Instructions to use EEEric/3d-icon-Flux-LoRA with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Diffusers
How to use EEEric/3d-icon-Flux-LoRA with Diffusers:
pip install -U diffusers transformers accelerate
import torch from diffusers import DiffusionPipeline # switch to "mps" for apple devices pipe = DiffusionPipeline.from_pretrained("black-forest-labs/FLUX.1-dev", dtype=torch.bfloat16, device_map="cuda") pipe.load_lora_weights("EEEric/3d-icon-Flux-LoRA") prompt = "3d icon in the style of <s0><s1>" image = pipe(prompt).images[0] - Inference
- Notebooks
- Google Colab
- Kaggle
- Local Apps Settings
- Draw Things
- DiffusionBee
End of training
Browse files- 3d-icon-Flux-LoRA_emb.safetensors +3 -0
- README.md +85 -0
- logs/dreambooth-flux-dev-lora-advanced/1735568051.6899648/events.out.tfevents.1735568051.gpuserver-14.827835.1 +3 -0
- logs/dreambooth-flux-dev-lora-advanced/1735568051.6936898/hparams.yml +80 -0
- logs/dreambooth-flux-dev-lora-advanced/1735568916.4220107/events.out.tfevents.1735568916.gpuserver-14.831807.1 +3 -0
- logs/dreambooth-flux-dev-lora-advanced/1735568916.4257083/hparams.yml +80 -0
- logs/dreambooth-flux-dev-lora-advanced/1735569547.8011496/events.out.tfevents.1735569547.gpuserver-14.835448.1 +3 -0
- logs/dreambooth-flux-dev-lora-advanced/1735569547.8049138/hparams.yml +80 -0
- logs/dreambooth-flux-dev-lora-advanced/1735569786.2874458/events.out.tfevents.1735569786.gpuserver-14.837421.1 +3 -0
- logs/dreambooth-flux-dev-lora-advanced/1735569786.2912216/hparams.yml +80 -0
- logs/dreambooth-flux-dev-lora-advanced/1735570108.5543733/events.out.tfevents.1735570108.gpuserver-14.840330.1 +3 -0
- logs/dreambooth-flux-dev-lora-advanced/1735570108.5581105/hparams.yml +80 -0
- logs/dreambooth-flux-dev-lora-advanced/1735570348.7992985/events.out.tfevents.1735570348.gpuserver-14.841662.1 +3 -0
- logs/dreambooth-flux-dev-lora-advanced/1735570348.8030798/hparams.yml +80 -0
- logs/dreambooth-flux-dev-lora-advanced/1735570748.869957/events.out.tfevents.1735570748.gpuserver-14.843533.1 +3 -0
- logs/dreambooth-flux-dev-lora-advanced/1735570748.8737948/hparams.yml +80 -0
- logs/dreambooth-flux-dev-lora-advanced/1735574460.775173/events.out.tfevents.1735574460.gpuserver-14.856866.1 +3 -0
- logs/dreambooth-flux-dev-lora-advanced/1735574460.7789776/hparams.yml +80 -0
- logs/dreambooth-flux-dev-lora-advanced/1735574668.2935011/events.out.tfevents.1735574668.gpuserver-14.858252.1 +3 -0
- logs/dreambooth-flux-dev-lora-advanced/1735574668.31025/hparams.yml +80 -0
- logs/dreambooth-flux-dev-lora-advanced/1735574990.5713248/events.out.tfevents.1735574990.gpuserver-14.860016.1 +3 -0
- logs/dreambooth-flux-dev-lora-advanced/1735574990.57511/hparams.yml +80 -0
- logs/dreambooth-flux-dev-lora-advanced/1735610269.231504/events.out.tfevents.1735610269.gpuserver-14.871398.1 +3 -0
- logs/dreambooth-flux-dev-lora-advanced/1735610269.2359283/hparams.yml +80 -0
- logs/dreambooth-flux-dev-lora-advanced/1735610525.572426/events.out.tfevents.1735610525.gpuserver-14.873358.1 +3 -0
- logs/dreambooth-flux-dev-lora-advanced/1735610525.5761664/hparams.yml +80 -0
- logs/dreambooth-flux-dev-lora-advanced/events.out.tfevents.1735568051.gpuserver-14.827835.0 +3 -0
- logs/dreambooth-flux-dev-lora-advanced/events.out.tfevents.1735568916.gpuserver-14.831807.0 +3 -0
- logs/dreambooth-flux-dev-lora-advanced/events.out.tfevents.1735569547.gpuserver-14.835448.0 +3 -0
- logs/dreambooth-flux-dev-lora-advanced/events.out.tfevents.1735569786.gpuserver-14.837421.0 +3 -0
- logs/dreambooth-flux-dev-lora-advanced/events.out.tfevents.1735570108.gpuserver-14.840330.0 +3 -0
- logs/dreambooth-flux-dev-lora-advanced/events.out.tfevents.1735570348.gpuserver-14.841662.0 +3 -0
- logs/dreambooth-flux-dev-lora-advanced/events.out.tfevents.1735570748.gpuserver-14.843533.0 +3 -0
- logs/dreambooth-flux-dev-lora-advanced/events.out.tfevents.1735574460.gpuserver-14.856866.0 +3 -0
- logs/dreambooth-flux-dev-lora-advanced/events.out.tfevents.1735574668.gpuserver-14.858252.0 +3 -0
- logs/dreambooth-flux-dev-lora-advanced/events.out.tfevents.1735574990.gpuserver-14.860016.0 +3 -0
- logs/dreambooth-flux-dev-lora-advanced/events.out.tfevents.1735610269.gpuserver-14.871398.0 +3 -0
- logs/dreambooth-flux-dev-lora-advanced/events.out.tfevents.1735610525.gpuserver-14.873358.0 +3 -0
- pytorch_lora_weights.safetensors +3 -0
3d-icon-Flux-LoRA_emb.safetensors
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version https://git-lfs.github.com/spec/v1
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oid sha256:ca2b383d3c800a28be7d904fa674301e835877da7d9fec2c39112cd66862f964
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size 6224
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README.md
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---
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base_model: black-forest-labs/FLUX.1-dev
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library_name: diffusers
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license: other
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instance_prompt: 3d icon in the style of <s0><s1>
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widget: []
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tags:
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- text-to-image
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- diffusers-training
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- diffusers
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- lora
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| 12 |
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- flux
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| 13 |
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- flux-diffusers
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- template:sd-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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# Flux DreamBooth LoRA - EEEric/3d-icon-Flux-LoRA
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<Gallery />
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## Model description
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These are EEEric/3d-icon-Flux-LoRA DreamBooth LoRA weights for black-forest-labs/FLUX.1-dev.
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The weights were trained using [DreamBooth](https://dreambooth.github.io/) with the [Flux diffusers trainer](https://github.com/huggingface/diffusers/blob/main/examples/dreambooth/README_flux.md).
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Was LoRA for the text encoder enabled? False.
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Pivotal tuning was enabled: True.
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## Trigger words
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To trigger image generation of trained concept(or concepts) replace each concept identifier in you prompt with the new inserted tokens:
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to trigger concept `TOK` → use `<s0><s1>` in your prompt
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## Download model
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[Download the *.safetensors LoRA](EEEric/3d-icon-Flux-LoRA/tree/main) in the Files & versions tab.
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## Use it with the [🧨 diffusers library](https://github.com/huggingface/diffusers)
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```py
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from diffusers import AutoPipelineForText2Image
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import torch
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from huggingface_hub import hf_hub_download
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from safetensors.torch import load_file
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pipeline = AutoPipelineForText2Image.from_pretrained("black-forest-labs/FLUX.1-dev", torch_dtype=torch.bfloat16).to('cuda')
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pipeline.load_lora_weights('EEEric/3d-icon-Flux-LoRA', weight_name='pytorch_lora_weights.safetensors')
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embedding_path = hf_hub_download(repo_id='EEEric/3d-icon-Flux-LoRA', filename='3d-icon-Flux-LoRA_emb.safetensors', repo_type="model")
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state_dict = load_file(embedding_path)
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pipeline.load_textual_inversion(state_dict["clip_l"], token=["<s0>", "<s1>"], text_encoder=pipeline.text_encoder, tokenizer=pipeline.tokenizer)
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image = pipeline('3d icon in the style of <s0><s1>').images[0]
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```
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For more details, including weighting, merging and fusing LoRAs, check the [documentation on loading LoRAs in diffusers](https://huggingface.co/docs/diffusers/main/en/using-diffusers/loading_adapters)
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## License
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Please adhere to the licensing terms as described [here](https://huggingface.co/black-forest-labs/FLUX.1-dev/blob/main/LICENSE.md).
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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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logs/dreambooth-flux-dev-lora-advanced/1735568051.6899648/events.out.tfevents.1735568051.gpuserver-14.827835.1
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version https://git-lfs.github.com/spec/v1
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oid sha256:0fd3eec56d9544db8c165f27813f3b695787a9b76d4258896443ab8380db2b88
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size 3586
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logs/dreambooth-flux-dev-lora-advanced/1735568051.6936898/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: 0.0001
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adam_weight_decay_text_encoder: 0.001
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allow_tf32: false
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cache_dir: null
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cache_latents: false
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caption_column: prompt
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center_crop: false
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checkpointing_steps: 2000
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checkpoints_total_limit: null
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class_data_dir: null
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class_prompt: null
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dataloader_num_workers: 0
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dataset_config_name: null
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dataset_name: ./3d_icon
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enable_t5_ti: false
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gradient_accumulation_steps: 1
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gradient_checkpointing: true
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guidance_scale: 3.5
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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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initializer_concept: null
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instance_data_dir: null
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instance_prompt: 3d icon in the style of <s0><s1>
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learning_rate: 1.0
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local_rank: 0
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logging_dir: logs
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logit_mean: 0.0
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logit_std: 1.0
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lora_layers: null
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lr_num_cycles: 1
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lr_power: 1.0
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lr_scheduler: constant
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lr_warmup_steps: 0
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max_grad_norm: 1.0
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max_sequence_length: 512
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max_train_steps: 700
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mixed_precision: bf16
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mode_scale: 1.29
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num_class_images: 100
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num_new_tokens_per_abstraction: null
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num_train_epochs: 234
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num_validation_images: 4
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optimizer: prodigy
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output_dir: 3d-icon-Flux-LoRA
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pretrained_model_name_or_path: black-forest-labs/FLUX.1-dev
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prior_generation_precision: null
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prior_loss_weight: 1.0
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| 52 |
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prodigy_beta3: null
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prodigy_decouple: true
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prodigy_safeguard_warmup: true
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prodigy_use_bias_correction: true
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push_to_hub: false
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random_flip: false
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| 58 |
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rank: 8
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repeats: 1
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| 60 |
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report_to: tensorboard
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| 61 |
+
resolution: 1024
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| 62 |
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resume_from_checkpoint: null
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| 63 |
+
revision: null
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| 64 |
+
sample_batch_size: 4
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| 65 |
+
scale_lr: false
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| 66 |
+
seed: 0
|
| 67 |
+
text_encoder_lr: 1.0
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| 68 |
+
token_abstraction: TOK
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| 69 |
+
train_batch_size: 1
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| 70 |
+
train_text_encoder: false
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| 71 |
+
train_text_encoder_frac: 1.0
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| 72 |
+
train_text_encoder_ti: true
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| 73 |
+
train_text_encoder_ti_frac: 0.5
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| 74 |
+
train_transformer_frac: 1.0
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| 75 |
+
use_8bit_adam: false
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| 76 |
+
validation_epochs: 50
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| 77 |
+
validation_prompt: null
|
| 78 |
+
variant: null
|
| 79 |
+
weighting_scheme: none
|
| 80 |
+
with_prior_preservation: false
|
logs/dreambooth-flux-dev-lora-advanced/1735568916.4220107/events.out.tfevents.1735568916.gpuserver-14.831807.1
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version https://git-lfs.github.com/spec/v1
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oid sha256:282f73e269b3aee3d317659343590ae064422208b2e67bc29637f891e540d562
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size 3586
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logs/dreambooth-flux-dev-lora-advanced/1735568916.4257083/hparams.yml
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logs/dreambooth-flux-dev-lora-advanced/1735569547.8011496/events.out.tfevents.1735569547.gpuserver-14.835448.1
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size 3586
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logs/dreambooth-flux-dev-lora-advanced/1735569547.8049138/hparams.yml
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size 3586
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logs/dreambooth-flux-dev-lora-advanced/1735569786.2912216/hparams.yml
ADDED
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@@ -0,0 +1,80 @@
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logs/dreambooth-flux-dev-lora-advanced/1735570108.5543733/events.out.tfevents.1735570108.gpuserver-14.840330.1
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@@ -0,0 +1,3 @@
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size 3586
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logs/dreambooth-flux-dev-lora-advanced/1735570108.5581105/hparams.yml
ADDED
|
@@ -0,0 +1,80 @@
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logs/dreambooth-flux-dev-lora-advanced/1735574460.7789776/hparams.yml
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logs/dreambooth-flux-dev-lora-advanced/1735574990.57511/hparams.yml
ADDED
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logs/dreambooth-flux-dev-lora-advanced/1735610269.2359283/hparams.yml
ADDED
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