{ "cells": [ { "cell_type": "markdown", "metadata": { "id": "Tce3stUlHN0L" }, "source": [ "##### Copyright 2020 The TensorFlow IO Authors." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "cellView": "form", "execution": { "iopub.execute_input": "2021-02-13T02:54:03.038294Z", "iopub.status.busy": "2021-02-13T02:54:03.037585Z", "iopub.status.idle": "2021-02-13T02:54:03.040002Z", "shell.execute_reply": "2021-02-13T02:54:03.039496Z" }, "id": "tuOe1ymfHZPu" }, "outputs": [], "source": [ "#@title Licensed under the Apache License, Version 2.0 (the \"License\");\n", "# you may not use this file except in compliance with the License.\n", "# You may obtain a copy of the License at\n", "#\n", "# https://www.apache.org/licenses/LICENSE-2.0\n", "#\n", "# Unless required by applicable law or agreed to in writing, software\n", "# distributed under the License is distributed on an \"AS IS\" BASIS,\n", "# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.\n", "# See the License for the specific language governing permissions and\n", "# limitations under the License." ] }, { "cell_type": "markdown", "metadata": { "id": "qFdPvlXBOdUN" }, "source": [ "# 音声データの準備と拡張" ] }, { "cell_type": "markdown", "metadata": { "id": "MfBg1C5NB3X0" }, "source": [ "\n", " \n", " \n", " \n", " \n", "
TensorFlow.orgで表示 Google Colab で実行GitHub でソースを表示{ノートブックをダウンロード/a0}
" ] }, { "cell_type": "markdown", "metadata": { "id": "xHxb-dlhMIzW" }, "source": [ "## 概要\n", "\n", "自動音声認識における大きな課題の 1 つは、音声データの準備と拡張です。音声データ分析は、時間または周波数領域にあり可能性があるため、画像などのほかのデータソースと比べさらに複雑化します。\n", "\n", "TensorFlow エコシステムの一環として、`tensorflow-io` パッケージには、多数の有用な音声関連の API が提供されており、音声データの準備と拡張を単純化することができます。" ] }, { "cell_type": "markdown", "metadata": { "id": "MUXex9ctTuDB" }, "source": [ "## セットアップ" ] }, { "cell_type": "markdown", "metadata": { "id": "upgCc3gXybsA" }, "source": [ "### 必要なパッケージをインストールし、ランタイムを再起動する" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "execution": { "iopub.execute_input": "2021-02-13T02:54:03.049715Z", "iopub.status.busy": "2021-02-13T02:54:03.048985Z", "iopub.status.idle": "2021-02-13T02:54:05.750941Z", "shell.execute_reply": "2021-02-13T02:54:05.750158Z" }, "id": "uUDYyMZRfkX4" }, "outputs": [], "source": [ "!pip install -q tensorflow-io" ] }, { "cell_type": "markdown", "metadata": { "id": "J0ZKhA6s0Pjp" }, "source": [ "## 使用方法" ] }, { "cell_type": "markdown", "metadata": { "id": "yZmI7l_GykcW" }, "source": [ "### 音声ファイルを読み取る\n", "\n", "TensorFlow IO では、クラス `tfio.audio.AudioIOTensor` を使用して、音声ファイルを遅延読み込みされる `IOTensor` に読み出すことができます。" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "execution": { "iopub.execute_input": "2021-02-13T02:54:05.756370Z", "iopub.status.busy": "2021-02-13T02:54:05.755674Z", "iopub.status.idle": "2021-02-13T02:54:14.772613Z", "shell.execute_reply": "2021-02-13T02:54:14.773136Z" }, "id": "nS3eTBvjt-O5" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ ", rate=16000>\n" ] } ], "source": [ "import tensorflow as tf\n", "import tensorflow_io as tfio\n", "\n", "audio = tfio.audio.AudioIOTensor('gs://cloud-samples-tests/speech/brooklyn.flac')\n", "\n", "print(audio)" ] }, { "cell_type": "markdown", "metadata": { "id": "z9GCyPWNuOm7" }, "source": [ "上記の例の Flac ファイル `brooklyn.flac` は、[google cloud](https://cloud.google.com/speech-to-text/docs/quickstart-gcloud) でパブリックアクセスが可能な音声クリップから得たものです。\n", "\n", "GCS は TensorFlow でサポートされているファイルシステムであるため、GCS アドレス `gs://cloud-samples-tests/speech/brooklyn.flac` が直接使用されています。`Flac` 形式のほか、`WAV`、`Ogg`、`MP3`、および `MP4A` 形式も `AudioIOTensor` の自動ファイル形式検出でサポートされています。\n", "\n", "`AudioIOTensor` は遅延読み込みされるため、最初は形状、dtype、およびサンプルレートしか表示されません。`AudioIOTensor` の形状は `[samples, channels]` で表現され、読み込んだ音声クリップが `int16` 型の `28979` サンプルを含む Mono チャンネルであることを示します。" ] }, { "cell_type": "markdown", "metadata": { "id": "IF_kYz_o2DH4" }, "source": [ "音声クリップのコンテンツは、`to_tensor()` 経由で `AudioIOTensor` から `Tensor` に変換するか、スライスによって、必要に応じてのみ読み取られます。スライスは、特に大きな音声クリップのほんの一部のみが必要である場合に役立ちます。" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "execution": { "iopub.execute_input": "2021-02-13T02:54:14.780837Z", "iopub.status.busy": "2021-02-13T02:54:14.780137Z", "iopub.status.idle": "2021-02-13T02:54:15.095218Z", "shell.execute_reply": "2021-02-13T02:54:15.094627Z" }, "id": "wtM_ixN724xb" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "tf.Tensor([16 39 66 ... 56 81 83], shape=(28879,), dtype=int16)\n" ] } ], "source": [ "audio_slice = audio[100:]\n", "\n", "# remove last dimension\n", "audio_tensor = tf.squeeze(audio_slice, axis=[-1])\n", "\n", "print(audio_tensor)" ] }, { "cell_type": "markdown", "metadata": { "id": "IGnbXuVnSo8T" }, "source": [ "次のようにして、音声を再生できます。" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "execution": { "iopub.execute_input": "2021-02-13T02:54:15.099983Z", "iopub.status.busy": "2021-02-13T02:54:15.099287Z", "iopub.status.idle": "2021-02-13T02:54:15.114589Z", "shell.execute_reply": "2021-02-13T02:54:15.115096Z" }, "id": "0rLbVxuFSvVO" }, "outputs": [ { "data": { "text/html": [ "\n", " \n", " " ], "text/plain": [ "" ] }, "execution_count": 1, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from IPython.display import Audio\n", "\n", "Audio(audio_tensor.numpy(), rate=audio.rate.numpy())" ] }, { "cell_type": "markdown", "metadata": { "id": "fmt4cn304IbG" }, "source": [ "テンソルを浮動小数点数に変換して音声クリップをグラフに表示するとより便利です。" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "execution": { "iopub.execute_input": "2021-02-13T02:54:15.119994Z", "iopub.status.busy": "2021-02-13T02:54:15.119247Z", "iopub.status.idle": "2021-02-13T02:54:15.406350Z", "shell.execute_reply": "2021-02-13T02:54:15.406771Z" }, "id": "ZpwajOeR4UMU" }, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 1, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "\n", "\n", "tensor = tf.cast(audio_tensor, tf.float32) / 32768.0\n", "\n", "plt.figure()\n", "plt.plot(tensor.numpy())" ] }, { "cell_type": "markdown", "metadata": { "id": "86qE8BPl5rcA" }, "source": [ "### ノイズをトリムする\n", "\n", "音声からノイズを取り除く方が好ましい場合があります。これは、API `tfio.experimental.audio.trim` を使用して行います。API から戻されるのは、セグメントの `[start, stop]` 位置のペアです。" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "execution": { "iopub.execute_input": "2021-02-13T02:54:15.412278Z", "iopub.status.busy": "2021-02-13T02:54:15.411603Z", "iopub.status.idle": "2021-02-13T02:54:15.543398Z", "shell.execute_reply": "2021-02-13T02:54:15.542612Z" }, "id": "eEa0Z5U26Ep3" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "tf.Tensor([ 2398 23546], shape=(2,), dtype=int64)\n", "tf.Tensor(2398, shape=(), dtype=int64) tf.Tensor(23546, shape=(), dtype=int64)\n" ] }, { "data": { "text/plain": [ "[]" ] }, "execution_count": 1, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "position = tfio.experimental.audio.trim(tensor, axis=0, epsilon=0.1)\n", "print(position)\n", "\n", "start = position[0]\n", "stop = position[1]\n", "print(start, stop)\n", "\n", "processed = tensor[start:stop]\n", "\n", "plt.figure()\n", "plt.plot(processed.numpy())" ] }, { "cell_type": "markdown", "metadata": { "id": "ineBzDeu-lTh" }, "source": [ "### フェードインとフェードアウト\n", "\n", "音声エンジニアリングの有用なテクニックには、フェードという、音声信号を徐々に増加または減少させるものがあります。これは、`tfio.experimental.audio.fade` を使用して行います。`tfio.experimental.audio.fade` は、`linear`、`logarithmic`、または `exponential` などのさまざまな形状のフェードをサポートしています。" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "execution": { "iopub.execute_input": "2021-02-13T02:54:15.549004Z", "iopub.status.busy": "2021-02-13T02:54:15.548299Z", "iopub.status.idle": "2021-02-13T02:54:15.688747Z", "shell.execute_reply": "2021-02-13T02:54:15.689227Z" }, "id": "LfZo0XaaAaeM" }, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 1, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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fWY0uLxpv4nhTp3T0aN2x7eg5HDpdjKNnLtZYXlklMPCNFXh6dAdTB40KFVI5Vm/e6Y3KKoHZyw/gnqsT/NqOkY+0EMJQQ1skTFuEvwxOqrX8VKGtuWuZAVshmTrg60L6Pjq2vikuq8DJwhJM/363oW5CKo2b2uljZWYe/rH8AL7belzvoqimSgDBXsb7kvJKnC8pR0x4mGL7d3bC+deq2sOLRDSwhdWOsRGK7Vsppk7p6MnonW7UUlYpFB8rPr+oFI/M26b7DGF5RSWGnZFLbt54/Jxxx+l/8KstSHqm7vfU3DVhnr/5GNZmncY/V2bhqW934L656YoOEPfpH4eR+MxinCsuw9vL9jv9Lsql+2bzsRrPjcTUNXw9L/8cv5xj/mFrCXGhtAJh9cx7nj19oRRXz1yh6DaX7skFAAxMjsb4nq0V3bYvJn680fNKAU7Nq8/Fu/xr8llZJVDPxQRx/7dgp9PlSqWB5q7PBgC8tyILn649XKNlnmzn8cIa/2fknMdrizOQnn0W3z14td9lUIJ5Iw90ajMt/WAcfzjHzl6ueZWUc9qjLvTupDa6s+/NFQ/lX9CktYYRa5NKq8ufX+krbfk7eLbYu06Fc1YfwtajBSi8VI5R76zGfp171Zs74OsQ8Q+5aZ3D/PPVxqPVj9cfPKN5iue9FVk+v2fYrFV44tsdKpSmJqVOhmsO5Bu2FVllHcpVXlmlaJANkoKKsxq+O2sO5CMztwjv/rZfsbLUhbkDvo79IrllifJ2HCvA2eIybDp8Frd9vEG1UVCVtkanIRbqYs/J8/huq+/DMmjB2Ylo1/FCFLvprfv+iiyMfGc19pwsrNM+l+45hS83HKlOC8m/6yMOrfAChalz+Hqq2RmLKaXHy8uqHy/Yehx3X52AznFNdCyRZ1oMoqZkpfykQSdodzyMFZVVuP79P9AzvpnL92w5cg4AcOLcJXRq5fv35C9fbAEAJEY1AnD5OG887FsfH/l9BMKB3CKcKS5D36RIn8vjL3PX8HVsssuDQmnj4f9u07sIHlVUCew6XojdJ+pWy/Tkyw1H8FcFj8NFA/YQBS7X8CurBD5ZcwjnS2w1ezmoOxMkRTh/T7pyKPH75E3ANe+sxoQ5G/zbTh2ZuoZvnC4aTDUOf2QhBEbPXoMHhrTDeyuykFtYgl0vjar1tpTnfsGtqW3wwvUdUS9Y3XpPaYWtJgqoMwb8/PRjim7vw5UHMTglWpcaqDtyrF2xLw+vLMrAnpPnPb5HTuv6mv//4PesGlc68rsr6hjwlTwh+4Nr+CywiZo1vA2HzmLfqSI8Mm87svIuoMhFfresogpfbDiC56X7AEIITW9WCiGw5chZw94gTc/2PmXx+uIMxZviOvP1xiNImLYIBRfLAMCn/h6VVQIf/J6FA3Y3cOUmxPtO2U4c981Nx7gP1wGwDedg30hA9t9NtZf5YtFOfceaMnXAZ+Z36HQxxn24DmsO5GPNgXzc9rFvl8rzNh/D+oNnMOLtVUh8ZrFKpaxteUYexn24Hv/d5H/tXI1zxt9/3e/VNIkA8K/VhxTvbOfMf9YdAXA50HvTq1tuvVRSXom3lmZWB3QA+H1fHk4UXKruLbtsb67L9JBRT8y+MnnA5yq+VZwsuIQ//3uT09cyci5f+peUV9YaQfW2jzfgYL6tOe3Hq2t3lVdD9hnb/rwaTtuDXSrdG1ibdVqV7dZVsEM+3pt8urxOmTTGk5z3B4DQkCDpNc8njmKde3krxbQB/4dtJ/DTzpN6F4Np5OkFu1y+Nnr2GsyTLsU9BbFXF2doOh6Qv8133TVJ9FduUQme+W6X1w0Qdh1X58QjC5HuwMp/wx1e7E9uTfO8kya8cpt6xz/BVxuP1Fo3X4X5f/edOo+VmXmq/g0dmfam7aPfbNe7CMxApn23C5GN6+P1xRke1/0m/Rhu7xOvWln2nTpfnYYJ8vNGk5q9j+VUx+CUaKR50cv4+vf/UHVi8jPFtqC79WiBX9s5fLoY76/IwqCUKAC2e32/78urfn3699r070h79/LEM1pN6G7agM+Yo/vmpnu13vTvdyO/qBSPjkhRvAyvLc7AnNWHMKxDDADg338cxj0DEhHXtG5zyWqRWfalKaKzOZ2VotSQJEP/vhIAkBRta1t/sawSd/9nsyLbNjrTpnQY88e7vx1ATqHyNyLXS3PNrrCrUT7+zXZ8tvZwdesTX1Rp0KmrwodhBFxdcThLk+hNTqWUVpgjP+8NDviMudDv9RVet1TxlrMbrBsPn8VLP+3FsFmrcKLgEoQQ+HLDEWxy0puzskqgXLrHsPN4AV5cuEfR8vkrt6gU32+rOSZ/9ulizdIkvpAnUDfCYIZaTMUKcEqHMbdGvbsam6YPx7Gz6o+dcra4rFZ79sUPD0Sj+sGIj7SlH9LeXY0DeReQPXMMxn24TpPJ4n/cfhKPzNuOiX3aYlyPOPRo2wxEhNKKStQPqTle8R2fbMTh08UYmByNqMb1Afh2haClwku2ES/1nmdBVlJeiTBX4z8rhAM+Yx4oOZGGr679x+Ube32TmldPep/y3C+aBHvgcvrp641H8fXGoxjduSUqqwR+3ZuLTyel1lhXnst529ECDGkfjXrBQXXunao2OeDvzfHcY1cLHZ5fgp//OkDVsaFIiQ4FRJQGYDaAYACfCCFmOrxeH8BcAD0BnAFwqxAi2902U1NTRXq6dzfZnNHqEokxFpi6tG5SPVmJUQQHEQ6+dq1f2yCiLUKIVGev+Z3DJ6JgAB8AGA2gI4DbiKijw2qTAZwTQlwB4B0Ab/i7X8YY88eZC77fJFdbZZVQtfOfEjdtewPIEkIcEkKUAZgHYKzDOmMBfC49/h+A4aTS/INVVYJr94wxj84WGy/gA7bOf/9c6ftkO95QIuDHAbAfEOS4tMzpOkKICgCFAGoNxUdEU4gonYjS8/PrNmmE3GWdMcbcuWTQYaAB4M0lmao0uTVUs0whxBwhRKoQIjU6OrpO20iKboxHRyQrXDLGGNPOvpfTVOnApkTAPwGgjd3z1tIyp+sQUQiAJrDdvFWFGj0kGWNMC1mvjlateaYSAX8zgGQiSiSiUAATACx0WGchgLukx+MBrBBmGW+UMZU9Mtx2xTrai/FsWGDbNH04QlSckMfvLUs5+akAlgLIADBfCLGHiGYQ0Q3Sav8GEElEWQAeBzDN3/0yZlbjerSu8Tw+siGAmsMWyOPA6CVJmuP1zn41B5nr3rYpfn1sECYPSMRb47tg54sj8csjA/Gnbq30KGZAeeG6jogJD1N1H4p0vBJCLAaw2GHZC3aPSwDcrMS+vDWsQ0yN8UoYCxRPj26PrLyi6uF/I6Ueq/GRjbD1+Wsw7sN1WPbYYAQHES6UVqDz35ZqXsb2LcPx62ODEBxEmLv+8jg509I6IKVFOJ6/7nLL7IjYehiUEo0ftqs7XHnD0GBcNEiv2bq4++oE1fdh2p62n9yZiqRntZvBiJnT2mnDUFFZhc3Z5/DktzsU3/59AxPx8ZrDAIBZN3dF62YNEBMehh+nDkBZRRUulFYgPCwET6d1wIRebdCsUSh+f3JI9fsb19f2JzypfwIA4P7B7ZymHhqGOi/PDV1b4fH5yh8/x30HcsBXqaV6DYZqpaOkoCDCoJS6tfRhDAD+L6094po2QHxkI4zv2drzG+rgqVEdqh93bdMUfewmDg8NCULzRqGoFxyEB4a0Q7NGoaqUwRu9E5tj7j298ey1V+LFGzqhZZPLqQd5zJwburZC57gIp+8PCQ7CfQMTVSlbA+kGZ71g7wNmv6RIvDmuS/Xzj+7oqXi5fLH44YGa7Me0AR8ArnLx5WPMG11bN1V9H6EhQVj11BBMHXoF2umcl3cmPrIhnr22A96/rTsGpURXTwtoT25/8fx1Hd3WUtVqptFIusqRx+2X5xYID3N99fP5Pb1xS6/LjQvTOrdE19a2MWxim4Rhz0uj1CmsCx1baROrTB3wgzW4RGKB4abujn0B3dvy3AhcfUWUSqWpKT6yEZ4c1V6TS3pfBRNhyqB2iIlwfTNxYLLtODUIdd+UUK1meXJglwN+RIN6AIBQN61d5KuB+X/ph/cndgdw+UplxtjO1ScR2T1Xq3N1AgA3+vjd9Idpc/gAMLRDDP6xQp0uyswYbuoeh+wzxS6nvXtzfBc0aVAPg5KjEdGgHoa0j8akzzzPbiTfKA0EX9/XBxM/3qjKtsd5kcp6Y3wXPDoixeP9BLWmY2wonWjkrcuT1p9xM3SCfHLtndi8Vvmc9XdydmXjrzv7xWPG2M6Kb9cdU9fwu7Vpitt6t/G8IgtY4WEhWPBAf2x7/hqnr9+S2gajOrVEg9BgvHhDJwxpH4Nglabgc8WxmaXs3Vu7KbL9/u3UuRLZO2MUHhzSzuN69UOCkRDlOR2lVkpHzuHLk63Xr2Nwlkeblnu4/vrYoOo0TwM/O0I1dHL1c2sv7WOTqQM+EeH1m7p4XpEFrNimDUBETm9oupoY2tmPN9GLgFVXwiGZMaZLLLJnjsGfNLyU91VCZEM0DA1RNM2kVg1f7pV6scw2g9VzY67ELamtse/ltOp1QkOCPKZlerZtBgBo08x2DyClRTjmTu6Dx69JwfArY+pUtruvTsCCB/ph1VNDq5dFSt9VfyewrwtTp3SY+Y1w8kPc89KoWjlYe/LPbMbYTuiXFImfd+YgPCwEryzKAKBCiwmHOBfrJh9eV/+7vx/Gf7Rese3Nm9JPsW3J1Ar4cj5eHmsstkkD/LlfAgDgg4k9EBNRH70SbKmbT9cedrmdqcOuwPVdY5EU3bh6WZMG9fDw8GTsPVm3SVKSohujZ3zzGsuaNQrFmeIyza80AZPX8PU0eYB6N3mYzZvjuuCKmPDq59/e3w8T+7R1evlsr2F92+tju8UhuUU4HrsmBX0Sbc0hO7WKULzFhBzo/n5zV7w8thOeHNVe0e0DQGpCc88r+SAmXPl7GErH+wekdNMTI9sjKaoR7pJ6/dr3Qh7TJbY62HsSHEQ1gr09x6s0bzkL6S9e3wmJUY3QtnnDOm3TH1zDV0n/dpH49x+uaxPMP1dfEVmjWR0A9Epo7tWPe96Ufvhldw6aSK05AKBpQ9vjbm2aKlrOPonNq0NFcBCqa55Gp8ZIjZP6J+CrjUcV297TaR3wdJqtH8OKJ4egorIKf+6X4DJoA8BDQ9thf+4Fn/fVQroq87UHf6P6tSsfA5KjanSe0xIHfIXFNW2AEwWX9C6G6ZHTupN3EqMa4cEhV9RY1qZ5Q/z81wFIaRHu4l11M7FPWyzbmwtAn5ytkSS3CEf2zDF+T1D0zq1dcbqodguckOAgXBHjOtgDNTu6+SKqcX1senY4osPrI/EZ73vwD21/OeU486ar0KmVevPVesMSKZ1bUtXpJcn0o0bs7BzXxG3zuxVPDPZ5m0FEqJCaf9RTcRREK7mxe2vcNyhJ8/3GRISBiHBnv3gM9qIX/64XR6Jpw8uNCSb0bourWnPAV92b47vi4eHaTopi5cqcPN6Kmp4ZfaXq+3DkLlXgShARUlrarhpim6g7EqJS0jrxMMzuzBjbGZ/f0xtPubgXM7R9ND6Y2APhYfWcvq4n66R0NB5+Xwhb0BfCNuxpkwb18IQKg28ZSYeW4egZ3wxju7XCf9ZlK7792RO6oV9SpNten2qLlFpYeKtrmyYY1akFBqdEo7vU7M/I3hrfBTenatM+/J6rEzH6qpa42cvWRd892N+PRJ7yHhp6BTq1isBbSzORGt8Mf7u+E1btz0ffpEiPvY71YpmAHx+p3zglE/u0RVi9YNMH/MevScHITi2x83iBKtsf203/duu+3Mz85M5UtG5ma4nRM974wR4Aru+q3bj1T49u79N9jR4GPGEOaR+DIXZ5+qEd6tZeXyuWSOkAwE09tAkWchM8+++xVW7WyZ10zPx5fWm8kqjxYGgzxnbCggf8az+vZdvwICJTf1eMyDIBX+uBqQhUnUVy9xtKjmmMf97eQ5tCaUTpoDGuR2vD9Gvwpb271qHszn4JtTr5+ErLAGwL+JrtjsFCKR2tyEGeCOib1BwbDp11+yNKaRHu9zgdRtOhpbJNG98Yd5Wq83z6YtbNXbFoZ47exVCNFgE4OIhQWSVA8K4idu+AREzs01b9glmAMX5FJiI36wsOInxyVy8seXSgKp1YjIyIcE3HFoptz0iX/WE+nJz1Gu744WFX4Jspfev0Xi3K/PqNV6FVkzCvW7I9MbJ9nVpIsdq4hq+wmTddhVUH8tG/XRSCgwgdWlpnEhb7369QsFWUgeK9T/Qq9uMjlR+6QUm39GpTq5e0K80bhRq2xUsgslQNf+HUq1XZbnzk5TExosPr45nRV/qUx67rOB1G09CuG3mVQh/pmyl9DTkxiDeMXOyIsJBaqcRX/qTt2OyyKBdzD7xwXUcse2yQxqUxN0sF/C4qTVlnn3LwZlzwGukOAwcFX7w1vgv62c3H6u/IiK2bNcCm6cNrzPEaaPQYDdFbztKMtxssT57SIjygJqIJBJYK+GqR432j0GC33efXPzMM6c+NQJ9EZUc21FsQATentqlRE/d3Ptg/nh6GmPDA6JnqSkiQcX9eBCBOGve9eplOlySVVVW67NeKjPuNDBBRjUPxf9KATJ5+MLFNGiCqcf0anX4JmncCVkwraagAZ8V/eHgyfnlE4XHlA4yB4z2ICF/f2wfvT+xe48pMDwH69Q9IfNPWT+nPXYPCS+UATJOd8dqKJ4egw/NLnE4WHxxEuDLWOjesnYkw4FgqMoJtMLDrurTCsA4xyC8q1a0sYSHBAMprLZcnJ2fK4SOqBLmK4mXEt79JS0QBW8OX710MTFZuTtVrOrbwOIGJ0Y3pEosPJhq7M539ObphaAjiI/ULBV/d1we/7MrBkj2nsPvEebxwXUeUVlShq8JzEzAO+IqQA7i3NXz7sdwn9Y/HueLatZtAEBoShGWPDaoeL0YJQ9vHBHwnm24qNQ5QlnGuR9tFN8bUYcn4c98ErMjMxY3deThztRg4yxg4Lveu9e5HJK82eUAiesY3R/PGtSfgDhTJLcK5nbSDewcaYxgId4zYZLRJw3oc7FXGNXwFyBkZb1vhOaZwjDgKoCtJ0Y3wjwndsf1Ygd5FMSyj9Bt4/JoU9GsX6fXww8z8OOD74QZpKFl53sopg9r59H5jhAXfJEU1Que4Jugcp+/MPcyzh4cno7zSeZPHQPzuMf9xSscPck/F+iHByJ45Bg8M8S3gB+K9WrVrrwapHLv1dFoHzKvjWDVaczyc43u2RsPQYEwfo/2MYUx/lqvh//zXAbjuvT8U2VYgBCcljekSi2lpdZsE2kx8PbEbxY4XRqJxWAj+fnNXvYvCdGK5Gn7nuCaG+cEG2vnig4k90Ka5ci1ymPrsr8iaNKxn6OEemPosF/CVFKjt57VUP4S/YowZhV+/RiJqTkTLiOiA9H+t5iZE1I2I1hPRHiLaSUS3+rNPpq7JAxLx3YP9FdvepukjsOW5EV6vzydRZXF9ntnzt/o1DcByIUQygOXSc0cXAdwphOgEIA3Au0TU1M/9GoIZc/ixTcLQRcEWOE0a1OMRDxkzCH8D/lgAn0uPPwfwJ8cVhBD7hRAHpMcnAeQBiPZzvwEtTOqoZNQhBPRqRz4wOQojOyk3UxYzZ6WE1Z2/Ab+FEEKe4PMUALe/ViLqDSAUwEEXr08honQiSs/Pz/ezaMY1oVcbPDWqPR4ceoXeRakliAjBQYQfH7oaSdGex/ZXSlTjUHwxuY/LyTAYY/7z2CyTiH4D0NLJS9PtnwghBBG5zMASUSyALwDcJYRw2htECDEHwBwASE1NNXw294k6TiVXLzgIDxkw2AOXa4Rd2zRFeH3Ltdo1HaP0+mXG4PEXLYRweceNiHKJKFYIkSMF9DwX60UAWARguhBiQ51LqxClfgLR4earjdaYl9busb8jF17XJRYnCy5h69ECp6/zzVp1jVRwUnkWuPxN6SwEcJf0+C4APzquQEShAL4HMFcI8T8/92d6X9/XR9f929cInxzZHuH1Q7DnpVH48SH/5gN+f2IPpHV2dqHI1Lbx2eF4b2J3vYvBDMDfa/aZAOYT0WQARwDcAgBElArgfiHEvdKyQQAiiWiS9L5JQojtfu7bVD66oyeKSsprDJ2sB/t+OYNSorHrpVGKbdtstfisV0cjiAhJzy7WuyhutYgI7KkimXL8CvhCiDMAhjtZng7gXunxlwC+9Gc/evjn7T3w4FdbNdufXPtdd/C0Zvt0SqecbyCmmkPczF/MmBHxN9aFAIw/itCv571Vjzhj2uGA70Ig1jiVoGZKyWQZHcYCDgd8VoOaJzp3OXwe04sx9XHAZzVEhNXTfJ88Pjtj2rBkzxrvarHWrHJee5V6TSc7tAwHAMye0A3Xd2lV3bpl74w01fbJGLvMkjX8Cb3aelzHsjl8FT/40A4xWPHEYIztFocgzuEwpjlL1vD9ncTjgSHt0C8pUqHSWEtSdGO9i6CaJY8ORGUV35pmxmXJGr4rUwYlebXeiCtjMChFnQE/u7Ruqsp2mfo6tIxAp1Y8uTszLkvW8F1JjW9mG7kNnjL46qUjGltowLLZE7pZ6vMypjf+tUnCw2oeCh5lUH1ju8XpXQTGLIVTOpKx3Vp53TGIzwWMsUDEAV8SEuT9odAz3j88PFnHvTNn2rcIx03d+WqFGR8HfMnjI1NqPDdqJf7xa1I8r1RHX07Wd2jmQLX0sUF4+9ZueheDMY844AOY1D8BEWH1vB6+16z5/QHJUXoXgTGmIssG/AUP9MdTo2xTFDZtqP1wAowxpjXLttLpGd8M3do0RURYCG6Vet4OaX+5bb27SrwZ6/cv/6mz3kVgjKnMsjV8AAgOIvy5XwJCQ2yHIaxeMAZKaQ23Ad+EEb+7n3PWMsaMz9IB31vfP9hf0/2ltNB++AEznsQYYzVxwPdC97bNajxv0kDdnP/ihwfivdt40mnGmLIsm8P3xHHmp/l/6YeFO07gxu5xiI9spOq+Q4KD0NZhgLcZYzuhh8OJR0kx4TzRNWNmxwHfFYcUR+/E5uid2FyfsgC4s1+CatveNH04osPrq7Z9xpgxcEqHIaoRB3vGrIADvitSJyy9bmZqOao6T0bCmDVwwHdBDvTXdWmly/6Ft91+GWPMS5zDdyGICOnPjVC9RQ5jjGmFA74LAkBUY/Pntif1T9C7CIwxjXDANygtEjrZM8dw6ogxC+EcvgtmvY3ZN6lm01KzjvzJGKuNA74Ds1d4E6PU7TTGGDMuDvgGZfYTD2NMexzwDSoijG+vMMaUxQHfBb1T28ktwvHZpF4qbJlz9oxZFQd8AxvaIcbp8s8m9cJfBiVVP//q3j547cartCoWYyxAcd7AwR194/FH1mm0bxmud1FcGtohBkM7xKBtZEO0i26MvkmRuPoKYGKftkiYtsjte/W+cmGM6cevgE9EzQF8AyABQDaAW4QQ51ysGwFgL4AfhBBT/dmvmtI6t0T2zDF6F8Mrt/eJ17sIjLEA4m9KZxqA5UKIZADLpeeuvAxgtZ/7Y4wxVkf+pnTGAhgiPf4cwEoATzuuREQ9AbQAsARAqp/7ZF5IadEY114VizUHTmPLkcsXXVfGRuCnqQOQmVukY+kYY3rwN+C3EELkSI9PwRbUayCiIACzANwBYISf+2Ne+vWxwQCAR0ekYNyH69C+ZThu79MWHWMjQES4qnUTnUvIGNOax4BPRL8BaOnkpen2T4QQgoicdRd6EMBiIcRxT934iWgKgCkA0LZtW09FY15a8IC2k7AzxozJY8AXQrislRNRLhHFCiFyiCgWQJ6T1foBGEhEDwJoDCCUiC4IIWrl+4UQcwDMAYDU1FTua8oYYwryN6WzEMBdAGZK///ouIIQ4nb5MRFNApDqLNgz537+6wBsPeq04ZNTO18cqWJpGGOBzN+APxPAfCKaDOAIgFsAgIhSAdwvhLjXz+1bXue4Jugc532+PSKMJ2xhjDlHRh0PPTU1VaSnp+tdDMYYCyhEtEUI4bQ1JA+twBhjFsEBnzHGLIIDPmOMWQQHfMYYswgO+IwxZhEc8BljzCI44DPGmEUYth0+EeXD1pmrrqIAnFaoOGbEx8c9Pj7u8fFxT8/jEy+EiHb2gmEDvr+IKN1V5wPGx8cTPj7u8fFxz6jHh1M6jDFmERzwGWPMIswc8OfoXQCD4+PjHh8f9/j4uGfI42PaHD5jjLGazFzDZ4wxZocDPmOMWYTpAj4RpRFRJhFlEZGlZtYiomwi2kVE24koXVrWnIiWEdEB6f9m0nIion9Ix2knEfWw285d0voHiOguvT6Pv4joUyLKI6LddssUOx5E1FM63lnSe91P2mwwLo7Pi0R0QvoObSeia+1ee0b6rJlENMpuudPfHBElEtFGafk3RBSq3afzHxG1IaLfiWgvEe0hokek5YH7HRJCmOYfgGAABwEkAQgFsANAR73LpeHnzwYQ5bDsTQDTpMfTALwhPb4WwC8ACEBfABul5c0BHJL+byY9bqb3Z6vj8RgEoAeA3WocDwCbpHVJeu9ovT+zAsfnRQBPOlm3o/R7qg8gUfqdBbv7zQGYD2CC9PgjAA/o/Zl9PD6xAHpIj8MB7JeOQ8B+h8xWw+8NIEsIcUgIUQZgHoCxOpdJb2MBfC49/hzAn+yWzxU2GwA0lSaiHwVgmRDirBDiHIBlANI0LrMihBCrAZx1WKzI8ZBeixBCbBC2X+5cu20FBBfHx5WxAOYJIUqFEIcBZMH2e3P6m5NqqsMA/E96v/2xDghCiBwhxFbpcRGADABxCODvkNkCfhyAY3bPj0vLrEIA+JWIthDRFGlZCyFEjvT4FIAW0mNXx8rsx1Cp4xEnPXZcbgZTpZTEp3K6Ar4fn0gABUKICoflAYmIEgB0B7ARAfwdMlvAt7oBQogeAEYDeIiIBtm/KNUiuB2uhI+HUx8CaAegG4AcALN0LY0BEFFjAAsAPCqEOG//WqB9h8wW8E8AaGP3vLW0zBKEECek//MAfA/b5XaudOkI6f88aXVXx8rsx1Cp43FCeuy4PKAJIXKFEJVCiCoAH8P2HQJ8Pz5nYEtphDgsDyhEVA+2YP+VEOI7aXHAfofMFvA3A0iWWgeEApgAYKHOZdIEETUionD5MYCRAHbD9vnlVgF3AfhRerwQwJ1Sy4K+AAqly9SlAEYSUTPpcn6ktMwsFDke0mvniaivlK++025bAUsOZJIbYfsOAbbjM4GI6hNRIoBk2G44Ov3NSTXf3wGMl95vf6wDgvR3/TeADCHE23YvBe53SO874Ur/g+1O+X7YWg5M17s8Gn7uJNhaSOwAsEf+7LDlUpcDOADgNwDNpeUE4APpOO0CkGq3rXtguymXBeBuvT+bH8fkv7ClJcphy49OVvJ4AEiFLSAeBPA+pJ7rgfLPxfH5Qvr8O2ELYLF260+XPmsm7FqTuPrNSd/JTdJx+xZAfb0/s4/HZwBs6ZqdALZL/64N5O8QD63AGGMWYbaUDmOMMRc44DPGmEVwwGeMMYvggM8YYxbBAZ8xxiyCAz5jjFkEB3zGGLOI/wftObiFUzzI3gAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fade = tfio.experimental.audio.fade(\n", " processed, fade_in=1000, fade_out=2000, mode=\"logarithmic\")\n", "\n", "plt.figure()\n", "plt.plot(fade.numpy())" ] }, { "cell_type": "markdown", "metadata": { "id": "7rhLvOSZB0k0" }, "source": [ "### スペクトログラム\n", "\n", "多くの場合、高度な音声処理は、時間の経過に伴う周波数の変化に対応します。`tensorflow-io` では、`tfio.experimental.audio.spectrogram` を使って波形を変換することができます。" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "execution": { "iopub.execute_input": "2021-02-13T02:54:15.695406Z", "iopub.status.busy": "2021-02-13T02:54:15.694622Z", "iopub.status.idle": "2021-02-13T02:54:16.158953Z", "shell.execute_reply": "2021-02-13T02:54:16.159444Z" }, "id": "UyFMBK-LDDnN" }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 1, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Convert to spectrogram\n", "spectrogram = tfio.experimental.audio.spectrogram(\n", " fade, nfft=512, window=512, stride=256)\n", "\n", "plt.figure()\n", "plt.imshow(tf.math.log(spectrogram).numpy())" ] }, { "cell_type": "markdown", "metadata": { "id": "pZ92HnbJGHBS" }, "source": [ "異なるスケールへの追加の変換も可能です。" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "execution": { "iopub.execute_input": "2021-02-13T02:54:16.165561Z", "iopub.status.busy": "2021-02-13T02:54:16.164916Z", "iopub.status.idle": "2021-02-13T02:54:17.078141Z", "shell.execute_reply": "2021-02-13T02:54:17.078544Z" }, "id": "ZgyedQdxGM2y" }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 1, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Convert to mel-spectrogram\n", "mel_spectrogram = tfio.experimental.audio.melscale(\n", " spectrogram, rate=16000, mels=128, fmin=0, fmax=8000)\n", "\n", "\n", "plt.figure()\n", "plt.imshow(tf.math.log(mel_spectrogram).numpy())\n", "\n", "# Convert to db scale mel-spectrogram\n", "dbscale_mel_spectrogram = tfio.experimental.audio.dbscale(\n", " mel_spectrogram, top_db=80)\n", "\n", "plt.figure()\n", "plt.imshow(dbscale_mel_spectrogram.numpy())" ] }, { "cell_type": "markdown", "metadata": { "id": "nXd776xNIr_I" }, "source": [ "### SpecAugment\n", "\n", "上述したデータの準備と拡張 API のほか、`tensorflow-io` パッケージには、高度なスペクトログラムの拡張、特に [SpecAugment: A Simple Data Augmentation Method for Automatic Speech Recognition(Park et al., 2019)](https://arxiv.org/pdf/1904.08779.pdf)で論じられている周波数と時間のマスキングも含まれています。" ] }, { "cell_type": "markdown", "metadata": { "id": "dajm7k-2J5l7" }, "source": [ "#### 周波数マスキング\n", "\n", "周波数マスキングでは、周波数チャンネルの `[f0, f0 + f)` がマスクされます。`f` は、`0` から周波数マスクパラメータ `F` までの一様分布から選択され、`f0` は、`(0, ν − f)` から選択されます。この `ν` は、周波数チャンネル数です。" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "execution": { "iopub.execute_input": "2021-02-13T02:54:17.083928Z", "iopub.status.busy": "2021-02-13T02:54:17.083213Z", "iopub.status.idle": "2021-02-13T02:54:17.274395Z", "shell.execute_reply": "2021-02-13T02:54:17.274814Z" }, "id": "kLEdfkkoK27A" }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 1, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Freq masking\n", "freq_mask = tfio.experimental.audio.freq_mask(dbscale_mel_spectrogram, param=10)\n", "\n", "plt.figure()\n", "plt.imshow(freq_mask.numpy())" ] }, { "cell_type": "markdown", "metadata": { "id": "_luycpCWLe5l" }, "source": [ "#### 時間マスキング\n", "\n", "時間マスキングでは、`t` 個の連続した時間ステップ `[t0, t0 + t)` がマスクされます。`t` は、`0` から時間マスクパラメータ `T` までの一様分布から選択され、`t0` は、`[0, τ − t)` から選択されます。この `τ` は時間ステップ数です。" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "execution": { "iopub.execute_input": "2021-02-13T02:54:17.279784Z", "iopub.status.busy": "2021-02-13T02:54:17.278945Z", "iopub.status.idle": "2021-02-13T02:54:17.467688Z", "shell.execute_reply": "2021-02-13T02:54:17.468081Z" }, "id": "G1ie8J3wMMEI" }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 1, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Time masking\n", "time_mask = tfio.experimental.audio.time_mask(dbscale_mel_spectrogram, param=10)\n", "\n", "plt.figure()\n", "plt.imshow(time_mask.numpy())" ] } ], "metadata": { "colab": { "collapsed_sections": [ "Tce3stUlHN0L" ], "name": "audio.ipynb", "toc_visible": true }, "kernelspec": { "display_name": "Python 3", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.9" } }, "nbformat": 4, "nbformat_minor": 0 }