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README.md

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+---
+tags:
+- flux
+- stable-diffusion
+- text-to-image
+- lora
+- flux dev
+- diffusers
+- impressionism
+library_name: diffusers
+pipeline_tag: text-to-image
+base_model: black-forest-labs/FLUX.1-dev
+---
+
+# FLUX.1-dev Impressionism fine-tuning with LoRA
+
+This is a LoRA fine-tuning of the FLUX.1 model trained on a curated dataset of impressionist paintings from WikiArt.
+
+## Dataset
+The model was trained on the [WikiArt Impressionism Curated Dataset](https://huggingface.co/datasets/dolphinium/wikiart-impressionism-curated), which contains 1,000 high-quality Impressionist paintings with the following distribution:
+
+- Landscapes: 300 images (30%)
+- Portraits: 300 images (30%)
+- Urban Scenes: 200 images (20%)
+- Still Life: 200 images (20%)
+
+## Model Details
+- Base Model: [FLUX.1](https://huggingface.co/black-forest-labs/FLUX.1-dev)
+- LoRA Rank: 16
+- Training Steps: 2000
+- Resolution: 512-1024px
+
+## Usage
+
+```python
+from diffusers import StableDiffusionPipeline
+import torch
+
+model_id = "black-forest-labs/FLUX.1-dev"
+lora_model_path = "dolphinium/FLUX.1-dev-wikiart-impressionism-v2"
+
+pipe = StableDiffusionPipeline.from_pretrained(
+    model_id,
+    torch_dtype=torch.float16
+).to("cuda")
+
+# Load LoRA weights
+pipe.unet.load_attn_procs(lora_model_path)
+
+# Generate image
+prompt = "an impressionist style landscape with rolling hills and autumn trees"
+image = pipe(prompt).images[0]
+image.save("impressionist_landscape.png")
+```
+
+
+## License
+This model inherits the license of the base FLUX.1 model and the WikiArt dataset.

config.yaml

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+job: extension
+config:
+  name: flux_1_dev_wikiart_impressionism_2000_step_style
+  process:
+  - type: sd_trainer
+    training_folder: /content/output
+    performance_log_every: 500
+    device: cuda:0
+    trigger_word: dolpImp
+    network:
+      type: lora
+      linear: 16
+      linear_alpha: 16
+    save:
+      dtype: float16
+      save_every: 500
+      max_step_saves_to_keep: 10
+    datasets:
+    - folder_path: /content/dataset
+      caption_ext: txt
+      caption_dropout_rate: 0.05
+      shuffle_tokens: true
+      cache_latents_to_disk: true
+      resolution:
+      - 512
+      - 768
+      - 1024
+    train:
+      batch_size: 1
+      steps: 2000
+      gradient_accumulation_steps: 1
+      train_unet: true
+      train_text_encoder: false
+      content_or_style: style
+      gradient_checkpointing: true
+      noise_scheduler: flowmatch
+      optimizer: adamw8bit
+      lr: 0.0001
+      ema_config:
+        use_ema: true
+        ema_decay: 0.99
+      dtype: bf16
+    model:
+      name_or_path: black-forest-labs/FLUX.1-dev
+      is_flux: true
+      quantize: true
+    sample:
+      sampler: flowmatch
+      sample_every: 250
+      width: 1024
+      height: 1024
+      prompts:
+      - '[trigger] An impressionist painting depicts a wide, sandy beach under a cloudy
+        sky, with figures scattered along the shore, rendered with loose, visible
+        brushstrokes in muted tones of blue, brown, and white, creating a tranquil
+        and airy atmosphere'
+      - "[trigger] An impressionist portrait captures the delicate expression of a\
+        \ woman bathed in soft, natural light. The artist employs bold, yet subtle\
+        \ brushstrokes to emphasize the subject\u2019s serene features and gentle\
+        \ contours, all set against a background of softly blended pastel tones that\
+        \ evoke introspection and grace."
+      - '[trigger] An impressionist painting depicts a stone bridge arching over a
+        ravine, with a church tower on the left and a hillside in the background,
+        rendered in warm earth tones and blues with visible, textured brushstrokes,
+        creating a hazy and tranquil atmosphere'
+      - '[trigger] An impressionist painting of a still life featuring a bouquet of
+        red and yellow roses wrapped in white paper, an ornate vase holding dried
+        grasses and a decorative fan, and a stack of old books, all arranged on a
+        table against a warm, orange-toned background with a framed picture hanging
+        above, rendered with visible brushstrokes and soft, diffused lighting to create
+        a cozy and intimate atmosphere.'
+      neg: ''
+      seed: 1337
+      walk_seed: false
+      guidance_scale: 4
+      sample_steps: 20
+meta:
+  name: flux_1_dev_wikiart_impressionism_2000_step_style
+  version: '1.0'

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metadata.json

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+{
+  "base_model": "black-forest-labs/FLUX.1-dev",
+  "dataset": "dolphinium/wikiart-impressionism-curated",
+  "training_config": {
+    "job": "extension",
+    "config": {
+      "name": "flux_1_dev_wikiart_impressionism_2000_step_style",
+      "process": [
+        {
+          "type": "sd_trainer",
+          "training_folder": "/content/output",
+          "performance_log_every": 500,
+          "device": "cuda:0",
+          "trigger_word": "dolpImp",
+          "network": {
+            "type": "lora",
+            "linear": 16,
+            "linear_alpha": 16
+          },
+          "save": {
+            "dtype": "float16",
+            "save_every": 500,
+            "max_step_saves_to_keep": 10
+          },
+          "datasets": [
+            {
+              "folder_path": "/content/dataset",
+              "caption_ext": "txt",
+              "caption_dropout_rate": 0.05,
+              "shuffle_tokens": true,
+              "cache_latents_to_disk": true,
+              "resolution": [
+                512,
+                768,
+                1024
+              ]
+            }
+          ],
+          "train": {
+            "batch_size": 1,
+            "steps": 2000,
+            "gradient_accumulation_steps": 1,
+            "train_unet": true,
+            "train_text_encoder": false,
+            "content_or_style": "style",
+            "gradient_checkpointing": true,
+            "noise_scheduler": "flowmatch",
+            "optimizer": "adamw8bit",
+            "lr": 0.0001,
+            "ema_config": {
+              "use_ema": true,
+              "ema_decay": 0.99
+            },
+            "dtype": "bf16"
+          },
+          "model": {
+            "name_or_path": "black-forest-labs/FLUX.1-dev",
+            "is_flux": true,
+            "quantize": true
+          },
+          "sample": {
+            "sampler": "flowmatch",
+            "sample_every": 250,
+            "width": 1024,
+            "height": 1024,
+            "prompts": [
+              "[trigger] An impressionist painting depicts a wide, sandy beach under a cloudy sky, with figures scattered along the shore, rendered with loose, visible brushstrokes in muted tones of blue, brown, and white, creating a tranquil and airy atmosphere",
+              "[trigger] An impressionist portrait captures the delicate expression of a woman bathed in soft, natural light. The artist employs bold, yet subtle brushstrokes to emphasize the subject\u2019s serene features and gentle contours, all set against a background of softly blended pastel tones that evoke introspection and grace.",
+              "[trigger] An impressionist painting depicts a stone bridge arching over a ravine, with a church tower on the left and a hillside in the background, rendered in warm earth tones and blues with visible, textured brushstrokes, creating a hazy and tranquil atmosphere",
+              "[trigger] An impressionist painting of a still life featuring a bouquet of red and yellow roses wrapped in white paper, an ornate vase holding dried grasses and a decorative fan, and a stack of old books, all arranged on a table against a warm, orange-toned background with a framed picture hanging above, rendered with visible brushstrokes and soft, diffused lighting to create a cozy and intimate atmosphere."
+            ],
+            "neg": "",
+            "seed": 1337,
+            "walk_seed": false,
+            "guidance_scale": 4,
+            "sample_steps": 20
+          }
+        }
+      ]
+    },
+    "meta": {
+      "name": "[name]",
+      "version": "1.0"
+    }
+  }
+}

optimizer.pt

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