Upload folder using huggingface_hub

dataset.toml

@@ -0,0 +1,14 @@
+[general]
+shuffle_caption = false
+caption_extension = '.txt'
+keep_tokens = 1
+
+[[datasets]]
+resolution = 786
+batch_size = 1
+keep_tokens = 1
+
+  [[datasets.subsets]]
+  image_dir = '/cnvrg/fluxgym/datasets/dtra1n-man-prov3'
+  class_tokens = 'dtra1n-man-prov3'
+  num_repeats = 20

sample_prompts.txt

@@ -0,0 +1,6 @@
+dtra1n-man-prov3, old man in a black t shirt, “BIG D”, black sunglasses, gold chain, bling. arms crossed. Money Falling From the sky around him. --d 37
+dtra1n-man-prov3, older man  in a black t shirt, “BIG D” IN diamonds across the front, black sunglasses, gold chain, bling. Throwing cash in the air. Neon Lights background, photoshoot --d 37
+dtra1n-man-prov3 older man in a black t shirt, black sunglasses, gold chain, bling. arms crossed. --d 37
+dtra1n-man-prov3 older man as a gangster, throwing money in the air. --d 37
+dtra1n-man-prov3 corporate headshot --d 37
+dtra1n-man-prov3 As a plastic bobble head on a car dashboard —d 37

train.sh

@@ -0,0 +1,34 @@
+accelerate launch \
+  --mixed_precision bf16 \
+  --num_cpu_threads_per_process 1 \
+  sd-scripts/flux_train_network.py \
+  --pretrained_model_name_or_path "/cnvrg/fluxgym/models/unet/bdsqlsz/flux1-dev2pro-single/flux1-dev2pro.safetensors" \
+  --clip_l "/cnvrg/fluxgym/models/clip/clip_l.safetensors" \
+  --t5xxl "/cnvrg/fluxgym/models/clip/t5xxl_fp16.safetensors" \
+  --ae "/cnvrg/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="/cnvrg/fluxgym/outputs/dtra1n-man-prov3/sample_prompts.txt" --sample_every_n_steps="200" \
+  --learning_rate 8e-4 \
+  --cache_text_encoder_outputs \
+  --cache_text_encoder_outputs_to_disk \
+  --fp8_base \
+  --highvram \
+  --max_train_epochs 20 \
+  --save_every_n_epochs 4 \
+  --dataset_config "/cnvrg/fluxgym/outputs/dtra1n-man-prov3/dataset.toml" \
+  --output_dir "/cnvrg/fluxgym/outputs/dtra1n-man-prov3" \
+  --output_name dtra1n-man-prov3 \
+  --timestep_sampling shift \
+  --discrete_flow_shift 3.1582 \
+  --model_prediction_type raw \
+  --guidance_scale 1 \
+  --loss_type l2 \