End of training
Browse files- .gitattributes +4 -0
- README.md +84 -0
- image_0.png +3 -0
- image_1.png +3 -0
- image_2.png +3 -0
- image_3.png +3 -0
- logs/dreambooth-flux-dev-lora/1727058169.1903262/events.out.tfevents.1727058169.209-20-156-157.4794.1 +3 -0
- logs/dreambooth-flux-dev-lora/1727058169.2194762/hparams.yml +72 -0
- logs/dreambooth-flux-dev-lora/1727058548.9052308/events.out.tfevents.1727058548.209-20-156-157.6558.1 +3 -0
- logs/dreambooth-flux-dev-lora/1727058548.9376936/hparams.yml +72 -0
- logs/dreambooth-flux-dev-lora/1727059399.3458583/events.out.tfevents.1727059399.209-20-156-157.9494.1 +3 -0
- logs/dreambooth-flux-dev-lora/1727059399.37658/hparams.yml +72 -0
- logs/dreambooth-flux-dev-lora/events.out.tfevents.1727058169.209-20-156-157.4794.0 +3 -0
- logs/dreambooth-flux-dev-lora/events.out.tfevents.1727058548.209-20-156-157.6558.0 +3 -0
- logs/dreambooth-flux-dev-lora/events.out.tfevents.1727059399.209-20-156-157.9494.0 +3 -0
- pytorch_lora_weights.safetensors +3 -0
.gitattributes
CHANGED
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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
ADDED
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@@ -0,0 +1,84 @@
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| 1 |
+
---
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| 2 |
+
base_model: black-forest-labs/FLUX.1-dev
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| 3 |
+
library_name: diffusers
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| 4 |
+
license: other
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| 5 |
+
tags:
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| 6 |
+
- text-to-image
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| 7 |
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- diffusers-training
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| 8 |
+
- diffusers
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| 9 |
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- lora
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| 10 |
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- flux
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| 11 |
+
- flux-diffusers
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| 12 |
+
- template:sd-lora
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| 13 |
+
instance_prompt: a photo of sks dog
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| 14 |
+
widget:
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| 15 |
+
- text: A photo of sks dog in a bucket
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| 16 |
+
output:
|
| 17 |
+
url: image_0.png
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| 18 |
+
- text: A photo of sks dog in a bucket
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| 19 |
+
output:
|
| 20 |
+
url: image_1.png
|
| 21 |
+
- text: A photo of sks dog in a bucket
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| 22 |
+
output:
|
| 23 |
+
url: image_2.png
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| 24 |
+
- text: A photo of sks dog in a bucket
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| 25 |
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output:
|
| 26 |
+
url: image_3.png
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| 27 |
+
---
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| 28 |
+
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| 29 |
+
<!-- This model card has been generated automatically according to the information the training script had access to. You
|
| 30 |
+
should probably proofread and complete it, then remove this comment. -->
|
| 31 |
+
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| 32 |
+
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| 33 |
+
# Flux DreamBooth LoRA - cmahima/trained-flux-lora
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| 34 |
+
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| 35 |
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<Gallery />
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| 36 |
+
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| 37 |
+
## Model description
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| 38 |
+
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| 39 |
+
These are cmahima/trained-flux-lora DreamBooth LoRA weights for black-forest-labs/FLUX.1-dev.
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| 40 |
+
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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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+
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| 43 |
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Was LoRA for the text encoder enabled? False.
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| 44 |
+
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## Trigger words
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| 46 |
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You should use `a photo of sks dog` to trigger the image generation.
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| 48 |
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## Download model
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| 50 |
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| 51 |
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[Download the *.safetensors LoRA](cmahima/trained-flux-lora/tree/main) in the Files & versions tab.
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| 52 |
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| 53 |
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## Use it with the [🧨 diffusers library](https://github.com/huggingface/diffusers)
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| 54 |
+
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| 55 |
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```py
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| 56 |
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from diffusers import AutoPipelineForText2Image
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| 57 |
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import torch
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| 58 |
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pipeline = AutoPipelineForText2Image.from_pretrained("black-forest-labs/FLUX.1-dev", torch_dtype=torch.bfloat16).to('cuda')
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| 59 |
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pipeline.load_lora_weights('cmahima/trained-flux-lora', weight_name='pytorch_lora_weights.safetensors')
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| 60 |
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image = pipeline('A photo of sks dog in a bucket').images[0]
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| 61 |
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```
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| 62 |
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| 63 |
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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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| 64 |
+
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| 65 |
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## License
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| 66 |
+
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| 67 |
+
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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| 68 |
+
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| 69 |
+
|
| 70 |
+
## Intended uses & limitations
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| 71 |
+
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| 72 |
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#### How to use
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| 73 |
+
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| 74 |
+
```python
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| 75 |
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# TODO: add an example code snippet for running this diffusion pipeline
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| 76 |
+
```
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| 77 |
+
|
| 78 |
+
#### Limitations and bias
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| 79 |
+
|
| 80 |
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[TODO: provide examples of latent issues and potential remediations]
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| 81 |
+
|
| 82 |
+
## Training details
|
| 83 |
+
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| 84 |
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[TODO: describe the data used to train the model]
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image_0.png
ADDED
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Git LFS Details
|
image_1.png
ADDED
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Git LFS Details
|
image_2.png
ADDED
|
Git LFS Details
|
image_3.png
ADDED
|
Git LFS Details
|
logs/dreambooth-flux-dev-lora/1727058169.1903262/events.out.tfevents.1727058169.209-20-156-157.4794.1
ADDED
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@@ -0,0 +1,3 @@
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| 1 |
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version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:17f614954c8e9f020baca42bc6ab1dbba61a9eb80f6f5dcc5fe80c0c6472dbb2
|
| 3 |
+
size 3323
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logs/dreambooth-flux-dev-lora/1727058169.2194762/hparams.yml
ADDED
|
@@ -0,0 +1,72 @@
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| 1 |
+
adam_beta1: 0.9
|
| 2 |
+
adam_beta2: 0.999
|
| 3 |
+
adam_epsilon: 1.0e-08
|
| 4 |
+
adam_weight_decay: 0.0001
|
| 5 |
+
adam_weight_decay_text_encoder: 0.001
|
| 6 |
+
allow_tf32: false
|
| 7 |
+
cache_dir: null
|
| 8 |
+
cache_latents: false
|
| 9 |
+
caption_column: null
|
| 10 |
+
center_crop: false
|
| 11 |
+
checkpointing_steps: 500
|
| 12 |
+
checkpoints_total_limit: null
|
| 13 |
+
class_data_dir: null
|
| 14 |
+
class_prompt: null
|
| 15 |
+
dataloader_num_workers: 0
|
| 16 |
+
dataset_config_name: null
|
| 17 |
+
dataset_name: null
|
| 18 |
+
gradient_accumulation_steps: 4
|
| 19 |
+
gradient_checkpointing: false
|
| 20 |
+
guidance_scale: 1.0
|
| 21 |
+
hub_model_id: null
|
| 22 |
+
hub_token: null
|
| 23 |
+
image_column: image
|
| 24 |
+
instance_data_dir: examples/dreambooth/dog
|
| 25 |
+
instance_prompt: a photo of sks dog
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| 26 |
+
learning_rate: 1.0
|
| 27 |
+
local_rank: -1
|
| 28 |
+
logging_dir: logs
|
| 29 |
+
logit_mean: 0.0
|
| 30 |
+
logit_std: 1.0
|
| 31 |
+
lr_num_cycles: 1
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| 32 |
+
lr_power: 1.0
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| 33 |
+
lr_scheduler: constant
|
| 34 |
+
lr_warmup_steps: 0
|
| 35 |
+
max_grad_norm: 1.0
|
| 36 |
+
max_sequence_length: 512
|
| 37 |
+
max_train_steps: 500
|
| 38 |
+
mixed_precision: bf16
|
| 39 |
+
mode_scale: 1.29
|
| 40 |
+
num_class_images: 100
|
| 41 |
+
num_train_epochs: 250
|
| 42 |
+
num_validation_images: 4
|
| 43 |
+
optimizer: prodigy
|
| 44 |
+
output_dir: trained-flux-lora
|
| 45 |
+
pretrained_model_name_or_path: black-forest-labs/FLUX.1-dev
|
| 46 |
+
prior_generation_precision: null
|
| 47 |
+
prior_loss_weight: 1.0
|
| 48 |
+
prodigy_beta3: null
|
| 49 |
+
prodigy_decouple: true
|
| 50 |
+
prodigy_safeguard_warmup: true
|
| 51 |
+
prodigy_use_bias_correction: true
|
| 52 |
+
push_to_hub: true
|
| 53 |
+
random_flip: false
|
| 54 |
+
rank: 4
|
| 55 |
+
repeats: 1
|
| 56 |
+
report_to: tensorboard
|
| 57 |
+
resolution: 512
|
| 58 |
+
resume_from_checkpoint: null
|
| 59 |
+
revision: null
|
| 60 |
+
sample_batch_size: 4
|
| 61 |
+
scale_lr: false
|
| 62 |
+
seed: 0
|
| 63 |
+
text_encoder_lr: 5.0e-06
|
| 64 |
+
train_batch_size: 1
|
| 65 |
+
train_text_encoder: false
|
| 66 |
+
upcast_before_saving: false
|
| 67 |
+
use_8bit_adam: false
|
| 68 |
+
validation_epochs: 25
|
| 69 |
+
validation_prompt: A photo of sks dog in a bucket
|
| 70 |
+
variant: null
|
| 71 |
+
weighting_scheme: none
|
| 72 |
+
with_prior_preservation: false
|
logs/dreambooth-flux-dev-lora/1727058548.9052308/events.out.tfevents.1727058548.209-20-156-157.6558.1
ADDED
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@@ -0,0 +1,3 @@
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| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:e87fe660f8fe78ab25d6963383575f2687b29bc06c92c0a5dd8436ea6c401d64
|
| 3 |
+
size 3323
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logs/dreambooth-flux-dev-lora/1727058548.9376936/hparams.yml
ADDED
|
@@ -0,0 +1,72 @@
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| 1 |
+
adam_beta1: 0.9
|
| 2 |
+
adam_beta2: 0.999
|
| 3 |
+
adam_epsilon: 1.0e-08
|
| 4 |
+
adam_weight_decay: 0.0001
|
| 5 |
+
adam_weight_decay_text_encoder: 0.001
|
| 6 |
+
allow_tf32: false
|
| 7 |
+
cache_dir: null
|
| 8 |
+
cache_latents: false
|
| 9 |
+
caption_column: null
|
| 10 |
+
center_crop: false
|
| 11 |
+
checkpointing_steps: 500
|
| 12 |
+
checkpoints_total_limit: null
|
| 13 |
+
class_data_dir: null
|
| 14 |
+
class_prompt: null
|
| 15 |
+
dataloader_num_workers: 0
|
| 16 |
+
dataset_config_name: null
|
| 17 |
+
dataset_name: null
|
| 18 |
+
gradient_accumulation_steps: 4
|
| 19 |
+
gradient_checkpointing: false
|
| 20 |
+
guidance_scale: 1.0
|
| 21 |
+
hub_model_id: null
|
| 22 |
+
hub_token: null
|
| 23 |
+
image_column: image
|
| 24 |
+
instance_data_dir: examples/dreambooth/dog
|
| 25 |
+
instance_prompt: a photo of sks dog
|
| 26 |
+
learning_rate: 1.0
|
| 27 |
+
local_rank: -1
|
| 28 |
+
logging_dir: logs
|
| 29 |
+
logit_mean: 0.0
|
| 30 |
+
logit_std: 1.0
|
| 31 |
+
lr_num_cycles: 1
|
| 32 |
+
lr_power: 1.0
|
| 33 |
+
lr_scheduler: constant
|
| 34 |
+
lr_warmup_steps: 0
|
| 35 |
+
max_grad_norm: 1.0
|
| 36 |
+
max_sequence_length: 512
|
| 37 |
+
max_train_steps: 500
|
| 38 |
+
mixed_precision: bf16
|
| 39 |
+
mode_scale: 1.29
|
| 40 |
+
num_class_images: 100
|
| 41 |
+
num_train_epochs: 250
|
| 42 |
+
num_validation_images: 4
|
| 43 |
+
optimizer: prodigy
|
| 44 |
+
output_dir: trained-flux-lora
|
| 45 |
+
pretrained_model_name_or_path: black-forest-labs/FLUX.1-dev
|
| 46 |
+
prior_generation_precision: null
|
| 47 |
+
prior_loss_weight: 1.0
|
| 48 |
+
prodigy_beta3: null
|
| 49 |
+
prodigy_decouple: true
|
| 50 |
+
prodigy_safeguard_warmup: true
|
| 51 |
+
prodigy_use_bias_correction: true
|
| 52 |
+
push_to_hub: true
|
| 53 |
+
random_flip: false
|
| 54 |
+
rank: 4
|
| 55 |
+
repeats: 1
|
| 56 |
+
report_to: tensorboard
|
| 57 |
+
resolution: 512
|
| 58 |
+
resume_from_checkpoint: null
|
| 59 |
+
revision: null
|
| 60 |
+
sample_batch_size: 4
|
| 61 |
+
scale_lr: false
|
| 62 |
+
seed: 0
|
| 63 |
+
text_encoder_lr: 5.0e-06
|
| 64 |
+
train_batch_size: 1
|
| 65 |
+
train_text_encoder: false
|
| 66 |
+
upcast_before_saving: false
|
| 67 |
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use_8bit_adam: false
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| 68 |
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validation_epochs: 25
|
| 69 |
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validation_prompt: A photo of sks dog in a bucket
|
| 70 |
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variant: null
|
| 71 |
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weighting_scheme: none
|
| 72 |
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with_prior_preservation: false
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logs/dreambooth-flux-dev-lora/1727059399.3458583/events.out.tfevents.1727059399.209-20-156-157.9494.1
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logs/dreambooth-flux-dev-lora/1727059399.37658/hparams.yml
ADDED
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adam_beta1: 0.9
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| 2 |
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adam_beta2: 0.999
|
| 3 |
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adam_epsilon: 1.0e-08
|
| 4 |
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adam_weight_decay: 0.0001
|
| 5 |
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adam_weight_decay_text_encoder: 0.001
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allow_tf32: false
|
| 7 |
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cache_dir: null
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| 8 |
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cache_latents: false
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caption_column: null
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| 10 |
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center_crop: false
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checkpointing_steps: 500
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| 12 |
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checkpoints_total_limit: null
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| 13 |
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class_data_dir: null
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| 14 |
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class_prompt: null
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| 15 |
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dataloader_num_workers: 0
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| 16 |
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dataset_config_name: null
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| 17 |
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dataset_name: null
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| 18 |
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gradient_accumulation_steps: 4
|
| 19 |
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gradient_checkpointing: false
|
| 20 |
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guidance_scale: 1.0
|
| 21 |
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hub_model_id: null
|
| 22 |
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hub_token: null
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| 23 |
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image_column: image
|
| 24 |
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instance_data_dir: examples/dreambooth/dog
|
| 25 |
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instance_prompt: a photo of sks dog
|
| 26 |
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learning_rate: 1.0
|
| 27 |
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local_rank: -1
|
| 28 |
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logging_dir: logs
|
| 29 |
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logit_mean: 0.0
|
| 30 |
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logit_std: 1.0
|
| 31 |
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lr_num_cycles: 1
|
| 32 |
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lr_power: 1.0
|
| 33 |
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lr_scheduler: constant
|
| 34 |
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lr_warmup_steps: 0
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| 35 |
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max_grad_norm: 1.0
|
| 36 |
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max_sequence_length: 512
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| 37 |
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max_train_steps: 2
|
| 38 |
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mixed_precision: bf16
|
| 39 |
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mode_scale: 1.29
|
| 40 |
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num_class_images: 100
|
| 41 |
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num_train_epochs: 1
|
| 42 |
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num_validation_images: 4
|
| 43 |
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optimizer: prodigy
|
| 44 |
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output_dir: trained-flux-lora
|
| 45 |
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pretrained_model_name_or_path: black-forest-labs/FLUX.1-dev
|
| 46 |
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prior_generation_precision: null
|
| 47 |
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prior_loss_weight: 1.0
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| 48 |
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prodigy_beta3: null
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| 49 |
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prodigy_decouple: true
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| 50 |
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prodigy_safeguard_warmup: true
|
| 51 |
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prodigy_use_bias_correction: true
|
| 52 |
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push_to_hub: true
|
| 53 |
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random_flip: false
|
| 54 |
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rank: 4
|
| 55 |
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repeats: 1
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| 56 |
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report_to: tensorboard
|
| 57 |
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resolution: 512
|
| 58 |
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resume_from_checkpoint: null
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| 59 |
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revision: null
|
| 60 |
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sample_batch_size: 4
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| 61 |
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scale_lr: false
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| 62 |
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seed: 0
|
| 63 |
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text_encoder_lr: 5.0e-06
|
| 64 |
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train_batch_size: 1
|
| 65 |
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train_text_encoder: false
|
| 66 |
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upcast_before_saving: false
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| 67 |
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use_8bit_adam: false
|
| 68 |
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validation_epochs: 2
|
| 69 |
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validation_prompt: A photo of sks dog in a bucket
|
| 70 |
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variant: null
|
| 71 |
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weighting_scheme: none
|
| 72 |
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with_prior_preservation: false
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ADDED
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