{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Transcribe long audio" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "\n", "This tutorial is available as an IPython notebook at [malaya-speech/example/transcribe-long-audio](https://github.com/huseinzol05/malaya-speech/tree/master/example/transcribe-long-audio).\n", " \n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "\n", "This module is not language independent, so it not save to use on different languages. Pretrained models trained on hyperlocal languages.\n", " \n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "\n", "This is an application of malaya-speech Pipeline, read more about malaya-speech Pipeline at [malaya-speech/example/pipeline](https://github.com/huseinzol05/malaya-speech/tree/master/example/pipeline).\n", " \n", "
" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import malaya_speech\n", "import numpy as np\n", "from malaya_speech import Pipeline" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let say you want to transcribe a very long audio file, example," ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "from pydub import AudioSegment\n", "import numpy as np\n", "\n", "sr = 16000\n", "sound = AudioSegment.from_file('speech/video/70_Peratus_Gaji_Rakyat_Malaysia_Dibelanjakan_Untuk_Barang_Keperluan.mp3')\n", "samples = sound.set_frame_rate(sr).set_channels(1).get_array_of_samples()" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "samples = np.array(samples)\n", "samples = malaya_speech.utils.astype.int_to_float(samples)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "110.106125" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "len(samples) / sr" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "110 seconds." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", " \n", " " ], "text/plain": [ "" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import IPython.display as ipd\n", "\n", "# just load first 15 seconds\n", "ipd.Audio(samples[:sr * 15], rate = sr)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's we try feed into Malaya-Speech ASR model." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Load RNNT model\n", "\n", "Read more about RNNT Speech-to-Text at https://malaya-speech.readthedocs.io/en/latest/load-stt-transducer-model.html" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "model = malaya_speech.stt.deep_transducer(model = 'conformer')" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "'hampir 70 peratus pendapatan bulan anak rakyat negara ini dibelanjakan untuk barang keperluan perumahan dan pengangkutan laporan bank dunia itu juga semakin rendah pendapatan rakyat semakin banyak dibelanjakan mereka untuk makanan ia secara langsung jadikan mereka paling terkesan apabila berlaku kenalkan harga barang untuk golongan kaya pula lagi tinggi pendapatan semakin banyak mereka menghabiskan masa lapang dengan melancong dan ke kelab kelab rekreasi namun yang turut perlu diberi perhatian dalam laporan itu ialah pendapatan rakyat malaysia yang statik ketika kos sara hidup meningkat polis kelantan menasihatkan penduduk negeri tersebut wazpad menghadapi gelombang kedua banjir yang dijangka berlaku 25 dan 26 haribulan ini prometer utamanya yang mempunyai anak kecil agama dan wanita hamil minta sentiasa bersiap sedia tidak akan berpindah kepada bila bila masa manakala di kota tinggi johor lebih 700 penduduk berlindung di lima pusat pemindahan di daerah itu benchanam itu juga telah meragut nyawa pertama di daerah berkenaan selepas seorang lelaki ditemui mati lemas di percaya kibat terjerit sabah kancah kerana program imunisasi tambahan secara besar besaran selepas seorang bayi di tuaran disahkan dijangkiti polio juga merupakan kes pertama di negara ini selepas 27 tahun disahkan bebas daripada faris tersebut salah satu ikon kl itu taman tan siti wangsa akan dibuka semula ahad ini selepas dinaiktaraf dengan kos hampir 100 juta ringgit dan filem jumaji dan slimelmencatat kutipan 15 juta ringgit hanya selepas empat hari ditahankan di malaysia'" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "model(samples, decoder = 'greedy')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As you can see, the output is not really good. The reason why here, we only trained samples less than 20 seconds to reduce memory consumption, so to solve this long problem, we need to split the sample using VAD, can read more at https://malaya-speech.readthedocs.io/en/latest/split-utterances.html" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Initate pipeline" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "WARNING:root:Load quantized model will cause accuracy drop.\n" ] } ], "source": [ "vad = malaya_speech.vad.deep_model(model = 'vggvox-v2', quantized = True)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "p = Pipeline()\n", "\n", "frame = (\n", " p.map(malaya_speech.utils.generator.frames, frame_duration_ms = 30)\n", ")\n", "\n", "vad_map = frame.batching(5).foreach_map(vad.predict).flatten()\n", "foreach = frame.foreach_zip(vad_map)\n", "splitted = foreach.map(malaya_speech.split.split_vad)\n", "asr_map = splitted.batching(5).foreach_map(model.predict, decoder = 'greedy').flatten(name = 'asr-flatten')\n", "p.visualize()" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/huseinzolkepli/Documents/tf-1.15/env/lib/python3.7/site-packages/librosa/core/spectrum.py:224: UserWarning: n_fft=512 is too small for input signal of length=480\n", " n_fft, y.shape[-1]\n", "/Users/huseinzolkepli/Documents/tf-1.15/env/lib/python3.7/site-packages/librosa/core/spectrum.py:224: UserWarning: n_fft=512 is too small for input signal of length=98\n", " n_fft, y.shape[-1]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 1min 54s, sys: 27.6 s, total: 2min 21s\n", "Wall time: 29.2 s\n" ] }, { "data": { "text/plain": [ "dict_keys(['frames', 'batching', 'predict', 'flatten', 'foreach_zip', 'split_vad', 'flatten_asr-flatten'])" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "%%time\n", "\n", "result = p(samples)\n", "result.keys()" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['hampir 70 peratus pendapatan bulan anak rakyat negara ini dibelanjakan untuk barang keperluan perumahan dan pengangkutan',\n", " 'duduk laporan bank dunia itu juga semakin rendah pendapatan rakyat semakin banyak dibelanjakan mereka untuk makanan ia secara langsung jadikan mereka paling terkesan',\n", " 'apabila berlaku kenaikan harga barang untuk golongan kaya pula lagi tinggi pendapatan semakin banyak mereka menghabiskan masa lapang dengan melancong dan ke kelab kelab rekreasi',\n", " 'namun yang turut perlu diberi perhatian dalam laporan itu ialah pendapatan rakyat malaysia yang statik ketika kos sara hidup meningkat',\n", " 'polis kelantan menasihatkan penduduk negeri tersebut waspada menghadapi gelombang kedua banjir',\n", " 'ini jangka berlaku 25 dan 26 haribulan ini ramai terutamanya yang mempunyai anak kecil agama dan wanita hamil ini sentiasa bersiap sediam',\n", " 'tidak akan berpindah pada bila bila masa manakala di kota tinggi johor',\n", " 'lebih 700 penduduk berlindung di lima pusat pemindahan di daerah itu bencana alam itu juga telah meragut nyawa pertama di daerah berkenaan',\n", " 'selepas seorang lelaki ditemui mati lemas dipercayai sebab terjatuh dari jeti sabah kelantan program imunisasi tambahan secara besar besaran',\n", " 'selepas seorang bayi di tuaran disahkan dijangkiti folio juga merupakan kes pertama di negara ini selepas 27 tahun disahkan bebas daripada faris tersebut',\n", " 'assalamualaikum ikon kl itu taman tan siti wangsa akan dibuka semula ahad ini selepas dinaiktaraf dengan kos hampir 100 juta ringgit',\n", " 'dan filem jumaat slibhari ditayangkan di malaysia',\n", " '']" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "result['flatten_asr-flatten']" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", " \n", " " ], "text/plain": [ "" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import IPython.display as ipd\n", "ipd.Audio(result['split_vad'][-4].array, rate = 16000)" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "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": "3.7.7" } }, "nbformat": 4, "nbformat_minor": 4 }