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README.md

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+---
+tags:
+- text-to-image
+- flux
+- lora
+- diffusers
+- template:sd-lora
+- fluxgym
+widget:
+-   output:
+        url: sample/new-bree_001600_00_20250227200711.png
+    text: a woman in a green bikini standing in the water with a smile on her face,
+        surrounded by trees and a clear blue sky.
+-   output:
+        url: sample/new-bree_001600_01_20250227200714.png
+    text: a woman standing in a field, smiling and holding a dog in her arms. The
+        background of the image is filled with lush green grass, tall trees, and a
+        bright blue sky.
+base_model: black-forest-labs/FLUX.1-dev
+
+license: other
+license_name: flux-1-dev-non-commercial-license
+license_link: https://huggingface.co/black-forest-labs/FLUX.1-dev/blob/main/LICENSE.md
+---
+
+# New-Bree
+
+A Flux LoRA trained on a local computer with [Fluxgym](https://github.com/cocktailpeanut/fluxgym)
+
+<Gallery />
+
+## Trigger words
+
+No trigger words defined.
+
+## Download model and use it with ComfyUI, AUTOMATIC1111, SD.Next, Invoke AI, Forge, etc.
+
+Weights for this model are available in Safetensors format.
+

dataset.toml

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+[general]
+shuffle_caption = false
+caption_extension = '.txt'
+keep_tokens = 1
+
+[[datasets]]
+resolution = 512
+batch_size = 1
+keep_tokens = 1
+
+  [[datasets.subsets]]
+  image_dir = '/workspace/fluxgym/datasets/new-bree'
+  class_tokens = ''
+  num_repeats = 10

new-bree-000004.safetensors

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sample_prompts.txt

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+a woman in a green bikini standing in the water with a smile on her face, surrounded by trees and a clear blue sky.
+a woman standing in a field, smiling and holding a dog in her arms. The background of the image is filled with lush green grass, tall trees, and a bright blue sky.

train.sh

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+accelerate launch \
+  --mixed_precision bf16 \
+  --num_cpu_threads_per_process 1 \
+  sd-scripts/flux_train_network.py \
+  --pretrained_model_name_or_path "/workspace/fluxgym/models/unet/flux1-dev.sft" \
+  --clip_l "/workspace/fluxgym/models/clip/clip_l.safetensors" \
+  --t5xxl "/workspace/fluxgym/models/clip/t5xxl_fp16.safetensors" \
+  --ae "/workspace/fluxgym/models/vae/ae.sft" \
+  --cache_latents_to_disk \
+  --save_model_as safetensors \
+  --sdpa --persistent_data_loader_workers \
+  --max_data_loader_n_workers 2 \
+  --seed 42 \
+  --gradient_checkpointing \
+  --mixed_precision bf16 \
+  --save_precision bf16 \
+  --network_module networks.lora_flux \
+  --network_dim 4 \
+  --optimizer_type adamw8bit \--sample_prompts="/workspace/fluxgym/outputs/new-bree/sample_prompts.txt" --sample_every_n_steps="400" \
+  --learning_rate 8e-4 \
+  --cache_text_encoder_outputs \
+  --cache_text_encoder_outputs_to_disk \
+  --fp8_base \
+  --highvram \
+  --max_train_epochs 16 \
+  --save_every_n_epochs 4 \
+  --dataset_config "/workspace/fluxgym/outputs/new-bree/dataset.toml" \
+  --output_dir "/workspace/fluxgym/outputs/new-bree" \
+  --output_name new-bree \
+  --timestep_sampling shift \
+  --discrete_flow_shift 3.1582 \
+  --model_prediction_type raw \
+  --guidance_scale 1 \
+  --loss_type l2 \