From b75b1aa1dd65958a152af08cddcfc788984df3c9 Mon Sep 17 00:00:00 2001
From: "pre-commit-ci[bot]"
 <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Date: Sat, 7 Jun 2025 12:14:41 +0900
Subject: [PATCH 01/10] [pre-commit.ci] pre-commit autoupdate (#785)

Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
---
 .pre-commit-config.yaml | 2 +-
 aaaaaa/traceback.py     | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 0413861..8a048d0 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -24,7 +24,7 @@ repos:
       - id: prettier
 
   - repo: https://github.com/astral-sh/ruff-pre-commit
-    rev: v0.9.9
+    rev: v0.11.12
     hooks:
       - id: ruff
         args: [--fix, --exit-non-zero-on-fix]
diff --git a/aaaaaa/traceback.py b/aaaaaa/traceback.py
index 85631e3..4119a9b 100644
--- a/aaaaaa/traceback.py
+++ b/aaaaaa/traceback.py
@@ -1,4 +1,4 @@
-from __future__ import annotations  # noqa: A005
+from __future__ import annotations
 
 import io
 import platform

From e41ee473c82a2f050efc3ed37413fd0df979345c Mon Sep 17 00:00:00 2001
From: Dowon <ks2515@naver.com>
Date: Sat, 7 Jun 2025 12:20:55 +0900
Subject: [PATCH 02/10] chore(ci): update workflows

---
 .github/workflows/pypi.yml | 4 +++-
 .github/workflows/test.yml | 5 +++--
 .vscode/extensions.json    | 1 -
 3 files changed, 6 insertions(+), 4 deletions(-)

diff --git a/.github/workflows/pypi.yml b/.github/workflows/pypi.yml
index b98eee8..8e774b4 100644
--- a/.github/workflows/pypi.yml
+++ b/.github/workflows/pypi.yml
@@ -3,6 +3,7 @@ on:
   push:
     tags:
       - "v*"
+  workflow_dispatch:
 
 jobs:
   test:
@@ -18,9 +19,10 @@ jobs:
 
     steps:
       - uses: actions/checkout@v4
+      - uses: astral-sh/setup-uv@v6
 
       - name: Build wheel
-        run: pipx run build
+        run: uv build
 
       - name: Publish to PyPI
         uses: pypa/gh-action-pypi-publish@release/v1
diff --git a/.github/workflows/test.yml b/.github/workflows/test.yml
index 7383ad6..4bf1644 100644
--- a/.github/workflows/test.yml
+++ b/.github/workflows/test.yml
@@ -13,6 +13,7 @@ jobs:
     name: Test on python ${{ matrix.python-version }}
     runs-on: macos-latest
     strategy:
+      fail-fast: false
       matrix:
         python-version:
           - "3.10"
@@ -22,9 +23,9 @@ jobs:
     steps:
       - uses: actions/checkout@v4
 
-      - uses: astral-sh/setup-uv@v5
+      - uses: astral-sh/setup-uv@v6
         with:
           python-version: ${{ matrix.python-version }}
 
       - name: Run tests
-        run: uv run --all-extras pytest -v
+        run: uv run --all-extras --with 'git+https://github.com/ultralytics/CLIP.git' pytest -v
diff --git a/.vscode/extensions.json b/.vscode/extensions.json
index 5284a0f..1a81507 100644
--- a/.vscode/extensions.json
+++ b/.vscode/extensions.json
@@ -1,7 +1,6 @@
 {
   "recommendations": [
     "ms-python.vscode-pylance",
-    "ms-python.black-formatter",
     "kevinrose.vsc-python-indent",
     "charliermarsh.ruff",
     "shardulm94.trailing-spaces"

From fcb15331c7b0b34d116f6f4dec2827b34d110823 Mon Sep 17 00:00:00 2001
From: "pre-commit-ci[bot]"
 <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Date: Sun, 14 Dec 2025 10:13:56 +0900
Subject: [PATCH 03/10] [pre-commit.ci] pre-commit autoupdate (#799)

Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
---
 .pre-commit-config.yaml | 6 +++---
 CHANGELOG.md            | 2 --
 2 files changed, 3 insertions(+), 5 deletions(-)

diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 8a048d0..61208b7 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -5,7 +5,7 @@ exclude: ^modules/
 
 repos:
   - repo: https://github.com/pre-commit/pre-commit-hooks
-    rev: v5.0.0
+    rev: v6.0.0
     hooks:
       - id: check-added-large-files
         args: [--maxkb=100]
@@ -19,12 +19,12 @@ repos:
       - id: mixed-line-ending
 
   - repo: https://github.com/rbubley/mirrors-prettier
-    rev: v3.5.3
+    rev: v3.8.1
     hooks:
       - id: prettier
 
   - repo: https://github.com/astral-sh/ruff-pre-commit
-    rev: v0.11.12
+    rev: v0.15.0
     hooks:
       - id: ruff
         args: [--fix, --exit-non-zero-on-fix]
diff --git a/CHANGELOG.md b/CHANGELOG.md
index a805d31..c16df6a 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -121,7 +121,6 @@
 - YOLO World 모델 추가: 가장 큰 yolov8x-world.pt 모델만 기본적으로 선택할 수 있게 함.
 - lllyasviel/stable-diffusion-webui-forge에서 컨트롤넷을 사용가능하게 함 (PR #517)
 - 기본 스크립트 목록에 soft_inpainting 추가 (https://github.com/AUTOMATIC1111/stable-diffusion-webui/pull/14208)
-
   - 기존에 설치한 사람에게 소급적용되지는 않음
 
 - 감지모델에 대한 간단한 pytest 추가함
@@ -348,7 +347,6 @@
   - `ad_inpaint_full_res` → `ad_inpaint_only_masked`
   - `ad_inpaint_full_res_padding` → `ad_inpaint_only_masked_padding`
 - mediapipe face mesh 모델 추가
-
   - mediapipe 최소 버전 `0.10.0`
 
 - rich traceback 제거함

From 902a3d6445a9389e08018e9dab3d7431204767b1 Mon Sep 17 00:00:00 2001
From: Dowon <ks2515@naver.com>
Date: Thu, 5 Feb 2026 08:23:35 +0900
Subject: [PATCH 04/10] chore: change toml formattor

---
 .pre-commit-config.yaml |  2 +-
 pyproject.toml          | 79 +++++++++++++++++++++--------------------
 2 files changed, 41 insertions(+), 40 deletions(-)

diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 61208b7..672695b 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -26,6 +26,6 @@ repos:
   - repo: https://github.com/astral-sh/ruff-pre-commit
     rev: v0.15.0
     hooks:
-      - id: ruff
+      - id: ruff-check
         args: [--fix, --exit-non-zero-on-fix]
       - id: ruff-format
diff --git a/pyproject.toml b/pyproject.toml
index f1be122..e38dd36 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,26 +1,26 @@
 [project]
 name = "adetailer"
 description = "An object detection and auto-mask extension for stable diffusion webui."
-authors = [{ name = "dowon", email = "ks2515@naver.com" }]
-requires-python = ">=3.9"
 readme = "README.md"
+requires-python = ">=3.9"
 license = { text = "AGPL-3.0" }
-dependencies = [
-    "ultralytics>=8.2",
-    "mediapipe>=0.10.13",
-    "pydantic<3",
-    "rich>=13",
-    "huggingface_hub",
-]
+authors = [{ name = "dowon", email = "ks2515@naver.com" }]
 keywords = [
-    "stable-diffusion",
-    "stable-diffusion-webui",
-    "adetailer",
-    "ultralytics",
+  "adetailer",
+  "stable-diffusion",
+  "stable-diffusion-webui",
+  "ultralytics",
 ]
 classifiers = [
-    "License :: OSI Approved :: GNU Affero General Public License v3",
-    "Topic :: Scientific/Engineering :: Image Recognition",
+  "License :: OSI Approved :: GNU Affero General Public License v3",
+  "Topic :: Scientific/Engineering :: Image Recognition",
+]
+dependencies = [
+  "huggingface_hub",
+  "mediapipe>=0.10.13",
+  "pydantic<3",
+  "rich>=13",
+  "ultralytics>=8.2",
 ]
 dynamic = ["version"]
 
@@ -48,30 +48,31 @@ extend-exclude = ["modules"]
 
 [tool.ruff.lint]
 select = [
-    "A",
-    "B",
-    "C4",
-    "C90",
-    "E",
-    "EM",
-    "F",
-    "FA",
-    "I001",
-    "ISC",
-    "N",
-    "PD",
-    "PERF",
-    "PL",
-    "PIE",
-    "PT",
-    "PTH",
-    "RET",
-    "RUF",
-    "SIM",
-    "T20",
-    "TRY",
-    "UP",
-    "W",
+  "A",
+  "B",
+  "C4",
+  "C90",
+  "E",
+  "EM",
+  "F",
+  "FA",
+  "I001",
+  "ISC",
+  "N",
+  "PD",
+  "PERF",
+  "PL",
+  "PLC",
+  "PIE",
+  "PT",
+  "PTH",
+  "RET",
+  "RUF",
+  "SIM",
+  "T20",
+  "TRY",
+  "UP",
+  "W",
 ]
 ignore = ["B905", "E501", "PLR2004", "PLW0603"]
 unfixable = ["F401"]

From c8c487a31e8ec9b356a7187a88423869662da485 Mon Sep 17 00:00:00 2001
From: Dowon <ks2515@naver.com>
Date: Thu, 5 Feb 2026 08:24:40 +0900
Subject: [PATCH 05/10] fix: Normalize mask input to float

---
 adetailer/ultralytics.py | 7 ++++---
 1 file changed, 4 insertions(+), 3 deletions(-)

diff --git a/adetailer/ultralytics.py b/adetailer/ultralytics.py
index 7c7a1a7..c63af40 100644
--- a/adetailer/ultralytics.py
+++ b/adetailer/ultralytics.py
@@ -22,7 +22,7 @@ def ultralytics_predict(
     device: str = "",
     classes: str = "",
 ) -> PredictOutput[float]:
-    from ultralytics import YOLO
+    from ultralytics import YOLO  # noqa: PLC0415
 
     model = YOLO(model_path)
     apply_classes(model, model_path, classes)
@@ -61,11 +61,12 @@ def mask_to_pil(masks: torch.Tensor, shape: tuple[int, int]) -> list[Image.Image
     """
     Parameters
     ----------
-    masks: torch.Tensor, dtype=torch.float32, shape=(N, H, W).
-        The device can be CUDA, but `to_pil_image` takes care of that.
+    masks: torch.Tensor, dtype=torch.float32 or torch.uint8, shape=(N, H, W).
+        uint8 tensor is expected to have values 0 or 1 (not 0-255).
 
     shape: tuple[int, int]
         (W, H) of the original image
     """
+    masks = masks.float()
     n = masks.shape[0]
     return [to_pil_image(masks[i], mode="L").resize(shape) for i in range(n)]

From 18d54cfc0c799dd2a984e9aa187bb9f8b3b9e0ca Mon Sep 17 00:00:00 2001
From: Dowon <ks2515@naver.com>
Date: Thu, 5 Feb 2026 19:56:23 +0900
Subject: [PATCH 06/10] test: mask_to_pil test

---
 tests/test_ultralytics.py | 36 +++++++++++++++++++++++++++++++++++-
 1 file changed, 35 insertions(+), 1 deletion(-)

diff --git a/tests/test_ultralytics.py b/tests/test_ultralytics.py
index e75171d..6d62fa0 100644
--- a/tests/test_ultralytics.py
+++ b/tests/test_ultralytics.py
@@ -1,8 +1,10 @@
+import numpy as np
 import pytest
+import torch
 from huggingface_hub import hf_hub_download
 from PIL import Image
 
-from adetailer.ultralytics import ultralytics_predict
+from adetailer.ultralytics import mask_to_pil, ultralytics_predict
 
 
 @pytest.mark.parametrize(
@@ -60,3 +62,35 @@ def test_yolo_world(sample_image2: Image.Image, klass: str):
     assert len(result.masks) > 0
     assert len(result.confidences) > 0
     assert len(result.bboxes) == len(result.masks) == len(result.confidences)
+
+
+class TestMaskToPil:
+    def test_mask_to_pil_float32(self):
+        mask = torch.tensor([[[0.0, 1.0], [0.0, 1.0]]], dtype=torch.float32)
+        imgs = mask_to_pil(mask, shape=(2, 2))
+
+        assert len(imgs) == 1
+        img = imgs[0]
+        assert isinstance(img, Image.Image)
+
+        arr = np.array(img)
+        assert arr.shape == (2, 2)
+        assert arr.dtype == np.uint8
+
+        expected = np.array([[0, 255], [0, 255]], dtype=np.uint8)
+        np.testing.assert_array_equal(arr, expected)
+
+    def test_mask_to_pil_uint8(self):
+        mask = torch.tensor([[[0, 1], [0, 1]]], dtype=torch.uint8)
+        imgs = mask_to_pil(mask, shape=(2, 2))
+
+        assert len(imgs) == 1
+        img = imgs[0]
+        assert isinstance(img, Image.Image)
+
+        arr = np.array(img)
+        assert arr.shape == (2, 2)
+        assert arr.dtype == np.uint8
+
+        expected = np.array([[0, 255], [0, 255]], dtype=np.uint8)
+        np.testing.assert_array_equal(arr, expected)

From 6a49e1a856a56b3e759f3d5deeaeeb4535e8ede4 Mon Sep 17 00:00:00 2001
From: Dowon <ks2515@naver.com>
Date: Thu, 5 Feb 2026 20:05:49 +0900
Subject: [PATCH 07/10] chore: Update versions and deps

---
 .github/workflows/pypi.yml  | 4 ++--
 .github/workflows/stale.yml | 2 +-
 .github/workflows/test.yml  | 6 ++++--
 install.py                  | 2 +-
 pyproject.toml              | 2 +-
 5 files changed, 9 insertions(+), 7 deletions(-)

diff --git a/.github/workflows/pypi.yml b/.github/workflows/pypi.yml
index 8e774b4..76884a0 100644
--- a/.github/workflows/pypi.yml
+++ b/.github/workflows/pypi.yml
@@ -18,8 +18,8 @@ jobs:
     needs: [test]
 
     steps:
-      - uses: actions/checkout@v4
-      - uses: astral-sh/setup-uv@v6
+      - uses: actions/checkout@v6
+      - uses: astral-sh/setup-uv@v7
 
       - name: Build wheel
         run: uv build
diff --git a/.github/workflows/stale.yml b/.github/workflows/stale.yml
index 0f4fd9b..1e9dcd0 100644
--- a/.github/workflows/stale.yml
+++ b/.github/workflows/stale.yml
@@ -7,7 +7,7 @@ jobs:
   stale:
     runs-on: ubuntu-latest
     steps:
-      - uses: actions/stale@v9
+      - uses: actions/stale@v10
         with:
           days-before-stale: 17
           days-before-close: 3
diff --git a/.github/workflows/test.yml b/.github/workflows/test.yml
index 4bf1644..aaf8632 100644
--- a/.github/workflows/test.yml
+++ b/.github/workflows/test.yml
@@ -19,11 +19,13 @@ jobs:
           - "3.10"
           - "3.11"
           - "3.12"
+          - "3.13"
+          - "3.14"
 
     steps:
-      - uses: actions/checkout@v4
+      - uses: actions/checkout@v6
 
-      - uses: astral-sh/setup-uv@v6
+      - uses: astral-sh/setup-uv@v7
         with:
           python-version: ${{ matrix.python-version }}
 
diff --git a/install.py b/install.py
index d9c7a8a..2b5c531 100644
--- a/install.py
+++ b/install.py
@@ -47,7 +47,7 @@ def install():
     deps = [
         # requirements
         ("ultralytics", "8.3.75", None),
-        ("mediapipe", "0.10.13", "0.10.15"),
+        ("mediapipe", "0.10.13", None),
         ("rich", "13.0.0", None),
     ]
 
diff --git a/pyproject.toml b/pyproject.toml
index e38dd36..4f3e90b 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -28,7 +28,7 @@ dynamic = ["version"]
 repository = "https://github.com/Bing-su/adetailer"
 
 [project.optional-dependencies]
-dev = ["ruff", "pre-commit", "devtools"]
+dev = ["devtools"]
 test = ["pytest", "hypothesis"]
 
 [build-system]

From 2bbce2a6b131e54a5bf840a6c077eb2d6d0cee5d Mon Sep 17 00:00:00 2001
From: Dowon <ks2515@naver.com>
Date: Thu, 5 Feb 2026 20:07:02 +0900
Subject: [PATCH 08/10] ci: update test action

---
 .github/workflows/test.yml | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/.github/workflows/test.yml b/.github/workflows/test.yml
index aaf8632..15f8d67 100644
--- a/.github/workflows/test.yml
+++ b/.github/workflows/test.yml
@@ -4,7 +4,9 @@ on:
   pull_request:
     paths:
       - "adetailer/**.py"
+      - ".github/workflows/test.yml"
   workflow_call:
+  workflow_dispatch:
   schedule:
     - cron: "0 0 * * 0"
 

From 55bb8117a60027ac183de733e508cdb617a079af Mon Sep 17 00:00:00 2001
From: Dowon <ks2515@naver.com>
Date: Thu, 5 Feb 2026 20:10:30 +0900
Subject: [PATCH 09/10] v26.2.0

---
 CHANGELOG.md             | 5 +++++
 adetailer/__version__.py | 2 +-
 pyproject.toml           | 2 +-
 3 files changed, 7 insertions(+), 2 deletions(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index c16df6a..cd6fc03 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -1,5 +1,10 @@
 # Changelog
 
+## 2026-02-05
+
+- v26.2.0
+- segmentation 모델의 마스크 dtype이 uint8로 변경된 것에 대응
+
 ## 2025-03-10
 
 - v25.3.0
diff --git a/adetailer/__version__.py b/adetailer/__version__.py
index d024107..744258c 100644
--- a/adetailer/__version__.py
+++ b/adetailer/__version__.py
@@ -1 +1 @@
-__version__ = "25.3.0"
+__version__ = "26.2.0"
diff --git a/pyproject.toml b/pyproject.toml
index 4f3e90b..a801b07 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -16,7 +16,7 @@ classifiers = [
   "Topic :: Scientific/Engineering :: Image Recognition",
 ]
 dependencies = [
-  "huggingface_hub",
+  "huggingface-hub",
   "mediapipe>=0.10.13",
   "pydantic<3",
   "rich>=13",

From 702fb41a7225d900e8f7e95944dc594ed2d9866a Mon Sep 17 00:00:00 2001
From: Dowon <ks2515@naver.com>
Date: Thu, 5 Feb 2026 20:19:04 +0900
Subject: [PATCH 10/10] style: ignore PLC0415 rule

---
 adetailer/ultralytics.py | 2 +-
 pyproject.toml           | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/adetailer/ultralytics.py b/adetailer/ultralytics.py
index c63af40..1bd13ff 100644
--- a/adetailer/ultralytics.py
+++ b/adetailer/ultralytics.py
@@ -22,7 +22,7 @@ def ultralytics_predict(
     device: str = "",
     classes: str = "",
 ) -> PredictOutput[float]:
-    from ultralytics import YOLO  # noqa: PLC0415
+    from ultralytics import YOLO
 
     model = YOLO(model_path)
     apply_classes(model, model_path, classes)
diff --git a/pyproject.toml b/pyproject.toml
index a801b07..87fb281 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -74,7 +74,7 @@ select = [
   "UP",
   "W",
 ]
-ignore = ["B905", "E501", "PLR2004", "PLW0603"]
+ignore = ["B905", "E501", "PLC0415", "PLR2004", "PLW0603"]
 unfixable = ["F401"]
 
 [tool.ruff.lint.isort]