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config.yaml

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+job: extension
+config:
+  name: kontext_remove
+  process:
+  - type: sd_trainer
+    training_folder: output
+    device: cuda:0
+    network:
+      type: lora
+      linear: 16
+      linear_alpha: 16
+    save:
+      dtype: float16
+      save_every: 250
+      max_step_saves_to_keep: 4
+      push_to_hub: false
+    datasets:
+    - folder_path: datasets/kontext_training/images
+      control_path: datasets/kontext_training/controls
+      caption_ext: txt
+      caption_dropout_rate: 0.05
+      shuffle_tokens: false
+      cache_latents_to_disk: true
+      resolution:
+      - 512
+      - 768
+      - 1024
+    train:
+      batch_size: 1
+      steps: 4000
+      gradient_accumulation_steps: 1
+      train_unet: true
+      train_text_encoder: false
+      gradient_checkpointing: true
+      noise_scheduler: flowmatch
+      optimizer: adamw8bit
+      lr: 0.0001
+      timestep_type: weighted
+      dtype: bf16
+    model:
+      name_or_path: models/FLUX.1-Kontext-dev
+      arch: flux_kontext
+      quantize: true
+    sample:
+      sampler: flowmatch
+      sample_every: 250
+      width: 1024
+      height: 1024
+      prompts:
+      - Remove red SUV with luggage on roof rack. Vast, flat, white salt flat landscape
+        under a clear blue sky with distant mountains on the horizon.  --ctrl_img
+        datasets/kontext_training/controls/object_removal_01.png
+      - Remove blurry background. A laptop keyboard is visible at the top of the frame,
+        with a Samsung 1TB NVMe SSD lying on a light brown surface below it.  --ctrl_img
+        datasets/kontext_training/controls/object_removal_02.png
+      - Remove snowflake. A window frame is visible on the left and right sides of
+        a dark interior space, with bright light coming from outside the window.  --ctrl_img
+        datasets/kontext_training/controls/object_removal_03.png
+      neg: ''
+      seed: 42
+      walk_seed: true
+      guidance_scale: 4
+      sample_steps: 20
+meta:
+  name: kontext_remove
+  version: '1.0'

kontext_remove.safetensors

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+oid sha256:dc1454c7eb0090de0e36a9bf76715ff2b2a55681f4c347bde583f081ef7f2770
+size 171969352

optimizer.pt

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+version https://git-lfs.github.com/spec/v1
+oid sha256:35a1cbb34e9530d5ac13938a890dc1386c12a23baaf09badea2e0ace5202ac62
+size 175676612