Upload folder using huggingface_hub

.gitattributes

@@ -33,3 +33,12 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
 *.zip filter=lfs diff=lfs merge=lfs -text
 *.zst filter=lfs diff=lfs merge=lfs -text
 *tfevents* filter=lfs diff=lfs merge=lfs -text
+[[:space:]]teaser1.png filter=lfs diff=lfs merge=lfs -text
+[[:space:]]teaser2.png filter=lfs diff=lfs merge=lfs -text
+[[:space:]]teaser3.png filter=lfs diff=lfs merge=lfs -text
+results/[[:space:]]teaser1.png filter=lfs diff=lfs merge=lfs -text
+results/[[:space:]]teaser2.png filter=lfs diff=lfs merge=lfs -text
+results/[[:space:]]teaser3.png filter=lfs diff=lfs merge=lfs -text
+results/1.png filter=lfs diff=lfs merge=lfs -text
+results/2.png filter=lfs diff=lfs merge=lfs -text
+results/3.png filter=lfs diff=lfs merge=lfs -text

README.md

@@ -0,0 +1,50 @@
+---
+license: apache-2.0
+language:
+- en
+base_model:
+- black-forest-labs/FLUX.1-Kontext-dev
+tags:
+- image-generation
+- flux
+- diffusion-single-file
+pipeline_tag: image-to-image
+library_name: diffusers
+widget:
+  - text: Remove this woman from the scene
+    output:
+      url: results/1.png   
+  - text: Remove this child and bicycle from the scene
+    output:
+      url: results/2.png  
+  - text: Remove the apples under the kitten's body
+    output:
+      url: results/3.png  
+---
+# starsfriday Kontext Dev LoRA
+
+<Gallery />
+
+## Model Card for Model ID
+
+<!-- Provide a quick summary of what the model is/does. -->
+
+This is a model for background removal, trained on ```black-forest-labs/FLUX.1-Kontext-dev```, and is suitable for background removal tasks of e-commerce images, character images, and object images.For use in ```ComfyUI```.
+
+## Model description
+
+
+## Trigger phrase
+
+```Remove xxx from the scene```
+
+
+## Download model
+
+Weights for this model are available in Safetensors format.
+
+[Download](https://huggingface.co/starsfriday/Kontext-Remover-General)
+
+## Training at Chongqing Valiant Cat
+
+This model was trained by the AI Laboratory of Chongqing Valiant Cat Technology Co., LTD(```https://vvicat.com/```).Business cooperation is welcome

config.yaml

@@ -0,0 +1,66 @@
+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

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:dc1454c7eb0090de0e36a9bf76715ff2b2a55681f4c347bde583f081ef7f2770
+size 171969352

optimizer.pt

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:35a1cbb34e9530d5ac13938a890dc1386c12a23baaf09badea2e0ace5202ac62
+size 175676612