Model card auto-generated by SimpleTuner

README.md

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+---
+license: other
+base_model: "black-forest-labs/FLUX.1-dev"
+tags:
+  - flux
+  - flux-diffusers
+  - text-to-image
+  - diffusers
+  - simpletuner
+  - lora
+  - template:sd-lora
+inference: true
+widget:
+- text: 'unconditional (blank prompt)'
+  parameters:
+    negative_prompt: 'blurry, cropped, ugly'
+  output:
+    url: ./assets/image_0_0.png
+- text: 'unconditional (blank prompt)'
+  parameters:
+    negative_prompt: 'blurry, cropped, ugly'
+  output:
+    url: ./assets/image_1_1.png
+- text: 'A bustling kitchen scene with three chefs in white uniforms and tall hats. The chef in the foreground, a woman with her hair in a tight bun, is pointing emphatically at a large pot on the stove with her right index finger. Her left hand holds a wooden spoon, and her expression is one of intense concentration. To her right, a male chef is chopping vegetables on a cutting board, but his head is turned towards where his colleague is pointing. In the background, the third chef is reaching up to a high shelf, pointing with his left hand at a specific spice jar. Steam rises from several pots on the industrial stove, and stainless steel appliances gleam in the bright kitchen lighting. The scene conveys a sense of urgency and coordination in a professional kitchen environment.'
+  parameters:
+    negative_prompt: 'blurry, cropped, ugly'
+  output:
+    url: ./assets/image_2_0.png
+- text: 'A bustling kitchen scene with three chefs in white uniforms and tall hats. The chef in the foreground, a woman with her hair in a tight bun, is pointing emphatically at a large pot on the stove with her right index finger. Her left hand holds a wooden spoon, and her expression is one of intense concentration. To her right, a male chef is chopping vegetables on a cutting board, but his head is turned towards where his colleague is pointing. In the background, the third chef is reaching up to a high shelf, pointing with his left hand at a specific spice jar. Steam rises from several pots on the industrial stove, and stainless steel appliances gleam in the bright kitchen lighting. The scene conveys a sense of urgency and coordination in a professional kitchen environment.'
+  parameters:
+    negative_prompt: 'blurry, cropped, ugly'
+  output:
+    url: ./assets/image_3_1.png
+---
+
+# pointerpointer-v1
+
+This is a standard PEFT LoRA 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 bustling kitchen scene with three chefs in white uniforms and tall hats. The chef in the foreground, a woman with her hair in a tight bun, is pointing emphatically at a large pot on the stove with her right index finger. Her left hand holds a wooden spoon, and her expression is one of intense concentration. To her right, a male chef is chopping vegetables on a cutting board, but his head is turned towards where his colleague is pointing. In the background, the third chef is reaching up to a high shelf, pointing with his left hand at a specific spice jar. Steam rises from several pots on the industrial stove, and stainless steel appliances gleam in the bright kitchen lighting. The scene conveys a sense of urgency and coordination in a professional kitchen environment.
+```
+
+## Validation settings
+- CFG: `3.0`
+- CFG Rescale: `0.0`
+- Steps: `25`
+- Sampler: `None`
+- Seed: `42`
+- Resolutions: `1024x1024,832x1216`
+
+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: 100
+- Learning rate: 0.0002
+- Effective batch size: 90
+  - Micro-batch size: 45
+  - Gradient accumulation steps: 2
+  - 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: 16
+- LoRA Alpha: None
+- LoRA Dropout: 0.1
+- LoRA initialisation style: default
+    
+
+## Datasets
+
+### pointerpointer
+- Repeats: 0
+- Total number of images: 711
+- Total number of aspect buckets: 1
+- Resolution: 0.262144 megapixels
+- Cropped: True
+- Crop style: center
+- Crop aspect: square
+
+
+## Inference
+
+
+```python
+import torch
+from diffusers import DiffusionPipeline
+
+model_id = 'black-forest-labs/FLUX.1-dev'
+adapter_id = 'MaheshNat/pointerpointer-v1'
+pipeline = DiffusionPipeline.from_pretrained(model_id)
+pipeline.load_lora_weights(adapter_id)
+
+prompt = "A bustling kitchen scene with three chefs in white uniforms and tall hats. The chef in the foreground, a woman with her hair in a tight bun, is pointing emphatically at a large pot on the stove with her right index finger. Her left hand holds a wooden spoon, and her expression is one of intense concentration. To her right, a male chef is chopping vegetables on a cutting board, but his head is turned towards where his colleague is pointing. In the background, the third chef is reaching up to a high shelf, pointing with his left hand at a specific spice jar. Steam rises from several pots on the industrial stove, and stainless steel appliances gleam in the bright kitchen lighting. The scene conveys a sense of urgency and coordination in a professional kitchen environment."
+
+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=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=1024,
+    height=1024,
+    guidance_scale=3.0,
+).images[0]
+image.save("output.png", format="PNG")
+```
+