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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/frames_001000_00_20241111172106.png
+    text: FRM$ a breathtaking view of the Great Smoky Mountains from the top of a
+        mountain at sunset. The sky is a beautiful mix of oranges, pinks, and purples,
+        and the clouds are illuminated by the setting sun. The mountains are silhouetted
+        against the sky, creating a stunning landscape.
+-   output:
+        url: sample/frames_001000_01_20241111172118.png
+    text: FRM$ a beautiful sunset with a silhouette of trees in the foreground. The
+        sky is painted in a range of warm colors, from deep oranges to bright yellows,
+        and the sun is setting in the distance. The trees are silhouetted against
+        the sky, creating a peaceful and serene atmosphere.
+-   output:
+        url: sample/frames_001000_02_20241111172129.png
+    text: FRM$ a stunning view of a body of water from the top of a hill, with the
+        sun setting in the background. The sky is a beautiful mix of oranges, pinks,
+        and purples, and the hills are silhouetted against the horizon. The water
+        is calm and still, reflecting the colors of the sky.
+base_model: black-forest-labs/FLUX.1-dev
+instance_prompt: FRM$
+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
+---
+
+# frames
+
+A Flux LoRA trained on a local computer with [Fluxgym](https://github.com/cocktailpeanut/fluxgym)
+
+<Gallery />
+
+## Trigger words
+
+You should use `FRM$` 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 = 1024
+batch_size = 1
+keep_tokens = 1
+
+  [[datasets.subsets]]
+  image_dir = '/root/fluxgym/datasets/frames'
+  class_tokens = 'FRM$'
+  num_repeats = 10

frames-000004.safetensors

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+version https://git-lfs.github.com/spec/v1
+oid sha256:1415f1781082d33bf37fff1fb4ea793c6991004ff93c2d61a5716d1cafe233e5
+size 39761776

frames-000008.safetensors

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+version https://git-lfs.github.com/spec/v1
+oid sha256:03e5a27c154e7b437c62928a5ff6b10cb0855880e267d5b5aeedf32ae768fd0b
+size 39761784

frames.safetensors

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+version https://git-lfs.github.com/spec/v1
+oid sha256:7556dc8b8952e914bd945961d34741432d0588bfd00672be2a3bc63a240e17e8
+size 39761784

sample_prompts.txt

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+FRM$ a breathtaking view of the Great Smoky Mountains from the top of a mountain at sunset. The sky is a beautiful mix of oranges, pinks, and purples, and the clouds are illuminated by the setting sun. The mountains are silhouetted against the sky, creating a stunning landscape.
+
+FRM$ a beautiful sunset with a silhouette of trees in the foreground. The sky is painted in a range of warm colors, from deep oranges to bright yellows, and the sun is setting in the distance. The trees are silhouetted against the sky, creating a peaceful and serene atmosphere.
+
+FRM$ a stunning view of a body of water from the top of a hill, with the sun setting in the background. The sky is a beautiful mix of oranges, pinks, and purples, and the hills are silhouetted against the horizon. The water is calm and still, reflecting the colors of the sky.

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 "/root/fluxgym/models/unet/flux1-dev.sft" \
+  --clip_l "/root/fluxgym/models/clip/clip_l.safetensors" \
+  --t5xxl "/root/fluxgym/models/clip/t5xxl_fp16.safetensors" \
+  --ae "/root/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="/root/fluxgym/outputs/frames/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 10 \
+  --save_every_n_epochs 4 \
+  --dataset_config "/root/fluxgym/outputs/frames/dataset.toml" \
+  --output_dir "/root/fluxgym/outputs/frames" \
+  --output_name frames \
+  --timestep_sampling shift \
+  --discrete_flow_shift 3.1582 \
+  --model_prediction_type raw \
+  --guidance_scale 1 \
+  --loss_type l2 \