bghira
/

flux-sfwbooru-3.5M-lokr-attempt2

+---
+license: other
+base_model: "black-forest-labs/FLUX.1-dev"
+tags:
+  - flux
+  - flux-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 garfield waifu wearing an apron with a red sphere over her head that reads It is Time'
+  parameters:
+    negative_prompt: 'blurry, cropped, ugly'
+  output:
+    url: ./assets/image_1_0.png
+- text: 'a void of fursuit furries hanging onto the edge of reality as they get sucked into a vortex'
+  parameters:
+    negative_prompt: 'blurry, cropped, ugly'
+  output:
+    url: ./assets/image_2_0.png
+- text: 'furries congregate at walmart to teach about gelatin fountains to adult furries'
+  parameters:
+    negative_prompt: 'blurry, cropped, ugly'
+  output:
+    url: ./assets/image_3_0.png
+- text: 'the furry church congregation looking up at a cinematic movie screen with text on it that reads MOOSE = PONY'
+  parameters:
+    negative_prompt: 'blurry, cropped, ugly'
+  output:
+    url: ./assets/image_4_0.png
+- text: 'furry church congregation singing hymns while they look to a screen with lyrics on it that reads THE NEW FRONTIER OF PONY MODELS?'
+  parameters:
+    negative_prompt: 'blurry, cropped, ugly'
+  output:
+    url: ./assets/image_5_0.png
+- text: 'a furry giving a TED talk with a screen in the background showing bullet points: - what furry means, and, - what furry does not mean'
+  parameters:
+    negative_prompt: 'blurry, cropped, ugly'
+  output:
+    url: ./assets/image_6_0.png
+- text: 'a sugar bear named brownie plays basketball with lumps of poop'
+  parameters:
+    negative_prompt: 'blurry, cropped, ugly'
+  output:
+    url: ./assets/image_7_0.png
+- text: 'A photo-realistic image of a cat'
+  parameters:
+    negative_prompt: 'blurry, cropped, ugly'
+  output:
+    url: ./assets/image_8_0.png
+---
+# flux-sfwbooru-3.5M-lokr-attempt2
+This is a LyCORIS adapter derived from [black-forest-labs/FLUX.1-dev](https://huggingface.co/black-forest-labs/FLUX.1-dev).
+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: 0
+- Training steps: 100
+- Learning rate: 7e-05
+- Effective batch size: 12
+  - Micro-batch size: 2
+  - Gradient accumulation steps: 2
+  - Number of GPUs: 3
+- Prediction type: flow-matching
+- Rescaled betas zero SNR: False
+- Optimizer: adamw_bf16weight_decay=1e-3
+- Precision: Pure BF16
+- Quantised: Yes: int8-quanto
+- Xformers: Not used
+- LyCORIS Config:
+```json
+{
+    "algo": "lokr",
+    "multiplier": 1.0,
+    "linear_dim": 10000,
+    "linear_alpha": 1,
+    "factor": 8,
+    "apply_preset": {
+        "target_module": [
+            "Attention",
+            "FeedForward"
+        ],
+        "module_algo_map": {
+            "Attention": {
+                "factor": 6
+            },
+            "FeedForward": {
+                "factor": 4
+            }
+        }
+    }
+}
+```
+## Datasets
+### sfwbooru
+- Repeats: 0
+- Total number of images: ~639264
+- Total number of aspect buckets: 81
+- Resolution: 1.048576 megapixels
+- Cropped: False
+- Crop style: None
+- Crop aspect: None
+### normalnudes
+- Repeats: 50
+- Total number of images: ~1233
+- Total number of aspect buckets: 31
+- Resolution: 1.048576 megapixels
+- Cropped: False
+- Crop style: None
+- Crop aspect: None
+### guys
+- Repeats: 0
+- Total number of images: ~390
+- Total number of aspect buckets: 16
+- Resolution: 1.048576 megapixels
+- Cropped: False
+- Crop style: None
+- Crop aspect: None
+### signs
+- Repeats: 0
+- Total number of images: ~435
+- Total number of aspect buckets: 19
+- Resolution: 1.048576 megapixels
+- Cropped: False
+- Crop style: None
+- Crop aspect: None
+### nsfw-1024
+- Repeats: 0
+- Total number of images: ~10830
+- Total number of aspect buckets: 14
+- Resolution: 1.048576 megapixels
+- Cropped: False
+- Crop style: None
+- Crop aspect: None
+### anatomy
+- Repeats: 2
+- Total number of images: ~16440
+- Total number of aspect buckets: 24
+- Resolution: 1.048576 megapixels
+- Cropped: False
+- Crop style: None
+- Crop aspect: None
+### yoga
+- Repeats: 0
+- Total number of images: ~3642
+- Total number of aspect buckets: 20
+- Resolution: 1.048576 megapixels
+- Cropped: False
+- Crop style: None
+- Crop aspect: None
+### photo-aesthetics
+- Repeats: 0
+- Total number of images: ~33171
+- Total number of aspect buckets: 30
+- Resolution: 1.048576 megapixels
+- Cropped: False
+- Crop style: None
+- Crop aspect: None
+### text-1mp
+- Repeats: 125
+- Total number of images: ~13221
+- Total number of aspect buckets: 14
+- Resolution: 1.048576 megapixels
+- Cropped: False
+- Crop style: None
+- Crop aspect: None
+### normalnudes-crop
+- Repeats: 50
+- Total number of images: ~1146
+- Total number of aspect buckets: 1
+- Resolution: 1.048576 megapixels
+- Cropped: True
+- Crop style: random
+- Crop aspect: square
+### guys-crop
+- Repeats: 0
+- Total number of images: ~381
+- Total number of aspect buckets: 1
+- Resolution: 1.048576 megapixels
+- Cropped: True
+- Crop style: random
+- Crop aspect: square
+### signs-crop
+- Repeats: 0
+- Total number of images: ~417
+- Total number of aspect buckets: 1
+- Resolution: 1.048576 megapixels
+- Cropped: True
+- Crop style: random
+- Crop aspect: square
+### nsfw-1024-crop
+- Repeats: 0
+- Total number of images: ~10818
+- Total number of aspect buckets: 1
+- Resolution: 1.048576 megapixels
+- Cropped: True
+- Crop style: random
+- Crop aspect: square
+### anatomy-crop
+- Repeats: 2
+- Total number of images: ~16425
+- Total number of aspect buckets: 1
+- Resolution: 1.048576 megapixels
+- Cropped: True
+- Crop style: random
+- Crop aspect: square
+### yoga-crop
+- Repeats: 0
+- Total number of images: ~3618
+- Total number of aspect buckets: 1
+- Resolution: 1.048576 megapixels
+- Cropped: True
+- Crop style: random
+- Crop aspect: square
+### photo-aesthetics-crop
+- Repeats: 0
+- Total number of images: ~33141
+- Total number of aspect buckets: 1
+- Resolution: 1.048576 megapixels
+- Cropped: True
+- Crop style: random
+- Crop aspect: square
+### text-1mp-crop
+- Repeats: 125
+- Total number of images: ~13194
+- 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 = 'black-forest-labs/FLUX.1-dev'
+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"
+pipeline.to('cuda' if torch.cuda.is_available() else 'mps' if torch.backends.mps.is_available() else 'cpu')
+image = pipeline(
+    prompt=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")
+```