Speech-to-text.ipynb

speech-to-text.ipynb

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      "source": [
        "<a href=\"https://colab.research.google.com/gist/alonsosilvaallende/491392f595bbcc98b9d515cdc648653a/speech-to-text.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "!pip install -q ipywebrtc"
      ],
      "metadata": {
        "id": "nUvwO-W8nKr7"
      },
      "execution_count": 1,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "!pip install -q -U openai-whisper"
      ],
      "metadata": {
        "id": "Be8ejIOloQu6"
      },
      "execution_count": 2,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# Para que google colab te deje correr widgets de otras librerías\n",
        "from google.colab import output\n",
        "output.enable_custom_widget_manager()"
      ],
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        "id": "47kYix7nnUVH"
      },
      "execution_count": 3,
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          "output_type": "display_data",
          "data": {
            "text/plain": [
              "AudioRecorder(audio=Audio(value=b'', format='webm'), stream=CameraStream(constraints={'audio': True, 'video': …"
            ],
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                }
              }
            }
          }
        }
      ],
      "source": [
        "# Graba alguna frase\n",
        "from ipywebrtc import CameraStream, AudioStream, AudioRecorder\n",
        "\n",
        "camera = CameraStream(constraints={'audio': True,'video':False})\n",
        "recorder = AudioRecorder(stream=camera)\n",
        "recorder"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Guardala (pienso que es innecesario pero dejémoslo así por ahora)\n",
        "recorder.save('example0.webm')"
      ],
      "metadata": {
        "id": "FaYlhYvwnR2w"
      },
      "execution_count": 5,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "import whisper"
      ],
      "metadata": {
        "id": "dIeKC3bAorGB"
      },
      "execution_count": 6,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# descarga el modelo: tiny, base, small, medium, large\n",
        "model = whisper.load_model(\"tiny\")"
      ],
      "metadata": {
        "id": "kqzkHoylpJUF"
      },
      "execution_count": 7,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# carga el audio (pienso que es innecesario)\n",
        "audio = whisper.load_audio('example0.webm')"
      ],
      "metadata": {
        "id": "mEpGSMwonjbq"
      },
      "execution_count": 16,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "result = whisper.transcribe(model=model, audio='example0.webm', fp16=False, verbose=False)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "4C4ve0-aop6u",
        "outputId": "063d6c9f-fc91-486e-9010-9eb75f324e41"
      },
      "execution_count": 17,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Detected language: Spanish\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "100%|██████████| 419/419 [00:01<00:00, 280.35frames/s]\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "result['text']"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 36
        },
        "id": "tUZ5p46mpSr0",
        "outputId": "777d210e-523f-4f54-934d-d1ea829474d6"
      },
      "execution_count": 18,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "' puedes escribir los versos más triste se están oche'"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "string"
            }
          },
          "metadata": {},
          "execution_count": 18
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "!pip install -q elevenlabs"
      ],
      "metadata": {
        "id": "BSDBU61Ku9ko"
      },
      "execution_count": 20,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "from elevenlabs import voices, generate, set_api_key, UnauthenticatedRateLimitError"
      ],
      "metadata": {
        "id": "aawsDbIbu60s"
      },
      "execution_count": 21,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "output = generate(\n",
        "            result['text'],\n",
        "            voice=\"Sam\", \n",
        "            model=\"eleven_multilingual_v1\"\n",
        "        )"
      ],
      "metadata": {
        "id": "TSjUyztJvFRL"
      },
      "execution_count": 22,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "from IPython.display import Audio\n",
        "\n",
        "Audio(output)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 62
        },
        "id": "swW0dm7ZvQv4",
        "outputId": "8064376e-0d60-42f8-fcc4-5e8a87c969ce"
      },
      "execution_count": 24,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<IPython.lib.display.Audio object>"
            ],
            "text/html": [
              "\n",
              "                <audio  controls=\"controls\" >\n",
              "                    <source 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\" type=\"audio/wav\" />\n",
              "                    Your browser does not support the audio element.\n",
              "                </audio>\n",
              "              "
            ]
          },
          "metadata": {},
          "execution_count": 24
        }
      ]
    }
  ]
}