Text-to-Image
Diffusers
TensorBoard
stable-diffusion
stable-diffusion-diffusers
diffusers-training
lora
stable-diffusion-xl
stable-diffusion-xl-diffusers
Instructions to use Rac11m/sd-tryon-model-lora-sdxl with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Diffusers
How to use Rac11m/sd-tryon-model-lora-sdxl with Diffusers:
pip install -U diffusers transformers accelerate
import torch from diffusers import DiffusionPipeline # switch to "mps" for apple devices pipe = DiffusionPipeline.from_pretrained("runwayml/stable-diffusion-v1-5", dtype=torch.bfloat16, device_map="cuda") pipe.load_lora_weights("Rac11m/sd-tryon-model-lora-sdxl") prompt = "Astronaut in a jungle, cold color palette, muted colors, detailed, 8k" image = pipe(prompt).images[0] - Notebooks
- Google Colab
- Kaggle
- Local Apps Settings
- Draw Things
- DiffusionBee
End of training
Browse files- .gitattributes +4 -0
- README.md +43 -0
- image_0.png +3 -0
- image_1.png +3 -0
- image_2.png +3 -0
- image_3.png +3 -0
- logs/text2image-fine-tune/1746362204.1792953/events.out.tfevents.1746362204.548ea8abe000.9080.1 +3 -0
- logs/text2image-fine-tune/1746362204.180898/hparams.yml +54 -0
- logs/text2image-fine-tune/1746363610.2025266/events.out.tfevents.1746363610.548ea8abe000.15371.1 +3 -0
- logs/text2image-fine-tune/1746363610.204039/hparams.yml +54 -0
- logs/text2image-fine-tune/1746364508.2742507/events.out.tfevents.1746364508.548ea8abe000.19121.1 +3 -0
- logs/text2image-fine-tune/1746364508.2806346/hparams.yml +54 -0
- logs/text2image-fine-tune/1746366045.0525992/events.out.tfevents.1746366045.548ea8abe000.25891.1 +3 -0
- logs/text2image-fine-tune/1746366045.0543807/hparams.yml +51 -0
- logs/text2image-fine-tune/1746366197.2601933/events.out.tfevents.1746366197.548ea8abe000.26989.1 +3 -0
- logs/text2image-fine-tune/1746366197.2623632/hparams.yml +51 -0
- logs/text2image-fine-tune/events.out.tfevents.1746362204.548ea8abe000.9080.0 +3 -0
- logs/text2image-fine-tune/events.out.tfevents.1746363610.548ea8abe000.15371.0 +3 -0
- logs/text2image-fine-tune/events.out.tfevents.1746364508.548ea8abe000.19121.0 +3 -0
- logs/text2image-fine-tune/events.out.tfevents.1746366045.548ea8abe000.25891.0 +3 -0
- logs/text2image-fine-tune/events.out.tfevents.1746366197.548ea8abe000.26989.0 +3 -0
- pytorch_lora_weights.safetensors +3 -0
.gitattributes
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@@ -33,3 +33,7 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
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*.zip filter=lfs diff=lfs merge=lfs -text
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*.zst filter=lfs diff=lfs merge=lfs -text
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*tfevents* filter=lfs diff=lfs merge=lfs -text
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*.zip filter=lfs diff=lfs merge=lfs -text
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*.zst filter=lfs diff=lfs merge=lfs -text
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*tfevents* filter=lfs diff=lfs merge=lfs -text
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image_0.png filter=lfs diff=lfs merge=lfs -text
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image_1.png filter=lfs diff=lfs merge=lfs -text
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image_2.png filter=lfs diff=lfs merge=lfs -text
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image_3.png filter=lfs diff=lfs merge=lfs -text
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README.md
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---
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base_model: runwayml/stable-diffusion-v1-5
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library_name: diffusers
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license: creativeml-openrail-m
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inference: true
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tags:
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- stable-diffusion
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- stable-diffusion-diffusers
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- text-to-image
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- diffusers
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- diffusers-training
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- lora
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---
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<!-- This model card has been generated automatically according to the information the training script had access to. You
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should probably proofread and complete it, then remove this comment. -->
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# LoRA text2image fine-tuning - Rac11m/sd-tryon-model-lora-sdxl
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These are LoRA adaption weights for runwayml/stable-diffusion-v1-5. The weights were fine-tuned on the None dataset. You can find some example images in the following.
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## Intended uses & limitations
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#### How to use
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```python
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# TODO: add an example code snippet for running this diffusion pipeline
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```
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#### Limitations and bias
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[TODO: provide examples of latent issues and potential remediations]
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## Training details
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[TODO: describe the data used to train the model]
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image_0.png
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Git LFS Details
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image_1.png
ADDED
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Git LFS Details
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image_2.png
ADDED
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Git LFS Details
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image_3.png
ADDED
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Git LFS Details
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logs/text2image-fine-tune/1746362204.1792953/events.out.tfevents.1746362204.548ea8abe000.9080.1
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version https://git-lfs.github.com/spec/v1
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oid sha256:49779f96cffacd1d685f7662261e093721229a9be0051c5158311c2bfe09403a
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size 2608
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logs/text2image-fine-tune/1746362204.180898/hparams.yml
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adam_beta1: 0.9
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adam_beta2: 0.999
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adam_epsilon: 1.0e-08
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adam_weight_decay: 0.01
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allow_tf32: false
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cache_dir: null
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caption_column: text
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center_crop: false
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checkpointing_steps: 500
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checkpoints_total_limit: null
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dataloader_num_workers: 0
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dataset_config_name: null
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dataset_name: null
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debug_loss: false
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enable_npu_flash_attention: false
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enable_xformers_memory_efficient_attention: false
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gradient_accumulation_steps: 1
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gradient_checkpointing: false
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hub_model_id: null
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hub_token: null
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image_column: image
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learning_rate: 0.0001
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local_rank: -1
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logging_dir: logs
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| 25 |
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lr_scheduler: constant
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| 26 |
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lr_warmup_steps: 0
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| 27 |
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max_grad_norm: 1.0
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| 28 |
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max_train_samples: null
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max_train_steps: 200
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mixed_precision: fp16
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noise_offset: 0
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num_train_epochs: 2
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num_validation_images: 4
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output_dir: sd-tryon-model-lora-sdxl
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prediction_type: null
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pretrained_model_name_or_path: stabilityai/stable-diffusion-xl-base-1.0
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pretrained_vae_model_name_or_path: madebyollin/sdxl-vae-fp16-fix
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push_to_hub: true
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random_flip: true
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rank: 4
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report_to: tensorboard
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resolution: 512
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resume_from_checkpoint: null
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revision: null
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scale_lr: false
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seed: 42
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snr_gamma: null
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| 48 |
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train_batch_size: 1
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train_data_dir: /content/drive/MyDrive/PFE/mini/mini/images
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| 50 |
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train_text_encoder: false
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| 51 |
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use_8bit_adam: false
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| 52 |
+
validation_epochs: 1
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| 53 |
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validation_prompt: a slim black woman in forties
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| 54 |
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variant: null
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logs/text2image-fine-tune/1746363610.2025266/events.out.tfevents.1746363610.548ea8abe000.15371.1
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version https://git-lfs.github.com/spec/v1
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oid sha256:d979f4225d45ca7a7dae065c084ca87ebfd735d0214f4cfa4098eee826ea79bd
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size 2608
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logs/text2image-fine-tune/1746363610.204039/hparams.yml
ADDED
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adam_beta1: 0.9
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adam_beta2: 0.999
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adam_epsilon: 1.0e-08
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adam_weight_decay: 0.01
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| 5 |
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allow_tf32: false
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cache_dir: null
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caption_column: text
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| 8 |
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center_crop: false
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| 9 |
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checkpointing_steps: 500
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| 10 |
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checkpoints_total_limit: null
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dataloader_num_workers: 0
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dataset_config_name: null
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dataset_name: null
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debug_loss: false
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| 15 |
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enable_npu_flash_attention: false
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| 16 |
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enable_xformers_memory_efficient_attention: false
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| 17 |
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gradient_accumulation_steps: 1
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gradient_checkpointing: false
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hub_model_id: null
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hub_token: null
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image_column: image
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learning_rate: 0.0001
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| 23 |
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local_rank: -1
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| 24 |
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logging_dir: logs
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| 25 |
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lr_scheduler: constant
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| 26 |
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lr_warmup_steps: 0
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max_grad_norm: 1.0
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max_train_samples: null
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| 29 |
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max_train_steps: 50
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mixed_precision: fp16
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noise_offset: 0
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| 32 |
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num_train_epochs: 1
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| 33 |
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num_validation_images: 4
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output_dir: sd-tryon-model-lora-sdxl
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| 35 |
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prediction_type: null
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| 36 |
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pretrained_model_name_or_path: stabilityai/stable-diffusion-xl-base-1.0
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| 37 |
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pretrained_vae_model_name_or_path: madebyollin/sdxl-vae-fp16-fix
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| 38 |
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push_to_hub: true
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| 39 |
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random_flip: true
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| 40 |
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rank: 4
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| 41 |
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report_to: tensorboard
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| 42 |
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resolution: 512
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| 43 |
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resume_from_checkpoint: null
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| 44 |
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revision: null
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| 45 |
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scale_lr: false
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| 46 |
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seed: 42
|
| 47 |
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snr_gamma: null
|
| 48 |
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train_batch_size: 1
|
| 49 |
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train_data_dir: /content/drive/MyDrive/PFE/mini/mini/images
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| 50 |
+
train_text_encoder: false
|
| 51 |
+
use_8bit_adam: false
|
| 52 |
+
validation_epochs: 1
|
| 53 |
+
validation_prompt: a slim black woman in forties
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| 54 |
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variant: null
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logs/text2image-fine-tune/1746364508.2742507/events.out.tfevents.1746364508.548ea8abe000.19121.1
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version https://git-lfs.github.com/spec/v1
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oid sha256:0f0b48dc99d32ed833b25e1c04a693d136ccf6c1fb93b2004b8d321e6dd170f4
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size 2606
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logs/text2image-fine-tune/1746364508.2806346/hparams.yml
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adam_beta1: 0.9
|
| 2 |
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adam_beta2: 0.999
|
| 3 |
+
adam_epsilon: 1.0e-08
|
| 4 |
+
adam_weight_decay: 0.01
|
| 5 |
+
allow_tf32: false
|
| 6 |
+
cache_dir: null
|
| 7 |
+
caption_column: text
|
| 8 |
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center_crop: false
|
| 9 |
+
checkpointing_steps: 500
|
| 10 |
+
checkpoints_total_limit: null
|
| 11 |
+
dataloader_num_workers: 8
|
| 12 |
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dataset_config_name: null
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| 13 |
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dataset_name: null
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| 14 |
+
debug_loss: false
|
| 15 |
+
enable_npu_flash_attention: false
|
| 16 |
+
enable_xformers_memory_efficient_attention: false
|
| 17 |
+
gradient_accumulation_steps: 4
|
| 18 |
+
gradient_checkpointing: false
|
| 19 |
+
hub_model_id: null
|
| 20 |
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hub_token: null
|
| 21 |
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image_column: image
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| 22 |
+
learning_rate: 0.0001
|
| 23 |
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local_rank: -1
|
| 24 |
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logging_dir: logs
|
| 25 |
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lr_scheduler: cosine
|
| 26 |
+
lr_warmup_steps: 0
|
| 27 |
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max_grad_norm: 1.0
|
| 28 |
+
max_train_samples: null
|
| 29 |
+
max_train_steps: 50
|
| 30 |
+
mixed_precision: fp16
|
| 31 |
+
noise_offset: 0
|
| 32 |
+
num_train_epochs: 2
|
| 33 |
+
num_validation_images: 4
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| 34 |
+
output_dir: sd-tryon-model-lora-sdxl
|
| 35 |
+
prediction_type: null
|
| 36 |
+
pretrained_model_name_or_path: stabilityai/stable-diffusion-xl-base-1.0
|
| 37 |
+
pretrained_vae_model_name_or_path: madebyollin/sdxl-vae-fp16-fix
|
| 38 |
+
push_to_hub: true
|
| 39 |
+
random_flip: false
|
| 40 |
+
rank: 4
|
| 41 |
+
report_to: tensorboard
|
| 42 |
+
resolution: 512
|
| 43 |
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resume_from_checkpoint: null
|
| 44 |
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revision: null
|
| 45 |
+
scale_lr: false
|
| 46 |
+
seed: 1337
|
| 47 |
+
snr_gamma: null
|
| 48 |
+
train_batch_size: 1
|
| 49 |
+
train_data_dir: /content/drive/MyDrive/PFE/mini/mini/images
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|
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output_dir: sd-tryon-model-lora-sdxl
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