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README.md

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+---
+license: creativeml-openrail-m
+base_model: "stabilityai/stable-diffusion-xl-base-1.0"
+tags:
+  - sdxl
+  - sdxl-diffusers
+  - text-to-image
+  - diffusers
+  - simpletuner
+  - safe-for-work
+  - lora
+  - template:sd-lora
+  - lycoris
+inference: true
+widget:
+- text: 'unconditional (blank prompt)'
+  parameters:
+    negative_prompt: 'blurry, cropped, ugly'
+  output:
+    url: ./assets/image_0_0.png
+- text: 'brst_style painting of a hipster making a chair'
+  parameters:
+    negative_prompt: 'blurry, cropped, ugly'
+  output:
+    url: ./assets/image_1_0.png
+- text: 'brst_style painting of a hamster'
+  parameters:
+    negative_prompt: 'blurry, cropped, ugly'
+  output:
+    url: ./assets/image_2_0.png
+- text: 'brst_style, A winding dirt road leads through a grassy area with rocks and flowers. Two people rest beside the road, one horse nearby. Tall trees frame the road, opening to a vast landscape with green fields, a lake, and towering mountains in the background. A small village with a church is visible by the lake.'
+  parameters:
+    negative_prompt: 'blurry, cropped, ugly'
+  output:
+    url: ./assets/image_3_0.png
+- text: 'brst_style, A large waterfall cascades down a cliff. Trees surround the scene with some positioned on top of the cliff and others at the base. Rocks and a stream occupy the foreground. A mountain range appears in the background.'
+  parameters:
+    negative_prompt: 'blurry, cropped, ugly'
+  output:
+    url: ./assets/image_4_0.png
+- text: 'brst_style, A seated woman with long dark hair is depicted in a front-facing view. She is wearing a dress with a white collar and appears to be in her thirties. Her hands are on her lap. Green leaves and flowers surround her.'
+  parameters:
+    negative_prompt: 'blurry, cropped, ugly'
+  output:
+    url: ./assets/image_5_0.png
+- text: 'brst_style, Two mountain robots stand on rocky outcrops. with skyscrapers scattered across the land. One robot is on a higher rock, looking slightly left, while the other is on a lower rock, facing right. Snow-capped mountains and green valleys stretch into the distance. '
+  parameters:
+    negative_prompt: 'blurry, cropped, ugly'
+  output:
+    url: ./assets/image_6_0.png
+- text: 'brst_style, A panoramic view of Yosemite Valley with El Capitan and Half Dome visible. Lush forests in the foreground, a winding river, and dramatic clouds in the sky.'
+  parameters:
+    negative_prompt: 'blurry, cropped, ugly'
+  output:
+    url: ./assets/image_7_0.png
+- text: 'brst_style, A futuristic space station orbiting Earth, with the planet''s curvature and some continents visible. The space station has solar panels and docking bays.'
+  parameters:
+    negative_prompt: 'blurry, cropped, ugly'
+  output:
+    url: ./assets/image_8_0.png
+- text: 'brst_style, A busy urban street with tall buildings, cars, and pedestrians. A mix of modern and classical architecture, with trees lining the sidewalks.'
+  parameters:
+    negative_prompt: 'blurry, cropped, ugly'
+  output:
+    url: ./assets/image_9_0.png
+- text: 'brst_style, A small oasis in a vast desert landscape. Palm trees surround a small pool of water, with sand dunes stretching to the horizon. A camel caravan approaches in the distance.'
+  parameters:
+    negative_prompt: 'blurry, cropped, ugly'
+  output:
+    url: ./assets/image_10_0.png
+- text: 'brst_style, An underwater coral reef teeming with colorful fish, sea turtles, and various marine life. Sunlight filters through the water''s surface.'
+  parameters:
+    negative_prompt: 'blurry, cropped, ugly'
+  output:
+    url: ./assets/image_11_0.png
+- text: 'brst_style, Albert Bierstadt taking a selfie with a smartphone in front of one of his landscape paintings. He''s wearing his 19th-century attire but holding a modern device.'
+  parameters:
+    negative_prompt: 'blurry, cropped, ugly'
+  output:
+    url: ./assets/image_12_0.png
+- text: 'brst_style, A nighttime cityscape with skyscrapers illuminated against a starry sky. The moon is large and prominent, casting a glow over the urban landscape.'
+  parameters:
+    negative_prompt: 'blurry, cropped, ugly'
+  output:
+    url: ./assets/image_13_0.png
+- text: 'brst_style, hamster'
+  parameters:
+    negative_prompt: 'blurry, cropped, ugly'
+  output:
+    url: ./assets/image_14_0.png
+---
+
+# albert-bierstadt-sdxl-lokr
+
+This is a LyCORIS adapter derived from [stabilityai/stable-diffusion-xl-base-1.0](https://huggingface.co/stabilityai/stable-diffusion-xl-base-1.0).
+
+
+The main validation prompt used during training was:
+
+
+
+```
+brst_style, hamster
+```
+
+## Validation settings
+- CFG: `4.2`
+- CFG Rescale: `0.0`
+- Steps: `20`
+- Sampler: `None`
+- Seed: `42`
+- Resolution: `1024x1024`
+
+Note: The validation settings are not necessarily the same as the [training settings](#training-settings).
+
+You can find some example images in the following gallery:
+
+
+<Gallery />
+
+The text encoder **was not** trained.
+You may reuse the base model text encoder for inference.
+
+
+## Training settings
+
+- Training epochs: 1
+- Training steps: 500
+- Learning rate: 0.0001
+- Effective batch size: 16
+  - Micro-batch size: 8
+  - Gradient accumulation steps: 1
+  - Number of GPUs: 2
+- Prediction type: epsilon
+- Rescaled betas zero SNR: False
+- Optimizer: adamw_bf16
+- Precision: Pure BF16
+- Quantised: No
+- Xformers: Not used
+- LyCORIS Config:
+```json
+{
+    "algo": "lokr",
+    "multiplier": 1.0,
+    "linear_dim": 10000,
+    "linear_alpha": 1,
+    "factor": 16,
+    "apply_preset": {
+        "target_module": [
+            "Attention",
+            "FeedForward"
+        ],
+        "module_algo_map": {
+            "Attention": {
+                "factor": 16
+            },
+            "FeedForward": {
+                "factor": 8
+            }
+        }
+    }
+}
+```
+
+## Datasets
+
+### albert-bierstadt-sdxl-512
+- Repeats: 10
+- Total number of images: ~82
+- Total number of aspect buckets: 6
+- Resolution: 0.262144 megapixels
+- Cropped: False
+- Crop style: None
+- Crop aspect: None
+### albert-bierstadt-sdxl-1024
+- Repeats: 10
+- Total number of images: ~84
+- Total number of aspect buckets: 12
+- Resolution: 1.048576 megapixels
+- Cropped: False
+- Crop style: None
+- Crop aspect: None
+### albert-bierstadt-sdxl-512-crop
+- Repeats: 10
+- Total number of images: ~78
+- Total number of aspect buckets: 1
+- Resolution: 0.262144 megapixels
+- Cropped: True
+- Crop style: random
+- Crop aspect: square
+### albert-bierstadt-sdxl-1024-crop
+- Repeats: 10
+- Total number of images: ~78
+- Total number of aspect buckets: 1
+- Resolution: 1.048576 megapixels
+- Cropped: True
+- Crop style: random
+- Crop aspect: square
+
+
+## Inference
+
+
+```python
+import torch
+from diffusers import DiffusionPipeline
+from lycoris import create_lycoris_from_weights
+
+model_id = 'stabilityai/stable-diffusion-xl-base-1.0'
+adapter_id = 'pytorch_lora_weights.safetensors' # you will have to download this manually
+lora_scale = 1.0
+wrapper, _ = create_lycoris_from_weights(lora_scale, adapter_id, pipeline.transformer)
+wrapper.merge_to()
+
+prompt = "brst_style, hamster"
+negative_prompt = 'blurry, cropped, ugly'
+pipeline.to('cuda' if torch.cuda.is_available() else 'mps' if torch.backends.mps.is_available() else 'cpu')
+image = pipeline(
+    prompt=prompt,
+    negative_prompt=negative_prompt,
+    num_inference_steps=20,
+    generator=torch.Generator(device='cuda' if torch.cuda.is_available() else 'mps' if torch.backends.mps.is_available() else 'cpu').manual_seed(1641421826),
+    width=1024,
+    height=1024,
+    guidance_scale=4.2,
+    guidance_rescale=0.0,
+).images[0]
+image.save("output.png", format="PNG")
+```
+