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export MODEL_NAME="black-forest-labs/FLUX.1-dev"
export INSTANCE_DIR="/pvol/Jordana Brewster"
export OUTPUT_DIR="/pvol/jordana_brewster_lora_flux"
accelerate config default
accelerate launch train_dreambooth_lora_flux1.py \
--pretrained_model_name_or_path=$MODEL_NAME \
--mixed_precision="bf16" \
--dataset_name=$INSTANCE_DIR \
--output_dir=$OUTPUT_DIR \
--gradient_checkpointing \
--instance_prompt="Jordana Brewster" \
--caption_column="text" \
--resolution=1024 \
--train_batch_size=1 \
--guidance_scale=1 \
--use_8bit_adam \
--checkpointing_steps=100 \
--gradient_accumulation_steps=4 \
--optimizer="adamW" \
--learning_rate=1e-4 \
--lr_scheduler="constant" \
--lr_warmup_steps=100 \
--max_train_steps=1500 \
--rank=4 \
--seed="0" 1import torch
2from diffusers import FluxPipeline
3
4device = "cuda:0"
5
6pipe = FluxPipeline.from_pretrained("black-forest-labs/FLUX.1-dev", torch_dtype=torch.bfloat16)
7
8pipe.load_lora_weights("je-suis-tm/jordana_brewster_lora_flux",
9 weight_name='pytorch_lora_weights.safetensors')
10
11
12prompt = "Glacier beauty. Beautiful colors. Jordana Brewster stands on a frozen lake, dressed in a dvr dulcesa onepiece made of ral kntarmr fabric, radiating a mysterious allure. The open knit design over her toned stomach reveals fragments of skin, allowing icy light to shine through. She has long straight hair as she stares intently into the camera, the reflection of the glaciers creating a surreal mirror effect."
13
14image = pipe(
15 prompt=prompt,
16 generator=torch.Generator(device=device).manual_seed(42),
17 num_inference_steps=50, # 28 is a good trade-off
18 guidance_scale=4,
19 height=1024,
20 width=1024,
21).images[0]
22
23image.save("Jordana Brewster.png")Jordana Brewster to trigger the image generation.