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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"
+
+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_v2
+  process:
+  - type: sd_trainer
+    training_folder: /content/output
+    device: cuda:0
+    network:
+      type: lora
+      linear: 16
+      linear_alpha: 16
+    save:
+      dtype: float16
+      save_every: 250
+      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: 1000
+      gradient_accumulation_steps: 1
+      train_unet: true
+      train_text_encoder: false
+      content_or_style: balanced
+      gradient_checkpointing: true
+      noise_scheduler: flowmatch
+      optimizer: adamw8bit
+      lr: 0.0001
+      ema_config:
+        use_ema: false
+        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: 100
+      width: 1024
+      height: 1024
+      prompts:
+      - An impressionist painting portrays a vast landscape with gently rolling hills
+        under a radiant sky. Clusters of autumn trees dot the scene, rendered with
+        loose, expressive brushstrokes and a palette of warm oranges, deep greens,
+        and soft blues, creating a sense of tranquil, natural beauty.
+      - "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."
+      - An impressionist painting depicts a lively urban scene where a row of quaint
+        cafe terraces lines a bustling street. The dynamic brushstrokes and vibrant
+        splashes of color capture the interplay of sunlight and shadows on the cityscape,
+        hinting at the rhythm of urban life and the charm of everyday moments.
+      - An impressionist still life showcases a harmonious arrangement of fresh flowers
+        and classic tableware. The interplay of light and shadow is rendered through
+        loose, fluid brushstrokes and a carefully chosen palette, highlighting delicate
+        textures and vibrant hues that evoke the transient beauty of everyday objects.
+      neg: ''
+      seed: 1337
+      walk_seed: true
+      guidance_scale: 4
+      sample_steps: 20
+meta:
+  name: flux_1_dev_wikiart_impressionism_v2
+  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_v2",
+      "process": [
+        {
+          "type": "sd_trainer",
+          "training_folder": "/content/output",
+          "device": "cuda:0",
+          "network": {
+            "type": "lora",
+            "linear": 16,
+            "linear_alpha": 16
+          },
+          "save": {
+            "dtype": "float16",
+            "save_every": 250,
+            "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": 1000,
+            "gradient_accumulation_steps": 1,
+            "train_unet": true,
+            "train_text_encoder": false,
+            "content_or_style": "balanced",
+            "gradient_checkpointing": true,
+            "noise_scheduler": "flowmatch",
+            "optimizer": "adamw8bit",
+            "lr": 0.0001,
+            "ema_config": {
+              "use_ema": false,
+              "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": 100,
+            "width": 1024,
+            "height": 1024,
+            "prompts": [
+              "An impressionist painting portrays a vast landscape with gently rolling hills under a radiant sky. Clusters of autumn trees dot the scene, rendered with loose, expressive brushstrokes and a palette of warm oranges, deep greens, and soft blues, creating a sense of tranquil, natural beauty.",
+              "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.",
+              "An impressionist painting depicts a lively urban scene where a row of quaint cafe terraces lines a bustling street. The dynamic brushstrokes and vibrant splashes of color capture the interplay of sunlight and shadows on the cityscape, hinting at the rhythm of urban life and the charm of everyday moments.",
+              "An impressionist still life showcases a harmonious arrangement of fresh flowers and classic tableware. The interplay of light and shadow is rendered through loose, fluid brushstrokes and a carefully chosen palette, highlighting delicate textures and vibrant hues that evoke the transient beauty of everyday objects."
+            ],
+            "neg": "",
+            "seed": 1337,
+            "walk_seed": true,
+            "guidance_scale": 4,
+            "sample_steps": 20
+          }
+        }
+      ]
+    },
+    "meta": {
+      "name": "[name]",
+      "version": "1.0"
+    }
+  }
+}

optimizer.pt

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+size 175676612