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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/gucci-sweater_000600_00_20241127230947.png
+    text: A white man standing in new york wearing a gucci sweater with black jeans.
+        The background  features a vibrant and iconic view of New York City
+base_model: black-forest-labs/FLUX.1-dev
+instance_prompt: gucci
+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
+---
+
+# Gucci Sweater
+
+A Flux LoRA trained on a local computer with [Fluxgym](https://github.com/cocktailpeanut/fluxgym)
+
+<Gallery />
+
+## Trigger words
+
+You should use `gucci` 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/ubuntu/fluxgym/datasets/gucci-sweater'
+  class_tokens = 'gucci'
+  num_repeats = 10

gucci-sweater-000004.safetensors

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+version https://git-lfs.github.com/spec/v1
+oid sha256:b6ae86f6d0db62bd390b76e1f69984689534c2ea2bc191585ae1f4193e424eb7
+size 39757768

gucci-sweater-000008.safetensors

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+version https://git-lfs.github.com/spec/v1
+oid sha256:2ac978db8d2b76aa49c41bea844daa9e870136d6077ce106f91a1b9960426176
+size 39757768

gucci-sweater-000012.safetensors

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+version https://git-lfs.github.com/spec/v1
+oid sha256:14d3bbaa7d597171be672dc97c9b0c91f70f024eefdcda281511a3d930be5477
+size 39757768

gucci-sweater.safetensors

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+version https://git-lfs.github.com/spec/v1
+oid sha256:1d3517f8c0633c8956acfd71f564b758ad4afd49583c7bb91636e253ab52a807
+size 39757768

sample_prompts.txt

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+A white man standing in new york wearing a gucci sweater with black jeans. The background  features a vibrant and iconic view of New York City

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/ubuntu/fluxgym/models/unet/flux1-dev.sft" \
+  --clip_l "/home/ubuntu/fluxgym/models/clip/clip_l.safetensors" \
+  --t5xxl "/home/ubuntu/fluxgym/models/clip/t5xxl_fp16.safetensors" \
+  --ae "/home/ubuntu/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/ubuntu/fluxgym/outputs/gucci-sweater/sample_prompts.txt" --sample_every_n_steps="100" \
+  --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/ubuntu/fluxgym/outputs/gucci-sweater/dataset.toml" \
+  --output_dir "/home/ubuntu/fluxgym/outputs/gucci-sweater" \
+  --output_name gucci-sweater \
+  --timestep_sampling shift \
+  --discrete_flow_shift 3.1582 \
+  --model_prediction_type raw \
+  --guidance_scale 1 \
+  --loss_type l2 \