Model card auto-generated by SimpleTuner

README.md

@@ -0,0 +1,268 @@
+---
+license: other
+base_model: "stabilityai/stable-diffusion-3.5-medium"
+tags:
+  - sd3
+  - sd3-diffusers
+  - text-to-image
+  - diffusers
+  - simpletuner
+  - not-for-all-audiences
+  - 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: 'a picture of tommy chong'
+  parameters:
+    negative_prompt: 'blurry, cropped, ugly'
+  output:
+    url: ./assets/image_1_0.png
+- text: 'young tommy chong'
+  parameters:
+    negative_prompt: 'blurry, cropped, ugly'
+  output:
+    url: ./assets/image_2_0.png
+- text: 'a stoic photograph of tommy chong. he looks off into the distance, standing up against the railing of a ship. the sky is cloudy.'
+  parameters:
+    negative_prompt: 'blurry, cropped, ugly'
+  output:
+    url: ./assets/image_3_0.png
+- text: 'an elderly tommy chong as a contestant on Wheel of Fortune'
+  parameters:
+    negative_prompt: 'blurry, cropped, ugly'
+  output:
+    url: ./assets/image_4_0.png
+- text: 'tommy chong as a superhero in the style of studio ghibli. he wears a metal armor suit with glowing lights and power indicators.'
+  parameters:
+    negative_prompt: 'blurry, cropped, ugly'
+  output:
+    url: ./assets/image_5_0.png
+- text: 'tommy chong in a casket, dead. he is dead and it is a funeral. the text overhead says ''HE HAS NOT RISEN''.'
+  parameters:
+    negative_prompt: 'blurry, cropped, ugly'
+  output:
+    url: ./assets/image_6_0.png
+- text: 'a picture of cheech marin'
+  parameters:
+    negative_prompt: 'blurry, cropped, ugly'
+  output:
+    url: ./assets/image_7_0.png
+- text: 'young cheech marin'
+  parameters:
+    negative_prompt: 'blurry, cropped, ugly'
+  output:
+    url: ./assets/image_8_0.png
+- text: 'a stoic photograph of cheech marin. he looks off into the distance, standing up against the railing of a ship. the sky is cloudy.'
+  parameters:
+    negative_prompt: 'blurry, cropped, ugly'
+  output:
+    url: ./assets/image_9_0.png
+- text: 'an elderly cheech marin as a contestant on Wheel of Fortune'
+  parameters:
+    negative_prompt: 'blurry, cropped, ugly'
+  output:
+    url: ./assets/image_10_0.png
+- text: 'cheech marin as a superhero in the style of studio ghibli. he wears a metal armor suit with glowing lights and power indicators.'
+  parameters:
+    negative_prompt: 'blurry, cropped, ugly'
+  output:
+    url: ./assets/image_11_0.png
+- text: 'cheech marin in a casket, dead. he is dead and it is a funeral. the text overhead says ''HE HAS NOT RISEN''.'
+  parameters:
+    negative_prompt: 'blurry, cropped, ugly'
+  output:
+    url: ./assets/image_12_0.png
+- text: 'cheech marin sitting to the left of tommy chong on the set of a television interview'
+  parameters:
+    negative_prompt: 'blurry, cropped, ugly'
+  output:
+    url: ./assets/image_13_0.png
+- text: 'cheech marin sitting to the right of tommy chong on the set of a television interview'
+  parameters:
+    negative_prompt: 'blurry, cropped, ugly'
+  output:
+    url: ./assets/image_14_0.png
+- text: 'cheech and chong sitting together on the stoop of a new york apartment building, 1972'
+  parameters:
+    negative_prompt: 'blurry, cropped, ugly'
+  output:
+    url: ./assets/image_15_0.png
+- text: 'the iconic duo cheech and chong on stage performing stand-up comedy together in 2008'
+  parameters:
+    negative_prompt: 'blurry, cropped, ugly'
+  output:
+    url: ./assets/image_16_0.png
+- text: 'A photo-realistic image of a cat'
+  parameters:
+    negative_prompt: 'blurry, cropped, ugly'
+  output:
+    url: ./assets/image_17_0.png
+---
+
+# sd35m-cheechandchong-masked-reg-autoShift
+
+This is a LyCORIS adapter derived from [stabilityai/stable-diffusion-3.5-medium](https://huggingface.co/stabilityai/stable-diffusion-3.5-medium).
+
+
+The main validation prompt used during training was:
+
+
+
+```
+A photo-realistic image of a cat
+```
+
+## Validation settings
+- CFG: `3.0`
+- 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: 3
+- Training steps: 1000
+- Learning rate: 0.0001
+- Max grad norm: 0.01
+- Effective batch size: 12
+  - Micro-batch size: 4
+  - Gradient accumulation steps: 1
+  - Number of GPUs: 3
+- Prediction type: flow-matching
+- Rescaled betas zero SNR: False
+- Optimizer: bnb-adamw8bit
+- Precision: Pure BF16
+- Quantised: No
+- Xformers: Not used
+- LyCORIS Config:
+```json
+{
+    "bypass_mode": true,
+    "algo": "lokr",
+    "multiplier": 1.0,
+    "full_matrix": true,
+    "linear_dim": 10000,
+    "linear_alpha": 1,
+    "factor": 12,
+    "apply_preset": {
+        "target_module": [
+            "JointTransformerBlock"
+        ],
+        "module_algo_map": {
+            "FeedForward": {
+                "factor": 6
+            },
+            "JointTransformerBlock": {
+                "factor": 12
+            }
+        }
+    }
+}
+```
+
+## Datasets
+
+### reg-512
+- Repeats: 0
+- Total number of images: ~288
+- Total number of aspect buckets: 11
+- Resolution: 0.262144 megapixels
+- Cropped: False
+- Crop style: None
+- Crop aspect: None
+- Used for regularisation data: Yes
+### reg-1024
+- Repeats: 0
+- Total number of images: ~291
+- Total number of aspect buckets: 14
+- Resolution: 1.048576 megapixels
+- Cropped: False
+- Crop style: None
+- Crop aspect: None
+- Used for regularisation data: Yes
+### cheechandchong-uncropped-512
+- Repeats: 10
+- Total number of images: ~24
+- Total number of aspect buckets: 5
+- Resolution: 0.262144 megapixels
+- Cropped: False
+- Crop style: None
+- Crop aspect: None
+- Used for regularisation data: No
+### cheechandchong-cropped-512
+- Repeats: 10
+- Total number of images: ~24
+- Total number of aspect buckets: 5
+- Resolution: 0.262144 megapixels
+- Cropped: False
+- Crop style: None
+- Crop aspect: None
+- Used for regularisation data: No
+### cheechandchong-uncropped-1024
+- Repeats: 10
+- Total number of images: ~24
+- Total number of aspect buckets: 7
+- Resolution: 1.048576 megapixels
+- Cropped: False
+- Crop style: None
+- Crop aspect: None
+- Used for regularisation data: No
+### cheechandchong-cropped-1024
+- Repeats: 10
+- Total number of images: ~24
+- Total number of aspect buckets: 7
+- Resolution: 1.048576 megapixels
+- Cropped: False
+- Crop style: None
+- Crop aspect: None
+- Used for regularisation data: No
+
+
+## Inference
+
+
+```python
+import torch
+from diffusers import DiffusionPipeline
+from lycoris import create_lycoris_from_weights
+
+model_id = 'stabilityai/stable-diffusion-3.5-medium'
+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 = "A photo-realistic image of a cat"
+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=3.0,
+).images[0]
+image.save("output.png", format="PNG")
+```
+