ESPnet1/st_demo.ipynb

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  "metadata": {
    "colab": {
      "name": "ESPnet Speech Translation Demo",
      "provenance": [],
      "collapsed_sections": [],
      "toc_visible": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "accelerator": "GPU"
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "MuhqhYSToxl7",
        "colab_type": "text"
      },
      "source": [
        "# ESPnet Speech Translation Demonstration\n",
        "\n",
        "[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/espnet/notebook/blob/master/st_demo.ipynb)\n",
        "\n",
        "See also\n",
        "\n",
        "- ESPnet: https://github.com/espnet/espnet\n",
        "- ESPnet documentation: https://espnet.github.io/espnet/\n",
        "- TTS demo: https://colab.research.google.com/github/espnet/notebook/blob/master/tts_realtime_demo.ipynb \n",
        "\n",
        "Author: [Shigeki Karita](https://github.com/ShigekiKarita)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "9e_i_gdgAFNJ",
        "colab_type": "text"
      },
      "source": [
        "## Install\n",
        "\n",
        "It takes around 3 minutes. Please keep waiting for a while."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "fjJ5zkyaoy29",
        "colab_type": "code",
        "outputId": "c40db280-2edb-4a4f-c86a-ecf00ba3112c",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        }
      },
      "source": [
        "# OS setup\n",
        "!cat /etc/os-release\n",
        "!apt-get install -qq bc tree sox\n",
        "\n",
        "# espnet and moses setup\n",
        "!git clone -q https://github.com/ShigekiKarita/espnet.git\n",
        "!pip install -q torch==1.1\n",
        "!cd espnet; git checkout c0466d9a356c1a33f671a546426d7bc33b5b17e8; pip install -q -e .\n",
        "!cd espnet/tools/; make moses.done\n",
        "\n",
        "# download pre-compiled warp-ctc and kaldi tools\n",
        "!espnet/utils/download_from_google_drive.sh \\\n",
        "    \"https://drive.google.com/open?id=13Y4tSygc8WtqzvAVGK_vRV9GlV7TRC0w\" espnet/tools tar.gz > /dev/null\n",
        "\n",
        "# make dummy activate\n",
        "!mkdir -p espnet/tools/venv/bin && touch espnet/tools/venv/bin/activate\n",
        "!echo \"setup done.\""
      ],
      "execution_count": 1,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "NAME=\"Ubuntu\"\n",
            "VERSION=\"18.04.3 LTS (Bionic Beaver)\"\n",
            "ID=ubuntu\n",
            "ID_LIKE=debian\n",
            "PRETTY_NAME=\"Ubuntu 18.04.3 LTS\"\n",
            "VERSION_ID=\"18.04\"\n",
            "HOME_URL=\"https://www.ubuntu.com/\"\n",
            "SUPPORT_URL=\"https://help.ubuntu.com/\"\n",
            "BUG_REPORT_URL=\"https://bugs.launchpad.net/ubuntu/\"\n",
            "PRIVACY_POLICY_URL=\"https://www.ubuntu.com/legal/terms-and-policies/privacy-policy\"\n",
            "VERSION_CODENAME=bionic\n",
            "UBUNTU_CODENAME=bionic\n",
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            "\u001b[?25h  Building wheel for chainer (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
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            "\u001b[31mERROR: albumentations 0.1.12 has requirement imgaug<0.2.7,>=0.2.5, but you'll have imgaug 0.2.9 which is incompatible.\u001b[0m\n",
            "\u001b[31mERROR: tensorboardx 2.0 has requirement protobuf>=3.8.0, but you'll have protobuf 3.7.1 which is incompatible.\u001b[0m\n",
            "git clone https://github.com/moses-smt/mosesdecoder.git moses\n",
            "Cloning into 'moses'...\n",
            "remote: Enumerating objects: 219, done.\u001b[K\n",
            "remote: Counting objects: 100% (219/219), done.\u001b[K\n",
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            "remote: Total 147514 (delta 132), reused 135 (delta 84), pack-reused 147295\u001b[K\n",
            "Receiving objects: 100% (147514/147514), 129.75 MiB | 22.22 MiB/s, done.\n",
            "Resolving deltas: 100% (113966/113966), done.\n",
            "touch moses.done\n",
            "--2020-02-01 06:23:17--  https://drive.google.com/uc?export=download&id=13Y4tSygc8WtqzvAVGK_vRV9GlV7TRC0w\n",
            "Resolving drive.google.com (drive.google.com)... 172.217.212.113, 172.217.212.100, 172.217.212.139, ...\n",
            "Connecting to drive.google.com (drive.google.com)|172.217.212.113|:443... connected.\n",
            "HTTP request sent, awaiting response... 200 OK\n",
            "Length: unspecified [text/html]\n",
            "Saving to: ‘espnet/tools/gX5bJU.tar.gz’\n",
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            "\n",
            "\n",
            "gzip: stdin: not in gzip format\n",
            "tar: Child returned status 1\n",
            "tar: Error is not recoverable: exiting now\n",
            "  % Total    % Received % Xferd  Average Speed   Time    Time     Time  Current\n",
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            "100  662M    0  662M    0     0  62.8M      0 --:--:--  0:00:10 --:--:-- 72.3M\n",
            "setup done.\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "3lMJyJcLCsd4",
        "colab_type": "text"
      },
      "source": [
        "\n",
        "\n",
        "---\n",
        "## Spanish speech -> English text translation\n",
        "\n",
        "This audio says \"yo soy José.\""
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "XY-dquZHQY2V",
        "colab_type": "code",
        "outputId": "6ed5e2d7-9b5b-4480-c0df-4731932efd67",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 61
        }
      },
      "source": [
        "from IPython.display import display, Audio\n",
        "display(Audio(\"/content/espnet/test_utils/st_test.wav\", rate=16000))"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/html": [
              "\n",
              "                <audio controls=\"controls\" >\n",
              "                    <source 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\" type=\"audio/x-wav\" />\n",
              "                    Your browser does not support the audio element.\n",
              "                </audio>\n",
              "              "
            ],
            "text/plain": [
              "<IPython.lib.display.Audio object>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "QFxfW6soSBU4",
        "colab_type": "text"
      },
      "source": [
        "Let's translate this into English text by our pretrained Transformer ST model trained on the Fisher-CALLHOME Spanish dataset."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "riY5Wr5HHXw3",
        "colab_type": "code",
        "outputId": "656a4cf2-9c5c-43ce-b7ca-af453bf04b33",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 938
        }
      },
      "source": [
        "# move on the recipe directory\n",
        "import os\n",
        "os.chdir(\"/content/espnet/egs/fisher_callhome_spanish/st1\")\n",
        "\n",
        "!../../../utils/translate_wav.sh --models fisher_callhome_spanish.transformer.v1.es-en ../../../test_utils/st_test.wav | tee /content/translated.txt"
      ],
      "execution_count": 2,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "--2020-02-01 06:27:27--  https://drive.google.com/uc?export=download&id=1hawp5ZLw4_SIHIT3edglxbKIIkPVe8n3\n",
            "Resolving drive.google.com (drive.google.com)... 108.177.112.101, 108.177.112.138, 108.177.112.113, ...\n",
            "Connecting to drive.google.com (drive.google.com)|108.177.112.101|:443... connected.\n",
            "HTTP request sent, awaiting response... 200 OK\n",
            "Length: unspecified [text/html]\n",
            "Saving to: 'decode/download/fisher_callhome_spanish.transformer.v1.es-en/ggCWsF..tar.gz'\n",
            "\n",
            "\r          decode/do     [<=>                 ]       0  --.-KB/s               \rdecode/download/fis     [ <=>                ]   3.26K  --.-KB/s    in 0s      \n",
            "\n",
            "2020-02-01 06:27:27 (71.2 MB/s) - 'decode/download/fisher_callhome_spanish.transformer.v1.es-en/ggCWsF..tar.gz' saved [3338]\n",
            "\n",
            "\n",
            "gzip: stdin: not in gzip format\n",
            "tar: Child returned status 1\n",
            "tar: Error is not recoverable: exiting now\n",
            "  % Total    % Received % Xferd  Average Speed   Time    Time     Time  Current\n",
            "                                 Dload  Upload   Total   Spent    Left  Speed\n",
            "\r  0     0    0     0    0     0      0      0 --:--:-- --:--:-- --:--:--     0\r100  3338    0  3338    0     0  16944      0 --:--:-- --:--:-- --:--:-- 16944\n",
            "  % Total    % Received % Xferd  Average Speed   Time    Time     Time  Current\n",
            "                                 Dload  Upload   Total   Spent    Left  Speed\n",
            "\r  0     0    0     0    0     0      0      0 --:--:-- --:--:-- --:--:--     0\r100   408    0   408    0     0   4039      0 --:--:-- --:--:-- --:--:--  4039\n",
            "\r  0     0    0     0    0     0      0      0 --:--:-- --:--:-- --:--:--     0\n",
            "  0     0    0     0    0     0      0      0 --:--:-- --:--:-- --:--:--     0\n",
            "100 97.8M    0 97.8M    0     0  82.9M      0 --:--:--  0:00:01 --:--:--  174M\n",
            "conf/tuning/train_pytorch_transformer_bpe_short_long.yaml\n",
            "conf/tuning/decode_pytorch_transformer_bpe.yaml\n",
            "conf/specaug.yaml\n",
            "data/train_sp.en/cmvn.ark\n",
            "exp/train_sp.en_lc.rm_pytorch_train_pytorch_transformer_bpe_short_long_bpe1000_specaug_asrtrans_mttrans/results/model.val5.avg.best\n",
            "exp/train_sp.en_lc.rm_pytorch_train_pytorch_transformer_bpe_short_long_bpe1000_specaug_asrtrans_mttrans/results/model.json\n",
            "Sucessfully downloaded zip file from https://drive.google.com/open?id=1hawp5ZLw4_SIHIT3edglxbKIIkPVe8n3\n",
            "stage 0: Data preparation\n",
            "stage 1: Feature Generation\n",
            "steps/make_fbank_pitch.sh --cmd run.pl --nj 1 --write_utt2num_frames true decode/st_test/data decode/st_test/log decode/st_test/fbank\n",
            "utils/validate_data_dir.sh: WARNING: you have only one speaker.  This probably a bad idea.\n",
            "   Search for the word 'bold' in http://kaldi-asr.org/doc/data_prep.html\n",
            "   for more information.\n",
            "utils/validate_data_dir.sh: Successfully validated data-directory decode/st_test/data\n",
            "steps/make_fbank_pitch.sh: [info]: no segments file exists: assuming wav.scp indexed by utterance.\n",
            "steps/make_fbank_pitch.sh: Succeeded creating filterbank and pitch features for data\n",
            "/content/espnet/egs/fisher_callhome_spanish/st1/../../../utils/dump.sh --cmd run.pl --nj 1 --do_delta false decode/st_test/data/feats.scp decode/download/fisher_callhome_spanish.transformer.v1.es-en/data/train_sp.en/cmvn.ark decode/st_test/log decode/st_test/dump\n",
            "stage 2: Json Data Preparation\n",
            "/content/espnet/egs/fisher_callhome_spanish/st1/../../../utils/data2json.sh --feat decode/st_test/dump/feats.scp decode/st_test/data decode/st_test/dict\n",
            "/content/espnet/egs/fisher_callhome_spanish/st1/../../../utils/feat_to_shape.sh --cmd run.pl --nj 1 --filetype  --preprocess-conf  --verbose 0 decode/st_test/dump/feats.scp decode/st_test/data/tmp-1PxS1/input_1/shape.scp\n",
            "sym2int.pl: replacing X with 1\n",
            "** Replaced 1 instances of OOVs with 1\n",
            "stage 3: Decoding\n",
            "\n",
            "Detokenizer Version $Revision: 4134 $\n",
            "Language: en\n",
            "Translated text: yes i'm jose\n",
            "\n",
            "Finished\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "e-eBSs8dS7rQ",
        "colab_type": "text"
      },
      "source": [
        "As seen above, we successfully obtained the result: **\"Translated text: yes i'm jose\"**!"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Ws2mzque9Zdx",
        "colab_type": "text"
      },
      "source": [
        "## English translated text-to-speech synthesis\n",
        "\n",
        "Now let's generate an **English speech** from the translated text using a pretrained ESPnet-TTS model."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "z-kpfGly8bFN",
        "colab_type": "code",
        "outputId": "5b85c29f-4d3b-4cf1-9101-f62b912858f0",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 416
        }
      },
      "source": [
        "!sed -n 's/Translated text://p'  /content/translated.txt | tr '[:lower:]' '[:upper:]' | tee /content/translated_sed.txt\n",
        "!../../../utils/synth_wav.sh /content/translated_sed.txt"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            " YES I'M JOSE\n",
            "stage 0: Data preparation\n",
            "/content/espnet/egs/ljspeech/tts1/../../../utils/data2json.sh --trans_type char decode/translated_sed/data decode/download/ljspeech.transformer.v1/data/lang_1char/train_no_dev_units.txt\n",
            "stage 2: Decoding\n",
            "stage 3: Synthesis with Griffin-Lim\n",
            "apply-cmvn --norm-vars=true --reverse=true decode/download/ljspeech.transformer.v1/data/train_no_dev/cmvn.ark scp:decode/translated_sed/outputs/feats.scp ark,scp:decode/translated_sed/outputs_denorm/feats.ark,decode/translated_sed/outputs_denorm/feats.scp \n",
            "LOG (apply-cmvn[5.5.428~1-29b3]:main():apply-cmvn.cc:159) Applied cepstral mean and variance normalization to 1 utterances, errors on 0\n",
            "/content/espnet/egs/ljspeech/tts1/../../../utils/convert_fbank.sh --nj 1 --cmd run.pl --fs 22050 --fmax  --fmin  --n_fft 1024 --n_shift 256 --win_length  --n_mels 80 --iters 64 decode/translated_sed/outputs_denorm decode/translated_sed/log decode/translated_sed/wav\n",
            "Succeeded creating wav for outputs_denorm\n",
            "\n",
            "Synthesized wav: decode/translated_sed/wav/translated_sed.wav\n",
            "\n",
            "Finished\n",
            "stage 4: Synthesis with Neural Vocoder\n",
            "2020-01-31 05:38:17,532 (decode:95) INFO: The feature loaded from decode/translated_sed/outputs/feats.scp.\n",
            "2020-01-31 05:38:21,674 (decode:110) INFO: Loaded model parameters from decode/download/ljspeech.parallel_wavegan.v1/ljspeech.parallel_wavegan.v1/checkpoint-400000steps.pkl.\n",
            "[decode]: 0it [00:00, ?it/s]THCudaCheck FAIL file=/pytorch/aten/src/THC/THCGeneral.cpp line=383 error=11 : invalid argument\n",
            "[decode]: 1it [00:00, 13.43it/s, RTF=0.0581]\n",
            "2020-01-31 05:38:21,750 (decode:134) INFO: Finished generation of 1 utterances (RTF = 0.058).\n",
            "\n",
            "Synthesized wav: decode/translated_sed/wav_wnv/translated_sed.wav\n",
            "\n",
            "Finished\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "OlO_PQvNEgOA",
        "colab_type": "code",
        "outputId": "d6c3ba1b-6888-40c3-ea95-8ef2abb19eb9",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 292
        }
      },
      "source": [
        "import matplotlib.pyplot as plt\n",
        "import kaldiio\n",
        "fbank = next(iter(kaldiio.load_scp(\"decode/translated_sed/outputs/feats.scp\").values()))\n",
        "plt.matshow(fbank.T)"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.image.AxesImage at 0x7f7b3ac12e48>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 72
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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P16luPgNNeoXj0IEOuxq26jJB1wm15e91O8mt2zwbPV504YG2KigoKHiXobwMCwoKCvQQ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\nhgBVfQDL1S/VSDgpUQAAAABJRU5ErkJggg==\n",
            "text/plain": [
              "<Figure size 367.2x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "DEL1Bg_U_ckm",
        "colab_type": "code",
        "outputId": "e3d90a25-f712-4e45-a5a3-f769733a287a",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 61
        }
      },
      "source": [
        "from IPython.display import display, Audio\n",
        "display(Audio(\"decode/translated_sed/wav_wnv/translated_sed_gen.wav\"))"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/html": [
              "\n",
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\" type=\"audio/x-wav\" />\n",
              "                    Your browser does not support the audio element.\n",
              "                </audio>\n",
              "              "
            ],
            "text/plain": [
              "<IPython.lib.display.Audio object>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "SD3DjKkSIuub",
        "colab_type": "text"
      },
      "source": [
        "Successfully, it says \"Yes I'm Jose\"! For more TTS demo, visit https://colab.research.google.com/github/espnet/notebook/blob/master/tts_realtime_demo.ipynb"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "lVlcTJHyZ6Z7",
        "colab_type": "text"
      },
      "source": [
        "## Check decoding log\n",
        "\n",
        "After the translation, you will find `<decode_dir>/<wav name>/result.json` for details;"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "qeFBOFCpW_ld",
        "colab_type": "code",
        "outputId": "c84a69a8-7b32-41d0-8427-2e2458a3561b",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 416
        }
      },
      "source": [
        "!cat decode/st_test/result.json"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "{\n",
            "    \"utts\": {\n",
            "        \"st_test\": {\n",
            "            \"output\": [\n",
            "                {\n",
            "                    \"name\": \"target1[1]\",\n",
            "                    \"rec_text\": \"▁yes▁i▁&apos;m▁jose<eos>\",\n",
            "                    \"rec_token\": \"▁yes ▁i ▁ &apos; m ▁j ose <eos>\",\n",
            "                    \"rec_tokenid\": \"991 638 371 2 219 656 256 999\",\n",
            "                    \"score\": 1.0691701889038088,\n",
            "                    \"shape\": [\n",
            "                        1,\n",
            "                        3\n",
            "                    ],\n",
            "                    \"text\": \"X\",\n",
            "                    \"token\": \"X\",\n",
            "                    \"tokenid\": \"1\"\n",
            "                }\n",
            "            ],\n",
            "            \"utt2spk\": \"X\"\n",
            "        }\n",
            "    }\n",
            "}"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "ZAgjrUaKaxcF",
        "colab_type": "text"
      },
      "source": [
        "and `<decode_dir>/<wav name>/log/decode.log` for runtime log;"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "MaYYmfy_Zyo0",
        "colab_type": "code",
        "outputId": "40b3eb1d-1163-42e9-fe66-4b15f0da236d",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 530
        }
      },
      "source": [
        "!cat decode/st_test/log/decode.log"
      ],
      "execution_count": 25,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "# st_trans.py --config decode/download/fisher_callhome_spanish.transformer.v1.es-en/conf/tuning/decode_pytorch_transformer_bpe.yaml --ngpu 0 --backend pytorch --debugmode 1 --verbose 1 --trans-json decode/st_test/dump/data.json --result-label decode/st_test/result.json --model decode/download/fisher_callhome_spanish.transformer.v1.es-en/exp/train_sp.en_lc.rm_pytorch_train_pytorch_transformer_bpe_short_long_bpe1000_specaug_asrtrans_mttrans/results/model.val5.avg.best --api v2 \n",
            "# Started at Sat Feb  1 06:27:34 UTC 2020\n",
            "#\n",
            "2020-02-01 06:27:34,638 (st_trans:126) INFO: python path = /env/python\n",
            "2020-02-01 06:27:34,640 (st_trans:131) INFO: set random seed = 1\n",
            "2020-02-01 06:27:34,640 (st_trans:139) INFO: backend = pytorch\n",
            "2020-02-01 06:27:40,269 (deterministic_utils:24) INFO: torch type check is disabled\n",
            "2020-02-01 06:27:40,269 (asr_utils:439) INFO: reading a config file from decode/download/fisher_callhome_spanish.transformer.v1.es-en/exp/train_sp.en_lc.rm_pytorch_train_pytorch_transformer_bpe_short_long_bpe1000_specaug_asrtrans_mttrans/results/model.json\n",
            "2020-02-01 06:27:40,270 (asr_init:128) WARNING: reading model parameters from decode/download/fisher_callhome_spanish.transformer.v1.es-en/exp/train_sp.en_lc.rm_pytorch_train_pytorch_transformer_bpe_short_long_bpe1000_specaug_asrtrans_mttrans/results/model.val5.avg.best\n",
            "/usr/local/lib/python3.6/dist-packages/torch/nn/_reduction.py:46: UserWarning: size_average and reduce args will be deprecated, please use reduction='none' instead.\n",
            "  warnings.warn(warning.format(ret))\n",
            "2020-02-01 06:27:41,093 (io_utils:59) WARNING: [Experimental feature] Some preprocessing will be done for the mini-batch creation using Transformation(\n",
            "    0: TimeWarp(max_time_warp=5, inplace=True, mode=PIL)\n",
            "    1: FreqMask(F=30, n_mask=2, replace_with_zero=False, inplace=True)\n",
            "    2: TimeMask(T=40, n_mask=2, replace_with_zero=False, inplace=True))\n",
            "2020-02-01 06:27:41,093 (st:449) INFO: (1/1) decoding st_test\n",
            "2020-02-01 06:27:41,094 (e2e_st_transformer:338) INFO: <sos> index: 999\n",
            "2020-02-01 06:27:41,095 (e2e_st_transformer:339) INFO: <sos> mark: <eos>\n",
            "2020-02-01 06:27:41,175 (e2e_st_transformer:344) INFO: input lengths: 48\n",
            "2020-02-01 06:27:41,175 (e2e_st_transformer:357) INFO: max output length: 14\n",
            "2020-02-01 06:27:41,175 (e2e_st_transformer:358) INFO: min output length: 0\n",
            "2020-02-01 06:27:42,643 (e2e_st_transformer:421) INFO: adding <eos> in the last postion in the loop\n",
            "2020-02-01 06:27:42,644 (e2e_st_transformer:451) INFO: no hypothesis. Finish decoding.\n",
            "2020-02-01 06:27:42,645 (e2e_st_transformer:472) INFO: total log probability: 1.0691701889038088\n",
            "2020-02-01 06:27:42,645 (e2e_st_transformer:473) INFO: normalized log probability: 0.11879668765597876\n",
            "2020-02-01 06:27:42,645 (asr_utils:626) INFO: groundtruth: X\n",
            "2020-02-01 06:27:42,645 (asr_utils:627) INFO: prediction : ▁yes▁i▁&apos;m▁jose<eos>\n",
            "# Accounting: time=9 threads=1\n",
            "# Ended (code 0) at Sat Feb  1 06:27:43 UTC 2020, elapsed time 9 seconds\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "u7PQ9VCsbubw",
        "colab_type": "text"
      },
      "source": [
        "Let's calculate real-time factor (RTF) of the ST decoding from the `decode.log`"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "9AomOwogbtrm",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 68
        },
        "outputId": "bdeb2c85-5160-44c7-cddd-4cda67665b36"
      },
      "source": [
        "from dateutil import parser\n",
        "from subprocess import PIPE, run\n",
        "\n",
        "# calc input duration (seconds)\n",
        "input_sec = float(run([\"soxi\", \"-D\", \"/content/espnet/test_utils/st_test.wav\"], stdout=PIPE).stdout)\n",
        "\n",
        "# calc NN decoding time\n",
        "with open(\"decode/st_test/log/decode.log\", \"r\") as f:\n",
        "  times = [parser.parse(x.split(\"(\")[0]) for x in f if \"e2e_st_transformer\" in x]\n",
        "decode_sec = (times[-1] - times[0]).total_seconds()\n",
        "\n",
        "# get real-time factor (RTF)\n",
        "print(\"Input duration:\\t\", input_sec, \"sec\")\n",
        "print(\"NN decoding:\\t\", decode_sec, \"sec\")\n",
        "print(\"Real-time factor:\\t\", decode_sec / input_sec)"
      ],
      "execution_count": 54,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Input duration:\t 2.0 sec\n",
            "NN decoding:\t 1.551 sec\n",
            "Real-time factor:\t 0.7755\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "zpFIZXwVhgm9",
        "colab_type": "text"
      },
      "source": [
        "As you can see above, ESPnet-ST can **translate speech faster than the input** (it should be RTF < 1.0)."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "ZKf1luw0RlUR",
        "colab_type": "text"
      },
      "source": [
        "## Training ST models from scratch\n",
        "\n",
        "We provide [Kaldi-style recipes](https://kaldi-asr.org/doc/kaldi_for_dummies.html) for ST as well as [ASR](https://colab.research.google.com/github/espnet/notebook/blob/master/asr_cli.ipynb) and [TTS](https://colab.research.google.com/github/espnet/notebook/blob/master/tts_cli.ipynb) as all-in-one bash script `run.sh`:"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ALXRj2qXRca7",
        "colab_type": "code",
        "outputId": "2677f0b0-698c-4f91-f268-8d4f62fc0510",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 434
        }
      },
      "source": [
        "!cd /content/espnet/egs/must_c/st1/ && ./run.sh --must-c /content"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "stage -1: Data Download\n",
            "local/download_and_untar.sh: downloading data from https://drive.google.com/open?id=1Mf2il_VelDIJMSio0bq7I8M9fSs-X4Ie.  This may take some time, please be patient.\n",
            "--2020-01-31 06:29:10--  https://drive.google.com/uc?export=download&id=1Mf2il_VelDIJMSio0bq7I8M9fSs-X4Ie\n",
            "Resolving drive.google.com (drive.google.com)... 172.217.214.102, 172.217.214.138, 172.217.214.100, ...\n",
            "Connecting to drive.google.com (drive.google.com)|172.217.214.102|:443... connected.\n",
            "HTTP request sent, awaiting response... 200 OK\n",
            "Length: unspecified [text/html]\n",
            "Saving to: '/content/WGgpBx.tar.gz'\n",
            "\n",
            "\r/content/WGgpBx.tar     [<=>                 ]       0  --.-KB/s               \r/content/WGgpBx.tar     [ <=>                ]   3.18K  --.-KB/s    in 0s      \n",
            "\n",
            "2020-01-31 06:29:11 (38.8 MB/s) - '/content/WGgpBx.tar.gz' saved [3259]\n",
            "\n",
            "\n",
            "gzip: stdin: not in gzip format\n",
            "tar: Child returned status 1\n",
            "tar: Error is not recoverable: exiting now\n",
            "  % Total    % Received % Xferd  Average Speed   Time    Time     Time  Current\n",
            "                                 Dload  Upload   Total   Spent    Left  Speed\n",
            "\r  0     0    0     0    0     0      0      0 --:--:-- --:--:-- --:--:--     0\r100  3259    0  3259    0     0  16886      0 --:--:-- --:--:-- --:--:-- 16886\n",
            "  % Total    % Received % Xferd  Average Speed   Time    Time     Time  Current\n",
            "                                 Dload  Upload   Total   Spent    Left  Speed\n",
            "100   388    0   388    0     0   2000      0 --:--:-- --:--:-- --:--:--  1989\n",
            "100 16.7G    0 16.7G    0     0  40.9M      0 --:--:--  0:06:59 --:--:-- 40.4M^C\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "nfU_iQzgTRk4",
        "colab_type": "text"
      },
      "source": [
        "However, it takes too much time to finish downloading the dataset. So we cancel the cell above."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "M9n7yQE8IaC7",
        "colab_type": "text"
      },
      "source": [
        "## Details of ESPnet tools"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "f61DJqkjTHMc",
        "colab_type": "code",
        "outputId": "84cc6f07-ea90-46bb-b7ac-608ee276c4cf",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 503
        }
      },
      "source": [
        "!../../../utils/translate_wav.sh --help"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Usage:\n",
            "    ../../../utils/translate_wav.sh [options] <wav_file>\n",
            "\n",
            "Options:\n",
            "    --ngpu <ngpu>                   # Number of GPUs (Default: 0)\n",
            "    --decode_dir <directory_name>   # Name of directory to store decoding temporary data\n",
            "    --models <model_name>           # Model name (e.g. tedlium2.transformer.v1)\n",
            "    --cmvn <path>                   # Location of cmvn.ark\n",
            "    --trans_model <path>            # Location of E2E model\n",
            "    --decode_config <path>          # Location of configuration file\n",
            "    --api <api_version>             # API version (v1 or v2)\n",
            "\n",
            "Example:\n",
            "    # Record audio from microphone input as example.wav\n",
            "    rec -c 1 -r 16000 example.wav trim 0 5\n",
            "\n",
            "    # Decode using model name\n",
            "    ../../../utils/translate_wav.sh --models must_c.transformer.v1.en-fr example.wav\n",
            "\n",
            "    # Decode using model file\n",
            "    ../../../utils/translate_wav.sh --cmvn cmvn.ark --trans_model model.acc.best --decode_config conf/decode.yaml example.wav\n",
            "\n",
            "    # Decode with GPU (require batchsize > 0 in configuration file)\n",
            "    ../../../utils/translate_wav.sh --ngpu 1 example.wav\n",
            "\n",
            "Available models:\n",
            "    - must_c.transformer.v1.en-fr\n",
            "    - fisher_callhome_spanish.transformer.v1.es-en\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "WeLx7Xixadyf",
        "colab_type": "code",
        "outputId": "550696f6-afc6-4012-b3dc-a6efe80a96e9",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 712
        }
      },
      "source": [
        "!../../../utils/synth_wav.sh --help"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Usage:\n",
            "    $ ../../../utils/synth_wav.sh <text>\n",
            "\n",
            "Example:\n",
            "    # make text file and then generate it\n",
            "    echo \"This is a demonstration of text to speech.\" > example.txt\n",
            "    ../../../utils/synth_wav.sh example.txt\n",
            "\n",
            "    # you can specify the pretrained models\n",
            "    ../../../utils/synth_wav.sh --models ljspeech.transformer.v3 example.txt\n",
            "\n",
            "    # also you can specify vocoder model\n",
            "    ../../../utils/synth_wav.sh --vocoder_models ljspeech.wavenet.mol.v2 --stop_stage 4 example.txt\n",
            "\n",
            "Available models:\n",
            "    - ljspeech.tacotron2.v1\n",
            "    - ljspeech.tacotron2.v2\n",
            "    - ljspeech.tacotron2.v3\n",
            "    - ljspeech.transformer.v1\n",
            "    - ljspeech.transformer.v2\n",
            "    - ljspeech.transformer.v3\n",
            "    - ljspeech.fastspeech.v1\n",
            "    - ljspeech.fastspeech.v2\n",
            "    - ljspeech.fastspeech.v3\n",
            "    - libritts.tacotron2.v1\n",
            "    - libritts.transformer.v1\n",
            "    - jsut.transformer.v1\n",
            "    - jsut.tacotron2.v1\n",
            "    - csmsc.transformer.v1\n",
            "    - csmsc.fastspeech.v3\n",
            "\n",
            "Available vocoder models:\n",
            "    - ljspeech.wavenet.softmax.ns.v1\n",
            "    - ljspeech.wavenet.mol.v1\n",
            "    - ljspeech.parallel_wavegan.v1\n",
            "    - libritts.wavenet.mol.v1\n",
            "    - jsut.wavenet.mol.v1\n",
            "    - jsut.parallel_wavegan.v1\n",
            "    - csmsc.wavenet.mol.v1\n",
            "    - csmsc.parallel_wavegan.v1\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "CjjI35brBne3",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        ""
      ],
      "execution_count": 0,
      "outputs": []
    }
  ]
}