diff --git a/README.md b/README.md new file mode 100644 index 0000000000000000000000000000000000000000..c710a96921c03a7a5d822f4368d6870fd697d641 --- /dev/null +++ b/README.md @@ -0,0 +1,71 @@ +--- +tags: +- text-to-image +- flux +- lora +- diffusers +- template:sd-lora +- fluxgym +widget: +- output: + url: sample/duncan-flux_004100_00_20241031043429.png + text: duxari, a small dog with white and light brown fur, panting, sits confidently + behind the wheel of a sleek, brightly colored race car. His racing helmet, + complete with a visor, is snugly fitted on his head, and a custom racing suit + with his name stitched on the back completes the look. +- output: + url: sample/duncan-flux_004100_01_20241031043439.png + text: duxari, a small dog with white and light brown fur, floats weightlessly + inside a spacecraft, wearing a custom-tailored astronaut suit with a tiny + helmet. The stars glimmer through the window as duxari gazes out at a distant + planet. His paws hover above the control panel, where glowing buttons and + monitors display cosmic data. The soft hum of the ship's systems fills the + air as duxari prepares for a daring spacewalk, his tiny tail wagging in anticipation + of exploring the vastness of space. +- output: + url: sample/duncan-flux_004100_02_20241031043449.png + text: duxari, a small dog with a mix of white and light brown fur, is sitting + on a Victorian-style armchair in an ornate library. The walls are lined with + shelves filled with leather-bound books, and the room is illuminated by a + grand chandelier hanging from the ceiling. duxari is wearing a velvet smoking + jacket and a monocle, exuding an air of sophistication. On a nearby table, + an antique globe and a decanter of fine whiskey are visible, adding to the + ambiance of the scene. The soft glow of a fireplace casts warm shadows across + the room, creating a cozy, luxurious atmosphere as duxari gazes thoughtfully + into the distance. +- output: + url: sample/duncan-flux_004100_03_20241031043458.png + text: duxari is immortalized as a statue in a grand museum. The statue, carved + from smooth marble, captures duxari in a playful pose, one paw slightly raised + as if about to pounce. His fur is meticulously detailed, and his expressive + eyes seem to gleam with life despite the stone. The statue is displayed on + a polished pedestal, surrounded by soft lighting that accentuates the intricate + craftsmanship. Visitors marvel at the lifelike representation, the museum's + hushed atmosphere lending a reverence to duxari's eternal presence. +- output: + url: sample/duncan-flux_004100_04_20241031043508.png + text: duxari portrayed in a detailed pencil sketch, with fine, intricate lines + capturing the texture of his fur, the expression in his eyes, and the gentle + curves of his body. The background is a simple cross-hatched texture, adding + depth and shading to the scene. +base_model: black-forest-labs/FLUX.1-dev +instance_prompt: duxari +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 +--- + +# duncan_flux + +A Flux LoRA trained on a local computer with [Fluxgym](https://github.com/cocktailpeanut/fluxgym) + + + +## Trigger words + +You should use `duxari` 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. + diff --git a/dataset.toml b/dataset.toml new file mode 100644 index 0000000000000000000000000000000000000000..8870c792fe44942ea8d71529c8cad2ba6d4f3adf --- /dev/null +++ b/dataset.toml @@ -0,0 +1,14 @@ +[general] +shuffle_caption = false +caption_extension = '.txt' +keep_tokens = 1 + +[[datasets]] +resolution = 1024 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0000000000000000000000000000000000000000..f5046f873997390d0576e17d9a4b784ae0ba7718 --- /dev/null +++ b/sample_prompts.txt @@ -0,0 +1,9 @@ +duxari, a small dog with white and light brown fur, panting, sits confidently behind the wheel of a sleek, brightly colored race car. His racing helmet, complete with a visor, is snugly fitted on his head, and a custom racing suit with his name stitched on the back completes the look. + +duxari, a small dog with white and light brown fur, floats weightlessly inside a spacecraft, wearing a custom-tailored astronaut suit with a tiny helmet. The stars glimmer through the window as duxari gazes out at a distant planet. His paws hover above the control panel, where glowing buttons and monitors display cosmic data. The soft hum of the ship's systems fills the air as duxari prepares for a daring spacewalk, his tiny tail wagging in anticipation of exploring the vastness of space. + +duxari, a small dog with a mix of white and light brown fur, is sitting on a Victorian-style armchair in an ornate library. The walls are lined with shelves filled with leather-bound books, and the room is illuminated by a grand chandelier hanging from the ceiling. duxari is wearing a velvet smoking jacket and a monocle, exuding an air of sophistication. On a nearby table, an antique globe and a decanter of fine whiskey are visible, adding to the ambiance of the scene. The soft glow of a fireplace casts warm shadows across the room, creating a cozy, luxurious atmosphere as duxari gazes thoughtfully into the distance. + +duxari is immortalized as a statue in a grand museum. The statue, carved from smooth marble, captures duxari in a playful pose, one paw slightly raised as if about to pounce. His fur is meticulously detailed, and his expressive eyes seem to gleam with life despite the stone. The statue is displayed on a polished pedestal, surrounded by soft lighting that accentuates the intricate craftsmanship. Visitors marvel at the lifelike representation, the museum's hushed atmosphere lending a reverence to duxari's eternal presence. + +duxari portrayed in a detailed pencil sketch, with fine, intricate lines capturing the texture of his fur, the expression in his eyes, and the gentle curves of his body. The background is a simple cross-hatched texture, adding depth and shading to the scene. \ No newline at end of file diff --git a/train.sh b/train.sh new file mode 100644 index 0000000000000000000000000000000000000000..b5508cec1de980cf230e74da558c82a240086b4d --- /dev/null +++ b/train.sh @@ -0,0 +1,35 @@ +accelerate launch \ + --mixed_precision bf16 \ + --num_cpu_threads_per_process 1 \ + sd-scripts/flux_train_network.py \ + --pretrained_model_name_or_path "/app/fluxgym/models/unet/flux1-dev.sft" \ + --clip_l "/app/fluxgym/models/clip/clip_l.safetensors" \ + --t5xxl "/app/fluxgym/models/clip/t5xxl_fp16.safetensors" \ + --ae "/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="/app/fluxgym/outputs/duncan-flux/sample_prompts.txt" --sample_every_n_steps="100" \ + --learning_rate 2.5e-5 \ + --cache_text_encoder_outputs \ + --cache_text_encoder_outputs_to_disk \ + --fp8_base \ + --highvram \ + --max_train_epochs 16 \ + --save_every_n_epochs 4 \ + --dataset_config "/app/fluxgym/outputs/duncan-flux/dataset.toml" \ + --output_dir "/app/fluxgym/outputs/duncan-flux" \ + --output_name duncan-flux \ + --timestep_sampling shift \ + --discrete_flow_shift 3.1582 \ + --model_prediction_type raw \ + --guidance_scale 1 \ + --loss_type l2 \ + --save_every_n_steps 100 \ No newline at end of file