{ "cells": [ { "cell_type": "code", "execution_count": 1, "id": "2a61d194", "metadata": {}, "outputs": [], "source": [ "%load_ext autoreload\n", "%autoreload 2" ] }, { "cell_type": "code", "execution_count": 2, "id": "21f27189", "metadata": {}, "outputs": [], "source": [ "import os\n", "import sys\n", "sys.path.insert(0, os.path.dirname(os.path.abspath(\"\")))" ] }, { "cell_type": "code", "execution_count": 12, "id": "218fcdf1", "metadata": {}, "outputs": [], "source": [ "from src.mel import Mel\n", "from IPython.display import Audio" ] }, { "cell_type": "code", "execution_count": 7, "id": "5e4f8ee5", "metadata": {}, "outputs": [], "source": [ "mel = Mel()" ] }, { "cell_type": "markdown", "id": "b2178c3f", "metadata": {}, "source": [ "### Transform slice of audio to Mel spectrogram" ] }, { "cell_type": "code", "execution_count": 8, "id": "61dbcd2e", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/teticio/.local/share/virtualenvs/huggingface-C4I26UCY/lib/python3.9/site-packages/librosa/util/decorators.py:88: UserWarning: PySoundFile failed. Trying audioread instead.\n", " return f(*args, **kwargs)\n" ] } ], "source": [ "mel.load_audio('/home/teticio/Music/Music/A Tribe Called Quest/The Anthology/08 Can I Kick It_.mp3')" ] }, { "cell_type": "code", "execution_count": 10, "id": "ccadcc0f", "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "image = mel.audio_slice_to_image(15)\n", "image" ] }, { "cell_type": "code", "execution_count": 14, "id": "8cec79c6", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(256, 256)" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "image.width, image.height" ] }, { "cell_type": "markdown", "id": "fe112fef", "metadata": {}, "source": [ "### Transform Mel spectrogram back to audio" ] }, { "cell_type": "code", "execution_count": 13, "id": "0b268a54", "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", " \n", " " ], "text/plain": [ "" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "audio = mel.image_to_audio(image)\n", "Audio(data=audio, rate=mel.get_sample_rate())" ] }, { "cell_type": "code", "execution_count": null, "id": "a0dffbc4", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "huggingface", "language": "python", "name": "huggingface" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.9.13" }, "toc": { "base_numbering": 1, "nav_menu": {}, "number_sections": true, "sideBar": true, "skip_h1_title": false, "title_cell": "Table of Contents", "title_sidebar": "Contents", "toc_cell": false, "toc_position": {}, "toc_section_display": true, "toc_window_display": false } }, "nbformat": 4, "nbformat_minor": 5 }