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- README.md +146 -0
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README.md
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| 1 |
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---
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tags:
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- text-to-image
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- lora
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- diffusers
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- template:diffusion-lora
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widget:
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- text: >-
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Kurdish_clothing, A woman wearing a Kurdish traditional dress in a striking
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blue hue with long sleeves and a shimmering sequin finish, paired with
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voluminous trousers and elegant high heels, complemented by an ornate
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headpiece adorned with decorative coins
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output:
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url: images/e8_01.png
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- text: >-
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Kurdish_clothing, A woman wearing a Kurdish traditional dress in a striking
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blue hue with long sleeves and a shimmering sequin finish, paired with
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voluminous trousers and elegant high heels, complemented by an ornate
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headpiece adorned with decorative coins
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output:
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url: images/e10_01.png
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- text: >-
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Kurdish_clothing, A woman wearing a Kurdish traditional dress in a striking
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blue hue with long sleeves and a shimmering sequin finish, paired with
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voluminous trousers and elegant high heels, complemented by an ornate
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headpiece adorned with decorative coins
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output:
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url: images/e9-.01.png
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- text: >-
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| 30 |
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Kurdish_clothing, A woman wearing a Kurdish traditional dress in a striking
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blue hue with long sleeves and a shimmering sequin finish, paired with
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| 32 |
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voluminous trousers and elegant high heels, complemented by an ornate
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headpiece adorned with decorative coins
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output:
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url: images/e8_01.png
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- text: Kurdish_clothing, a kurdish woman
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output:
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url: images/e11_random_01.png
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- text: >-
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Kurdish_clothing a woman in a black dress standing in front of a herd of
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sheep, surrounded by lush green grass, trees, and mountains in the
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background, with a bright blue sky above.
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output:
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url: images/e11_random_02.png
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- text: >-
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Kurdish_clothing a woman standing on the ground, holding a bouquet of
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flowers in her hand, surrounded by trees and a clear blue sky. She is
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wearing a plus size wedding dress, with a long, flowing skirt and a fitted
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bodice.
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output:
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url: images/e11_random_03.png
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- text: >-
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Kurdish_clothing, a woman sits on a throne of smooth, pearlescent stone in a
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grand throne room with polished marble walls and tall, gold-veined columns.
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Her very long, wavy dark-brown hair flows over her shoulders, framed by an
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| 56 |
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elaborate crown of twisted silver and gold with sapphires and filigree. She
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| 57 |
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wears flowing robes of deep blue and purple with silver embroidery, her legs
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| 58 |
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crossed elegantly. In her right hand, she holds a slender scepter with a
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| 59 |
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golden, vine-etched tip, and in her left, a glowing orb pulses with soft
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| 60 |
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radiance. Crystal chandeliers flicker above, illuminating the scene. Tall
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| 61 |
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arched windows reveal emerald hills and orchards under a pastel sky, with
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| 62 |
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her hair swaying gently against the luminous throne
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output:
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| 64 |
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url: images/e11_random_04.png
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base_model: black-forest-labs/FLUX.1-dev
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instance_prompt: Kurdish_clothing
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license: mit
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---
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# Kurdish East Clothing Styles
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<Gallery />
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| 72 |
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| 73 |
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## Model description
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| 74 |
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```markdown
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| 76 |
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# Kurdish East Clothing Styles LoRA Model
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| 77 |
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The LoRA is trained to generate images of Kurdish traditional clothing, with a focus on the eastern part of Kurdistan (primarily the Iran region, known as Rojhelat). The model captures the rich variety of custom-made patterns, vibrant colors, and ornate decorative accessories and jewelry characteristic of Kurdish fashion.
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## Model Overview
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This model is trained on images, emphasizing the diverse styles found in eastern Kurdish clothing. Due to the intricate designs and regional variations (e.g., Mokrian section with flower-patterned "pshten" hip belts vs. Sanandaj's distinct custom designs), generating a consistent style can be challenging. As a result, the model may not always produce perfectly accurate representations and is provided "as is" under the MIT License—use it at your own risk.
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### Training Settings
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- **Engine**: Kohya
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- **LoRA Type**: LoRA
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- **Resolution**: 1024
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| 87 |
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- **Max Train Epochs**: 11
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- **Num Repeats**: 17
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- **Network Dim**: 64
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- **Network Alpha**: 32
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- **LR Scheduler**: Cosine
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- **Min SNR Gamma**: 5
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- **Noise Offset**: 0.1
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- **Optimizer**: AdamW8Bit
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- **Enable Bucket**: True
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- **Clip Skip**: 1
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- **LR Scheduler Num Cycles**: 1
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### Usage Recommendations
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- **Batch Size**: For desirable image quality, use at least a batch size of 4.
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- **Steps**: 30 steps recommended for sampling.
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- **Guidance Scale**: Conditioning guidance of 3.5 works well.
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- **Clip Strength**: In cases where the environment or style deviates from Kurdish themes, lower the Clip strength (e.g., to 0.5) to allow the base model to handle the request better.
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### Available Models
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The training process produced high-quality results from epochs 8 to 11. All 4 epochs are uploaded for use.
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### Sample Images
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#### Consistent Prompt Test
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| 111 |
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Images generated with the prompt:
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*"Kurdish_clothing, A woman wearing a Kurdish traditional dress in a striking blue hue with long sleeves and a shimmering sequin finish, paired with voluminous trousers and elegant high heels, complemented by an ornate headpiece adorned with decorative coins."*
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- Best of batch size 2, 30 steps, Euler simple, guidance scale 3.5.
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- Files: `e8_01.png`, `e9_01.png`, `e10_01.png`, `e11_01.png`
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#### Random Prompt Variations (Epoch 11)
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Three additional prompts were tested with the e11 model, batch size 4, showcasing 4 variations per prompt. Screenshots include all 4 images per prompt:
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| 118 |
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1. **Prompt 1**: *"Kurdish_clothing, a Kurdish woman."*
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- Files: `e11_random_01.png`, `e11_random_02.png`, `e11_random_03.png`, `e11_random_04.png`
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| 120 |
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2. **Prompt 2**: *"Kurdish_clothing, a woman in a black dress standing in front of a herd of sheep, surrounded by lush green grass, trees, and mountains in the background, with a bright blue sky above."*
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- Files: `e11_random_01.png`, `e11_random_02.png`, `e11_random_03.png`, `e11_random_04.png`
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| 122 |
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3. **Prompt 3**: *"Kurdish_clothing, a woman standing on the ground, holding a bouquet of flowers in her hand, surrounded by trees and a clear blue sky. She is wearing a plus-size wedding dress, with a long, flowing skirt and a fitted bodice."*
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| 123 |
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- Files: `e11_random_01.png`, `e11_random_02.png`, `e11_random_03.png`, `e11_random_04.png`
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| 124 |
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4. **Prompt 4**: *"Kurdish_clothing, a woman sits on a throne of smooth, pearlescent stone in a grand throne room with polished marble walls and tall, gold-veined columns. Her very long, wavy dark-brown hair flows over her shoulders, framed by an elaborate crown of twisted silver and gold with sapphires and filigree. She wears flowing robes of deep blue and purple with silver embroidery, her legs crossed elegantly. In her right hand, she holds a slender scepter with a golden, vine-etched tip, and in her left, a glowing orb pulses with soft radiance. Crystal chandeliers flicker above, illuminating the scene. Tall arched windows reveal emerald hills and orchards under a pastel sky, with her hair swaying gently against the luminous throne."* (Clip: 0.5)
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| 125 |
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- Files: `e11_random_01.png`, `e11_random_02.png`, `e11_random_03.png`, `e11_random_04.png`
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| 126 |
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| 127 |
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### Limitations
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| 128 |
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- The model is trained primarily on eastern Kurdish (Rojhelat) styles, with significant regional variation (e.g., Mokrian vs. Sanandaj designs).
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| 129 |
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- Due to the complexity of custom patterns, colors, and accessories, the model may not always reproduce the exact style accurately.
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| 130 |
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- For non-Kurdish environments or styles, reducing Clip strength is recommended to leverage the base model’s capabilities.
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| 131 |
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### License
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| 133 |
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This model is released under the **MIT License**—completely free to use, modify, and distribute, with no warranty. Use it at your own risk. See the [LICENSE](LICENSE) file for details.
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| 134 |
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```
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## Trigger words
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| 138 |
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| 139 |
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You should use `Kurdish_clothing` to trigger the image generation.
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## Download model
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| 143 |
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Weights for this model are available in Safetensors format.
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[Download](/rzgar/kurdish_east_clothing_styles/tree/main) them in the Files & versions tab.
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