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README.md

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+---
+license: mit
+tags:
+  - stable-diffusion
+  - lora
+  - safetensors
+  - text-to-image
+  - real-estate
+  - kohya-ss
+base_model: runwayml/stable-diffusion-v1-5
+---
+
+# Crestline Shreshth
+
+## Model Description
+Crestline-Shreshth is a Stable Diffusion 1.5 LoRA fine-tuned for generating photorealistic real estate imagery. It produces high-quality visuals of residential and commercial properties, interiors, and architectural renders — ideal for real estate marketing, virtual staging, and property visualization.
+
+## Model Architecture
+- **Base Model**: Stable Diffusion v1.5 (`runwayml/stable-diffusion-v1-5`)
+- **Fine-tuning Method**: LoRA (Low-Rank Adaptation) v2
+- **Framework**: Diffusers / Kohya-SS
+- **Task**: Text-to-Image Generation (Real Estate Domain)
+
+## Training Details
+- **Training Tool**: Kohya-SS LoRA trainer
+- **Domain**: Real estate photography — interiors, exteriors, architectural renders
+- **Version**: v2 (improved over v1 with more training data and better trigger words)
+- **Steps**: Fine-tuned to convergence on curated real estate image dataset
+
+## Files
+| File | Description |
+|------|-------------|
+| `Crestline_Shreshth_v2.safetensors` | LoRA weights v2 (safetensors format) |
+
+## Usage
+
+```python
+from diffusers import StableDiffusionPipeline
+import torch
+from huggingface_hub import hf_hub_download
+
+# Download LoRA weights
+lora_path = hf_hub_download(repo_id='devanshty/Crestline-Shreshth', filename='Crestline_Shreshth_v2.safetensors')
+
+# Load base pipeline
+pipe = StableDiffusionPipeline.from_pretrained(
+    "runwayml/stable-diffusion-v1-5",
+    torch_dtype=torch.float16
+).to("cuda")
+
+# Load LoRA weights
+pipe.load_lora_weights(lora_path)
+
+# Generate
+image = pipe("luxury modern living room, real estate photography, bright natural light, 4K").images[0]
+image.save("output.png")
+```
+
+## Download & Use
+
+```python
+from huggingface_hub import hf_hub_download
+lora_path = hf_hub_download(repo_id='devanshty/Crestline-Shreshth', filename='Crestline_Shreshth_v2.safetensors')
+```