diff --git a/.gitattributes b/.gitattributes
index a6344aac8c09253b3b630fb776ae94478aa0275b..26dab8284870140c3f88e4c028736e174dddfb2f 100644
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diff --git a/README.md b/README.md
new file mode 100644
index 0000000000000000000000000000000000000000..2ed57dd868c3f7e5fcec6279a00f61a3160d87a3
--- /dev/null
+++ b/README.md
@@ -0,0 +1,53 @@
+---
+tags:
+- text-to-image
+- flux
+- lora
+- diffusers
+- template:sd-lora
+- fluxgym
+widget:
+-   output:
+        url: sample/flux-lora-pic-trained_001920_00_20250225233846.png
+    text: Ultra-detailed, cinematic portrait of Prashanth as a battle-hardened soldier,
+        wearing realistic military gear with weathered textures and tactical equipment.
+        His expression is determined and fierce, set against a dramatic, war-torn
+        backdrop with dynamic lighting and atmospheric dust. Emphasize strong contrasts
+        and a rugged, heroic aura.
+-   output:
+        url: sample/flux-lora-pic-trained_001920_01_20250225233857.png
+    text: High-resolution, photo-realistic portrait of Prashanth in a modern, impeccably
+        tailored professional suit. He exudes confidence and sophistication with a
+        poised, calm expression, set in an elegant, minimalist corporate environment
+        with soft natural lighting and subtle reflections. Focus on fine details and
+        a refined, polished look.
+-   output:
+        url: sample/flux-lora-pic-trained_001920_02_20250225233907.png
+    text: Prashanth as a superhero
+-   output:
+        url: sample/flux-lora-pic-trained_001920_03_20250225233918.png
+    text: Prashanth as a medieval knight
+-   output:
+        url: sample/flux-lora-pic-trained_001920_04_20250225233928.png
+    text: Prashanth as an astronaut
+base_model: black-forest-labs/FLUX.1-dev
+instance_prompt: prashanth
+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
+---
+
+# Flux_Lora_pic_trained
+
+A Flux LoRA trained on a local computer with [Fluxgym](https://github.com/cocktailpeanut/fluxgym)
+
+<Gallery />
+
+## Trigger words
+
+You should use `prashanth` 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..2390b4b645490e7bedba215ee8677a3b12d44874
--- /dev/null
+++ b/dataset.toml
@@ -0,0 +1,14 @@
+[general]
+shuffle_caption = false
+caption_extension = '.txt'
+keep_tokens = 1
+
+[[datasets]]
+resolution = 512
+batch_size = 1
+keep_tokens = 1
+
+  [[datasets.subsets]]
+  image_dir = '/app/fluxgym/datasets/flux-lora-pic-trained'
+  class_tokens = 'prashanth'
+  num_repeats = 10
\ No newline at end of file
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diff --git a/sample_prompts.txt b/sample_prompts.txt
new file mode 100644
index 0000000000000000000000000000000000000000..7ae5c3ce970170c06b2c7ed1e087ade09a75da85
--- /dev/null
+++ b/sample_prompts.txt
@@ -0,0 +1,9 @@
+Ultra-detailed, cinematic portrait of Prashanth as a battle-hardened soldier, wearing realistic military gear with weathered textures and tactical equipment. His expression is determined and fierce, set against a dramatic, war-torn backdrop with dynamic lighting and atmospheric dust. Emphasize strong contrasts and a rugged, heroic aura.
+
+High-resolution, photo-realistic portrait of Prashanth in a modern, impeccably tailored professional suit. He exudes confidence and sophistication with a poised, calm expression, set in an elegant, minimalist corporate environment with soft natural lighting and subtle reflections. Focus on fine details and a refined, polished look.
+
+Prashanth as a superhero
+
+Prashanth as a medieval knight
+
+Prashanth as an astronaut
diff --git a/train.sh b/train.sh
new file mode 100644
index 0000000000000000000000000000000000000000..9c65c31580189288f1b0c9951d19989d8ef6d123
--- /dev/null
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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/flux-lora-pic-trained/sample_prompts.txt" --sample_every_n_steps="10" \
+  --learning_rate 8e-4 \
+  --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/flux-lora-pic-trained/dataset.toml" \
+  --output_dir "/app/fluxgym/outputs/flux-lora-pic-trained" \
+  --output_name flux-lora-pic-trained \
+  --timestep_sampling shift \
+  --discrete_flow_shift 3.1582 \
+  --model_prediction_type raw \
+  --guidance_scale 1 \
+  --loss_type l2 \
\ No newline at end of file