401 Client Error. (Request ID: Root=1-6a742246-63945b47322bd37b49056e3b;71e18220-801a-463a-8b2b-781862903090)Cannot access gated repo for url https://huggingface.co/krea/Krea-2-Raw/resolve/main/raw.safetensors.Access to model krea/Krea-2-Raw is restricted. You must have access to it and be authenticated to access it. Please log in.


Ist das Modell jetzt nicht mehr frei zugänglich oder wie?
Ich hatte es ja runtergeladen, deshalb verstehe ich nicht wieso man sich plötzlich einloggen sollte!?
Blöderweise hab ich den huggingface cache beim versuch den error zu lösen gelöscht nach der Fehlermeldung. Deshalb ist das runter geladene Krea2 raw Modell nun auch weg. 🤔

Giibt es eigentlich einen weg ein LoRa Modellübergreifend zu trainieren?
 
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Du bist bei Hugging Face nicht angemeldet.

Fehlermeldung von Comfyui oder anderen KI Tools kann man immer gut mit ChatGPT füttern.
Claude ist auch ganz gut. Damit habe ich sogar schon Workflows gebaut.

Die Fehlermeldung bedeutet, dass nicht der Download fehlschlägt, sondern dass Hugging Face den Zugriff verweigert (HTTP 401 Unauthorized).


Der entscheidende Teil ist:


Cannot access gated repo

Access to model krea/Krea-2-Raw is restricted. You must have access to it and be authenticated.

Das bedeutet, dass mindestens einer der folgenden Punkte zutrifft:


  1. ❌ Du bist nicht bei Hugging Face angemeldet.
  2. ❌ Dein Hugging Face Token wurde nicht hinterlegt.
  3. ❌ Du hast die Lizenz des Modells noch nicht akzeptiert.
  4. ❌ Dein Token besitzt keine Leseberechtigung.

Lösung​


1. Zugriff auf das Modell beantragen​


Öffne die Modellseite:


https://huggingface.co/krea/Krea-2-Raw


Falls dort ein Button wie


Request Access
oder
Agree and access repository

erscheint, musst du ihn anklicken.




2. Prüfen, ob du angemeldet bist​


Im Browser auf Hugging Face einloggen.




3. Token erzeugen​


Unter


Settings → Access Tokens


einen neuen Token erzeugen.


Rechte:


  • ✅ Read



4. Token lokal hinterlegen​


Falls du huggingface_hub nutzt:



huggingface-cli login


oder




hf auth login


Dann den Token einfügen.


Alternativ:




export HF_TOKEN=hf_xxxxxxxxx


unter Windows:




setx HF_TOKEN "hf_xxxxxxxxx"


Terminal anschließend neu starten.




5. Test​




huggingface-cli whoami


oder




hf auth whoami


Wenn dein Benutzername erscheint, funktioniert die Anmeldung.




Falls ComfyUI den Download übernimmt​


Viele Custom Nodes laden Modelle automatisch herunter.


Dann muss ComfyUI ebenfalls Zugriff auf den Token haben.


Je nach Node funktioniert das über:


  • HF_TOKEN Umgebungsvariable
  • huggingface-cli login
  • eine .env-Datei
  • eine Konfigurationsdatei des jeweiligen Nodes



Ich kann dir gezielt helfen​


Schreib mir bitte:


  • Welcher Node oder Installer versucht das Modell herunterzuladen? (ComfyUI-Manager, ComfyUI-KREA, Pinokio, Forge, SwarmUI usw.)
  • Oder poste die komplette Fehlermeldung bzw. das Log.

Dann kann ich dir genau sagen, an welcher Stelle der Token hinterlegt werden muss.
 
@blubberbirne Genau das ist doch der Punkt. Vorher ging es auch ohne das ich ComfyUI/Ai-Toolkit mit meinem huggingface account fest verdrahte.

Das war übrigens die komplette Fehlermeldung und das Ostris AI-Toolkit hab ich ja schon am anfang erwähnt.

Es scheint aber auch ungated mirrors für das Modell zu geben (Krea2 Turbo Raw). Nur kein plan wie man genau an die herankommt und einbaut.
Der Witz an einem lokalen Modell ist doch der das man den ganzen Account mist umgeht.
Schon allein der Umstand das es diesmal nicht funktioniert sagt mir das im Hintergrund, obwohl schon runtergeladen, trotzdem jedes mal erneut online Daten abgefragt werden. 🤔
 
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