makepad/libs/ai/models/flux/workflows/flux_dev.json
Admin 7f59912916 libs/ai: one AI stack, replacing libs/ggml, llama, mlx, cuda, tts, voice2 and pbr_paint
The model code was spread across eight crates that had grown into each other:
ggml and cuda and mlx each owned part of a tensor runtime, llama and tts and
voice2 each owned part of a model, and libs/diffusion owned everything else.
They are now one tree with an explicit shape:

  libs/ai/cuda     — kernels and launch surface
  libs/ai/metal    — Metal shaders and the shim
  libs/ai/llm      — the language-model runtime (sessions, lanes, contexts,
                     the CUDA and Metal executors, the compiled Metal path)
  libs/ai/models/  — common, flux, h3, music, paint, speech, stems, vision

libs/diffusion is not deleted but demoted: what remains is the VALIDATOR
crate — several dozen `*_validate.rs` oracles that check a native
implementation against a reference, which is where they belong now that the
implementations live next door.

The functional work inside the move is mostly in the LLM runtime: N lanes that
draft while one verify batch serves all of them, per-slot prefill over a shared
folded attention arena, speculation that survives batching, and a scheduler
that reports rather than publishes. And in the CUDA build: a machine without
usable CUDA must still LINK (and say so), the default kernel arch is the
building machine's GPU, `NO_CUDA` forces the stub even where the toolkit
exists, and kernels compile in parallel with progress.

libs/video_flow is new here: classical optical flow estimation and the `mkfl`
motion-field payload — a flow field measured from a clip without a model,
which is what drives free-rate bounce-looping playback and the uprez/tween
enhance pipe.
2026-08-23 01:34:35 +02:00

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{
"6": {
"inputs": {
"text": "kids driving cars photorealistic",
"clip": [
"30",
1
]
},
"class_type": "CLIPTextEncode",
"_meta": {
"title": "CLIP Text Encode (Positive Prompt)"
}
},
"8": {
"inputs": {
"samples": [
"31",
0
],
"vae": [
"30",
2
]
},
"class_type": "VAEDecode",
"_meta": {
"title": "VAE Decode"
}
},
"9": {
"inputs": {
"filename_prefix": "ComfyUI",
"images": [
"8",
0
]
},
"class_type": "SaveImage",
"_meta": {
"title": "Save Image"
}
},
"27": {
"inputs": {
"width": 1088,
"height": 1920,
"batch_size": 1
},
"class_type": "EmptySD3LatentImage",
"_meta": {
"title": "EmptySD3LatentImage"
}
},
"30": {
"inputs": {
"ckpt_name": "flux1-dev-fp8.safetensors"
},
"class_type": "CheckpointLoaderSimple",
"_meta": {
"title": "Load Checkpoint"
}
},
"31": {
"inputs": {
"seed": 1055109458584139,
"steps": 25,
"cfg": 1,
"sampler_name": "euler",
"scheduler": "simple",
"denoise": 1,
"model": [
"30",
0
],
"positive": [
"35",
0
],
"negative": [
"33",
0
],
"latent_image": [
"27",
0
]
},
"class_type": "KSampler",
"_meta": {
"title": "KSampler"
}
},
"33": {
"inputs": {
"text": "",
"clip": [
"30",
1
]
},
"class_type": "CLIPTextEncode",
"_meta": {
"title": "CLIP Text Encode (Negative Prompt)"
}
},
"35": {
"inputs": {
"guidance": 3.5,
"conditioning": [
"6",
0
]
},
"class_type": "FluxGuidance",
"_meta": {
"title": "FluxGuidance"
}
}
}