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watanabe3tipapa/fast-whisper_ty.ipynb

Created July 13, 2023 08:11
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"cells": [
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"metadata": {
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"colab_type": "text"
},
"source": [
"<a href=\"https://colab.research.google.com/gist/watanabe3tipapa/f2a6bde921bb25b33dd9b5a60f9dbf25/fast-whisper_ty.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
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},
{
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"source": [
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],
"metadata": {
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}
},
{
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"source": [
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],
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],
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},
"id": "F_npWb2qVlca",
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},
"execution_count": null,
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{
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"name": "stdout",
"text": [
"Collecting faster-whisper\n",
" Downloading faster_whisper-0.6.0-py3-none-any.whl (1.5 MB)\n",
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"\u001b[?25hCollecting av==10.* (from faster-whisper)\n",
" Downloading av-10.0.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (31.0 MB)\n",
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"\u001b[?25hCollecting tokenizers==0.13.* (from faster-whisper)\n",
" Downloading tokenizers-0.13.3-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (7.8 MB)\n",
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]
}
]
},
{
"cell_type": "markdown",
"source": [
"## 山下達郎”さよなら夏の日”のyoutube動画から歌詞を抽出する試み"
],
"metadata": {
"id": "N4yGcf_SP-gI"
}
},
{
"cell_type": "markdown",
"source": [
"楽曲URL\n",
"https://youtu.be/_paXh_LgwmM"
],
"metadata": {
"id": "BSccy9EqQQTi"
}
},
{
"cell_type": "markdown",
"source": [
"### ダウンロードします"
],
"metadata": {
"id": "uStGr7b9RARG"
}
},
{
"cell_type": "code",
"source": [
"!yt-dlp -x --audio-format mp3 https://youtu.be/_paXh_LgwmM -o audio.mp3"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "DlK6qdF8V-h4",
"outputId": "c8828ca2-4d58-4b63-b59d-ea1a6fad89be"
},
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"[youtube] Extracting URL: https://youtu.be/_paXh_LgwmM\n",
"[youtube] _paXh_LgwmM: Downloading webpage\n",
"[youtube] _paXh_LgwmM: Downloading ios player API JSON\n",
"[youtube] _paXh_LgwmM: Downloading android player API JSON\n",
"[youtube] _paXh_LgwmM: Downloading m3u8 information\n",
"[info] _paXh_LgwmM: Downloading 1 format(s): 251\n",
"[download] Destination: audio.webm\n",
"\u001b[K[download] 100% of 4.43MiB in \u001b[1;37m00:00:00\u001b[0m at \u001b[0;32m46.00MiB/s\u001b[0m\n",
"[ExtractAudio] Destination: audio.mp3\n",
"Deleting original file audio.webm (pass -k to keep)\n"
]
}
]
},
{
"cell_type": "markdown",
"source": [
"### 歌詞を抽出します"
],
"metadata": {
"id": "ee9daOYYRJ0u"
}
},
{
"cell_type": "code",
"source": [
"from faster_whisper import WhisperModel\n",
"\n",
"model_size = \"large-v2\"\n",
"\n",
"model = WhisperModel(model_size, device=\"cuda\", compute_type=\"float16\")\n",
"segments, info = model.transcribe(\"audio.mp3\", beam_size=5)\n",
"\n",
"print(\"Detected language '%s' with probability %f\" % (info.language, info.language_probability))\n",
"\n",
"for segment in segments:\n",
" print(\"[%.2fs -> %.2fs] %s\" % (segment.start, segment.end, segment.text))"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 440,
"referenced_widgets": [
"2acd48f411b5483bb94c11058f1f82c0",
"1cac63797b304e42978e4016f4f533e3",
"e695bc7c993f4515b621c52bb2373353",
"2e752dd882944bd3988f1736889eefd2",
"8276260b8bdf4b09b30e109f197136ff",
"2367dcc5c96a4467ab5974da6b5573fe",
"3caed6f38b3748f1b657b566cf3cf8cc",
"5f2d9c69a24c4d6fb83d1216a7fb89de",
"d4dd0feeb2df4bf09b4ccf4e0bed7950",
"78537af35aa944ecbb301949df66179d",
"2d2e41e646fd4d7a881bdb04612b3cdc",
"aa42fbd42ec347d2a59c733369829b6f",
"8cb83ff5ec464f5eab1e98c701c75796",
"c83f93e90a1443768dba9cf2bc066e86",
"f2328f74ba7b4e7a9134433dc4e38fe3",
"804ce473b59e48a48a1067968587fe1d",
"b8f5a80013214153ab08416d327d211f",
"b7732dd968a64a2d81609b88841480b7",
"11ddb8b84d164044964164737496cb8a",
"1fa2c3ce30ff467eb9892c6bf075e49e",
"cd9a816ab7bf49fa8423e1cbec82e51f",
"de5b9ce0ab60450da9f192f2a1fae105",
"616a5f7805a4448aa592c9db1d41a8e1",
"19fbba0b18c94d74b0d8fa85dc6d2b8c",
"10a3aa580e5b46f6890b467c9817b8c8",
"a94d44a1f94a4af3a77b1a64bac35fd6",
"00e86722a0f64234a6f243da543a6cbb",
"6427c2909627484e817f5d0f84e31292",
"9c94d66aa26f4c09bb88843cb73027f3",
"cfb3d71ea6e7423ab79aa67516e0f9f8",
"fea9bca032cd467185e8934409cfa036",
"404970ccb5ca492b90d478dd6b351747",
"b550c8e8170f48b4b96c6991eaa2670a",
"e2138a87b8224174bd4e318d18116028",
"6f36942162ee44d9942b5731319db001",
"6c51e00b59d943f1a2813637aa0c10f9",
"e59137db0e74441daaa62a440daea626",
"95ba4d7efb0b47a7b13a406b9d1e1c4e",
"e90ee39addce4337b4116c8342f8638e",
"c2cacaea5bd84e928f54b494e54b093b",
"426884b6bb5c46dd8225eeb5721ad05e",
"6d7a7c3b135045c9967a0da2ff292925",
"2f19167d20f44a89b4f24cefc30384f7",
"ee88acfb507e4cbaa1c6b383b5258575"
]
},
"id": "iMru2eZyVqZw",
"outputId": "7b827ac3-c04e-44ec-9fba-8a393e4bd544"
},
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"Downloading model.bin: 0%| | 0.00/3.09G [00:00<?, ?B/s]"
],
"application/vnd.jupyter.widget-view+json": {
"version_major": 2,
"version_minor": 0,
"model_id": "2acd48f411b5483bb94c11058f1f82c0"
}
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"Downloading (…)08837e8b/config.json: 0%| | 0.00/2.80k [00:00<?, ?B/s]"
],
"application/vnd.jupyter.widget-view+json": {
"version_major": 2,
"version_minor": 0,
"model_id": "aa42fbd42ec347d2a59c733369829b6f"
}
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"Downloading (…)37e8b/vocabulary.txt: 0%| | 0.00/460k [00:00<?, ?B/s]"
],
"application/vnd.jupyter.widget-view+json": {
"version_major": 2,
"version_minor": 0,
"model_id": "616a5f7805a4448aa592c9db1d41a8e1"
}
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"Downloading (…)37e8b/tokenizer.json: 0%| | 0.00/2.20M [00:00<?, ?B/s]"
],
"application/vnd.jupyter.widget-view+json": {
"version_major": 2,
"version_minor": 0,
"model_id": "e2138a87b8224174bd4e318d18116028"
}
},
"metadata": {}
},
{
"output_type": "stream",
"name": "stdout",
"text": [
"Detected language 'ja' with probability 0.852051\n",
"[0.00s -> 21.00s] 波打つ夕立のプール しぶきをあげて\n",
"[21.00s -> 35.00s] 一番素敵な季節が もうすぐ終わる\n",
"[35.00s -> 47.00s] 時が止まればいい 僕の肩でつぶやく君\n",
"[47.00s -> 64.00s] 見てた さよなら夏の日 いつまでも忘れないよ\n",
"[64.00s -> 81.00s] 雨に濡れながら 僕らは大人になってゆくよ\n",
"[82.00s -> 98.00s] 瞳に君を焼きつけた 尽きせぬ想い\n",
"[98.00s -> 112.00s] 明日になればもう ここには僕らはいない\n",
"[112.00s -> 127.00s] めぐるすべてのもの 急ぎ足で変わってゆくけれど\n",
"[127.00s -> 141.00s] 君を愛してる 世界中の誰よりも\n",
"[141.00s -> 155.00s] 言葉じゃ言えない もどかしさ伝えたいよ\n",
"[155.00s -> 177.00s] 今も ほら最後の虹が出たよ 空を裸足のまま駆けてゆく\n",
"[177.00s -> 201.00s] どうぞ変わらないで どんな未来訪れたとしても\n",
"[202.00s -> 216.00s] さよなら夏の日 いつまでも忘れないよ\n",
"[216.00s -> 230.00s] 雨に濡れながら 僕らは大人になってゆくよ\n",
"[230.00s -> 249.00s] さよなら夏の日 僕らは大人になってゆくよ\n",
"[260.00s -> 275.00s] サブタイトル キミノミヤ\n"
]
}
]
},
{
"cell_type": "code",
"source": [
"from faster_whisper import WhisperModel\n",
"\n",
"model_size = \"large-v2\"\n",
"\n",
"model = WhisperModel(model_size, device=\"cuda\", compute_type=\"float16\")\n",
"segments, info = model.transcribe(\"audio.mp3\", beam_size=5)\n",
"\n",
"for segment in segments:\n",
" print(segment.text)"
],
"metadata": {
"id": "qo_390_CZ-rV",
"colab": {
"base_uri": "https://localhost:8080/"
},
"outputId": "2fbf3cbf-feaf-46d4-8b62-a04d34aae66c"
},
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"波打つ夕立のプール しぶきをあげて\n",
"一番素敵な季節が もうすぐ終わる\n",
"時が止まればいい 僕の肩でつぶやく君\n",
"見てた さよなら夏の日 いつまでも忘れないよ\n",
"雨に濡れながら 僕らは大人になってゆくよ\n",
"瞳に君を焼きつけた 尽きせぬ想い\n",
"明日になればもう ここには僕らはいない\n",
"めぐるすべてのもの 急ぎ足で変わってゆくけれど\n",
"君を愛してる 世界中の誰よりも\n",
"言葉じゃ言えない もどかしさ伝えたいよ\n",
"今も ほら最後の虹が出たよ 空を裸足のまま駆けてゆく\n",
"どうぞ変わらないで どんな未来訪れたとしても\n",
"さよなら夏の日 いつまでも忘れないよ\n",
"雨に濡れながら 僕らは大人になってゆくよ\n",
"さよなら夏の日 僕らは大人になってゆくよ\n",
"サブタイトル キミノミヤ\n"
]
}
]
},
{
"cell_type": "markdown",
"source": [
"「サブタイトルキミノミヤ」はご愛嬌ということで。"
],
"metadata": {
"id": "2Na2E-s7Snxq"
}
}
]
}
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