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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/yfl5_001280_00_20241027055646.png
+    text: TOK,Professional headshot of a young Asian man in his 20s with short black
+        hair and bangs, warm brown eyes, and a gentle smile. Subject wearing a navy
+        blue turtleneck sweater, positioned slightly off-center in a three-quarter
+        view. Soft, natural lighting emphasizing facial features. Blurred background
+        suggesting a modern office or home setting. High-resolution 4K image with
+        shallow depth of field, captured with an 85mm lens. Subtle retouching for
+        a polished yet authentic LinkedIn profile picture, conveying approachability
+        and professionalism.
+base_model: black-forest-labs/FLUX.1-dev
+instance_prompt: TOK,
+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
+---
+
+# yfl5
+
+A Flux LoRA trained on a local computer with [Fluxgym](https://github.com/cocktailpeanut/fluxgym)
+
+<Gallery />
+
+## Trigger words
+
+You should use `TOK,` to trigger the image generation.
+
+## 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 = '/home/app/fluxgym/datasets/yfl5'
+  class_tokens = 'TOK,'
+  num_repeats = 20

sample_prompts.txt

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+TOK,Professional headshot of a young Asian man in his 20s with short black hair and bangs, warm brown eyes, and a gentle smile. Subject wearing a navy blue turtleneck sweater, positioned slightly off-center in a three-quarter view. Soft, natural lighting emphasizing facial features. Blurred background suggesting a modern office or home setting. High-resolution 4K image with shallow depth of field, captured with an 85mm lens. Subtle retouching for a polished yet authentic LinkedIn profile picture, conveying approachability and professionalism.

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 "/home/app/fluxgym/models/unet/flux1-dev.sft" \
+  --clip_l "/home/app/fluxgym/models/clip/clip_l.safetensors" \
+  --t5xxl "/home/app/fluxgym/models/clip/t5xxl_fp16.safetensors" \
+  --ae "/home/app/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="/home/app/fluxgym/outputs/yfl5/sample_prompts.txt" --sample_every_n_steps="320" \
+  --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 "/home/app/fluxgym/outputs/yfl5/dataset.toml" \
+  --output_dir "/home/app/fluxgym/outputs/yfl5" \
+  --output_name yfl5 \
+  --timestep_sampling shift \
+  --discrete_flow_shift 3.1582 \
+  --model_prediction_type raw \
+  --guidance_scale 1 \
+  --loss_type l2 \

yfl5-000004.safetensors

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+version https://git-lfs.github.com/spec/v1
+oid sha256:9e531c371fadfe0fe562fa5da84a651f685fb2912737a6f9dfcd984c782aef11
+size 39758616

yfl5-000008.safetensors

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+oid sha256:2780364f19cefccc2b625148d12e11d0bdd9465e92f67d76d676033f9d0efa9d
+size 39758616

yfl5-000012.safetensors

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+version https://git-lfs.github.com/spec/v1
+oid sha256:0fcdaa99adffbcd2a7674f7e07f0d4ef5da1f63b86cd64e90496309d214fa9f9
+size 39758616

yfl5.safetensors

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+version https://git-lfs.github.com/spec/v1
+oid sha256:327b9eefa4ccb5b14dbfa3fa3693616952b1bdd7db8b13fc7aa8ac3dafb2760e
+size 39758624