<h1 id="the-buraydah-tower-lora:-bringing-a-saudi-icon-to-sdxl"># The Buraydah Tower LoRA: Bringing a Saudi Icon to SDXL</h1><h3 id="preserving-a-local-landmark-through-ai">🇸🇦 Preserving a Local Landmark through AI</h3>The baseline SDXL ecosystem has no native knowledge of Buraydah Tower—the defining architectural icon of my hometown, Buraydah, Al-Qassim, Saudi Arabia. I engineered this LoRA specifically to bridge that gap using a dataset of images meticulously handpicked with maximum care to deliver high photographic fidelity.<h3 id="niche-purpose-driven-and-indispensable">🎯 Niche, Purpose-Driven, and Indispensable</h3>This specialized model is dedicated to:<ul><li>Local creators &amp; digital artists weaving regional heritage into AI art.</li><li>Architectural visualizers working on projects in the Al-Qassim province.</li><li>AI enthusiasts looking for rare, culturally accurate assets.</li></ul>A Personal Note: It transforms a blank canvas into a piece of home, giving you the power to place Buraydah Tower under any sky, weather condition, or artistic style you imagine.<h3 id="features-of-this-lora:">✨ Features of this LoRA:</h3><ul><li>High Versatility: Mastered across lighting conditions (rainy overcast days to vibrant evening floodlights).</li><li>Clean Environmental Isolation: Smoothly separates the tower from cars, roads, and foliage.</li><li>Tailored for SDXL Standard: Best utilized with photorealistic samplers for true-to-life textures.</li></ul><h1 id="recommended-training-parameters"># Recommended Training Parameters</h1>Optimized configuration for a dataset size of 12–15 high-quality photorealistic images on SDXL Standard.<h3 id="dataset-and-step-configuration">⚙️ Dataset &amp; Step Configuration</h3><ul><li>📅 Epochs: <code>10</code></li><li>🔄 Num Repeats: <code>20</code> (Creates 240 steps per epoch with 12 images)</li><li>📉 Total Steps: <code>2400</code> (Balanced to freeze architectural details smoothly)</li><li>🖼️ Resolution: <code>1024</code> (Native SDXL standard resolution)</li></ul><h3 id="learning-rate-(lr)-settings">🧠 Learning Rate (LR) Settings</h3><ul><li>⚡ Unet LR: <code>0.0001</code> (or <code>1e-4</code>) — Prevents structural artifacting.</li><li>🔤 Text Encoder LR: <code>0.00005</code> (or <code>5e-5</code>) — Aligns text conditioning with the new concept.</li><li>📈 LR Scheduler: <code>cosine</code> — Smoothly decays learning rate to stabilize final weights.</li><li>🔄 LR Scheduler Cycles: <code>3</code> — Restarts the curve to escape local minima.</li></ul><h3 id="captioning-and-token-control">🏷️ Captioning &amp; Token Control</h3><ul><li>🔀 Shuffle Tags: <code>Enabled (Checked) 🟩</code> — Teaches the model to isolate the tower from its background.</li><li>📌 Keep Tokens: <code>1</code> — Locks the primary trigger word (<code>Buraydah_Tower</code>) at the front.</li></ul><h3 id="network-dimensions-and-fine-tuning">📐 Network Dimensions &amp; Fine-Tuning</h3><ul><li>🕸️ Network Dim (Rank): <code>32</code> — Keeps the file compact yet highly detailed.</li><li>⚖️ Network Alpha: <code>32</code> — Matches Rank for weight scaling stability.</li><li>🌑 Noise Offset: <code>0.1</code> — Improves dynamic range for deep twilight and night shadows.</li><li>🛠️ Optimizer: <code>Adafactor</code> — Memory-efficient and stable for SDXL architectural tuning.</li></ul><h1 id="dataset-preparation-and-prompting-guide"># Dataset Preparation &amp; Prompting Guide</h1>Unlike Flux, SDXL relies fundamentally on comma-separated tags.<h3 id="core-rules-for-sdxl-tagging">📋 Core Rules for SDXL Tagging</h3><ol><li>Trigger Word First: Always start with <code>Buraydah_Tower</code> to anchor the concept.</li><li>General to Specific: Order from highest priority (shot type, main subject) to lower priority (weather, secondary elements).</li><li>Isolate Variables: Mention cars, trees, and roads separately so the model knows they aren't part of the tower's fixed architecture.</li><li>Specify Environment: Include clear tags for angles and lighting to maximize generation flexibility.</li></ol><h3 id="ready-to-use-prompts-(dataset-examples)">📝 Ready-to-Use Prompts (Dataset Examples)</h3>1. Daytime &amp; Street-Level Shots<ul><li>Example 1 (General Street View):<code>Buraydah_Tower, spherical tower, yellow base, daytime, clear sky, pale blue sky, ground-level shot, wide angle, asphalt road, street lamp, cars, Saudi Arabian flags, palm trees, green trees, natural lighting, outdoor photography.</code></li><li>Example 2 (Distant Street Perspective):<code>Buraydah_Tower, ground-level shot, wide angle, spherical structure, yellow base, daytime, bright daylight, clear sky, asphalt road, street lamp, white car, silver sedan, traffic, Saudi Arabian flags, palm trees, green trees, outdoor photography.</code></li><li>Example 3 (Medium Centered View):<code>Buraydah_Tower, close-up shot, centered composition, large white sphere, horizontal window band, yellow cylindrical base, clear sky, daytime, silver sedan, motion blur car, blue traffic sign, street pole, Saudi flags on poles, palm trees, green foliage.</code></li></ul>2. Aerial &amp; High Angles<ul><li>Example 4 (Comprehensive Drone Shot):<code>Buraydah_Tower, aerial photography, drone shot, bird's-eye view, high angle, spherical structure, circular pathways, landscaped park, green lawns, round bushes, water pools, multi-lane street, city traffic, cars, urban landscape, city background, bright daylight.</code></li><li>Example 5 (Modern Plaza with Fountain):<code>Buraydah_Tower, high angle shot, elevated view, water fountain, spraying water, blue pool, tiled plaza, palm trees, flags on poles, construction fence, workers, distant highway, cars, green trees, overcast sky, bright cloudy day, outdoor photography, architectural photography.</code></li></ul>3. Low Angles &amp; Artistic Framing<ul><li>Example 6 (Close-up Concrete/Shoring):<code>Buraydah_Tower, low-angle shot, medium close-up, white spherical dome, decorative string lights, metal ladder, yellow cylindrical base, concrete wall, metal fence, green trees, gradient blue sky, clear sky, sharp details.</code></li><li>Example 7 (Natural Framing):<code>Buraydah_Tower, low angle, centered composition, framed by trees, palm trees, green foliage, leaves in foreground, dramatic blue sky, wispy clouds, sunset glow, warm horizon light, nature framing architecture.</code></li></ul>4. Twilight &amp; Night Shots<ul><li>Example 8 (Sunset Mood):<code>Buraydah_Tower, twilight, sunset, evening, pastel pink sky, orange clouds, purple sky, glowing windows, warm indoor lights, dark tree silhouettes, palm fronds framing, wide angle, low angle, dusk.</code></li><li>Example 9 (Night High Contrast):<code>Buraydah_Tower, night photography, deep blue sky, indigo sky, illuminated tower, golden floodlights, shining windows, date palm trees, asphalt road, motion blur car streaks, light trails, entrance gate, dusk lighting.</code></li><li>Example 10 (Telephoto Bokeh):<code>Buraydah_Tower, telephoto lens, medium shot, dramatic lighting, golden floodlights from below, glowing lower sphere, gray dome, illuminated park, street lamps, city lights background, out of focus city, bokeh effect, dark teal sky, twilight.</code></li></ul>5. Dramatic Weather &amp; Rain Effects<ul><li>Example 11 (Overcast Weather):<code>Buraydah_Tower, street perspective, overcast sky, dramatic gray clouds, storm clouds, neoclassical building, yellow facade, white arches, pillars, wet asphalt, puddle reflections, parked white car, diffused daylight.</code></li></ul>Example 12 (Full Reflection):<code>Buraydah_Tower, low ground-level shot, after rain, wet asphalt road, large puddle, clear reflection, shimmering reflection, storm clouds, heavy overcast sky, blue arrow traffic sign, green trees, modern white street lamp.</code><code>===</code><code>creative prompt : adding arts to the main body </code>(Buraydah_Tower:1.2), architectural masterpiece at night, stunning 3D light projection mapping of glowing neon Arabic calligraphy wrapping around the entire white spherical dome, vibrant emerald green and electric gold light trails illuminating the concrete structure, dark indigo night sky background, low-angle cinematic shot, high dynamic range, photorealistic, 8k resolution, volumetric lighting, majestic cultural art fusion.negative :anime, cartoon, CGI, 3d render, illustration, drawing, daylight, bright sun, clear sky, text, watermark, blurry, low resolution, distorted architecture, plain background.<h3 id="summary">🎯 Summary</h3>During inference, copy any line above and easily swap out environment tokens (e.g., changing <code>clear sky</code> to <code>snowing</code> or <code>cyberpunk style</code>). Because variables were properly isolated during training, SDXL will keep the structure of Buraydah Tower flawlessly consistent.<hr />LORA Weight Setting :0,90 to 1K-sampler = 37 Steps - 6.5CFGIf you like it consider supporting me and like or commentsFAISAL

Buraydah City Tower

Buraydah water Tower <ol><li>1080 X 1080 trained resources .</li><li>Multi-weather support.</li><li>in-paint main object .</li></ol>

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