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  inference: true
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  ---
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- # Text-to-image finetuning - iamkaikai/amazing-logos-v2
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- This pipeline was finetuned from **runwayml/stable-diffusion-v1-5** on the **iamkaikai/amazing_logos_v3** dataset. Below are some example images generated with the finetuned pipeline using the following prompts: ['Simple elegant logo for Digital Art, D A square terminal tech, successful vibe, minimalist, thought-provoking, abstract, recognizable, black and white', 'Simple elegant logo for Digital Art, D A arrow terminal tech, successful vibe, minimalist, thought-provoking, abstract, recognizable, black and white', 'Simple elegant logo for Digital Art, D A dots terminal tech, successful vibe, minimalist, thought-provoking, abstract, recognizable, black and white', 'Simple elegant logo for Digital Art, D A portal terminal tech, successful vibe, minimalist, thought-provoking, abstract, recognizable, black and white', 'Simple elegant logo for Digital Art, D A tech terminal tech, successful vibe, minimalist, thought-provoking, abstract, recognizable', 'Simple elegant logo for Digital Art, D A programming terminal tech, successful vibe, minimalist, thought-provoking, abstract, recognizable', 'Simple elegant logo for Digital Art, D A art terminal tech, successful vibe, minimalist, thought-provoking, abstract, recognizable', 'Simple elegant logo for Digital Art, D A digital terminal tech, successful vibe, minimalist, thought-provoking, abstract, recognizable', 'Simple elegant logo for DA, > A terminal tech, successful vibe, minimalist, thought-provoking, abstract, recognizable, black and white', 'Simple elegant logo for DA, D A portal art, successful vibe, minimalist, thought-provoking, abstract, recognizable, black and white', 'Simple elegant logo for DA, art tech school, successful vibe, minimalist, thought-provoking, abstract, recognizable, black and white', 'Simple elegant logo for DA, art tech school, successful vibe, minimalist, thought-provoking, abstract, recognizable', 'Simple elegant logo for DA, art tech school digital, successful vibe, minimalist, thought-provoking, abstract, recognizable', 'Simple elegant logo for DA, art tech school digital, successful vibe, minimalist, thought-provoking, abstract, recognizable, black and white', 'Simple elegant logo for DA, D A art tech, successful vibe, minimalist, thought-provoking, abstract, recognizable', 'Simple elegant logo for DA, D A digital art school, successful vibe, minimalist, thought-provoking, abstract, recognizable']:
 
 
 
 
 
 
 
 
 
 
 
 
 
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- ![val_imgs_grid](./val_imgs_grid.png)
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- ## Pipeline usage
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- You can use the pipeline like so:
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- ```python
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- from diffusers import DiffusionPipeline
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- import torch
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- pipeline = DiffusionPipeline.from_pretrained("iamkaikai/amazing-logos-v2", torch_dtype=torch.float16)
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- prompt = "Simple elegant logo for Digital Art, D A square terminal tech, successful vibe, minimalist, thought-provoking, abstract, recognizable, black and white"
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- image = pipeline(prompt).images[0]
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- image.save("my_image.png")
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  ```
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- ## Training info
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- These are the key hyperparameters used during training:
 
 
 
 
 
 
 
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- * Epochs: 1
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- * Learning rate: 1e-07
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- * Batch size: 1
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- * Gradient accumulation steps: 1
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- * Image resolution: 512
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- * Mixed-precision: fp16
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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- More information on all the CLI arguments and the environment are available on your [`wandb` run page](https://wandb.ai/iam-kai-kai/text2image-fine-tune/runs/277egfk1).
 
 
 
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  inference: true
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  ---
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+ # Text-to-image finetuning - iamkaikai/amazing-logos
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+ This pipeline was finetuned from **runwayml/stable-diffusion-v1-5** on the **iamkaikai/amazing_logos_v3** dataset.
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+ Update: this model supports colored logos
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+
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+ ## Training info
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+
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+ These are the key hyperparameters used during training:
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+
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+ * Dataset size: 110k
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+ * Epochs: 16
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+ * Learning rate: 5e-07
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+ * Batch size: 16
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+ * Gradient accumulation steps: 1
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+ * Image resolution: 512
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+ * Mixed-precision: fp16
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+ ![preview](./grid-0008.jpg)
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+ ## Prompt Format
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+ The prompt format is as follows:
 
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+ ```javascript
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+ {template keywords} + [company name] + [concept & country] + {template keywords}
 
 
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  ```
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+ For example:
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+ Colored logo
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+ ```text
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+ Simple elegant logo for **[Google]**, **[G circle United states]**, successful vibe, minimalist, thought-provoking, abstract, recognizable
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+ ```
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+ monochrome logo
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+ ```text
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+ Simple elegant logo for **[Google]**, **[G circle United states]**, successful vibe, minimalist, thought-provoking, abstract, recognizable, black and white
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+ ```
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+ The [concept & country] section can include words such as:
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+ - lines
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+ - circles
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+ - triangles
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+ - dot
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+ - crosses
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+ - waves
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+ - square
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+ - letters (A-Z)
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+ - 3D
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+ - Angled
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+ - Arrows
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+ - cube
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+ - Diamond
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+ - Hexagon
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+ - Loops
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+ - outline
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+ - ovals
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+ - rectangle
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+ - reflection
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+ - rings
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+ - round
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+ - semicircle
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+ - spiral
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+ - woven
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+ - stars
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+ Here are some examples of prompts:
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+ - Simple elegant logo for Digital Art, **D A square**, successful vibe, minimalist, thought-provoking, abstract, recognizable
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+ - Simple elegant logo for 3M Technology, **3 M square United states**, successful vibe, minimalist, thought-provoking, abstract, recognizable
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+ - Simple elegant logo for 42Studio, **lines drop fire flame water**, successful vibe, minimalist, thought provoking, abstract, recognizable, relatable, sharp, vector art, even edges