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README.md ADDED
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+ ---
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+ tags:
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+ - text-to-image
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+ - flux
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+ - lora
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+ - diffusers
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+ - template:sd-lora
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+ - fluxgym
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+ widget:
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+ - output:
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+ url: ksenrai-2_002400_00_20241129010511.png
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+ text: KSENRAI a woman standing with vibrant jacket and black jeans. The background is night neon New York.
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+ base_model: black-forest-labs/FLUX.1-dev
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+ instance_prompt: KSENRAI
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+ license: other
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+ license_name: flux-1-dev-non-commercial-license
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+ license_link: https://huggingface.co/black-forest-labs/FLUX.1-dev/blob/main/LICENSE.md
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+ ---
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+
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+ # KSENRAI
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+
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+ A Flux LoRA trained on a local computer with [Fluxgym](https://github.com/cocktailpeanut/fluxgym)
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+
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+ <Gallery />
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+
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+ ## Trigger words
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+
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+ You should use `KSENRAI` to trigger the image generation.
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+
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+ ## Download model and use it with ComfyUI, AUTOMATIC1111, SD.Next, Invoke AI, Forge, etc.
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+
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+ Weights for this model are available in Safetensors format.
dataset.toml ADDED
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+ [general]
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+ shuffle_caption = false
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+ caption_extension = '.txt'
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+ keep_tokens = 1
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+
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+ [[datasets]]
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+ resolution = 512
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+ batch_size = 1
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+ keep_tokens = 1
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+
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+ [[datasets.subsets]]
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+ image_dir = '/home/ubuntu/fluxgym/datasets/ksenrai-2'
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+ class_tokens = 'KSENRAI'
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+ num_repeats = 10
ksenrai-2-000004.safetensors ADDED
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+ version https://git-lfs.github.com/spec/v1
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+ size 39764016
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ksenrai-2.safetensors ADDED
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sample/ksenrai-2_000600_00_20241129003435.png ADDED
sample/ksenrai-2_000600_00_20241129014827.png ADDED
sample/ksenrai-2_001200_00_20241129004448.png ADDED
sample/ksenrai-2_001800_00_20241129005500.png ADDED
sample/ksenrai-2_002400_00_20241129010511.png ADDED
sample_prompts.txt ADDED
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+ KSENRAI a woman standing with vibrant jacket and black jeans. The background is night neon New York.
train.sh ADDED
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+ accelerate launch \
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+ --mixed_precision bf16 \
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+ --num_cpu_threads_per_process 1 \
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+ sd-scripts/flux_train_network.py \
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+ --pretrained_model_name_or_path "/home/ubuntu/fluxgym/models/unet/flux1-dev.sft" \
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+ --clip_l "/home/ubuntu/fluxgym/models/clip/clip_l.safetensors" \
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+ --t5xxl "/home/ubuntu/fluxgym/models/clip/t5xxl_fp16.safetensors" \
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+ --ae "/home/ubuntu/fluxgym/models/vae/ae.sft" \
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+ --cache_latents_to_disk \
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+ --save_model_as safetensors \
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+ --sdpa --persistent_data_loader_workers \
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+ --max_data_loader_n_workers 2 \
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+ --seed 42 \
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+ --gradient_checkpointing \
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+ --mixed_precision bf16 \
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+ --save_precision bf16 \
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+ --network_module networks.lora_flux \
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+ --network_dim 4 \
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+ --optimizer_type adamw8bit \--sample_prompts="/home/ubuntu/fluxgym/outputs/ksenrai-2/sample_prompts.txt" --sample_every_n_steps="600" \
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+ --learning_rate 8e-4 \
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+ --cache_text_encoder_outputs \
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+ --cache_text_encoder_outputs_to_disk \
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+ --fp8_base \
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+ --highvram \
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+ --max_train_epochs 16 \
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+ --save_every_n_epochs 4 \
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+ --dataset_config "/home/ubuntu/fluxgym/outputs/ksenrai-2/dataset.toml" \
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+ --output_dir "/home/ubuntu/fluxgym/outputs/ksenrai-2" \
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+ --output_name ksenrai-2 \
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+ --timestep_sampling shift \
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+ --discrete_flow_shift 3.1582 \
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+ --model_prediction_type raw \
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+ --guidance_scale 1 \
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+ --loss_type l2 \
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+ --initial_epoch 12 \
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+ --initial_step 2400 \
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+ --network_weights /home/ubuntu/fluxgym/outputs/ksenrai-2/ksenrai-2-000012.safetensors \