Instructions to use lvladikov/Krea2-Turbo-Distill-2step-LoRA with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Diffusers
How to use lvladikov/Krea2-Turbo-Distill-2step-LoRA with Diffusers:
pip install -U diffusers transformers accelerate
import torch from diffusers import DiffusionPipeline # switch to "mps" for apple devices pipe = DiffusionPipeline.from_pretrained("krea/Krea-2-Turbo", dtype=torch.bfloat16, device_map="cuda") pipe.load_lora_weights("lvladikov/Krea2-Turbo-Distill-2step-LoRA") prompt = "Astronaut in a jungle, cold color palette, muted colors, detailed, 8k" image = pipe(prompt).images[0] - Inference
- Notebooks
- Google Colab
- Kaggle
- Local Apps Settings
- Draw Things
- DiffusionBee
Delete assets/resolution_sweeps/raw-LoRA-7steps-experiment
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# Krea 2 Raw at 7 steps with this LoRA — an experiment, not a supported setting
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**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
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on Raw only because the two models share one architecture, so everything in this folder is an out-of-spec experiment
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rather than a way to use the adapter.
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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
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quarter of Raw's usual 28 — with **light guidance** and an empty negative prompt.
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**Not every prompt works well at 7 steps, even with the LoRA.** Some come out as finished pictures, more or less:
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[portrait](1024x768/portrait.jpg), [kingfisher](1024x768/kingfisher.jpg), [market](1024x768/market.jpg),
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[pizza](1024x768/pizza.jpg), [mecha](1024x768/mecha.jpg), [storybook fox](1024x768/storybookfox.jpg),
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[colony ship](1024x768/colonyship.jpg), [snow leopard](1024x768/snowleopard.jpg), [inventor](1024x768/inventor.jpg) and
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[clay chef](1024x768/claychef.jpg). Others do not: [neon street](1024x768/neonstreet.jpg) is underexposed,
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[megacity](1024x768/megacity.jpg) is not as detailed as the Turbo version at 2 steps,
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[sorceress](1024x768/sorceress.jpg) is not the most aesthetic result, [race car](1024x768/racecar.jpg) lacks detail and
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[swordsman](1024x768/swordsman.jpg) has less detail than the Turbo version at 2 steps — and for those, a few more steps
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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
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more, but not broken either. Looked at closely: small and distant subjects hold up better than you might expect, with
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the mid-distance faces in the [market](1024x768/market.jpg) crowd distinct rather than melted, while the drone in
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[megacity](1024x768/megacity.jpg) is only a smeared shape. Treat this as an experiment and look at each image on its own
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rather than as a promise of what Raw at 7 steps will give.
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**More or less finished at 7 steps** — click any image for full size:
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[](1024x768/portrait.jpg)
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[](1024x768/kingfisher.jpg)
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[](1024x768/market.jpg)
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[](1024x768/pizza.jpg)
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[](1024x768/mecha.jpg)
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[](1024x768/storybookfox.jpg)
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[](1024x768/colonyship.jpg)
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[](1024x768/snowleopard.jpg)
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[](1024x768/inventor.jpg)
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[](1024x768/claychef.jpg)
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**Weaker at 7 steps** — more steps may help these:
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[](1024x768/neonstreet.jpg)
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[](1024x768/megacity.jpg)
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[](1024x768/sorceress.jpg)
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[](1024x768/racecar.jpg)
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[](1024x768/swordsman.jpg)
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The guidance matters. At 7 steps, guidance 4.5 crushed most of these prompts into near-black frames with clipped colour,
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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
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ghosted. Light guidance with the LoRA is the combination that turned 7 steps into pictures in our tests. The same
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prompts rendered by stock Raw at the same 7 steps and light guidance, without the LoRA, are in the subfolder
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[`_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
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RAW comparison](#2-way-raw-comparison) below.
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## 2 way RAW comparison
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Each strip is one prompt with the same seed at 1024×768, 7 steps, light guidance (1.0) and an empty negative prompt,
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rendered twice: stock Krea 2 Raw on the left, Raw + this LoRA on the right, so the LoRA is the only difference. In
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ComfyUI terms, guidance 1.0 is cfg 2.0. Click any strip for full size:
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[](comparison/portrait_2way.jpg)
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[](comparison/kingfisher_2way.jpg)
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[](comparison/market_2way.jpg)
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[](comparison/pizza_2way.jpg)
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[](comparison/mecha_2way.jpg)
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[](comparison/storybookfox_2way.jpg)
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[](comparison/colonyship_2way.jpg)
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[](comparison/snowleopard_2way.jpg)
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[](comparison/inventor_2way.jpg)
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[](comparison/claychef_2way.jpg)
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[](comparison/neonstreet_2way.jpg)
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[](comparison/megacity_2way.jpg)
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[](comparison/sorceress_2way.jpg)
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[](comparison/racecar_2way.jpg)
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[](comparison/swordsman_2way.jpg)
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## ComfyUI
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[`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),
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in the root of this repository, reproduces the portrait experiment in ComfyUI with stock nodes only: Krea 2 Raw
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(`krea2_raw_bf16.safetensors` from [Comfy-Org/Krea-2](https://huggingface.co/Comfy-Org/Krea-2)) with this LoRA's
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`_comfyui` file at strength 1.0, **7 steps**, **cfg 2.0**, sampler euler, scheduler simple, 1024×768, seed 4242 and an
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empty negative prompt. Seeds do not carry over between runtimes, so it will not reproduce the images in this folder
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pixel for pixel.
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[](workflow_preview_raw.jpg)
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The main workflow next to it, `krea2_turbo_2step_lora_t2i.json`, can do the same. Load it and change four
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things; the LoRA node and its `_comfyui` file stay as they are:
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1. **Load Diffusion Model** → `krea2_raw_bf16.safetensors` (or `krea2_raw_int8_convrot`; `krea2_raw_fp8_scaled` is
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NVIDIA-only)
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2. **KSampler** → steps **7**, cfg **2.0**
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3. **the negative** → replace the `ConditioningZeroOut` with a **CLIP Text Encode** left empty: at cfg 2.0 the negative is
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evaluated, and a zeroed conditioning is not the same as an empty prompt
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4. **Empty Latent Image** → 1024 × 768, or any size you want to try
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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
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steps; the light guidance these images use is cfg 2.0.
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Layout: `1024x768/<prompt>.jpg`, one image per prompt with this LoRA, the same prompts and naming as the other trees
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here; `_raw-base-NO-LoRA-7step-cfg1/1024x768/` holds the same prompts on stock Raw at the same settings;
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`comparison/<prompt>_2way.jpg` holds the 2 way strips; `thumbs/` holds the reduced copies shown above (`<prompt>.jpg`,
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`<prompt>_2way.jpg` and `workflow_preview_raw.jpg`); `workflow_preview_raw.jpg` is a screenshot of the ComfyUI workflow,
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which sits in the root of this repository.
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For the settings the LoRA is distilled for — **Krea 2 Turbo, 2 steps, guidance 0.0 (cfg 1.0 in ComfyUI), mu = 1.15,
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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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