Update

.pre-commit-config.yaml

@@ -1,6 +1,6 @@
 repos:
   - repo: https://github.com/pre-commit/pre-commit-hooks
-    rev: v4.6.0
+    rev: v6.0.0
     hooks:
       - id: check-executables-have-shebangs
       - id: check-json
@@ -13,48 +13,21 @@ repos:
         args: ["--fix=lf"]
       - id: requirements-txt-fixer
       - id: trailing-whitespace
-  - repo: https://github.com/myint/docformatter
-    rev: v1.7.5
+  - repo: https://github.com/astral-sh/ruff-pre-commit
+    rev: v0.12.12
     hooks:
-      - id: docformatter
-        args: ["--in-place"]
-  - repo: https://github.com/pycqa/isort
-    rev: 5.13.2
-    hooks:
-      - id: isort
-        args: ["--profile", "black"]
+      - id: ruff-check
+        args: ["--fix"]
+      - id: ruff-format
   - repo: https://github.com/pre-commit/mirrors-mypy
-    rev: v1.9.0
+    rev: v1.17.1
     hooks:
       - id: mypy
         args: ["--ignore-missing-imports"]
         additional_dependencies:
           [
             "types-python-slugify",
-            "types-requests",
-            "types-PyYAML",
             "types-pytz",
+            "types-PyYAML",
+            "types-requests",
           ]
-  - repo: https://github.com/psf/black
-    rev: 24.4.0
-    hooks:
-      - id: black
-        language_version: python3.10
-        args: ["--line-length", "119"]
-  - repo: https://github.com/kynan/nbstripout
-    rev: 0.7.1
-    hooks:
-      - id: nbstripout
-        args:
-          [
-            "--extra-keys",
-            "metadata.interpreter metadata.kernelspec cell.metadata.pycharm",
-          ]
-  - repo: https://github.com/nbQA-dev/nbQA
-    rev: 1.8.5
-    hooks:
-      - id: nbqa-black
-      - id: nbqa-pyupgrade
-        args: ["--py37-plus"]
-      - id: nbqa-isort
-        args: ["--float-to-top"]

.python-version

@@ -0,0 +1 @@
+3.10

.vscode/extensions.json

@@ -0,0 +1,8 @@
+{
+    "recommendations": [
+        "ms-python.python",
+        "charliermarsh.ruff",
+        "streetsidesoftware.code-spell-checker",
+        "tamasfe.even-better-toml"
+    ]
+}

.vscode/settings.json

@@ -2,29 +2,16 @@
     "editor.formatOnSave": true,
     "files.insertFinalNewline": false,
     "[python]": {
-        "editor.defaultFormatter": "ms-python.black-formatter",
+        "editor.defaultFormatter": "charliermarsh.ruff",
         "editor.formatOnType": true,
         "editor.codeActionsOnSave": {
+            "source.fixAll.ruff": "explicit",
             "source.organizeImports": "explicit"
         }
     },
     "[jupyter]": {
         "files.insertFinalNewline": false
     },
-    "black-formatter.args": [
-        "--line-length=119"
-    ],
-    "isort.args": ["--profile", "black"],
-    "flake8.args": [
-        "--max-line-length=119"
-    ],
-    "ruff.lint.args": [
-        "--line-length=119"
-    ],
     "notebook.output.scrolling": true,
-    "notebook.formatOnCellExecution": true,
-    "notebook.formatOnSave.enabled": true,
-        "notebook.codeActionsOnSave": {
-            "source.organizeImports": "explicit"
-        }
+    "notebook.formatOnSave.enabled": true
 }

README.md

@@ -4,7 +4,7 @@ emoji: 📊
 colorFrom: gray
 colorTo: red
 sdk: gradio
-sdk_version: 4.42.0
+sdk_version: 5.44.1
 app_file: app.py
 pinned: false
 ---

app.py

@@ -1,7 +1,5 @@
 #!/usr/bin/env python
 
-from __future__ import annotations
-
 import pathlib
 import sys
 import tarfile
@@ -16,9 +14,9 @@ import torch
 
 sys.path.insert(0, "yolov5_anime")
 
-from models.yolo import Model
-from utils.datasets import letterbox
-from utils.general import non_max_suppression, scale_coords
+from models.yolo import Model  # pyright: ignore[reportMissingImports]
+from utils.datasets import letterbox  # pyright: ignore[reportMissingImports]
+from utils.general import non_max_suppression, scale_coords  # pyright: ignore[reportMissingImports]
 
 DESCRIPTION = "# [zymk9/yolov5_anime](https://github.com/zymk9/yolov5_anime)"
 
@@ -43,7 +41,7 @@ def load_sample_image_paths() -> list[pathlib.Path]:
         dataset_repo = "hysts/sample-images-TADNE"
         path = huggingface_hub.hf_hub_download(dataset_repo, "images.tar.gz", repo_type="dataset")
         with tarfile.open(path) as f:
-            f.extractall()
+            f.extractall()  # noqa: S202
     return sorted(image_dir.glob("*"))
 
 
@@ -80,14 +78,14 @@ image_paths = load_sample_image_paths()
 examples = [[path.as_posix(), 0.4, 0.5] for path in image_paths]
 
 
-with gr.Blocks(css="style.css") as demo:
+with gr.Blocks(css_paths="style.css") as demo:
     gr.Markdown(DESCRIPTION)
     with gr.Row():
         with gr.Column():
             image = gr.Image(label="Input", type="pil")
             score_threshold = gr.Slider(label="Score Threshold", minimum=0, maximum=1, step=0.05, value=0.4)
             iou_threshold = gr.Slider(label="IoU Threshold", minimum=0, maximum=1, step=0.05, value=0.5)
-            run_button = gr.Button("Run")
+            run_button = gr.Button()
         with gr.Column():
             result = gr.Image(label="Output")
 
@@ -102,8 +100,7 @@ with gr.Blocks(css="style.css") as demo:
         fn=predict,
         inputs=inputs,
         outputs=result,
-        api_name="predict",
     )
 
 if __name__ == "__main__":
-    demo.queue(max_size=20).launch()
+    demo.launch()

pyproject.toml

@@ -0,0 +1,57 @@
+[project]
+name = "yolov5-anime"
+version = "0.1.0"
+description = "Add your description here"
+readme = "README.md"
+requires-python = ">=3.10"
+dependencies = [
+    "gradio>=5.44.1",
+    "hf-transfer>=0.1.9",
+    "matplotlib>=3.10.6",
+    "opencv-python-headless>=4.12.0.88",
+    "scipy>=1.15.3",
+    "spaces>=0.40.1",
+    "torch==2.8.0",
+    "torchvision>=0.23.0",
+]
+
+[tool.ruff]
+line-length = 119
+
+[tool.ruff.lint]
+select = ["ALL"]
+ignore = [
+    "COM812", # missing-trailing-comma
+    "D203",   # one-blank-line-before-class
+    "D213",   # multi-line-summary-second-line
+    "E501",   # line-too-long
+    "SIM117", # multiple-with-statements
+    #
+    "D100",    # undocumented-public-module
+    "D101",    # undocumented-public-class
+    "D102",    # undocumented-public-method
+    "D103",    # undocumented-public-function
+    "D104",    # undocumented-public-package
+    "D105",    # undocumented-magic-method
+    "D107",    # undocumented-public-init
+    "EM101",   # raw-string-in-exception
+    "FBT001",  # boolean-type-hint-positional-argument
+    "FBT002",  # boolean-default-value-positional-argument
+    "PD901",   # pandas-df-variable-name
+    "PGH003",  # blanket-type-ignore
+    "PLR0913", # too-many-arguments
+    "PLR0915", # too-many-statements
+    "TRY003",  # raise-vanilla-args
+]
+unfixable = [
+    "F401", # unused-import
+]
+
+[tool.ruff.lint.pydocstyle]
+convention = "google"
+
+[tool.ruff.lint.per-file-ignores]
+"*.ipynb" = ["T201", "T203"]
+
+[tool.ruff.format]
+docstring-code-format = true

requirements.txt

@@ -1,7 +1,259 @@
-gradio==4.42.0
-numpy==1.26.4
-opencv-python-headless==4.10.0.84
-scipy==1.14.1
-spaces==0.29.3
-torch==2.0.1
-torchvision==0.15.2
+# This file was autogenerated by uv via the following command:
+#    uv pip compile pyproject.toml -o requirements.txt
+aiofiles==24.1.0
+    # via gradio
+annotated-types==0.7.0
+    # via pydantic
+anyio==4.10.0
+    # via
+    #   gradio
+    #   httpx
+    #   starlette
+brotli==1.1.0
+    # via gradio
+certifi==2025.8.3
+    # via
+    #   httpcore
+    #   httpx
+    #   requests
+charset-normalizer==3.4.3
+    # via requests
+click==8.2.1
+    # via
+    #   typer
+    #   uvicorn
+contourpy==1.3.2
+    # via matplotlib
+cycler==0.12.1
+    # via matplotlib
+exceptiongroup==1.3.0
+    # via anyio
+fastapi==0.116.1
+    # via gradio
+ffmpy==0.6.1
+    # via gradio
+filelock==3.19.1
+    # via
+    #   huggingface-hub
+    #   torch
+fonttools==4.59.2
+    # via matplotlib
+fsspec==2025.9.0
+    # via
+    #   gradio-client
+    #   huggingface-hub
+    #   torch
+gradio==5.44.1
+    # via
+    #   yolov5-anime (pyproject.toml)
+    #   spaces
+gradio-client==1.12.1
+    # via gradio
+groovy==0.1.2
+    # via gradio
+h11==0.16.0
+    # via
+    #   httpcore
+    #   uvicorn
+hf-transfer==0.1.9
+    # via yolov5-anime (pyproject.toml)
+hf-xet==1.1.9
+    # via huggingface-hub
+httpcore==1.0.9
+    # via httpx
+httpx==0.28.1
+    # via
+    #   gradio
+    #   gradio-client
+    #   safehttpx
+    #   spaces
+huggingface-hub==0.34.4
+    # via
+    #   gradio
+    #   gradio-client
+idna==3.10
+    # via
+    #   anyio
+    #   httpx
+    #   requests
+jinja2==3.1.6
+    # via
+    #   gradio
+    #   torch
+kiwisolver==1.4.9
+    # via matplotlib
+markdown-it-py==4.0.0
+    # via rich
+markupsafe==3.0.2
+    # via
+    #   gradio
+    #   jinja2
+matplotlib==3.10.6
+    # via yolov5-anime (pyproject.toml)
+mdurl==0.1.2
+    # via markdown-it-py
+mpmath==1.3.0
+    # via sympy
+networkx==3.4.2
+    # via torch
+numpy==2.2.6
+    # via
+    #   contourpy
+    #   gradio
+    #   matplotlib
+    #   opencv-python-headless
+    #   pandas
+    #   scipy
+    #   torchvision
+nvidia-cublas-cu12==12.8.4.1
+    # via
+    #   nvidia-cudnn-cu12
+    #   nvidia-cusolver-cu12
+    #   torch
+nvidia-cuda-cupti-cu12==12.8.90
+    # via torch
+nvidia-cuda-nvrtc-cu12==12.8.93
+    # via torch
+nvidia-cuda-runtime-cu12==12.8.90
+    # via torch
+nvidia-cudnn-cu12==9.10.2.21
+    # via torch
+nvidia-cufft-cu12==11.3.3.83
+    # via torch
+nvidia-cufile-cu12==1.13.1.3
+    # via torch
+nvidia-curand-cu12==10.3.9.90
+    # via torch
+nvidia-cusolver-cu12==11.7.3.90
+    # via torch
+nvidia-cusparse-cu12==12.5.8.93
+    # via
+    #   nvidia-cusolver-cu12
+    #   torch
+nvidia-cusparselt-cu12==0.7.1
+    # via torch
+nvidia-nccl-cu12==2.27.3
+    # via torch
+nvidia-nvjitlink-cu12==12.8.93
+    # via
+    #   nvidia-cufft-cu12
+    #   nvidia-cusolver-cu12
+    #   nvidia-cusparse-cu12
+    #   torch
+nvidia-nvtx-cu12==12.8.90
+    # via torch
+opencv-python-headless==4.12.0.88
+    # via yolov5-anime (pyproject.toml)
+orjson==3.11.3
+    # via gradio
+packaging==25.0
+    # via
+    #   gradio
+    #   gradio-client
+    #   huggingface-hub
+    #   matplotlib
+    #   spaces
+pandas==2.3.2
+    # via gradio
+pillow==11.3.0
+    # via
+    #   gradio
+    #   matplotlib
+    #   torchvision
+psutil==5.9.8
+    # via spaces
+pydantic==2.11.7
+    # via
+    #   fastapi
+    #   gradio
+    #   spaces
+pydantic-core==2.33.2
+    # via pydantic
+pydub==0.25.1
+    # via gradio
+pygments==2.19.2
+    # via rich
+pyparsing==3.2.3
+    # via matplotlib
+python-dateutil==2.9.0.post0
+    # via
+    #   matplotlib
+    #   pandas
+python-multipart==0.0.20
+    # via gradio
+pytz==2025.2
+    # via pandas
+pyyaml==6.0.2
+    # via
+    #   gradio
+    #   huggingface-hub
+requests==2.32.5
+    # via
+    #   huggingface-hub
+    #   spaces
+rich==14.1.0
+    # via typer
+ruff==0.12.12
+    # via gradio
+safehttpx==0.1.6
+    # via gradio
+scipy==1.15.3
+    # via yolov5-anime (pyproject.toml)
+semantic-version==2.10.0
+    # via gradio
+setuptools==80.9.0
+    # via triton
+shellingham==1.5.4
+    # via typer
+six==1.17.0
+    # via python-dateutil
+sniffio==1.3.1
+    # via anyio
+spaces==0.40.1
+    # via yolov5-anime (pyproject.toml)
+starlette==0.47.3
+    # via
+    #   fastapi
+    #   gradio
+sympy==1.14.0
+    # via torch
+tomlkit==0.13.3
+    # via gradio
+torch==2.8.0
+    # via
+    #   yolov5-anime (pyproject.toml)
+    #   torchvision
+torchvision==0.23.0
+    # via yolov5-anime (pyproject.toml)
+tqdm==4.67.1
+    # via huggingface-hub
+triton==3.4.0
+    # via torch
+typer==0.17.3
+    # via gradio
+typing-extensions==4.15.0
+    # via
+    #   anyio
+    #   exceptiongroup
+    #   fastapi
+    #   gradio
+    #   gradio-client
+    #   huggingface-hub
+    #   pydantic
+    #   pydantic-core
+    #   spaces
+    #   starlette
+    #   torch
+    #   typer
+    #   typing-inspection
+    #   uvicorn
+typing-inspection==0.4.1
+    # via pydantic
+tzdata==2025.2
+    # via pandas
+urllib3==2.5.0
+    # via requests
+uvicorn==0.35.0
+    # via gradio
+websockets==15.0.1
+    # via gradio-client

style.css

@@ -2,10 +2,3 @@ h1 {
   text-align: center;
   display: block;
 }
-
-#duplicate-button {
-  margin: auto;
-  color: #fff;
-  background: #1565c0;
-  border-radius: 100vh;
-}