Retrain of <a target="_blank" rel="ugc" href="https://civarchive.com/models/401458">Not The True world (SD1.5/SDXL)</a>You can prompt for specific style in the model, but if you choose to load this Lora with any prompt in txt2img or img2img, you will benefit for enhanced structural details &amp; alignment.V1-lite = 2-16, Pruned dataset, trained with full repeats (20) for 8 Epochs, cosine, ProdigyCaptions for pruned dataset -&gt; in the Training data download -&gt;V2 = 2-16, full dataset, trained with half repeats (10) for 11 Epochs, cosine, Prodigy<a target="_blank" rel="ugc" href="https://pastebin.com/My0B5dUk">Captions for full dataset here</a>V3 = V2 retrain in 4-16, full dataset, 10 repeats for 9 Epochs, cosine, ProdigyV3-lite = V1 retrained in 4-16 V4-lite = V1 retrained in 8-16more information be added... V5-lite = OG data with all new Captions (fast flux train) V55-lite = same dataset as V5-lite, with Full Training Config. V66 Prompt Report:<h1 id="image-model-prompt-analysis-report-wpd2iemqo">Image Model Prompt Analysis Report</h1><h2 id="overview-uecf77xyl">Overview</h2>This analysis examines a collection of image generation prompts used to train what appears to be an architectural/cityscape-focused generative AI model. The prompts follow a consistent format and reveal specialized capabilities for generating various types of futuristic, fantastical, and industrial architectural scenes.<h2 id="prompt-structure-xcn9lb2ca">Prompt Structure</h2>All prompts follow this consistent format:<pre><code>[style name] style, nttw style, [detailed description]
</code></pre>Example:<pre><code>cloudrig style, nttw style, The image depicts a futuristic floating platform, resembling an advanced space station...
</code></pre><h2 id="universal-trigger-e5y2v83h5">Universal Trigger</h2><ul><li>"nttw style" appears in every prompt and appears to be a universal modifier or base style for the model.</li></ul><h2 id="style-categories-7xbvevzcm">Style Categories</h2>The model contains 18 distinct architectural/environmental style categories:<ol><li>cloudrig - Futuristic floating platforms/rigs suspended above water</li><li>skymonastary - Ethereal floating cities with Gothic elements above clouds</li><li>skyforge - Futuristic cityscapes high above clouds</li><li>skytower - Massive skyscrapers under construction against dramatic skies</li><li>stratocitadel - Futuristic cities with massive arch-shaped bridges spanning across</li><li>kamipalace - Fantastical castles against starry night skies</li><li>paradise - Large industrial structures, often weathered</li><li>waterworld - Structures under construction on islands/platforms surrounded by water</li><li>offworld - Futuristic floating cities above barren landscapes</li><li>cloudempire - Futuristic cityscapes with flying vehicles</li><li>abovewater - Futuristic cityscapes built on/above water</li><li>junglecity - Urban environments integrated with nature and greenery</li><li>ancientrealm - Fantastical cityscapes blending ancient and futuristic elements</li><li>megastreet - Futuristic nighttime cityscapes with elevated road networks</li><li>proxima - Cityscapes with large celestial bodies in background</li><li>relic - Floating ancient-looking stone structures above water</li><li>neofutur - Modern skyscrapers with integrated greenery</li><li>hyperfutur - Complex multi-level environments with interconnected structures</li></ol><h2 id="variation-system-3f68artlb">Variation System</h2>Each style has numbered variations, indicated by numbers in parentheses (typically 1-5), allowing for multiple interpretations within each style category.<h2 id="common-themes-and-elements-ohpkj5h7h">Common Themes &amp; Elements</h2><h3 id="architectural-features-zpqugx6um">Architectural Features</h3><ul><li>Floating/Suspended Structures: Most styles feature buildings, cities, or platforms floating above ground or water</li><li>Multi-tiered Design: Layered, complex architectural arrangements</li><li>Construction Elements: Scaffolding, cranes, and buildings under construction</li><li>Bridges &amp; Connections: Elevated walkways, arches, and bridges connecting structures</li><li>Mixed Architectural Styles: Blending of ancient/gothic with futuristic elements</li></ul><h3 id="environmental-elements-u2m06s2u3">Environmental Elements</h3><ul><li>Water Reflections: Many scenes feature mirror-like reflections in water</li><li>Cloud Layers: Cities or structures floating above or amidst clouds</li><li>Dramatic Skies: Clouds, stars, or celestial bodies as backdrops</li><li>Natural Integration: Greenery and nature blended with architecture</li></ul><h3 id="technological-elements-je03m7glb">Technological Elements</h3><ul><li>Advanced Technology: Futuristic vehicles, machinery, and infrastructure</li><li>Industrial Components: Pipes, cables, cranes, and mechanical elements</li><li>Illumination: Glowing lights, illuminated windows, and light effects</li></ul><h2 id="capability-assessment-11twdajww">Capability Assessment</h2>The model appears specialized in generating:<ol><li>Architectural Fantasy: Highly detailed, imaginative architectural scenes</li><li>Environmental Integration: How structures interact with surroundings</li><li>Scale Representation: Massive structures and cities with clear sense of scale</li><li>Construction Processes: Buildings in various stages of completion</li><li>Atmospheric Effects: Dramatic lighting, clouds, reflections</li><li>Technological Integration: Futuristic and industrial elements within scenes</li></ol><h2 id="example-prompt-mapping-w18dec28b">Example Prompt Mapping</h2>To demonstrate the full scope of the model's capabilities:<pre><code>cloudrig style, nttw style
</code></pre>→ Industrial floating platform above water with multiple levels and cranes<pre><code>skymonastary style, nttw style
</code></pre>→ Ethereal floating Gothic city above clouds with mirror-like reflections<pre><code>junglecity, nttw style
</code></pre>→ Vertical stacked buildings covered in lush greenery and trees<pre><code>proxima style, nttw style
</code></pre>→ Futuristic cityscape against backdrop of orange ringed planet<pre><code>hyperfutur style, nttw style
</code></pre>→ Multi-level urban landscape with intricate circular and cylindrical structures<h2 id="limitations-pwwnxh00i">Limitations</h2>Based on the prompts analyzed, the model appears focused primarily on architectural and cityscape imagery. There is little evidence of:<ul><li>Natural landscapes without architectural elements</li><li>Non-architectural subjects (animals, portraits, etc.)</li><li>Interior scenes (all appear to be exterior views)</li></ul><h2 id="conclusion-awr7x4dj2">Conclusion</h2>This generative image model appears to be specialized in creating detailed architectural fantasies, futuristic cityscapes, and industrial structures. The "nttw style" modifier combined with specific style categories and variation numbers provides a structured system for generating consistent yet varied architectural imagery.

DJZ Not The True World Flux

733960_training_data.zip

NTTW-V2-Flux-000007.safetensors

v66-e9

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