o zi@sBddlZddlZddlmZddlmZddZGdddZdS) Nwraps)utilcstfdd}|S)zDecorator for formatting figures produced by the code below. See :py:func:`audiotools.core.util.format_figure` for more. Parameters ---------- func : Callable Plotting function that is decorated by this function. cshttjj}i}t|D]\}}||vr"|||||<q|i|tjdi|dS)N) inspect signaturer format_figure parameterskeyslistitemspop)argskwargsf_keysf_kwargskvfuncrK/home/ubuntu/.local/lib/python3.10/site-packages/audiotools/core/display.pywrappers zformat_figure..wrapperr)rrrrrr s  r c @seZdZe    ddedededefd d Zeddefd d Zeddefd dZ  ddedede j e j effddZ ddede j e j effddZdS) DisplayMixinFtimelinear preemphasisx_axisy_axisn_melsc Ksddl}ddl}|}d|_|r||j}|j|d} |dkr6d|| d } | | 8} |j j | djddf|||jd|dS) aDisplays a spectrogram, using ``librosa.display.specshow``. Parameters ---------- preemphasis : bool, optional Whether or not to apply preemphasis, which makes high frequency detail easier to see, by default False x_axis : str, optional How to label the x axis, by default "time" y_axis : str, optional How to label the y axis, by default "linear" n_mels : int, optional If displaying a mel spectrogram with ``y_axis = "mel"``, this controls the number of mels, by default 128. kwargs : dict, optional Keyword arguments to :py:func:`audiotools.core.util.format_figure`. rN) ref_valuemelgh㈵>)axis)rrsr)librosalibrosa.displayclone stft_datar magnitudemax log_magnitudemel_spectrogramclamplog10displayspecshownumpymean sample_rate) selfrrrr rr&signalreflog_magrrrr1"s(    zDisplayMixin.specshowcKsjddl}ddl}|jdjdd}|}t|jdrdnd}t|j|}||f||j d|dS)a3Displays a waveform plot, using ``librosa.display.waveshow``. Parameters ---------- x_axis : str, optional How to label the x axis, by default "time" kwargs : dict, optional Keyword arguments to :py:func:`audiotools.core.util.format_figure`. rN)dimwaveshowwaveplot)rr%) r&r' audio_datar3cpur2hasattrr0getattrr4)r5rrr&r<plot_fn wave_plot_fnrrrr;Vs   zDisplayMixin.waveplotcKsvddlm}ddlm}|dd}||dddf|j|d||ddddf|jdd|i|dS) a>Displays a waveform plot, using ``librosa.display.waveshow``. Parameters ---------- x_axis : str, optional How to label the x axis, by default "time" kwargs : dict, optional Keyword arguments to :py:func:`audiotools.core.display.DisplayMixin.specshow`. rN)GridSpecr)rrr)matplotlib.pyplotpyplotmatplotlib.gridspecrBsubplotr;r1)r5rrpltrBgsrrrwavespecks   zDisplayMixin.wavespecNr1tagstepr@c Ksddlm}|jd}|j}||||||durDt|tr(t ||}| } | |di|| | dd| |dSdS)a[Writes a signal and its spectrogram to Tensorboard. Will show up under the Audio and Images tab in Tensorboard. Parameters ---------- tag : str Tag to write signal to (e.g. ``clean/sample_0.wav``). The image will be written to the corresponding ``.png`` file (e.g. ``clean/sample_0.png``). writer : SummaryWriter A SummaryWriter object from PyTorch library. step : int, optional The step to write the signal to, by default None plot_fn : typing.Union[typing.Callable, str], optional How to create the image. Set to ``None`` to avoid plotting, by default "specshow" kwargs : dict, optional Keyword arguments to :py:func:`audiotools.core.display.DisplayMixin.specshow` or whatever ``plot_fn`` is set to. rN)rrwavpngr)rDrEr<detachr=r4 add_audio isinstancestrr?figureclf add_figurereplace) r5rKwriterrLr@rrHr<r4figrrrwrite_audio_to_tbs   zDisplayMixin.write_audio_to_tb image_pathcKsRddlm}t|trt||}||di||j|ddd|dS)aSave AudioSignal spectrogram (or whatever ``plot_fn`` is set to) to a specified file. Parameters ---------- image_path : str Where to save the file to. plot_fn : typing.Union[typing.Callable, str], optional How to create the image. Set to ``None`` to avoid plotting, by default "specshow" kwargs : dict, optional Keyword arguments to :py:func:`audiotools.core.display.DisplayMixin.specshow` or whatever ``plot_fn`` is set to. rNtight) bbox_inches pad_inchesr)rDrErQrRr?rTsavefigclose)r5rZr@rrHrrr save_images    zDisplayMixin.save_image)Frrr)r)Nr1)r1)__name__ __module__ __qualname__r boolrRintr1r;rJtypingUnionCallablerYr`rrrrr!sD 3 +r)rrf functoolsrrr rrrrrs