{ "cells": [ { "cell_type": "markdown", "metadata": { "id": "gBQE_wgoIAC4" }, "source": [ "# Audio Example\n", "\n", "ใน Tutorial นี้ เราจะลองเอาความรู้ทางด้าน signal processing มาเล่นกับไฟล์เสียงดู\n", "\n", "เราเริ่มต้นด้วยการ import สิ่งที่เราจะใช้งานมา" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "id": "tAFse9djH_To" }, "outputs": [], "source": [ "import numpy as np\n", "from numpy.random import rand\n", "import matplotlib.pyplot as plt\n", "import librosa\n", "import librosa.display\n", "import soundfile as sf\n", "from sklearn.decomposition import FastICA\n", "import IPython\n", "import IPython.display as ipd" ] }, { "cell_type": "markdown", "metadata": { "id": "KVfy5BT8I6_-" }, "source": [ "## Download Audios\n", "\n", "Download ไฟล์เสียงผ่านคำสั่ง `wget` ซึ่งเป็นไฟล์เสียงที่จำลองสถานการณ์ต่อไปนี้\n", "\n", "ในห้องมีคนอยู่สองคน คนแรกนั่งฟัง lecture ของ Brain Building Blocks ในขณะที่คนที่สองกำลังหัดเล่นกีตาร์ โดยไฟล์เสียงที่เราดาวน์โหลดมาจะมีสองไฟล์ ประกอบด้วย\n", "\n", "1. mixed_near_lecture.wav เป็นไฟล์เสียงที่อัดมาจากโทรศัพท์มือถือที่อยู่ใกล้กับคนที่ฟัง lecture อยู่\n", "\n", "2. mixed_near_music.wav เป็นไฟล์เสียงที่อัดมาจากโทรศัพท์มือถือที่อยู่ใกล้กับคนที่หัดเล่นกีตาร์\n", "\n", "ทั้งสองไฟล์นี้ถูกอัดพร้อม ๆ กัน\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "JB4VBd62Itik", "outputId": "aa71cc39-ccff-498b-8fe8-0dab6f0072be" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "--2023-08-09 10:00:33-- https://github.com/ichatnun/brainCodeCamp/raw/main/Fundamentals/SignalProcessing/data/mixed_near_lecture.wav\n", "Resolving github.com (github.com)... 140.82.114.3\n", "Connecting to github.com (github.com)|140.82.114.3|:443... connected.\n", "HTTP request sent, awaiting response... 302 Found\n", "Location: https://raw.githubusercontent.com/ichatnun/brainCodeCamp/main/Fundamentals/SignalProcessing/data/mixed_near_lecture.wav [following]\n", "--2023-08-09 10:00:34-- https://raw.githubusercontent.com/ichatnun/brainCodeCamp/main/Fundamentals/SignalProcessing/data/mixed_near_lecture.wav\n", "Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 185.199.108.133, 185.199.109.133, 185.199.110.133, ...\n", "Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|185.199.108.133|:443... connected.\n", "HTTP request sent, awaiting response... 200 OK\n", "Length: 786278 (768K) [audio/wav]\n", "Saving to: ‘mixed_near_lecture.wav’\n", "\n", "mixed_near_lecture. 100%[===================>] 767.85K --.-KB/s in 0.04s \n", "\n", "2023-08-09 10:00:34 (21.1 MB/s) - ‘mixed_near_lecture.wav’ saved [786278/786278]\n", "\n", "--2023-08-09 10:00:34-- https://github.com/ichatnun/brainCodeCamp/raw/main/Fundamentals/SignalProcessing/data/mixed_near_music.wav\n", "Resolving github.com (github.com)... 140.82.114.3\n", "Connecting to github.com (github.com)|140.82.114.3|:443... connected.\n", "HTTP request sent, awaiting response... 302 Found\n", "Location: https://raw.githubusercontent.com/ichatnun/brainCodeCamp/main/Fundamentals/SignalProcessing/data/mixed_near_music.wav [following]\n", "--2023-08-09 10:00:34-- https://raw.githubusercontent.com/ichatnun/brainCodeCamp/main/Fundamentals/SignalProcessing/data/mixed_near_music.wav\n", "Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 185.199.110.133, 185.199.111.133, 185.199.108.133, ...\n", "Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|185.199.110.133|:443... connected.\n", "HTTP request sent, awaiting response... 200 OK\n", "Length: 786278 (768K) [audio/wav]\n", "Saving to: ‘mixed_near_music.wav’\n", "\n", "mixed_near_music.wa 100%[===================>] 767.85K --.-KB/s in 0.03s \n", "\n", "2023-08-09 10:00:35 (23.3 MB/s) - ‘mixed_near_music.wav’ saved [786278/786278]\n", "\n" ] } ], "source": [ "!wget -O mixed_near_lecture.wav https://github.com/ichatnun/brainCodeCamp2023/raw/main/Fundamentals/SignalProcessing/data/mixed_near_lecture.wav\n", "!wget -O mixed_near_music.wav https://github.com/ichatnun/brainCodeCamp2023/raw/main/Fundamentals/SignalProcessing/data/mixed_near_music.wav" ] }, { "cell_type": "markdown", "metadata": { "id": "9AXH17cbKA9M" }, "source": [ "## Listen to the Audio Signals\n", "ทำการโหลดไฟล์เสียงทั้ง 2 ไฟล์มาเก็บไว้ใน variable และลองฟังเสียงที่อัดมาโดยการใช้ `IPython.display.Audio`" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 186 }, "id": "O1pGx4zEelW6", "outputId": "b029dc55-0abc-404f-e9c6-221b87d8b748" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Sampling rate = 22.05 kHz\n", "Near lecture\n" ] }, { "data": { "text/html": [ "\n", " \n", " " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Near guitar\n" ] }, { "data": { "text/html": [ "\n", " \n", " " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# โหลดไฟล์เสียงทั้ง 2 ไฟล์มา\n", "mixed_near_lecture, sampling_rate = librosa.load('mixed_near_lecture.wav')\n", "mixed_near_music, _ = librosa.load('mixed_near_music.wav')\n", "\n", "# print sampling rate ออกมาดู\n", "print(f\"Sampling rate = {sampling_rate/1000} kHz\")\n", "\n", "# แสดงปุ่มสำหรับกดฟังเสียง\n", "print(\"Near lecture\")\n", "ipd.display(IPython.display.Audio(mixed_near_lecture, rate=sampling_rate))\n", "print(\"Near guitar\")\n", "ipd.display(IPython.display.Audio(mixed_near_music, rate=sampling_rate))" ] }, { "cell_type": "markdown", "metadata": { "id": "ao5vGyzGTtmA" }, "source": [ "## Independent Component Analysis (ICA)\n", "\n", "จากที่ได้ลองฟังเสียงดูจะเห็นว่าไฟล์เสียงทั้งสอง (mixed signals) มีเสียงอย่างน้อย 2 ชนิดผสมกัน ประกอบด้วยเสียงคนพูดและเสียงกีตาร์ (source signals) ซึ่งทั้งสองไฟล์มีความแตกต่างกันเล็กน้อยตรงที่มีความดังของเสียงคนพูดและเสียงกีตาร์ที่แตกต่างกัน\n", "\n", "ถ้าเกิดว่าเราสนใจแยกเสียงที่มาจากแต่ละ source ใน mixed signal ออกจากกัน เราสามารถใช้เทคนิคพื้นฐาน เช่น Independent Component Analysis (ICA) ดูได้\n", "\n", "โจทย์ประเภทนี้มีชื่อเรียกว่า source separation, blind signal separation หรือ blind source separation\n", "\n", "
\n", "\n", "ในตัวอย่างนี้ เราจะลองใช้ `sklearn.decomposition.FastICA` ในการแยก source signal ออกจากกันดูว่าจะแยกสำเร็จหรือไม่ โดยเราจะกำหนดล่วงหน้าว่ามี source signals อยู่ 2 สัญญาณ\n" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "id": "GD_5Ti9YSOYE" }, "outputs": [], "source": [ "# กำหนดจำนวน components ที่จะใช้สำหรับ ICA\n", "n_components = 2\n", "\n", "# เอา mixed signals มารวมกันไว้ใน variable ที่ชื่อว่า mixed_concat\n", "mixed_concat = np.concatenate((np.expand_dims(mixed_near_lecture, axis=-1), np.expand_dims(mixed_near_music, axis=-1)), axis=1)\n", "\n", "# ลองใช้ ICA เพื่อพยายามแยก source signals จาก mixed signals ดู\n", "transformer = FastICA(n_components=n_components, whiten='unit-variance', random_state=128)\n", "source_estimated = transformer.fit_transform(mixed_concat)" ] }, { "cell_type": "markdown", "metadata": { "id": "uoJBgQb3f2vK" }, "source": [ "ลองฟังเสียง source signals ที่ ICA ให้มา" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 168 }, "id": "hq8aMl_mHk06", "outputId": "56743e2b-7433-4b3a-86c6-025ee1ffcb75" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Source 1\n" ] }, { "data": { "text/html": [ "\n", " \n", " " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Source 2\n" ] }, { "data": { "text/html": [ "\n", " \n", " " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# ลองฟังเสียงของแต่ละ source ที่ ICA ให้มา\n", "for idx in range(n_components):\n", "\n", " # Normalize ทุกจุดในแต่ละ source signal ด้วยค่าสูงสุดคือค่าสัมบูรณ์ของมัน\n", " source_estimated[:, idx] /= np.max(np.abs(source_estimated[:, idx]))\n", "\n", " # แสดงปุ่มสำหรับกดฟังเสียง\n", " print(f\"Source {idx+1}\")\n", " ipd.display(IPython.display.Audio(source_estimated[:, idx], rate=sampling_rate))" ] }, { "cell_type": "markdown", "metadata": { "id": "2cbrWbLUf_iC" }, "source": [ "ในตัวอย่างจำลองนี้ ICA สามารถแยกเสียงกีตาร์ออกจากเสียง lecture ได้ดีพอสมควร\n", "\n", "**หมายเหตุ**\n", "\n", "\n", "1. ในหลายสถานการณ์ ICA ก็ไม่สามารถแยก source แต่ละอันออกจากกัน เราอาจจะต้องพึ่งพาเทคนิคอื่น ๆ ที่มีสมมติฐานและความซับซ้อนแตกต่างกันออกไป\n", "2. ICA มักจะถูกนำมาใช้ในการกำจัด eye movement artifacts ออกจากข้อมูล electroencephalogram (EEG)\n", "\n", "
\n", "\n", "---\n", "เครื่องมือที่เป็นที่นิยมสำหรับใช้ในการวิเคราะห์ไฟล์เสียง ที่เราได้ทำความรู้จักกันใน tutorial ที่แล้ว ก็คือการดู spectrogram ซึ่งเป็นสิ่งที่ให้ข้อมูลทั้งใน time domain และ frequency domain\n", "\n", "เราจะมาลองดู spectrogram ของ source signals ทั้งสองกัน\n" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 1000 }, "id": "3Q3iKY8ofSqV", "outputId": "8a7bb561-66c3-4192-a315-f30c36f034cb" }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# แสดงไฟล์เสียงเป็นรูป waveform และ แสดงผลการวิเคราะห์ time-frequency analysis ด้วย spectrogram\n", "fig, ax = plt.subplots(2, 2, figsize=(12, 12))\n", "\n", "for idx in range(n_components):\n", "\n", " # แสดง waveform\n", " librosa.display.waveshow(source_estimated[:, idx], sr=sampling_rate, ax=ax[0, idx])\n", " ax[0, idx].set(title=f\"Waveform of estimated source signal {idx+1}\")\n", "\n", " # แสดง spectrogram\n", " D = librosa.stft(source_estimated[:, idx]) # คำนวณ short-time fourier transform ของ source signal\n", " S_db = librosa.amplitude_to_db(np.abs(D), ref=np.max) # แปลงหน่วยให้เป็น dB\n", " img = librosa.display.specshow(S_db, sr=sampling_rate, x_axis='time', y_axis='linear', ax=ax[1, idx])\n", " ax[1, idx].set(title=f\"Time-frequency analysis of estimated source signal {idx+1}\")\n", " ax[1, idx].set_ylim(0, 600)\n", " ax[1, idx].set_yticks(np.arange(0, 600, 50))\n", " fig.colorbar(img, ax=ax[1, idx], format=\"%+2.f dB\")\n", "\n" ] }, { "cell_type": "markdown", "metadata": { "id": "9n5y_5i-rm5g" }, "source": [ "หากเราสังเกตดูดี ๆ จะเห็นว่า estimated source signal ทั้งสองอันมี spectrogram ลักษณะที่แตกต่างกัน โดยอันที่เป็นของเสียง lecture จะมีการกระจายตัวกันของ ค่าความถี่ออกไปหลายค่าความถี่ ซึ่งเป็นลักษณะปกติที่จะเห็นได้จาก spectrogram ของเสียงการพูดคุยของมนุษย์\n", "\n", "ส่วน spectrogram ของสัญญาณที่เป็นเสียงกีตาร์มีจุดน่าสังเกตหลายที่ เช่น\n", "\n", "1. ระยะเวลาระหว่าง 0 ถึง 3 วินาที spectrogram มีสีสว่าง (ขาว/เหลือง) ซึ่งแปลว่ามีค่าสูง ที่เห็นได้ชัดเป็นแถบที่ค่าความถี่ต่าง ๆ หากเราลองเอาค่าความถี่เหล่านี้มาเทียบกับค่าความถี่ของตัวโน้ต จะพบว่ามีค่าใกล้เคียงกับโน้ต D, C, F, A ซึ่งรวมกันเป็นคอร์ด Dm7 ตามที่ได้ถูกเล่นไว้ในไฟล์เสียง\n", "\n", "2. ระยะเวลาระหว่าง 3 ถึง 6 วินาที มีค่าความถี่ที่ใกล้เคียงกับตัวโน้ต G, D, F, B ซึ่งรวมกันเป็นคอร์ด G7\n", "\n", "3. ระยะเวลาระหว่าง 6 ถึง 9 วินาที มีค่าความถี่ที่ใกล้เคียงกับตัวโน้ต C, B, E, G ซึ่งรวมกันเป็นคอร์ด Cmaj7\n", "\n", "4. ที่เวลาประมาณ 9.5 วินาที ค่าความถี่ที่ประมาณ 440 Hz ได้หายไป และมีความถี่ที่ประมาณ 390 Hz โผล่กลับมา ซึ่งเป็นการเปลี่ยนจากโน้ตตัว A ไปเป็นโน้ตตัว G (มีการเปลี่ยนคอร์ดจาก Cmaj13 ไปเป็น Cmaj7)\n", "\n", "จากตัวอย่างนี้จะเห็นได้ว่าการทำ time-frequency analysis โดยการดู spectrogram สามารถให้ข้อมูลที่ว่าสัญญาณของเรามีค่าความถี่ใด ที่เวลาใดบ้าง (ซึ่งเป็นสิ่งที่ Fourier transform แบบปกติ ไม่สามารถให้ได้)\n", "\n", "ในตัวอย่างนี้ เราสามารถบอกได้แม้กระทั่งว่าใน source signal ที่เป็นเสียงกีตาร์ที่เราได้มาจาก ICA ผู้เล่นได้เล่นคอร์ดหรือตัวโน้ตอะไรบ้างที่เวลาต่าง ๆ ในไฟล์\n", "\n", "ดูจากรูปคอร์ดที่เราแกะออกมาจาก spectrogram เราเดาได้ว่าคนนั้นน่าจะอยากเล่น jazz เป็น และกำลังฝึกทางเดินคอร์ดแบบ 2-5-1 ในคีย์ C อยู่ แต่สิ่งแรกที่เค้าน่าจะต้องทำคือตั้งสายกีตาร์ให้ตรงก่อนนะ!\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**ผู้จัดเตรียม code ใน tutorial**: ดร. อิทธิ ฉัตรนันทเวช" ] } ], "metadata": { "colab": { "provenance": [] }, "kernelspec": { "display_name": "Python 3", "name": "python3" }, "language_info": { "name": "python" } }, "nbformat": 4, "nbformat_minor": 0 }