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README.md

@@ -1,41 +1,117 @@
 ---
+license: other
+base_model: "stabilityai/stable-diffusion-3-medium-diffusers"
 tags:
-- text-to-image
-- stable-diffusion
-- lora
-- diffusers
-- template:sd-lora
+  - sd3
+  - sd3-diffusers
+  - text-to-image
+  - diffusers
+  - simpletuner
+  - lora
+  - template:sd-lora
+inference: true
 widget:
-- text: >-
-    A simple, clear line drawing of a right-angled triangle. The right angle is
-    positioned at the bottom left corner. The base of the triangle is labeled as
-    '4 cm' and the height is labeled as '5 cm' The hypotenuse connects the top
-    of the height to the end of the base. The triangle is drawn on a plain white
-    background.
+- text: 'unconditional (blank prompt)'
   parameters:
-    negative_prompt: blurry, cropped, ugly, 3d, colorful
+    negative_prompt: 'blurry, cropped, ugly, 3d, colorful'
   output:
-    url: images/right_triangle_4_5.png
-base_model: stabilityai/stable-diffusion-3-medium
-instance_prompt: >-
-  a clean diagram of right triangle with base label "5cm" and height label
-  "3cm", plane white background
-license: apache-2.0
+    url: ./assets/image_0_0.png
+- text: 'A simple, clear line drawing of a right-angled triangle. The right angle is positioned at the bottom left corner. The base of the triangle is labeled as ''4 cm'' and the height is labeled as ''5 cm''. The triangle is drawn on a plain white background.'
+  parameters:
+    negative_prompt: 'blurry, cropped, ugly, 3d, colorful'
+  output:
+    url: ./assets/image_1_0.png
 ---
+
 # SD3-medium-Geometry-Diagrams-Lora
 
+This is a standard PEFT LoRA derived from [stabilityai/stable-diffusion-3-medium-diffusers](https://huggingface.co/stabilityai/stable-diffusion-3-medium-diffusers).
+
+
+The main validation prompt used during training was:
+
+
+
+```
+A simple, clear line drawing of a right-angled triangle. The right angle is positioned at the bottom left corner. The base of the triangle is labeled as '4 cm' and the height is labeled as '5 cm'. The triangle is drawn on a plain white background.
+```
+
+## Validation settings
+- CFG: `3.0`
+- CFG Rescale: `0.0`
+- Steps: `25`
+- Sampler: `None`
+- Seed: `42`
+- Resolution: `512`
+
+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: 0
+- Training steps: 100
+- Learning rate: 0.0008
+- Effective batch size: 1
+  - Micro-batch size: 1
+  - Gradient accumulation steps: 1
+  - Number of GPUs: 1
+- Prediction type: flow-matching
+- Rescaled betas zero SNR: False
+- Optimizer: adamw_bf16
+- Precision: bf16
+- Quantised: No
+- Xformers: Not used
+- LoRA Rank: 32
+- LoRA Alpha: None
+- LoRA Dropout: 0.1
+- LoRA initialisation style: default
+    
+
+## Datasets
+
+### right-triangles
+- Repeats: 0
+- Total number of images: 348
+- Total number of aspect buckets: 1
+- Resolution: 512 px
+- Cropped: True
+- Crop style: center
+- Crop aspect: square
 
-## Trigger words
 
-You should use `a clean diagram of right triangle with base label &quot;5cm&quot; and height label &quot;3cm&quot;` to trigger the image generation.
+## Inference
 
-You should use `plane white background` to trigger the image generation.
 
+```python
+import torch
+from diffusers import DiffusionPipeline
 
-## Download model
+model_id = 'stabilityai/stable-diffusion-3-medium-diffusers'
+adapter_id = 'Mujeeb603/SD3-medium-Geometry-Diagrams-Lora'
+pipeline = DiffusionPipeline.from_pretrained(model_id)
+pipeline.load_lora_weights(adapter_id)
 
-Weights for this model are available in Safetensors format.
+prompt = "A simple, clear line drawing of a right-angled triangle. The right angle is positioned at the bottom left corner. The base of the triangle is labeled as '4 cm' and the height is labeled as '5 cm'. The triangle is drawn on a plain white background."
+negative_prompt = 'blurry, cropped, ugly, 3d, colorful'
+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=25,
+    generator=torch.Generator(device='cuda' if torch.cuda.is_available() else 'mps' if torch.backends.mps.is_available() else 'cpu').manual_seed(1641421826),
+    width=512,
+    height=512,
+    guidance_scale=3.0,
+).images[0]
+image.save("output.png", format="PNG")
+```
 
-[Download](/Mujeeb603/SD3-medium-Geometry-Diagrams-Lora/tree/main) them in the Files & versions tab.