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+# Krea 2 Raw at 7 steps with this LoRA — an experiment, not a supported setting
+
+**This LoRA is trained on Krea 2 Turbo, for Krea 2 Turbo, at 2 steps.** Nothing in its training saw Krea 2 Raw. It loads
+on Raw only because the two models share one architecture, so everything in this folder is an out-of-spec experiment
+rather than a way to use the adapter.
+
+These are the 15 test prompts, seed 4242, at 1024×768: **Krea 2 Raw + this LoRA at strength 1.0, run for 7 steps** — a
+quarter of Raw's usual 28 — with **light guidance** and an empty negative prompt.
+
+**Not every prompt works well at 7 steps, even with the LoRA.** Some come out as finished pictures, more or less:
+[portrait](1024x768/portrait.jpg), [kingfisher](1024x768/kingfisher.jpg), [market](1024x768/market.jpg),
+[pizza](1024x768/pizza.jpg), [mecha](1024x768/mecha.jpg), [storybook fox](1024x768/storybookfox.jpg),
+[colony ship](1024x768/colonyship.jpg), [snow leopard](1024x768/snowleopard.jpg), [inventor](1024x768/inventor.jpg) and
+[clay chef](1024x768/claychef.jpg). Others do not: [neon street](1024x768/neonstreet.jpg) is underexposed,
+[megacity](1024x768/megacity.jpg) is not as detailed as the Turbo version at 2 steps,
+[sorceress](1024x768/sorceress.jpg) is not the most aesthetic result, [race car](1024x768/racecar.jpg) lacks detail and
+[swordsman](1024x768/swordsman.jpg) has less detail than the Turbo version at 2 steps — and for those, a few more steps
+may help. In the other direction, some prompts give a usable quick preview at even 4–5 steps: not as good as 7 steps or
+more, but not broken either. Looked at closely: small and distant subjects hold up better than you might expect, with
+the mid-distance faces in the [market](1024x768/market.jpg) crowd distinct rather than melted, while the drone in
+[megacity](1024x768/megacity.jpg) is only a smeared shape. Treat this as an experiment and look at each image on its own
+rather than as a promise of what Raw at 7 steps will give.
+
+**More or less finished at 7 steps** — click any image for full size:
+
+[![portrait — Krea 2 Raw + this LoRA, 7 steps](thumbs/portrait.jpg)](1024x768/portrait.jpg)
+[![kingfisher — Krea 2 Raw + this LoRA, 7 steps](thumbs/kingfisher.jpg)](1024x768/kingfisher.jpg)
+[![market — Krea 2 Raw + this LoRA, 7 steps](thumbs/market.jpg)](1024x768/market.jpg)
+[![pizza — Krea 2 Raw + this LoRA, 7 steps](thumbs/pizza.jpg)](1024x768/pizza.jpg)
+[![mecha — Krea 2 Raw + this LoRA, 7 steps](thumbs/mecha.jpg)](1024x768/mecha.jpg)
+[![storybook fox — Krea 2 Raw + this LoRA, 7 steps](thumbs/storybookfox.jpg)](1024x768/storybookfox.jpg)
+[![colony ship — Krea 2 Raw + this LoRA, 7 steps](thumbs/colonyship.jpg)](1024x768/colonyship.jpg)
+[![snow leopard — Krea 2 Raw + this LoRA, 7 steps](thumbs/snowleopard.jpg)](1024x768/snowleopard.jpg)
+[![inventor — Krea 2 Raw + this LoRA, 7 steps](thumbs/inventor.jpg)](1024x768/inventor.jpg)
+[![clay chef — Krea 2 Raw + this LoRA, 7 steps](thumbs/claychef.jpg)](1024x768/claychef.jpg)
+
+**Weaker at 7 steps** — more steps may help these:
+
+[![neon street — underexposed — Krea 2 Raw + this LoRA, 7 steps](thumbs/neonstreet.jpg)](1024x768/neonstreet.jpg)
+[![megacity — less detail than Turbo at 2 steps — Krea 2 Raw + this LoRA, 7 steps](thumbs/megacity.jpg)](1024x768/megacity.jpg)
+[![sorceress — not the most aesthetic — Krea 2 Raw + this LoRA, 7 steps](thumbs/sorceress.jpg)](1024x768/sorceress.jpg)
+[![race car — lacks detail — Krea 2 Raw + this LoRA, 7 steps](thumbs/racecar.jpg)](1024x768/racecar.jpg)
+[![swordsman — less detail than Turbo at 2 steps — Krea 2 Raw + this LoRA, 7 steps](thumbs/swordsman.jpg)](1024x768/swordsman.jpg)
+
+The guidance matters. At 7 steps, guidance 4.5 crushed most of these prompts into near-black frames with clipped colour,
+with or without the LoRA, and on the portrait we tried with no guidance at all, Raw on its own came out washed out and
+ghosted. Light guidance with the LoRA is the combination that turned 7 steps into pictures in our tests. The same
+prompts rendered by stock Raw at the same 7 steps and light guidance, without the LoRA, are in the subfolder
+[`_raw-base-NO-LoRA-7step-cfg1/`](_raw-base-NO-LoRA-7step-cfg1), and side by side with this LoRA's images in the [2 way
+RAW comparison](#2-way-raw-comparison) below.
+
+## 2 way RAW comparison
+
+Each strip is one prompt with the same seed at 1024×768, 7 steps, light guidance (1.0) and an empty negative prompt,
+rendered twice: stock Krea 2 Raw on the left, Raw + this LoRA on the right, so the LoRA is the only difference. In
+ComfyUI terms, guidance 1.0 is cfg 2.0. Click any strip for full size:
+
+[![portrait — stock Raw · Raw + this LoRA, 7 steps, guidance 1.0](thumbs/portrait_2way.jpg)](comparison/portrait_2way.jpg)
+[![kingfisher — stock Raw · Raw + this LoRA, 7 steps, guidance 1.0](thumbs/kingfisher_2way.jpg)](comparison/kingfisher_2way.jpg)
+[![market — stock Raw · Raw + this LoRA, 7 steps, guidance 1.0](thumbs/market_2way.jpg)](comparison/market_2way.jpg)
+[![pizza — stock Raw · Raw + this LoRA, 7 steps, guidance 1.0](thumbs/pizza_2way.jpg)](comparison/pizza_2way.jpg)
+[![mecha — stock Raw · Raw + this LoRA, 7 steps, guidance 1.0](thumbs/mecha_2way.jpg)](comparison/mecha_2way.jpg)
+[![storybook fox — stock Raw · Raw + this LoRA, 7 steps, guidance 1.0](thumbs/storybookfox_2way.jpg)](comparison/storybookfox_2way.jpg)
+[![colony ship — stock Raw · Raw + this LoRA, 7 steps, guidance 1.0](thumbs/colonyship_2way.jpg)](comparison/colonyship_2way.jpg)
+[![snow leopard — stock Raw · Raw + this LoRA, 7 steps, guidance 1.0](thumbs/snowleopard_2way.jpg)](comparison/snowleopard_2way.jpg)
+[![inventor — stock Raw · Raw + this LoRA, 7 steps, guidance 1.0](thumbs/inventor_2way.jpg)](comparison/inventor_2way.jpg)
+[![clay chef — stock Raw · Raw + this LoRA, 7 steps, guidance 1.0](thumbs/claychef_2way.jpg)](comparison/claychef_2way.jpg)
+[![neon street — stock Raw · Raw + this LoRA, 7 steps, guidance 1.0](thumbs/neonstreet_2way.jpg)](comparison/neonstreet_2way.jpg)
+[![megacity — stock Raw · Raw + this LoRA, 7 steps, guidance 1.0](thumbs/megacity_2way.jpg)](comparison/megacity_2way.jpg)
+[![sorceress — stock Raw · Raw + this LoRA, 7 steps, guidance 1.0](thumbs/sorceress_2way.jpg)](comparison/sorceress_2way.jpg)
+[![race car — stock Raw · Raw + this LoRA, 7 steps, guidance 1.0](thumbs/racecar_2way.jpg)](comparison/racecar_2way.jpg)
+[![swordsman — stock Raw · Raw + this LoRA, 7 steps, guidance 1.0](thumbs/swordsman_2way.jpg)](comparison/swordsman_2way.jpg)
+
+## ComfyUI
+
+[`krea2_raw_7step_lora_experiment_t2i.json`](https://huggingface.co/lvladikov/Krea2-Turbo-Distill-2step-LoRA/blob/main/krea2_raw_7step_lora_experiment_t2i.json),
+in the root of this repository, reproduces the portrait experiment in ComfyUI with stock nodes only: Krea 2 Raw
+(`krea2_raw_bf16.safetensors` from [Comfy-Org/Krea-2](https://huggingface.co/Comfy-Org/Krea-2)) with this LoRA's
+`_comfyui` file at strength 1.0, **7 steps**, **cfg 2.0**, sampler euler, scheduler simple, 1024×768, seed 4242 and an
+empty negative prompt. Seeds do not carry over between runtimes, so it will not reproduce the images in this folder
+pixel for pixel.
+
+[![ComfyUI workflow — Krea 2 Raw + this LoRA, 7 steps](thumbs/workflow_preview_raw.jpg)](workflow_preview_raw.jpg)
+
+The main workflow next to it, `krea2_turbo_2step_lora_t2i.json`, can do the same. Load it and change four
+things; the LoRA node and its `_comfyui` file stay as they are:
+
+1. **Load Diffusion Model** → `krea2_raw_bf16.safetensors` (or `krea2_raw_int8_convrot`; `krea2_raw_fp8_scaled` is
+   NVIDIA-only)
+2. **KSampler** → steps **7**, cfg **2.0**
+3. **the negative** → replace the `ConditioningZeroOut` with a **CLIP Text Encode** left empty: at cfg 2.0 the negative is
+   evaluated, and a zeroed conditioning is not the same as an empty prompt
+4. **Empty Latent Image** → 1024 × 768, or any size you want to try
+
+On cfg: cfg 1.0 in ComfyUI turns guidance off, and a heavy cfg such as 5.5 (guidance 4.5) crushes most prompts at 7
+steps; the light guidance these images use is cfg 2.0.
+
+Layout: `1024x768/<prompt>.jpg`, one image per prompt with this LoRA, the same prompts and naming as the other trees
+here; `_raw-base-NO-LoRA-7step-cfg1/1024x768/` holds the same prompts on stock Raw at the same settings;
+`comparison/<prompt>_2way.jpg` holds the 2 way strips; `thumbs/` holds the reduced copies shown above (`<prompt>.jpg`,
+`<prompt>_2way.jpg` and `workflow_preview_raw.jpg`); `workflow_preview_raw.jpg` is a screenshot of the ComfyUI workflow,
+which sits in the root of this repository.
+
+For the settings the LoRA is distilled for — **Krea 2 Turbo, 2 steps, guidance 0.0 (cfg 1.0 in ComfyUI), mu = 1.15,
+strength 1.0** — see the [main README](https://huggingface.co/lvladikov/Krea2-Turbo-Distill-2step-LoRA) at the root of this repository.
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