# miami_curvy_swimwear LoRA article and credits

## Identity

LoRA name: miami_curvy_swimwear

Base model target: flux2klein

Primary trigger token: miami_curvy_swimwear

Concept brief: adult luxury swimwear, Miami Swim Week 2026 mood, curvy silhouettes, slim waists, full-bust styling, defined hips, bikini runway energy, beach-at-night lighting, and resort fashion photography.

This LoRA package translates the user brief into an adult fashion dataset rather than an explicit or personality-based dataset. The requested idea referenced a named model and very direct sexual anatomy language. For a safer and more reusable training asset, the dataset is positioned as a generic adult swimwear fashion LoRA: no named-person likeness target, no minors, no nudity, no pornography, and no brand/logo training goal.

The dataset is intended for prompts that create adult swimwear editorial images with curvy, body-positive silhouettes and Miami resort/runway energy. It should be used for fashion imagery: bikini runway, beach resort styling, nighttime beach lighting, confident poses, luxury swimwear trends, and diverse adult model prompts.

## Dataset Build Summary

| Field | Value |

| --- | --- |

| Total training images | 24 |

| Matching caption files | 24 |

| Output crop size | 1024 x 1024 px |

| Crop method | focused square crop using normalized focal points |

| Resize method | Pillow LANCZOS |

| JPEG settings | quality 96, 4:4:4 subsampling |

| Source originals retained | yes |

| Contact sheet generated | yes |

| Manifest generated | yes |

| Training folder | miami_curvy_swimwear_1024/ |

| Caption folder | miami_curvy_swimwear_1024_captions/ |

| Manifest | miami_curvy_swimwear_manifest.csv |

| Contact sheet | miami_curvy_swimwear_contact_sheet.jpg |

## Source Breakdown

| Source | Image count |

| --- | --- |

| Pexels | 24 |

## License Breakdown

| License | Image count |

| --- | --- |

| Pexels License | 24 |

## Miami Swim Week 2026 Context

Miami Swim Week 2026 is represented here as a style direction, not as event-owned runway footage. Current public event listings place key 2026 Miami swimwear events around late May and early June:

- Art Hearts Fashion lists Miami Swim Week as May 28 - June 1, 2026.

- Greater Miami & Miami Beach lists PARAISO Miami Swim Week as May 28 - May 31, 2026.

- Miami Beach Convention Center lists Swim Show 2026 as May 30 - June 1, 2026.

This dataset does not claim to contain official runway images from those events. It uses licensed stock-style swimwear images to build a general visual concept: Miami beach, luxury resortwear, bikini runway mood, night beach lighting, and summer swimwear fashion trends.

## Visual Curriculum

The dataset teaches five related visual signals:

1. Curvy adult swimwear silhouettes: body-positive swimsuit and bikini references with slim-waist/defined-hip styling.

2. Luxury beach fashion: resort-like beach poses, pareo styling, editorial beachwear, and polished swimwear photography.

3. Night beach mood: darker scenes, red/green lighting, silhouettes, beach-at-night atmosphere, and vibey shadows.

4. Runway/studio styling: clean black two-piece looks, full-body fashion poses, and swimwear-presentation composition.

5. Diverse prompt flexibility: captions do not lock the LoRA to one race or ethnicity; users can add those attributes in prompts.

## Caption Strategy

Each caption starts with miami_curvy_swimwear. Captions use fashion-oriented terms rather than crude anatomy labels:

- adult swimwear fashion model

- curvy silhouette

- full bust

- defined hips

- slim waist

- luxury beach fashion

- Miami Swim Week 2026 mood

- vibey shadows

- high detail

Race and ethnicity are not hard-coded in the trigger. For user control, add them to the prompt at generation time.

## Prompt Guide

Use this pattern:

```text

miami_curvy_swimwear, [adult model ethnicity or skin tone], adult swimwear fashion model, curvy silhouette, full bust, defined hips, slim waist, luxury Miami beach fashion, bikini runway mood, high detail

```

Examples:

```text

miami_curvy_swimwear, adult Black swimwear fashion model, curvy silhouette, full bust, defined hips, slim waist, finger waves hairstyle, green eyes, beach at night, vibey shadows, luxury Miami Swim Week 2026 mood, high detail

```

```text

miami_curvy_swimwear, adult Latina swimwear fashion model, curvy silhouette, tropical bikini, slim waist, luxury resortwear, Miami beach sunset, editorial runway pose, high detail

```

```text

miami_curvy_swimwear, adult fair-skinned swimwear fashion model, black two-piece bikini, curvy build, slim waist, studio runway lighting, luxury beachwear editorial, high detail

```

```text

miami_curvy_swimwear, adult tan swimwear fashion model, luxury bikini and pareo, curvy silhouette, beach runway styling, ocean waves, high detail fashion photography

```

## Negative Prompt Ideas

```text

minor, child, teen, school uniform, explicit nudity, pornography, logo, watermark, brand mark, text, distorted anatomy, extra limbs, malformed hands, malformed feet, low detail, blurry, harsh plastic skin

```

## flux2klein Training Notes

A conservative starting point for this 24-image adult fashion dataset:

| Setting | Starting value |

| --- | --- |

| Resolution | 1024 |

| Batch size | 1 |

| Network dim | 16 or 32 |

| Network alpha | 16 or same as dim |

| UNet learning rate | 1e-4 |

| Text encoder learning rate | lower than UNet, or disabled if the Flux trainer recommends it |

| Repeats | 8-12 |

| Initial target steps | about 1000-1500 |

| Caption dropout | low, around 0.05 |

Evaluate early samples. Watch for overfitting signs: repeated faces, repeated bikini cuts, washed-out skin, malformed anatomy, logo hallucinations, or the LoRA forcing night lighting when a daytime beach prompt is requested.

## Complete Image Credits

| --- | --- | --- | --- | --- | --- | --- | --- | --- |

## Caption Ledger

1. night_beach_bikini_01.txt: miami_curvy_swimwear, adult swimwear fashion model, bikini on beach at night, curvy silhouette, slim waist, luxury beach fashion, vibey shadows, high detail

2. curvy_black_swimwear_02.txt: miami_curvy_swimwear, adult curvy swimwear model, black swimsuit on sunny beach, body-positive fashion, full bust, defined hips, slim waist, high detail

3. plus_size_brown_swimsuit_03.txt: miami_curvy_swimwear, adult plus-size swimwear model, brown swimsuit on beach, curvy build, full bust, defined hips, confident runway energy, high detail

4. minimal_bikini_beach_04.txt: miami_curvy_swimwear, adult beachwear fashion model, minimal bikini, slim waist, curvy silhouette, luxury Miami beach pose, high detail

5. black_bikini_fashion_beach_05.txt: miami_curvy_swimwear, adult fashion model in black bikini, luxury beachwear, curvy figure, slim waist, editorial swimwear photography, high detail

6. black_swimsuit_pose_06.txt: miami_curvy_swimwear, adult woman posing in black swimsuit on beach, confident swimwear fashion, curves, slim waist, high detail

7. black_swimwear_portrait_07.txt: miami_curvy_swimwear, adult swimwear portrait on beach, black swimsuit, curvy silhouette, luxury resort fashion, high detail

8. black_swimsuit_rainbow_08.txt: miami_curvy_swimwear, adult swimwear model in black swimsuit, beach fashion, curvy build, slim waist, confident tropical styling, high detail

9. beach_skyline_walk_09.txt: miami_curvy_swimwear, adult swimwear model walking on beach, skyline resort background, Miami Swim Week 2026 mood, high detail

10. clearwater_bikini_sunrise_10.txt: miami_curvy_swimwear, adult bikini fashion model at Florida beach sunrise, luxury swimwear runway mood, curvy figure, high detail

11. black_bikini_tree_water_11.txt: miami_curvy_swimwear, adult woman in black bikini near tropical water, relaxed luxury beachwear, slim waist, curvy silhouette, high detail

12. floral_bikini_beach_12.txt: miami_curvy_swimwear, adult bikini model on tropical beach, floral swimwear, curvy build, slim waist, resort fashion, high detail

13. colorful_bikini_water_13.txt: miami_curvy_swimwear, adult woman in colorful bikini by water, confident beach fashion, luxury swimwear trend, high detail

14. vibrant_bikini_wood_structure_14.txt: miami_curvy_swimwear, adult swimwear fashion model, vibrant bikini, beach runway styling, curvy silhouette, high detail

15. bikini_ocean_waves_15.txt: miami_curvy_swimwear, adult model posing on beach in bikini with ocean waves, luxury beach fashion, curvy silhouette, high detail

16. bikini_under_pier_16.txt: miami_curvy_swimwear, adult bikini model under beach pier, denim jacket styling, luxury beachwear, curvy figure, high detail

17. black_bikini_sunset_17.txt: miami_curvy_swimwear, adult woman wearing bikini on beach at sunset, warm luxury beach lighting, slim waist, curvy hips, high detail

18. black_bikini_silhouette_night_18.txt: miami_curvy_swimwear, adult bikini silhouette at night, glowing waterfront lights, vibey shading and shadows, luxury beach fashion, high detail

19. beach_night_portrait_19.txt: miami_curvy_swimwear, adult beach fashion portrait at night, dramatic red light, vibey shadows, luxury resort mood, high detail

20. studio_black_two_piece_20.txt: miami_curvy_swimwear, adult fashion model in black two-piece swimwear, studio runway look, slim waist, curvy fashion silhouette, high detail

21. rocky_beach_black_bikini_21.txt: miami_curvy_swimwear, adult model in black bikini on rocky beach, graceful beach fashion pose, curvy silhouette, high detail

22. beach_bikini_sitting_22.txt: miami_curvy_swimwear, adult bikini model sitting on sandy beach, resort swimwear fashion, curvy build, high detail

23. bikini_pareo_luxury_23.txt: miami_curvy_swimwear, adult model in bikini and pareo on beach, luxury resortwear, elegant swimwear fashion, curvy silhouette, high detail

24. sunlit_bikini_beach_24.txt: miami_curvy_swimwear, adult woman in bikini on sunny beach, luxury swimwear trend, slim waist, curvy beach fashion, high detail

## License and Rights Notes

The images are sourced from Pexels, with page URLs, creators, and license names preserved. Pexels licensing may allow broad use, but it does not automatically solve every downstream question around model releases, personality rights, trademarks, or endorsements. Keep the manifest with the LoRA package.

Do not describe this as:

- a LoRA of Abby Lee Brazil or any named real person

- an official Miami Swim Week dataset

- a dataset trained on event-owned runway footage

- a pornographic or nude model

- a brand-endorsed bikini model

Describe it as:

> A generic adult flux2klein LoRA for curvy luxury swimwear, Miami beach fashion, bikini runway mood, and night beach editorial lighting.

## External References

- Pexels License: https://help.pexels.com/hc/en-us/articles/360042295174-What-is-the-license-of-the-photos-and-videos-on-Pexels

- Art Hearts Fashion Miami Swim Week: https://artheartsfashion.com/miami-swim-week/

- Greater Miami & Miami Beach PARAISO Miami Swim Week: https://www.miamiandbeaches.com/event/paraiso-miami-swim-week/20364

- Miami Beach Convention Center Swim Show 2026: https://www.miamibeachconvention.com/events/swim-show-2026

## Final Positioning

miami_curvy_swimwear is a fashion LoRA for adult curvy swimwear imagery: polished beach editorials, bikini runway poses, luxury resort styling, and vibey Miami night-beach lighting. It is designed to let race, ethnicity, skin tone, hairstyle, and eye color remain prompt-controllable rather than baked into the model identity.

## Add-on: add_this_too

On 2026-05-10, 277 local runway-frame PNGs from add_this_too/ were added as an expanded training option.

| Field | Value |

| --- | --- |

| Added images | 277 |

| Original frame size | 1263 x 710 |

| Expanded total | 301 images |

| Add-on crop folder | miami_curvy_swimwear_add_this_too_1024/ |

| Add-on captions | miami_curvy_swimwear_add_this_too_1024_captions/ |

| Expanded crop folder | miami_curvy_swimwear_expanded_1024/ |

| Expanded captions | miami_curvy_swimwear_expanded_1024_captions/ |

| Add-on manifest | miami_curvy_swimwear_add_this_too_manifest.csv |

| Expanded manifest | miami_curvy_swimwear_expanded_manifest.csv |

The add-on frames are marked upscaled_from_low_short_edge because their short edge is 710px and the LoRA training size is 1024px. They are useful for swimwear runway silhouette and repeated catwalk poses, but they are many near-sequential frames from one runway context. For balanced training, consider using a lower repeat count for the expanded pack or sampling a smaller subset of the add-on frames.

Files with SHA256: aaaee2b328a15becd31d98f18c3a58221d646f4e9eb76489e34debee682a8328