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+filelock = ">=3.12.2,<4" +platformdirs = ">=3.9.1,<5" + +[package.extras] +docs = ["furo (>=2023.7.26)", "proselint (>=0.13)", "sphinx (>=7.1.2)", "sphinx-argparse (>=0.4)", "sphinxcontrib-towncrier (>=0.2.1a0)", "towncrier (>=23.6)"] +test = ["covdefaults (>=2.3)", "coverage (>=7.2.7)", "coverage-enable-subprocess (>=1)", "flaky (>=3.7)", "packaging (>=23.1)", "pytest (>=7.4)", "pytest-env (>=0.8.2)", "pytest-freezer (>=0.4.8)", "pytest-mock (>=3.11.1)", "pytest-randomly (>=3.12)", "pytest-timeout (>=2.1)", "setuptools (>=68)", "time-machine (>=2.10)"] + +[metadata] +lock-version = "2.0" +python-versions = ">=3.8.1,<3.13" +content-hash = "b713f5a051d59e8d721768708a7c2d29cf33c9b3da41bd8de57fe8f996192d02" diff --git a/pyproject.toml b/pyproject.toml index fcffd43..912ca6a 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -1,3 +1,53 @@ +[tool.poetry] +name = "pytorch-fid" +version = "0.3.0" +description = "Package for calculating Frechet Inception Distance (FID) using PyTorch" +authors = ["Max Seitzer "] +license = "Apache Software License" +readme = "README.md" +repository = "https://github.com/mseitzer/pytorch-fid" +packages = [ + { include = "pytorch_fid", from = "src" }, +] +classifiers = [ + "Programming Language :: Python :: 3", + "License :: OSI Approved :: Apache Software License", +] + +[tool.poetry.urls] +Changelog = "https://github.com/mseitzer/pytorch-fid/blob/master/CHANGELOG.md" + +[tool.poetry.scripts] +pytorch-fid = "pytorch_fid.__main__:main" + +[tool.poetry.dependencies] +python = ">=3.8.1,<3.13" +numpy = ">=1.16.5" +scipy = [ + { version = ">=1.7.0", python = "<3.12" }, + # Versions above 1.11.1 have bug with scipy.linalg.sqrtm, see + # https://github.com/mseitzer/pytorch-fid/issues/103 + { version = ">=1.11.0,<=1.11.1", python = ">=3.12,<3.13" }, +] +pillow = ">=6.2.1" +torch = { version = ">=1.4", source = "pytorch-cpu" } +torchvision = { version = ">=0.5.0", source = "pytorch-cpu" } + +[tool.poetry.dev-dependencies] +black = ">=24.3.0" +flake8 = ">=7.0.0" +flake8-bugbear = ">=24.2.6" +isort = ">=5.11.2" +pytest = ">=8.1.1" +pytest-mock = ">=3.12.0" +nox = ">=2024.03.02" +nox-poetry = ">=1.0.3" + +[[tool.poetry.source]] +name = "pytorch-cpu" +url = "https://download.pytorch.org/whl/cpu" +priority = "supplemental" + [tool.black] target-version = ["py311"] @@ -5,3 +55,7 @@ target-version = ["py311"] profile = "black" line_length = 88 multi_line_output = 3 + +[build-system] +requires = ["poetry-core>=1.0.0"] +build-backend = "poetry.core.masonry.api" diff --git a/setup.py b/setup.py deleted file mode 100644 index 8db0f25..0000000 --- a/setup.py +++ /dev/null @@ -1,55 +0,0 @@ -import os - -import setuptools - - -def read(rel_path): - base_path = os.path.abspath(os.path.dirname(__file__)) - with open(os.path.join(base_path, rel_path), "r") as f: - return f.read() - - -def get_version(rel_path): - for line in read(rel_path).splitlines(): - if line.startswith("__version__"): - # __version__ = "0.9" - delim = '"' if '"' in line else "'" - return line.split(delim)[1] - - raise RuntimeError("Unable to find version string.") - - -if __name__ == "__main__": - setuptools.setup( - name="pytorch-fid", - version=get_version(os.path.join("src", "pytorch_fid", "__init__.py")), - author="Max Seitzer", - description=( - "Package for calculating Frechet Inception Distance (FID)" " using PyTorch" - ), - long_description=read("README.md"), - long_description_content_type="text/markdown", - url="https://github.com/mseitzer/pytorch-fid", - package_dir={"": "src"}, - packages=setuptools.find_packages(where="src"), - classifiers=[ - "Programming Language :: Python :: 3", - "License :: OSI Approved :: Apache Software License", - ], - python_requires=">=3.5", - entry_points={ - "console_scripts": [ - "pytorch-fid = pytorch_fid.fid_score:main", - ], - }, - install_requires=[ - "numpy", - "pillow", - "scipy", - "torch>=1.0.1", - "torchvision>=0.2.2", - ], - extras_require={ - "dev": ["flake8", "flake8-bugbear", "flake8-isort", "black==24.3.0", "nox"] - }, - ) From 50d816ef00ef96d8f3400a89a89f11766a508469 Mon Sep 17 00:00:00 2001 From: mseitzer <16725193+mseitzer@users.noreply.github.com> Date: Sun, 17 Mar 2024 14:00:35 +0100 Subject: [PATCH 2/9] Run nox sessions through poetry versions --- .github/workflows/tests_full.yaml | 24 ++++++++++++++++------ .github/workflows/tests_reduced.yaml | 20 +++++++++++++++---- noxfile.py | 30 ++++++++++++++++++---------- 3 files changed, 54 insertions(+), 20 deletions(-) diff --git a/.github/workflows/tests_full.yaml b/.github/workflows/tests_full.yaml index cf1949b..2763808 100644 --- a/.github/workflows/tests_full.yaml +++ b/.github/workflows/tests_full.yaml @@ -11,7 +11,7 @@ concurrency: jobs: tests: - runs-on: ubuntu-20.04 + runs-on: ubuntu-22.04 strategy: matrix: python-version: ["3.8", "3.9", "3.10", "3.11", "3.12"] @@ -22,20 +22,32 @@ jobs: uses: actions/setup-python@v5 with: python-version: ${{ matrix.python-version }} + - name: Install Poetry + run: | + pip install poetry==1.8.2 + pip install poetry-plugin-export==1.7.0 - name: Install Nox - run: pip install nox==2024.03.02 + run: | + pip install nox==2024.03.02 + pip install nox-poetry==1.0.3 - name: Run tests run: nox --non-interactive --error-on-missing-interpreter --session "tests-${{ matrix.python-version }}" lint: - runs-on: ubuntu-latest + runs-on: ubuntu-22.04 steps: - uses: actions/checkout@v4 - - name: Set up Python 3.9 + - name: Set up Python 3.11 uses: actions/setup-python@v5 with: - python-version: 3.9 + python-version: 3.11 + - name: Install Poetry + run: | + pip install poetry==1.8.2 + pip install poetry-plugin-export==1.7.0 - name: Install Nox - run: pip install nox==2024.03.02 + run: | + pip install nox==2024.03.02 + pip install nox-poetry==1.0.3 - name: Lint run: nox --non-interactive --error-on-missing-interpreter --session "lint" diff --git a/.github/workflows/tests_reduced.yaml b/.github/workflows/tests_reduced.yaml index a645b5a..23e6981 100644 --- a/.github/workflows/tests_reduced.yaml +++ b/.github/workflows/tests_reduced.yaml @@ -21,8 +21,14 @@ jobs: uses: actions/setup-python@v5 with: python-version: ${{ matrix.python-version }} + - name: Install Poetry + run: | + pip install poetry==1.8.2 + pip install poetry-plugin-export==1.7.0 - name: Install Nox - run: pip install nox==2024.03.02 + run: | + pip install nox==2024.03.02 + pip install nox-poetry==1.0.3 - name: Run tests run: nox --non-interactive --error-on-missing-interpreter --session "tests-${{ matrix.python-version }}" @@ -30,11 +36,17 @@ jobs: runs-on: ubuntu-latest steps: - uses: actions/checkout@v4 - - name: Set up Python 3.9 + - name: Set up Python 3.11 uses: actions/setup-python@v5 with: - python-version: 3.9 + python-version: 3.11 + - name: Install Poetry + run: | + pip install poetry==1.8.2 + pip install poetry-plugin-export==1.7.0 - name: Install Nox - run: pip install nox==2024.03.02 + run: | + pip install nox==2024.03.02 + pip install nox-poetry==1.0.3 - name: Lint run: nox --non-interactive --error-on-missing-interpreter --session "lint" diff --git a/noxfile.py b/noxfile.py index 8dc5c82..d236f64 100644 --- a/noxfile.py +++ b/noxfile.py @@ -1,29 +1,39 @@ +import sys +from textwrap import dedent + import nox + +try: + from nox_poetry import session +except ImportError: + message = f"""\ + Nox failed to import the 'nox-poetry' package. + + Please install it using the following command: + + {sys.executable} -m pip install nox-poetry""" + raise SystemExit(dedent(message)) from None + + LOCATIONS = ("src/", "tests/", "noxfile.py", "setup.py") -@nox.session +@session def lint(session): session.install("flake8") session.install("flake8-bugbear") session.install("flake8-isort") - session.install("black==24.3.0") + session.install("black") args = session.posargs or LOCATIONS session.run("flake8", *args) session.run("black", "--check", "--diff", *args) -@nox.session(python=["3.8", "3.9", "3.10", "3.11", "3.12"]) +@session(python=["3.8", "3.9", "3.10", "3.11", "3.12"]) def tests(session): - session.install( - "torch==2.2.1", - "torchvision", - "--index-url", - "https://download.pytorch.org/whl/cpu", - ) - session.install(".") + session.install(".", '--extra-index-url', 'https://download.pytorch.org/whl/cpu') session.install("pytest") session.install("pytest-mock") session.run("pytest", *session.posargs) From c5580f7b82723eaec51df0e0527f7a4d3756204c Mon Sep 17 00:00:00 2001 From: mseitzer <16725193+mseitzer@users.noreply.github.com> Date: Sun, 17 Mar 2024 14:04:15 +0100 Subject: [PATCH 3/9] Fix linter errors --- noxfile.py | 8 ++------ 1 file changed, 2 insertions(+), 6 deletions(-) diff --git a/noxfile.py b/noxfile.py index d236f64..5d48c97 100644 --- a/noxfile.py +++ b/noxfile.py @@ -1,9 +1,6 @@ import sys from textwrap import dedent -import nox - - try: from nox_poetry import session except ImportError: @@ -15,8 +12,7 @@ {sys.executable} -m pip install nox-poetry""" raise SystemExit(dedent(message)) from None - -LOCATIONS = ("src/", "tests/", "noxfile.py", "setup.py") +LOCATIONS = ("src/", "tests/", "noxfile.py") @session @@ -33,7 +29,7 @@ def lint(session): @session(python=["3.8", "3.9", "3.10", "3.11", "3.12"]) def tests(session): - session.install(".", '--extra-index-url', 'https://download.pytorch.org/whl/cpu') + session.install(".", "--extra-index-url", "https://download.pytorch.org/whl/cpu") session.install("pytest") session.install("pytest-mock") session.run("pytest", *session.posargs) From 96f9e072dd5ab18bb67215257cd170e912e7f8cc Mon Sep 17 00:00:00 2001 From: mseitzer <16725193+mseitzer@users.noreply.github.com> Date: Sun, 17 Mar 2024 14:26:35 +0100 Subject: [PATCH 4/9] Add pre-commit --- .pre-commit-config.yaml | 59 ++++++++++ poetry.lock | 252 +++++++++++++++++++++++++++++++++++++++- pyproject.toml | 6 +- 3 files changed, 315 insertions(+), 2 deletions(-) create mode 100644 .pre-commit-config.yaml diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml new file mode 100644 index 0000000..976b4d6 --- /dev/null +++ b/.pre-commit-config.yaml @@ -0,0 +1,59 @@ +repos: + - repo: local + hooks: + - id: black + name: black + entry: black + language: system + types: [python] + require_serial: true + - id: check-added-large-files + name: Check for added large files + entry: check-added-large-files + language: system + - id: check-toml + name: Check Toml + entry: check-toml + language: system + types: [toml] + - id: check-yaml + name: Check Yaml + entry: check-yaml + language: system + types: [yaml] + - id: end-of-file-fixer + name: Fix End of Files + entry: end-of-file-fixer + language: system + types: [text] + stages: [commit, push, manual] + - id: flake8 + name: flake8 + entry: flake8 + language: system + types: [python] + require_serial: true + - id: isort + name: isort + entry: isort + require_serial: true + language: system + types_or: [cython, pyi, python] + args: ["--filter-files"] + - id: pyupgrade + name: pyupgrade + description: Automatically upgrade syntax for newer versions. + entry: pyupgrade + language: system + types: [python] + args: [--py38-plus] + - id: trailing-whitespace + name: Trim Trailing Whitespace + entry: trailing-whitespace-fixer + language: system + types: [text] + stages: [commit, push, manual] + - repo: https://github.com/pre-commit/mirrors-prettier + rev: v2.6.0 + hooks: + - id: prettier diff --git a/poetry.lock b/poetry.lock index 272e79b..f40c62a 100644 --- a/poetry.lock +++ b/poetry.lock @@ -79,6 +79,17 @@ d = ["aiohttp (>=3.7.4)", "aiohttp (>=3.7.4,!=3.9.0)"] jupyter = ["ipython (>=7.8.0)", "tokenize-rt (>=3.2.0)"] uvloop = ["uvloop (>=0.15.2)"] +[[package]] +name = "cfgv" +version = "3.4.0" +description = "Validate configuration and produce human readable error messages." +optional = false +python-versions = ">=3.8" +files = [ + {file = "cfgv-3.4.0-py2.py3-none-any.whl", hash = "sha256:b7265b1f29fd3316bfcd2b330d63d024f2bfd8bcb8b0272f8e19a504856c48f9"}, + {file = "cfgv-3.4.0.tar.gz", hash = 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"virtualenv (>=13.0.0)", "wheel"] +testing-integration = ["build[virtualenv] (>=1.0.3)", "filelock (>=3.4.0)", "jaraco.envs (>=2.2)", "jaraco.path (>=3.2.0)", "packaging (>=23.2)", "pytest", "pytest-enabler", "pytest-xdist", "tomli", "virtualenv (>=13.0.0)", "wheel"] + [[package]] name = "sympy" version = "1.12" @@ -759,6 +998,17 @@ files = [ [package.dependencies] mpmath = ">=0.19" +[[package]] +name = "tokenize-rt" +version = "5.2.0" +description = "A wrapper around the stdlib `tokenize` which roundtrips." +optional = false +python-versions = ">=3.8" +files = [ + {file = "tokenize_rt-5.2.0-py2.py3-none-any.whl", hash = "sha256:b79d41a65cfec71285433511b50271b05da3584a1da144a0752e9c621a285289"}, + {file = "tokenize_rt-5.2.0.tar.gz", hash = "sha256:9fe80f8a5c1edad2d3ede0f37481cc0cc1538a2f442c9c2f9e4feacd2792d054"}, +] + [[package]] name = "tomli" version = "2.0.1" @@ -883,4 +1133,4 @@ test = ["covdefaults (>=2.3)", "coverage (>=7.2.7)", "coverage-enable-subprocess [metadata] lock-version = "2.0" python-versions = ">=3.8.1,<3.13" -content-hash = "b713f5a051d59e8d721768708a7c2d29cf33c9b3da41bd8de57fe8f996192d02" +content-hash = "8e06b94df1f28852d77f14d136a68e4bab5c1fd11c5f41efaa57f058d13afa16" diff --git a/pyproject.toml b/pyproject.toml index 912ca6a..a702e57 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -25,7 +25,7 @@ python = ">=3.8.1,<3.13" numpy = ">=1.16.5" scipy = [ { version = ">=1.7.0", python = "<3.12" }, - # Versions above 1.11.1 have bug with scipy.linalg.sqrtm, see + # Versions above 1.11.1 have bug with scipy.linalg.sqrtm, see # https://github.com/mseitzer/pytorch-fid/issues/103 { version = ">=1.11.0,<=1.11.1", python = ">=3.12,<3.13" }, ] @@ -38,8 +38,12 @@ black = ">=24.3.0" flake8 = ">=7.0.0" flake8-bugbear = ">=24.2.6" isort = ">=5.11.2" +# Python 3.8 is supported up to 3.5 +pre-commit = "<3.6" +pre-commit-hooks = ">=4.5.0" pytest = ">=8.1.1" pytest-mock = ">=3.12.0" +pyupgrade = ">=3.15.1" nox = ">=2024.03.02" nox-poetry = ">=1.0.3" From 98fbcc5966235719ee65447ad0c947fbd099dfd8 Mon Sep 17 00:00:00 2001 From: mseitzer <16725193+mseitzer@users.noreply.github.com> Date: Sun, 17 Mar 2024 14:26:54 +0100 Subject: [PATCH 5/9] Run linting through pre-commit --- .github/workflows/tests_full.yaml | 40 +++++----- .github/workflows/tests_reduced.yaml | 34 ++++---- noxfile.py | 114 ++++++++++++++++++++++++--- 3 files changed, 139 insertions(+), 49 deletions(-) diff --git a/.github/workflows/tests_full.yaml b/.github/workflows/tests_full.yaml index 2763808..7ea8b15 100644 --- a/.github/workflows/tests_full.yaml +++ b/.github/workflows/tests_full.yaml @@ -1,14 +1,14 @@ name: "Full set of tests for PRs and master branch" -on: +on: push: branches: - "master" pull_request: -concurrency: +concurrency: group: ${{ github.ref }} cancel-in-progress: true - + jobs: tests: runs-on: ubuntu-22.04 @@ -17,22 +17,22 @@ jobs: python-version: ["3.8", "3.9", "3.10", "3.11", "3.12"] name: Python ${{ matrix.python-version }} steps: - - uses: actions/checkout@v4 - - name: Set up Python ${{ matrix.python-version }} - uses: actions/setup-python@v5 - with: - python-version: ${{ matrix.python-version }} - - name: Install Poetry - run: | - pip install poetry==1.8.2 - pip install poetry-plugin-export==1.7.0 - - name: Install Nox - run: | - pip install nox==2024.03.02 - pip install nox-poetry==1.0.3 - - name: Run tests - run: nox --non-interactive --error-on-missing-interpreter --session "tests-${{ matrix.python-version }}" - + - uses: actions/checkout@v4 + - name: Set up Python ${{ matrix.python-version }} + uses: actions/setup-python@v5 + with: + python-version: ${{ matrix.python-version }} + - name: Install Poetry + run: | + pip install poetry==1.8.2 + pip install poetry-plugin-export==1.7.0 + - name: Install Nox + run: | + pip install nox==2024.03.02 + pip install nox-poetry==1.0.3 + - name: Run tests + run: nox --non-interactive --error-on-missing-interpreter --session "tests-${{ matrix.python-version }}" + lint: runs-on: ubuntu-22.04 steps: @@ -50,4 +50,4 @@ jobs: pip install nox==2024.03.02 pip install nox-poetry==1.0.3 - name: Lint - run: nox --non-interactive --error-on-missing-interpreter --session "lint" + run: nox --non-interactive --error-on-missing-interpreter --session "precommit" diff --git a/.github/workflows/tests_reduced.yaml b/.github/workflows/tests_reduced.yaml index 23e6981..7031d1a 100644 --- a/.github/workflows/tests_reduced.yaml +++ b/.github/workflows/tests_reduced.yaml @@ -4,10 +4,10 @@ on: branches-ignore: - master -concurrency: +concurrency: group: ${{ github.ref }} cancel-in-progress: true - + jobs: tests: runs-on: ubuntu-latest @@ -16,22 +16,22 @@ jobs: python-version: ["3.11"] name: Python ${{ matrix.python-version }} steps: - - uses: actions/checkout@v4 - - name: Set up Python ${{ matrix.python-version }} - uses: actions/setup-python@v5 - with: - python-version: ${{ matrix.python-version }} - - name: Install Poetry - run: | + - uses: actions/checkout@v4 + - name: Set up Python ${{ matrix.python-version }} + uses: actions/setup-python@v5 + with: + python-version: ${{ matrix.python-version }} + - name: Install Poetry + run: | pip install poetry==1.8.2 pip install poetry-plugin-export==1.7.0 - - name: Install Nox - run: | - pip install nox==2024.03.02 - pip install nox-poetry==1.0.3 - - name: Run tests - run: nox --non-interactive --error-on-missing-interpreter --session "tests-${{ matrix.python-version }}" - + - name: Install Nox + run: | + pip install nox==2024.03.02 + pip install nox-poetry==1.0.3 + - name: Run tests + run: nox --non-interactive --error-on-missing-interpreter --session "tests-${{ matrix.python-version }}" + lint: runs-on: ubuntu-latest steps: @@ -49,4 +49,4 @@ jobs: pip install nox==2024.03.02 pip install nox-poetry==1.0.3 - name: Lint - run: nox --non-interactive --error-on-missing-interpreter --session "lint" + run: nox --non-interactive --error-on-missing-interpreter --session "precommit" diff --git a/noxfile.py b/noxfile.py index 5d48c97..6931d12 100644 --- a/noxfile.py +++ b/noxfile.py @@ -1,8 +1,11 @@ +import os +import shlex import sys +from pathlib import Path from textwrap import dedent try: - from nox_poetry import session + from nox_poetry import Session, session except ImportError: message = f"""\ Nox failed to import the 'nox-poetry' package. @@ -15,21 +18,108 @@ LOCATIONS = ("src/", "tests/", "noxfile.py") -@session -def lint(session): - session.install("flake8") - session.install("flake8-bugbear") - session.install("flake8-isort") - session.install("black") +def activate_virtualenv_in_precommit_hooks(session: Session) -> None: + """Activate virtualenv in hooks installed by pre-commit. + + This function patches git hooks installed by pre-commit to activate the + session's virtual environment. This allows pre-commit to locate hooks in + that environment when invoked from git. + + This function is copied from cookiecutter-hypermodern-python, see + https://github.com/cjolowicz/cookiecutter-hypermodern-python/blob/main/%7B%7Bcookiecutter. + project_name%7D%7D/noxfile.py + + Args: + session: The Session object. + """ + assert session.bin is not None # nosec + + # Only patch hooks containing a reference to this session's bindir. Support + # quoting rules for Python and bash, but strip the outermost quotes so we + # can detect paths within the bindir, like /python. + bindirs = [ + bindir[1:-1] if bindir[0] in "'\"" else bindir + for bindir in (repr(session.bin), shlex.quote(session.bin)) + ] + + virtualenv = session.env.get("VIRTUAL_ENV") + if virtualenv is None: + return + + headers = { + # pre-commit < 2.16.0 + "python": f"""\ + import os + os.environ["VIRTUAL_ENV"] = {virtualenv!r} + os.environ["PATH"] = os.pathsep.join(( + {session.bin!r}, + os.environ.get("PATH", ""), + )) + """, + # pre-commit >= 2.16.0 + "bash": f"""\ + VIRTUAL_ENV={shlex.quote(virtualenv)} + PATH={shlex.quote(session.bin)}"{os.pathsep}$PATH" + """, + # pre-commit >= 2.17.0 on Windows forces sh shebang + "/bin/sh": f"""\ + VIRTUAL_ENV={shlex.quote(virtualenv)} + PATH={shlex.quote(session.bin)}"{os.pathsep}$PATH" + """, + } + + hookdir = Path(".git") / "hooks" + if not hookdir.is_dir(): + return - args = session.posargs or LOCATIONS - session.run("flake8", *args) - session.run("black", "--check", "--diff", *args) + for hook in hookdir.iterdir(): + if hook.name.endswith(".sample") or not hook.is_file(): + continue + + if not hook.read_bytes().startswith(b"#!"): + continue + + text = hook.read_text() + + if not any( + Path("A") == Path("a") and bindir.lower() in text.lower() or bindir in text + for bindir in bindirs + ): + continue + + lines = text.splitlines() + + for executable, header in headers.items(): + if executable in lines[0].lower(): + lines.insert(1, dedent(header)) + hook.write_text("\n".join(lines)) + break + + +@session +def precommit(session): + args = session.posargs or [ + "run", + "--all-files", + "--hook-stage=manual", + "--show-diff-on-failure", + ] + session.install( + "black", + "flake8", + "flake8-bugbear", + "isort", + "pre-commit", + "pre-commit-hooks", + "pyupgrade", + ) + session.run("pre-commit", *args) + if args and args[0] == "install": + activate_virtualenv_in_precommit_hooks(session) @session(python=["3.8", "3.9", "3.10", "3.11", "3.12"]) def tests(session): session.install(".", "--extra-index-url", "https://download.pytorch.org/whl/cpu") - session.install("pytest") - session.install("pytest-mock") + session.install("pytest", "pytest-mock") session.run("pytest", *session.posargs) From 1232cd6fca2f2867030c933130cfa2cbdb3e112d Mon Sep 17 00:00:00 2001 From: mseitzer <16725193+mseitzer@users.noreply.github.com> Date: Sun, 17 Mar 2024 14:27:58 +0100 Subject: [PATCH 6/9] Apply linting --- .gitignore | 2 +- CHANGELOG.md | 20 ++++++++++---------- README.md | 13 +++++++++---- src/pytorch_fid/fid_score.py | 10 ++++------ src/pytorch_fid/inception.py | 10 +++++----- tests/test_fid_score.py | 4 ++-- 6 files changed, 31 insertions(+), 28 deletions(-) diff --git a/.gitignore b/.gitignore index 9bce9eb..0447b8b 100644 --- a/.gitignore +++ b/.gitignore @@ -113,4 +113,4 @@ venv.bak/ dmypy.json # Pyre type checker -.pyre/ \ No newline at end of file +.pyre/ diff --git a/CHANGELOG.md b/CHANGELOG.md index f43fc39..91547cf 100644 --- a/CHANGELOG.md +++ b/CHANGELOG.md @@ -4,37 +4,37 @@ ### Added -* Add argument `--save-stats` allowing to compute dataset statistics and save them as an `.npz` file ([#80](https://github.com/mseitzer/pytorch-fid/pull/80)). The `.npz` file can be used in subsequent FID computations instead of recomputing the dataset statistics. This option can be used in the following way: `python -m pytorch_fid --save-stats path/to/dataset path/to/outputfile`. +- Add argument `--save-stats` allowing to compute dataset statistics and save them as an `.npz` file ([#80](https://github.com/mseitzer/pytorch-fid/pull/80)). The `.npz` file can be used in subsequent FID computations instead of recomputing the dataset statistics. This option can be used in the following way: `python -m pytorch_fid --save-stats path/to/dataset path/to/outputfile`. ### Fixed -* Do not use `os.sched_getaffinity` to get number of available CPUs on Windows, as it is not available there ([232b3b14](https://github.com/mseitzer/pytorch-fid/commit/232b3b1468800102fcceaf6f2bb8977811fc991a), [#84](https://github.com/mseitzer/pytorch-fid/issues/84)). -* Do not use Inception model argument `pretrained`, as it was deprecated in torchvision 0.13 ([#88](https://github.com/mseitzer/pytorch-fid/pull/88)). +- Do not use `os.sched_getaffinity` to get number of available CPUs on Windows, as it is not available there ([232b3b14](https://github.com/mseitzer/pytorch-fid/commit/232b3b1468800102fcceaf6f2bb8977811fc991a), [#84](https://github.com/mseitzer/pytorch-fid/issues/84)). +- Do not use Inception model argument `pretrained`, as it was deprecated in torchvision 0.13 ([#88](https://github.com/mseitzer/pytorch-fid/pull/88)). ## [0.2.1] - 2021-10-10 ### Added -* Add argument `--num-workers` to select number of dataloader processes ([#66](https://github.com/mseitzer/pytorch-fid/pull/66)). Defaults to 8 or the number of available CPUs if less than 8 CPUs are available. +- Add argument `--num-workers` to select number of dataloader processes ([#66](https://github.com/mseitzer/pytorch-fid/pull/66)). Defaults to 8 or the number of available CPUs if less than 8 CPUs are available. ### Fixed -* Fixed package setup to work under Windows ([#55](https://github.com/mseitzer/pytorch-fid/pull/55), [#72](https://github.com/mseitzer/pytorch-fid/issues/72)) +- Fixed package setup to work under Windows ([#55](https://github.com/mseitzer/pytorch-fid/pull/55), [#72](https://github.com/mseitzer/pytorch-fid/issues/72)) ## [0.2.0] - 2020-11-30 ### Added -* Load images using a Pytorch dataloader, which should result in a speed-up. ([#47](https://github.com/mseitzer/pytorch-fid/pull/47)) -* Support more image extensions ([#53](https://github.com/mseitzer/pytorch-fid/pull/53)) -* Improve tooling by setting up Nox, add linting and test support ([#52](https://github.com/mseitzer/pytorch-fid/pull/52)) -* Add some unit tests +- Load images using a Pytorch dataloader, which should result in a speed-up. ([#47](https://github.com/mseitzer/pytorch-fid/pull/47)) +- Support more image extensions ([#53](https://github.com/mseitzer/pytorch-fid/pull/53)) +- Improve tooling by setting up Nox, add linting and test support ([#52](https://github.com/mseitzer/pytorch-fid/pull/52)) +- Add some unit tests ## [0.1.1] - 2020-08-16 ### Fixed -* Fixed software license string in `setup.py` +- Fixed software license string in `setup.py` ## [0.1.0] - 2020-08-16 diff --git a/README.md b/README.md index 607cbbe..874f84b 100644 --- a/README.md +++ b/README.md @@ -11,7 +11,7 @@ FID is calculated by computing the [Fréchet distance](https://en.wikipedia.org/ Further insights and an independent evaluation of the FID score can be found in [Are GANs Created Equal? A Large-Scale Study](https://arxiv.org/abs/1711.10337). -The weights and the model are exactly the same as in [the official Tensorflow implementation](https://github.com/bioinf-jku/TTUR), and were tested to give very similar results (e.g. `.08` absolute error and `0.0009` relative error on LSUN, using ProGAN generated images). However, due to differences in the image interpolation implementation and library backends, FID results still differ slightly from the original implementation. So if you report FID scores in your paper, and you want them to be *exactly comparable* to FID scores reported in other papers, you should consider using [the official Tensorflow implementation](https://github.com/bioinf-jku/TTUR). +The weights and the model are exactly the same as in [the official Tensorflow implementation](https://github.com/bioinf-jku/TTUR), and were tested to give very similar results (e.g. `.08` absolute error and `0.0009` relative error on LSUN, using ProGAN generated images). However, due to differences in the image interpolation implementation and library backends, FID results still differ slightly from the original implementation. So if you report FID scores in your paper, and you want them to be _exactly comparable_ to FID scores reported in other papers, you should consider using [the official Tensorflow implementation](https://github.com/bioinf-jku/TTUR). ## Installation @@ -22,6 +22,7 @@ pip install pytorch-fid ``` Requirements: + - python3 - pytorch - torchvision @@ -32,6 +33,7 @@ Requirements: ## Usage To compute the FID score between two datasets, where images of each dataset are contained in an individual folder: + ``` python -m pytorch_fid path/to/dataset1 path/to/dataset2 ``` @@ -49,14 +51,17 @@ The resulting scores might also no longer correlate with visual quality. You can select the dimensionality of features to use with the flag `--dims N`, where N is the dimensionality of features. The choices are: -- 64: first max pooling features -- 192: second max pooling features -- 768: pre-aux classifier features + +- 64: first max pooling features +- 192: second max pooling features +- 768: pre-aux classifier features - 2048: final average pooling features (this is the default) ## Generating a compatible `.npz` archive from a dataset + A frequent use case will be to compare multiple models against an original dataset. To save training multiple times on the original dataset, there is also the ability to generate a compatible `.npz` archive from a dataset. This is done using any combination of the previously mentioned arguments with the addition of the `--save-stats` flag. For example: + ``` python -m pytorch_fid --save-stats path/to/dataset path/to/outputfile ``` diff --git a/src/pytorch_fid/fid_score.py b/src/pytorch_fid/fid_score.py index 9c8acb2..cdaf0e1 100755 --- a/src/pytorch_fid/fid_score.py +++ b/src/pytorch_fid/fid_score.py @@ -136,10 +136,8 @@ def get_activations( if batch_size > len(files): print( - ( - "Warning: batch size is bigger than the data size. " - "Setting batch size to data size" - ) + "Warning: batch size is bigger than the data size. " + "Setting batch size to data size" ) batch_size = len(files) @@ -228,7 +226,7 @@ def calculate_frechet_distance(mu1, sigma1, mu2, sigma2, eps=1e-6): if np.iscomplexobj(covmean): if not np.allclose(np.diagonal(covmean).imag, 0, atol=1e-3): m = np.max(np.abs(covmean.imag)) - raise ValueError("Imaginary component {}".format(m)) + raise ValueError(f"Imaginary component {m}") covmean = covmean.real tr_covmean = np.trace(covmean) @@ -269,7 +267,7 @@ def compute_statistics_of_path(path, model, batch_size, dims, device, num_worker else: path = pathlib.Path(path) files = sorted( - [file for ext in IMAGE_EXTENSIONS for file in path.glob("*.{}".format(ext))] + [file for ext in IMAGE_EXTENSIONS for file in path.glob(f"*.{ext}")] ) m, s = calculate_activation_statistics( files, model, batch_size, dims, device, num_workers diff --git a/src/pytorch_fid/inception.py b/src/pytorch_fid/inception.py index a6fb465..993a381 100644 --- a/src/pytorch_fid/inception.py +++ b/src/pytorch_fid/inception.py @@ -66,7 +66,7 @@ def __init__( strongly advised to set this parameter to true to get comparable results. """ - super(InceptionV3, self).__init__() + super().__init__() self.resize_input = resize_input self.normalize_input = normalize_input @@ -221,7 +221,7 @@ class FIDInceptionA(torchvision.models.inception.InceptionA): """InceptionA block patched for FID computation""" def __init__(self, in_channels, pool_features): - super(FIDInceptionA, self).__init__(in_channels, pool_features) + super().__init__(in_channels, pool_features) def forward(self, x): branch1x1 = self.branch1x1(x) @@ -248,7 +248,7 @@ class FIDInceptionC(torchvision.models.inception.InceptionC): """InceptionC block patched for FID computation""" def __init__(self, in_channels, channels_7x7): - super(FIDInceptionC, self).__init__(in_channels, channels_7x7) + super().__init__(in_channels, channels_7x7) def forward(self, x): branch1x1 = self.branch1x1(x) @@ -278,7 +278,7 @@ class FIDInceptionE_1(torchvision.models.inception.InceptionE): """First InceptionE block patched for FID computation""" def __init__(self, in_channels): - super(FIDInceptionE_1, self).__init__(in_channels) + super().__init__(in_channels) def forward(self, x): branch1x1 = self.branch1x1(x) @@ -313,7 +313,7 @@ class FIDInceptionE_2(torchvision.models.inception.InceptionE): """Second InceptionE block patched for FID computation""" def __init__(self, in_channels): - super(FIDInceptionE_2, self).__init__(in_channels) + super().__init__(in_channels) def forward(self, x): branch1x1 = self.branch1x1(x) diff --git a/tests/test_fid_score.py b/tests/test_fid_score.py index 4e4b6a1..a93a885 100644 --- a/tests/test_fid_score.py +++ b/tests/test_fid_score.py @@ -53,7 +53,7 @@ def test_compute_statistics_of_path(mocker, tmp_path, device): paths = [] for idx, image in enumerate(images): - paths.append(str(tmp_path / "{}.png".format(idx))) + paths.append(str(tmp_path / f"{idx}.png")) Image.fromarray(image, mode="RGB").save(paths[-1]) stats = fid_score.compute_statistics_of_path( @@ -93,7 +93,7 @@ def test_image_types(tmp_path): paths = [] for ext in fid_score.IMAGE_EXTENSIONS: - paths.append(str(tmp_path / "img.{}".format(ext))) + paths.append(str(tmp_path / f"img.{ext}")) in_image.save(paths[-1]) dataset = fid_score.ImagePathDataset(paths) From d57fad02be4456f0659299da6aa70c7d7db3279b Mon Sep 17 00:00:00 2001 From: mseitzer <16725193+mseitzer@users.noreply.github.com> Date: Sun, 17 Mar 2024 14:28:07 +0100 Subject: [PATCH 7/9] Add editorconfig --- .editorconfig | 15 +++++++++++++++ 1 file changed, 15 insertions(+) create mode 100644 .editorconfig diff --git a/.editorconfig b/.editorconfig new file mode 100644 index 0000000..a8faee7 --- /dev/null +++ b/.editorconfig @@ -0,0 +1,15 @@ +root = true + +[*] +charset = utf-8 +end_of_line = lf +insert_final_newline = true +trim_trailing_whitespace = true + +[*.{py,toml}] +indent_style = space +indent_size = 4 + +[*.yml,yaml,json] +indent_style = space +indent_size = 2 From 952aa3700af6beadfe6b5824be13279eb71464b8 Mon Sep 17 00:00:00 2001 From: mseitzer <16725193+mseitzer@users.noreply.github.com> Date: Sun, 17 Mar 2024 14:29:23 +0100 Subject: [PATCH 8/9] Reformat long URL --- noxfile.py | 3 +-- 1 file changed, 1 insertion(+), 2 deletions(-) diff --git a/noxfile.py b/noxfile.py index 6931d12..51692f3 100644 --- a/noxfile.py +++ b/noxfile.py @@ -26,8 +26,7 @@ def activate_virtualenv_in_precommit_hooks(session: Session) -> None: that environment when invoked from git. This function is copied from cookiecutter-hypermodern-python, see - https://github.com/cjolowicz/cookiecutter-hypermodern-python/blob/main/%7B%7Bcookiecutter. - project_name%7D%7D/noxfile.py + https://github.com/cjolowicz/cookiecutter-hypermodern-python/blob/main/%7B%7Bcookiecutter.project_name%7D%7D/noxfile.py Args: session: The Session object. From ab91b97a3378147a72987abfa1370ec3c6f2e3bc Mon Sep 17 00:00:00 2001 From: mseitzer <16725193+mseitzer@users.noreply.github.com> Date: Mon, 18 Mar 2024 10:16:13 +0100 Subject: [PATCH 9/9] Add explicit dependency on setuptools for Python 3.12 --- poetry.lock | 2 +- pyproject.toml | 4 +++- 2 files changed, 4 insertions(+), 2 deletions(-) diff --git a/poetry.lock b/poetry.lock index f40c62a..1a1a9b2 100644 --- a/poetry.lock +++ b/poetry.lock @@ -1133,4 +1133,4 @@ test = ["covdefaults (>=2.3)", "coverage (>=7.2.7)", "coverage-enable-subprocess [metadata] lock-version = "2.0" python-versions = ">=3.8.1,<3.13" -content-hash = "8e06b94df1f28852d77f14d136a68e4bab5c1fd11c5f41efaa57f058d13afa16" +content-hash = "01b7a435726fb36ae02b8025de5a973db216b082d75645649ce584065df5e54c" diff --git a/pyproject.toml b/pyproject.toml index a702e57..0aa411d 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -23,13 +23,15 @@ pytorch-fid = "pytorch_fid.__main__:main" [tool.poetry.dependencies] python = ">=3.8.1,<3.13" numpy = ">=1.16.5" +pillow = ">=6.2.1" scipy = [ { version = ">=1.7.0", python = "<3.12" }, # Versions above 1.11.1 have bug with scipy.linalg.sqrtm, see # https://github.com/mseitzer/pytorch-fid/issues/103 { version = ">=1.11.0,<=1.11.1", python = ">=3.12,<3.13" }, ] -pillow = ">=6.2.1" +# Depend on setuptools for including distutils, which is no longer part of stdlib for Python >=3.12 +setuptools = { version = ">=48", python = ">=3.12" } torch = { version = ">=1.4", source = "pytorch-cpu" } torchvision = { version = ">=0.5.0", source = "pytorch-cpu" }