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index a6344aac8c09253b3b630fb776ae94478aa0275b..6e1602e9ae4fcaa0e7a416316448279028a2de84 100644
--- a/.gitattributes
+++ b/.gitattributes
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diff --git a/README.md b/README.md
new file mode 100644
index 0000000000000000000000000000000000000000..f98e1d0beff70c682b80e6dd634b6795b6f47d63
--- /dev/null
+++ b/README.md
@@ -0,0 +1,64 @@
+---
+tags:
+- text-to-image
+- flux
+- lora
+- diffusers
+- template:sd-lora
+- fluxgym
+widget:
+-   output:
+        url: sample/snappy_003200_00_20250224200450.png
+    text: "$snpy is intently painting a massive, abstract canvas in a futuristic art\
+        \ studio where hovering drones assist with mixing vivid paint colors. He wears\
+        \ a sleek artist\u2019s apron spattered with neon pigments. The room is illuminated\
+        \ by hovering, orb-shaped lights that bathe the scene in a soft, electric\
+        \ glow. His expression is one of deep concentration as he deftly applies bold\
+        \ strokes of glowing paint to the canvas, which seems to pulse with an inner\
+        \ radiance."
+-   output:
+        url: sample/snappy_003200_01_20250224200454.png
+    text: "$snpy is at the helm of a grand steampunk airship, high above a sea of\
+        \ fluffy white clouds. Brass gears and ornate pipes surround him, while large,\
+        \ mechanical wings keep the ship afloat. He wears a worn leather aviator\u2019\
+        s jacket with fur lining, along with vintage goggles pushed up on his forehead.\
+        \ The sky is a brilliant pastel gradient, and distant floating islands can\
+        \ be seen on the horizon, each dotted with Victorian-inspired architecture."
+-   output:
+        url: sample/snappy_003200_02_20250224200457.png
+    text: "$snpy is sitting at a cluttered desk covered in vintage tech and meme printouts,\
+        \ his eyes wide in comical disbelief as he scrolls through a barrage of absurd\
+        \ AI memes on a retro computer screen. The scene is rendered in a bold, comic-book\
+        \ style with high-contrast colors and exaggerated expressions. Overlaid text\
+        \ in a playful, handwritten font proclaims: \u201CWhen your memes are AI-powered\
+        \ but still 100% human.\u201D The background features quirky doodles and sarcastic\
+        \ speech bubbles that add to the overall humorous chaos."
+-   output:
+        url: sample/snappy_003200_03_20250224200501.png
+    text: "$snpy is lounging in a neon-lit cyberpunk lounge, half-amused and half-bewildered\
+        \ as he scrolls through a holographic feed of absurd AI memes. A vibrant speech\
+        \ bubble bursts from his side, reading: \u201CWhen the AI's got jokes that\
+        \ are funnier than you!\u201D The scene is packed with futuristic details\u2014\
+        glowing circuit patterns on the walls, holographic screens displaying pixelated\
+        \ chaos, and splashes of bright color that enhance the ironic vibe."
+base_model: black-forest-labs/FLUX.1-dev
+instance_prompt: $snpy
+license: other
+license_name: flux-1-dev-non-commercial-license
+license_link: https://huggingface.co/black-forest-labs/FLUX.1-dev/blob/main/LICENSE.md
+---
+
+# Snappy
+
+A Flux LoRA trained on a local computer with [Fluxgym](https://github.com/cocktailpeanut/fluxgym)
+
+<Gallery />
+
+## Trigger words
+
+You should use `$snpy` 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..413de360e57eaf0ba92938093cbc384fab217f43
--- /dev/null
+++ b/dataset.toml
@@ -0,0 +1,14 @@
+[general]
+shuffle_caption = false
+caption_extension = '.txt'
+keep_tokens = 1
+
+[[datasets]]
+resolution = 768
+batch_size = 1
+keep_tokens = 1
+
+  [[datasets.subsets]]
+  image_dir = '/app/fluxgym/datasets/snappy'
+  class_tokens = '$snpy'
+  num_repeats = 5
\ No newline at end of file
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+$snpy is intently painting a massive, abstract canvas in a futuristic art studio where hovering drones assist with mixing vivid paint colors. He wears a sleek artist’s apron spattered with neon pigments. The room is illuminated by hovering, orb-shaped lights that bathe the scene in a soft, electric glow. His expression is one of deep concentration as he deftly applies bold strokes of glowing paint to the canvas, which seems to pulse with an inner radiance.
+$snpy is at the helm of a grand steampunk airship, high above a sea of fluffy white clouds. Brass gears and ornate pipes surround him, while large, mechanical wings keep the ship afloat. He wears a worn leather aviator’s jacket with fur lining, along with vintage goggles pushed up on his forehead. The sky is a brilliant pastel gradient, and distant floating islands can be seen on the horizon, each dotted with Victorian-inspired architecture.
+$snpy is sitting at a cluttered desk covered in vintage tech and meme printouts, his eyes wide in comical disbelief as he scrolls through a barrage of absurd AI memes on a retro computer screen. The scene is rendered in a bold, comic-book style with high-contrast colors and exaggerated expressions. Overlaid text in a playful, handwritten font proclaims: “When your memes are AI-powered but still 100% human.” The background features quirky doodles and sarcastic speech bubbles that add to the overall humorous chaos.
+$snpy is lounging in a neon-lit cyberpunk lounge, half-amused and half-bewildered as he scrolls through a holographic feed of absurd AI memes. A vibrant speech bubble bursts from his side, reading: “When the AI's got jokes that are funnier than you!” The scene is packed with futuristic details—glowing circuit patterns on the walls, holographic screens displaying pixelated chaos, and splashes of bright color that enhance the ironic vibe.
\ No newline at end of file
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diff --git a/train.sh b/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 "/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/snappy/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 13 \
+  --save_every_n_epochs 4 \
+  --dataset_config "/app/fluxgym/outputs/snappy/dataset.toml" \
+  --output_dir "/app/fluxgym/outputs/snappy" \
+  --output_name snappy \
+  --timestep_sampling shift \
+  --discrete_flow_shift 3.1582 \
+  --model_prediction_type raw \
+  --guidance_scale 1 \
+  --loss_type l2 \
\ No newline at end of file