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runner: ubuntu-latest + target: armv7 + - runner: ubuntu-latest + target: s390x + - runner: ubuntu-latest + target: ppc64le + steps: + - uses: actions/checkout@v4 + - uses: actions/setup-python@v5 + with: + python-version: 3.x + - name: Build wheels + uses: PyO3/maturin-action@v1 + with: + target: ${{ matrix.platform.target }} + args: --release --out dist --find-interpreter + sccache: 'true' + manylinux: auto + - name: Upload wheels + uses: actions/upload-artifact@v4 + with: + name: wheels-linux-${{ matrix.platform.target }} + path: dist + + musllinux: + runs-on: ${{ matrix.platform.runner }} + strategy: + matrix: + platform: + - runner: ubuntu-latest + target: x86_64 + - runner: ubuntu-latest + target: x86 + - runner: ubuntu-latest + target: aarch64 + - runner: ubuntu-latest + target: armv7 + steps: + - uses: actions/checkout@v4 + - uses: actions/setup-python@v5 + with: + python-version: 3.x + - name: Build wheels + uses: PyO3/maturin-action@v1 + with: + target: ${{ matrix.platform.target }} + args: --release --out dist --find-interpreter + sccache: 'true' + manylinux: musllinux_1_2 + - name: Upload wheels + uses: actions/upload-artifact@v4 + with: + name: wheels-musllinux-${{ matrix.platform.target }} + path: dist + + windows: + runs-on: ${{ matrix.platform.runner }} + strategy: + matrix: + platform: + - runner: windows-latest + target: x64 + - runner: windows-latest + target: x86 + steps: + - uses: actions/checkout@v4 + - uses: actions/setup-python@v5 + with: + python-version: 3.x + architecture: ${{ matrix.platform.target }} + - name: Build wheels + uses: PyO3/maturin-action@v1 + with: + target: ${{ matrix.platform.target }} + args: --release --out dist --find-interpreter + sccache: 'true' + - name: Upload wheels + uses: actions/upload-artifact@v4 + with: + name: wheels-windows-${{ matrix.platform.target }} + path: dist + + macos: + runs-on: ${{ matrix.platform.runner }} + strategy: + matrix: + platform: + - runner: macos-12 + target: x86_64 + - runner: macos-14 + target: aarch64 + steps: + - uses: actions/checkout@v4 + - uses: actions/setup-python@v5 + with: + python-version: 3.x + - name: Build wheels + uses: PyO3/maturin-action@v1 + with: + target: ${{ matrix.platform.target }} + args: --release --out dist --find-interpreter + sccache: 'true' + - name: Upload wheels + uses: actions/upload-artifact@v4 + with: + name: wheels-macos-${{ matrix.platform.target }} + path: dist + sdist: runs-on: ubuntu-latest + steps: + - uses: actions/checkout@v4 + - name: Build sdist + uses: PyO3/maturin-action@v1 + with: + command: sdist + args: --out dist + - name: Upload sdist + uses: actions/upload-artifact@v4 + with: + name: wheels-sdist + path: dist + release: + name: Release + runs-on: ubuntu-latest + if: "startsWith(github.ref, 'refs/tags/')" + needs: [linux, musllinux, windows, macos, sdist] steps: - - uses: actions/checkout@v3 - - name: Set up Python - uses: actions/setup-python@v3 - with: - python-version: '3.x' - - name: Install 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installation method. pip install pymusiclooper ``` -### Option 3: Installing directly from source - -Required python packages: `pip` and [`poetry`](https://python-poetry.org/). - -Clone the git repository to a directory of your choice and `cd` to inside the repo. - -Then, run: - -```sh -poetry install -``` - -A virtual environment can be setup through poetry by invoking the `poetry shell` command before installing. - ## Available Commands ![pymusiclooper --help](https://github.com/arkrow/PyMusicLooper/raw/master/img/pymusiclooper.svg) @@ -181,6 +167,30 @@ pymusiclooper -i export-points --path "/path/to/track.mp3" --approx-loop-positio ## and loops back around the 210 seconds mark. ``` +## Building from source + +Required tools: [Rust toolchain](https://www.rust-lang.org/tools/install) and [`rye`](https://rye.astral.sh/). + +1. Clone the git repository to a directory of your choice and `cd` to inside the repo. + +2. Automatically create a venv with the .python-version specified and install all requirements: + + ```sh + rye sync + ``` + +3. Running any of the CLI commands can then be done by prefixing `pymusiclooper` commands with `rye run`, e.g: + + ```sh + rye run pymusiclooper --help + ``` + +To manually build the rust crate and install it as a python module directly in the current venv (preferably, with the `--release` flag for good runtime performance): + +```sh +maturin develop --release +``` + ## Acknowledgement This project started out as a fork of [Nolan Nicholson](https://github.com/NolanNicholson)'s project [Looper](https://github.com/NolanNicholson/Looper/). 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support." -license = "MIT" +authors = [{ name = "arkrow", email = "arkrow@protonmail.com" }] +readme = "README.md" classifiers = [ "Development Status :: 5 - Production/Stable", "Environment :: Console", "License :: OSI Approved :: MIT License", "Operating System :: OS Independent", + "Programming Language :: Rust", "Programming Language :: Python", "Programming Language :: Python :: 3 :: Only", "Programming Language :: Python :: 3.9", @@ -17,40 +19,44 @@ classifiers = [ "Topic :: Multimedia :: Sound/Audio", "Topic :: Multimedia :: Sound/Audio :: Analysis", ] -repository = "https://github.com/arkrow/PyMusicLooper" -readme = "README.md" -authors = ["arkrow "] - -[tool.poetry.dependencies] -python = "^3.9" -librosa = "0.10.2" -numpy = ">=1.25.0, <2.0.0" -soundfile = ">=0.12.1" -sounddevice = ">=0.4.6" -rich-click = "^1.8.0" -rich = ">= 13.4.2" -pytaglib = "^3.0.0" -numba = ">=0.59.1" -yt-dlp = ">=2024.7.2" -click-params = "^0.5.0" -click-option-group = "^0.5.6" -lazy-loader = ">=0.3" - -[tool.poetry.scripts] -pymusiclooper = 'pymusiclooper.__main__:cli' +dependencies = [ + "librosa==0.10.2", + "numpy>=1.25.0,<2.0.0", + "soundfile>=0.12.1", + "sounddevice>=0.4.6", + "rich-click>=1.8.0,<2.0.0", + "rich>=13.4.2", + "pytaglib>=3.0.0,<4.0.0", + "numba>=0.59.1", + "yt-dlp>=2024.7.2", + "click-params>=0.5.0,<0.6.0", + "click-option-group>=0.5.6,<0.6.0", + "lazy-loader>=0.3", +] +requires-python = ">=3.9,<4.0" -[tool.poetry.urls] -"Changelog" = "https://github.com/arkrow/PyMusicLooper/blob/master/CHANGELOG.md" +[project.urls] +Repository = "https://github.com/arkrow/PyMusicLooper" +Documentation = "https://github.com/arkrow/PyMusicLooper/blob/master/CLI_README.md" +Issues = "https://github.com/arkrow/PyMusicLooper/issues" +Changelog = "https://github.com/arkrow/PyMusicLooper/blob/master/CHANGELOG.md" [build-system] -requires = ["poetry-core>=1.0.0"] -build-backend = "poetry.core.masonry.api" +requires = ["maturin>=1.7,<2.0"] +build-backend = "maturin" -[tool.black] -target-version = ['py38'] +[tool.rye] +managed = true +dev-dependencies = ["maturin>=1.7,<2.0"] -[tool.isort] -profile = "black" +[tool] +[tool.maturin] +python-source = "python" +module-name = "pymusiclooper.rust_analysis" +features = ["pyo3/extension-module"] [tool.ruff] ignore = ["E501", "E402"] + +[project.scripts] +pymusiclooper = 'pymusiclooper.__main__:cli' diff --git a/pymusiclooper/__init__.py b/python/pymusiclooper/__init__.py similarity index 100% rename from pymusiclooper/__init__.py rename to python/pymusiclooper/__init__.py diff --git a/pymusiclooper/__main__.py b/python/pymusiclooper/__main__.py similarity index 100% rename from pymusiclooper/__main__.py rename to python/pymusiclooper/__main__.py diff --git a/pymusiclooper/analysis.py b/python/pymusiclooper/analysis.py similarity index 92% rename from pymusiclooper/analysis.py rename to python/pymusiclooper/analysis.py index 896ac3d..ed89c8e 100644 --- a/pymusiclooper/analysis.py +++ b/python/pymusiclooper/analysis.py @@ -9,6 +9,7 @@ from pymusiclooper.audio import MLAudio from pymusiclooper.exceptions import LoopNotFoundError +from pymusiclooper.rust_analysis import detect_loop_pairs @dataclass @@ -268,14 +269,17 @@ def _norm(a: np.ndarray) -> float: @njit(cache=True) -def _find_candidate_pairs( +def _find_candidate_pairs_fallback( chroma: np.ndarray, power_db: np.ndarray, beats: np.ndarray, + deviation: np.ndarray, min_loop_duration: int, max_loop_duration: int, + acceptable_loudness_difference: float, ) -> List[Tuple[int, int, float, float]]: - """Generates a list of all valid candidate loop pairs using combinations of beat indices, + """Python fallback function. + Generates a list of all valid candidate loop pairs using combinations of beat indices, by comparing the notes using the chroma spectrogram and their loudness difference Args: @@ -290,18 +294,6 @@ def _find_candidate_pairs( """ candidate_pairs = [] - # Magic constants - ## Mainly found through trial and error, - ## higher values typically result in the inclusion of musically unrelated beats/notes - ACCEPTABLE_NOTE_DEVIATION = 0.0875 - ## Since the _db_diff comparison is takes a perceptually weighted power_db frame, - ## the difference should be imperceptible (ideally, close to 0) - ## Based on trial and error, values higher than ~0.5 have a perceptible - ## difference in loudness - ACCEPTABLE_LOUDNESS_DIFFERENCE = 0.5 - - deviation = _norm(chroma[..., beats] * ACCEPTABLE_NOTE_DEVIATION) - for idx, loop_end in enumerate(beats): for loop_start in beats: loop_length = loop_end - loop_start @@ -315,18 +307,73 @@ def _find_candidate_pairs( loudness_difference = _db_diff( power_db[..., loop_end], power_db[..., loop_start] ) - loop_pair = ( - int(loop_start), - int(loop_end), - note_distance, - loudness_difference, - ) - if loudness_difference <= ACCEPTABLE_LOUDNESS_DIFFERENCE: + if loudness_difference <= acceptable_loudness_difference: + loop_pair = ( + int(loop_start), + int(loop_end), + note_distance, + loudness_difference, + ) candidate_pairs.append(loop_pair) - return candidate_pairs +def _find_candidate_pairs( + chroma: np.ndarray, + power_db: np.ndarray, + beats: np.ndarray, + min_loop_duration: int, + max_loop_duration: int, +) -> List[Tuple[int, int, float, float]]: + """Generates a list of all valid candidate loop pairs using combinations of beat indices, + by comparing the notes using the chroma spectrogram and their loudness difference + + Args: + chroma (np.ndarray): The chroma spectrogram + power_db (np.ndarray): The power spectrogram in dB + beats (np.ndarray): The frame indices of detected beats + min_loop_duration (int): Minimum loop duration (in frames) + max_loop_duration (int): Maximum loop duration (in frames) + + Returns: + List[Tuple[int, int, float, float]]: A list of tuples containing each candidate loop pair data in the following format (loop_start, loop_end, note_distance, loudness_difference) + """ + + # Magic constants + ## Mainly found through trial and error, + ## higher values typically result in the inclusion of musically unrelated beats/notes + ACCEPTABLE_NOTE_DEVIATION = 0.0875 + ## Since the _db_diff comparison is takes a perceptually weighted power_db frame, + ## the difference should be imperceptible (ideally, close to 0) + ## Based on trial and error, values higher than ~0.5 have a perceptible + ## difference in loudness + ACCEPTABLE_LOUDNESS_DIFFERENCE = 0.5 + + deviation = _norm(chroma[..., beats] * ACCEPTABLE_NOTE_DEVIATION) + try: + # New function implemented in rust + return detect_loop_pairs( + chroma.astype(np.float32), + power_db.astype(np.float32), + beats.astype(np.uint64), + deviation.astype(np.float32), + min_loop_duration, + max_loop_duration, + ACCEPTABLE_LOUDNESS_DIFFERENCE, + ) + except Exception: + # Python fallback + return _find_candidate_pairs_fallback( + chroma, + power_db, + beats, + deviation, + min_loop_duration, + max_loop_duration, + ACCEPTABLE_LOUDNESS_DIFFERENCE, + ) + + def _assess_and_filter_loop_pairs( mlaudio: MLAudio, chroma: np.ndarray, diff --git a/pymusiclooper/audio.py b/python/pymusiclooper/audio.py similarity index 100% rename from pymusiclooper/audio.py rename to python/pymusiclooper/audio.py diff --git a/pymusiclooper/cli.py b/python/pymusiclooper/cli.py similarity index 100% rename from pymusiclooper/cli.py rename to python/pymusiclooper/cli.py diff --git a/pymusiclooper/console.py b/python/pymusiclooper/console.py similarity index 100% rename from pymusiclooper/console.py rename to python/pymusiclooper/console.py diff --git a/pymusiclooper/core.py b/python/pymusiclooper/core.py similarity index 100% rename from pymusiclooper/core.py rename to python/pymusiclooper/core.py diff --git a/pymusiclooper/exceptions.py b/python/pymusiclooper/exceptions.py similarity index 100% rename from pymusiclooper/exceptions.py rename to python/pymusiclooper/exceptions.py diff --git a/pymusiclooper/handler.py b/python/pymusiclooper/handler.py similarity index 100% rename from pymusiclooper/handler.py rename to python/pymusiclooper/handler.py diff --git a/pymusiclooper/playback.py b/python/pymusiclooper/playback.py similarity index 100% rename from pymusiclooper/playback.py rename to python/pymusiclooper/playback.py diff --git a/pymusiclooper/utils.py b/python/pymusiclooper/utils.py similarity index 100% rename from pymusiclooper/utils.py rename to python/pymusiclooper/utils.py diff --git a/pymusiclooper/youtube.py b/python/pymusiclooper/youtube.py similarity index 100% rename from pymusiclooper/youtube.py rename to python/pymusiclooper/youtube.py diff --git a/requirements-dev.lock b/requirements-dev.lock new file mode 100644 index 0000000..115d934 --- /dev/null +++ b/requirements-dev.lock @@ -0,0 +1,120 @@ +# generated by rye +# use `rye lock` or `rye sync` to update this lockfile +# +# last locked with the following flags: +# pre: false +# features: [] +# all-features: false +# with-sources: false +# generate-hashes: false +# universal: false + +-e file:. +audioread==3.0.1 + # via librosa +brotli==1.1.0 + # via yt-dlp +certifi==2024.7.4 + # via requests + # via yt-dlp +cffi==1.17.0 + # via sounddevice + # via soundfile +charset-normalizer==3.3.2 + # via requests +click==8.1.7 + # via click-option-group + # via click-params + # via rich-click +click-option-group==0.5.6 + # via pymusiclooper +click-params==0.5.0 + # via pymusiclooper +colorama==0.4.6 + # via click +decorator==5.1.1 + # via librosa +deprecated==1.2.14 + # via click-params +idna==3.7 + # via requests +joblib==1.4.2 + # via librosa + # via scikit-learn +lazy-loader==0.4 + # via librosa + # via pymusiclooper +librosa==0.10.2 + # via pymusiclooper +llvmlite==0.43.0 + # via numba +markdown-it-py==3.0.0 + # via rich +maturin==1.7.0 +mdurl==0.1.2 + # via markdown-it-py +msgpack==1.0.8 + # via librosa +mutagen==1.47.0 + # via yt-dlp +numba==0.60.0 + # via librosa + # via pymusiclooper +numpy==1.26.4 + # via librosa + # via numba + # via pymusiclooper + # via scikit-learn + # via scipy + # via soxr +packaging==24.1 + # via lazy-loader + # via pooch +platformdirs==4.2.2 + # via pooch +pooch==1.8.2 + # via librosa +pycparser==2.22 + # via cffi +pycryptodomex==3.20.0 + # via yt-dlp +pygments==2.18.0 + # via rich +pytaglib==3.0.0 + # via pymusiclooper +requests==2.32.3 + # via pooch + # via yt-dlp +rich==13.7.1 + # via pymusiclooper + # via rich-click +rich-click==1.8.3 + # via pymusiclooper +scikit-learn==1.5.1 + # via librosa +scipy==1.14.0 + # via librosa + # via scikit-learn +sounddevice==0.4.7 + # via pymusiclooper +soundfile==0.12.1 + # via librosa + # via pymusiclooper +soxr==0.4.0 + # via librosa +threadpoolctl==3.5.0 + # via scikit-learn +typing-extensions==4.12.2 + # via librosa + # via rich-click +urllib3==2.2.2 + # via requests + # via yt-dlp +validators==0.22.0 + # via click-params +websockets==12.0 + # via yt-dlp +wrapt==1.16.0 + # via deprecated +yt-dlp==2024.8.6 + # via pymusiclooper diff --git a/requirements.lock b/requirements.lock new file mode 100644 index 0000000..3c23075 --- /dev/null +++ b/requirements.lock @@ -0,0 +1,119 @@ +# generated by rye +# use `rye lock` or `rye sync` to update this lockfile +# +# last locked with the following flags: +# pre: false +# features: [] +# all-features: false +# with-sources: false +# generate-hashes: false +# universal: false + +-e file:. +audioread==3.0.1 + # via librosa +brotli==1.1.0 + # via yt-dlp +certifi==2024.7.4 + # via requests + # via yt-dlp +cffi==1.17.0 + # via sounddevice + # via soundfile +charset-normalizer==3.3.2 + # via requests +click==8.1.7 + # via click-option-group + # via click-params + # via rich-click +click-option-group==0.5.6 + # via pymusiclooper +click-params==0.5.0 + # via pymusiclooper +colorama==0.4.6 + # via click +decorator==5.1.1 + # via librosa +deprecated==1.2.14 + # via click-params +idna==3.7 + # via requests +joblib==1.4.2 + # via librosa + # via scikit-learn +lazy-loader==0.4 + # via librosa + # via pymusiclooper +librosa==0.10.2 + # via pymusiclooper +llvmlite==0.43.0 + # via numba +markdown-it-py==3.0.0 + # via rich +mdurl==0.1.2 + # via markdown-it-py +msgpack==1.0.8 + # via librosa +mutagen==1.47.0 + # via yt-dlp +numba==0.60.0 + # via librosa + # via pymusiclooper +numpy==1.26.4 + # via librosa + # via numba + # via pymusiclooper + # via scikit-learn + # via scipy + # via soxr +packaging==24.1 + # via lazy-loader + # via pooch +platformdirs==4.2.2 + # via pooch +pooch==1.8.2 + # via librosa +pycparser==2.22 + # via cffi +pycryptodomex==3.20.0 + # via yt-dlp +pygments==2.18.0 + # via rich +pytaglib==3.0.0 + # via pymusiclooper +requests==2.32.3 + # via pooch + # via yt-dlp +rich==13.7.1 + # via pymusiclooper + # via rich-click +rich-click==1.8.3 + # via pymusiclooper +scikit-learn==1.5.1 + # via librosa +scipy==1.14.0 + # via librosa + # via scikit-learn +sounddevice==0.4.7 + # via pymusiclooper +soundfile==0.12.1 + # via librosa + # via pymusiclooper +soxr==0.4.0 + # via librosa +threadpoolctl==3.5.0 + # via scikit-learn +typing-extensions==4.12.2 + # via librosa + # via rich-click +urllib3==2.2.2 + # via requests + # via yt-dlp +validators==0.22.0 + # via click-params +websockets==12.0 + # via yt-dlp +wrapt==1.16.0 + # via deprecated +yt-dlp==2024.8.6 + # via pymusiclooper diff --git a/src/lib.rs b/src/lib.rs new file mode 100644 index 0000000..4bb091f --- /dev/null +++ b/src/lib.rs @@ -0,0 +1,77 @@ +use numpy::ndarray::{s, ArrayView1}; +use numpy::PyReadonlyArray2; +use pyo3::prelude::*; + +use numpy::PyReadonlyArray1; + +#[pymodule] +fn rust_analysis(_py: Python, m: &PyModule) -> PyResult<()> { + fn l2_norm(a: &[f32]) -> f32 { + let sum_of_squares: f32 = a.iter().map(|&x| x * x).sum(); + sum_of_squares.sqrt() + } + fn db_diff(power_db_f1: ArrayView1, power_db_f2: ArrayView1) -> f32 { + let max_f1 = power_db_f1 + .iter() + .cloned() + .fold(f32::NEG_INFINITY, f32::max); + let max_f2 = power_db_f2 + .iter() + .cloned() + .fold(f32::NEG_INFINITY, f32::max); + (max_f1 - max_f2).abs() + } + #[pyfn(m)] + fn detect_loop_pairs( + chroma: PyReadonlyArray2, + power_db: PyReadonlyArray2, + beats: PyReadonlyArray1, + acceptable_chroma_deviation: PyReadonlyArray1, + min_loop_duration: usize, + max_loop_duration: usize, + acceptable_loudness_difference: f32, + ) -> Vec<(usize, usize, f32, f32)> { + let mut candidate_pairs: Vec<(usize, usize, f32, f32)> = Vec::new(); + + let chroma = chroma.as_array(); + let power_db = power_db.as_array(); + let beats = beats.as_slice().unwrap_or(&[]); + + for (idx, &loop_end) in beats.iter().enumerate() { + for &loop_start in beats.iter() { + let loop_length = loop_end - loop_start; + if loop_length < min_loop_duration { + break; + } + if loop_length > max_loop_duration { + continue; + } + + let note_distance = l2_norm( + (&chroma.slice(s![.., loop_end]) - &chroma.slice(s![.., loop_start])) + .as_slice() + .unwrap_or(&[]), + ); + + if note_distance <= *acceptable_chroma_deviation.get(idx).unwrap() { + let loudness_difference = db_diff( + power_db.slice(s![.., loop_end]), + power_db.slice(s![.., loop_start]), + ); + + if loudness_difference <= acceptable_loudness_difference { + candidate_pairs.push(( + loop_start, + loop_end, + note_distance, + loudness_difference, + )); + } + } + } + } + + return candidate_pairs; + } + Ok(()) +}