OpenAI_Whisper_ASR_Demo.ipynb

{
  "cells": [
    {
      "cell_type": "code",
      "execution_count": 1,
      "metadata": {
        "id": "ZsJUxc0aRsAf",
        "outputId": "8f75d6cd-8935-4a6e-eef9-2001c8e71191",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\u001b[K     |████████████████████████████████| 4.9 MB 8.1 MB/s \n",
            "\u001b[K     |████████████████████████████████| 6.6 MB 41.5 MB/s \n",
            "\u001b[K     |████████████████████████████████| 120 kB 65.0 MB/s \n",
            "\u001b[?25h  Building wheel for whisper (setup.py) ... \u001b[?25l\u001b[?25hdone\n"
          ]
        }
      ],
      "source": [
        "! pip install git+https://github.com/openai/whisper.git -q"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import whisper\n",
        "\n",
        "model = whisper.load_model(\"base\")\n"
      ],
      "metadata": {
        "id": "Kr5faKybKi4p",
        "outputId": "2a607999-33ac-4158-a9c6-0a7d7d4ba722",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 123,
          "referenced_widgets": [
            "8be0ab44dc1b42ab93831f9babf2e6bc",
            "c5f1fffed5de4384a13bea1977894683",
            "e884f3a6e2c44e469d8ca5249e813fab",
            "5732293799cf42bd979f75b71b2bf1d2",
            "1143ae57534d4ce9a86dc7a9294819f7",
            "729f9914f10c44f8a887f19030246078",
            "0acff2776082461da3386814b1ce5db6",
            "1912c3335dfd40b4805a7e70d65e9654",
            "a419fdcb24a04a7c96356dd096b4e68a",
            "01dbcbbbc3c04035b4a2bab45f81b02e",
            "84cdb69f8b06492bb51c2ded0c1d4687"
          ]
        }
      },
      "execution_count": 2,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "The cache for model files in Transformers v4.22.0 has been updated. Migrating your old cache. This is a one-time only operation. You can interrupt this and resume the migration later on by calling `transformers.utils.move_cache()`.\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Moving 0 files to the new cache system\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "0it [00:00, ?it/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "8be0ab44dc1b42ab93831f9babf2e6bc"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "100%|███████████████████████████████████████| 139M/139M [00:02<00:00, 55.7MiB/s]\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "model.device"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "u_6_s2iHboR4",
        "outputId": "74b1a342-2b05-4e4f-da0c-9a889ea366a5"
      },
      "execution_count": 3,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "device(type='cuda', index=0)"
            ]
          },
          "metadata": {},
          "execution_count": 3
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "from IPython.display import Audio\n",
        "Audio(\"/content/defines.mp3\")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 75
        },
        "id": "fhLths-Nfn5Z",
        "outputId": "d14f2679-8404-482a-9315-6f42040e0750"
      },
      "execution_count": 18,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<IPython.lib.display.Audio object>"
            ],
            "text/html": [
              "\n",
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type=\"audio/mpeg\" />\n",
              "                    Your browser does not support the audio element.\n",
              "                </audio>\n",
              "              "
            ]
          },
          "metadata": {},
          "execution_count": 18
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "from IPython.display import Audio\n",
        "Audio(\"/content/pokkiri-message-3920.mp3\")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 75
        },
        "id": "_8vKBR6cfxm6",
        "outputId": "5c7a3e4d-708e-4ec9-cfaf-b39ffeb1f156"
      },
      "execution_count": 19,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<IPython.lib.display.Audio object>"
            ],
            "text/html": [
              "\n",
              "                <audio  controls=\"controls\" >\n",
              "                    <source src=\"data:audio/mpeg;base64,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\" type=\"audio/mpeg\" />\n",
              "                    Your browser does not support the audio element.\n",
              "                </audio>\n",
              "              "
            ]
          },
          "metadata": {},
          "execution_count": 19
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "\n",
        "# load audio and pad/trim it to fit 30 seconds\n",
        "audio = whisper.load_audio(\"/content/pokkiri-message-3920.mp3\")\n",
        "audio = whisper.pad_or_trim(audio)\n",
        "\n",
        "# make log-Mel spectrogram and move to the same device as the model\n",
        "mel = whisper.log_mel_spectrogram(audio).to(model.device)\n",
        "\n",
        "# detect the spoken language\n",
        "_, probs = model.detect_language(mel)\n",
        "print(f\"Detected language: {max(probs, key=probs.get)}\")\n",
        "\n",
        "# decode the audio\n",
        "options = whisper.DecodingOptions()\n",
        "result = whisper.decode(model, mel, options)\n",
        "\n",
        "# print the recognized text\n",
        "print(result.text)"
      ],
      "metadata": {
        "id": "bDXgLIprIsAj",
        "outputId": "6df60b80-acc9-4a7f-f570-18ba2515e9c1",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "execution_count": 21,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Detected language: ta\n",
            "ஒரு வாட்டி முடியுப் பணிட்டான் என் பேசினானே கேட்கமாட்டான்.\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "! pip install gradio -q"
      ],
      "metadata": {
        "id": "fjM27tWsI4dH",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "d9b9f822-c104-432f-c9d2-13b90761e486"
      },
      "execution_count": 4,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\u001b[K     |████████████████████████████████| 5.3 MB 8.5 MB/s \n",
            "\u001b[K     |████████████████████████████████| 212 kB 69.4 MB/s \n",
            "\u001b[K     |████████████████████████████████| 54 kB 3.3 MB/s \n",
            "\u001b[K     |████████████████████████████████| 112 kB 53.5 MB/s \n",
            "\u001b[K     |████████████████████████████████| 270 kB 53.8 MB/s \n",
            "\u001b[K     |████████████████████████████████| 2.3 MB 37.9 MB/s \n",
            "\u001b[K     |████████████████████████████████| 55 kB 3.4 MB/s \n",
            "\u001b[K     |████████████████████████████████| 57 kB 4.8 MB/s \n",
            "\u001b[K     |████████████████████████████████| 84 kB 3.6 MB/s \n",
            "\u001b[K     |████████████████████████████████| 84 kB 4.2 MB/s \n",
            "\u001b[K     |████████████████████████████████| 63 kB 2.5 MB/s \n",
            "\u001b[K     |████████████████████████████████| 80 kB 10.8 MB/s \n",
            "\u001b[K     |████████████████████████████████| 68 kB 7.1 MB/s \n",
            "\u001b[K     |████████████████████████████████| 43 kB 2.3 MB/s \n",
            "\u001b[K     |████████████████████████████████| 856 kB 53.5 MB/s \n",
            "\u001b[K     |████████████████████████████████| 4.0 MB 60.6 MB/s \n",
            "\u001b[K     |████████████████████████████████| 594 kB 73.5 MB/s \n",
            "\u001b[?25h  Building wheel for ffmpy (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
            "  Building wheel for python-multipart (setup.py) ... \u001b[?25l\u001b[?25hdone\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import gradio as gr \n",
        "import time"
      ],
      "metadata": {
        "id": "ILFOYNnTcYe8"
      },
      "execution_count": 6,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "def transcribe(audio):\n",
        "    \n",
        "    #time.sleep(3)\n",
        "    # load audio and pad/trim it to fit 30 seconds\n",
        "    audio = whisper.load_audio(audio)\n",
        "    audio = whisper.pad_or_trim(audio)\n",
        "\n",
        "    # make log-Mel spectrogram and move to the same device as the model\n",
        "    mel = whisper.log_mel_spectrogram(audio).to(model.device)\n",
        "\n",
        "    # detect the spoken language\n",
        "    _, probs = model.detect_language(mel)\n",
        "    print(f\"Detected language: {max(probs, key=probs.get)}\")\n",
        "\n",
        "    # decode the audio\n",
        "    options = whisper.DecodingOptions()\n",
        "    result = whisper.decode(model, mel, options)\n",
        "    return result.text\n"
      ],
      "metadata": {
        "id": "JtTvvQQPcOZZ"
      },
      "execution_count": 11,
      "outputs": []
    },
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      "cell_type": "code",
      "source": [
        "\n",
        "gr.Interface(\n",
        "    title = 'OpenAI Whisper ASR Gradio Web UI', \n",
        "    fn=transcribe, \n",
        "    inputs=[\n",
        "        gr.inputs.Audio(source=\"microphone\", type=\"filepath\")\n",
        "    ],\n",
        "    outputs=[\n",
        "        \"textbox\"\n",
        "    ],\n",
        "    live=True).launch()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 776
        },
        "id": "deSAVvfJcWBo",
        "outputId": "6ead8f3e-f1d0-4180-a94c-8825e410968c"
      },
      "execution_count": 16,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.7/dist-packages/gradio/inputs.py:319: UserWarning: Usage of gradio.inputs is deprecated, and will not be supported in the future, please import your components from gradio.components\n",
            "  \"Usage of gradio.inputs is deprecated, and will not be supported in the future, please import your components from gradio.components\",\n",
            "/usr/local/lib/python3.7/dist-packages/gradio/deprecation.py:40: UserWarning: `optional` parameter is deprecated, and it has no effect\n",
            "  warnings.warn(value)\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Hint: Set streaming=True for Audio component to use live streaming.\n",
            "Colab notebook detected. To show errors in colab notebook, set `debug=True` in `launch()`\n",
            "Your interface requires microphone or webcam permissions - this may cause issues in Colab. Use the External URL in case of issues.\n",
            "Running on public URL: https://16570.gradio.app\n",
            "\n",
            "This share link expires in 72 hours. For free permanent hosting, check out Spaces: https://huggingface.co/spaces\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<IPython.core.display.HTML object>"
            ],
            "text/html": [
              "<div><iframe src=\"https://16570.gradio.app\" width=\"900\" height=\"500\" allow=\"autoplay; camera; microphone;\" frameborder=\"0\" allowfullscreen></iframe></div>"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(<gradio.routes.App at 0x7f470d7b9090>,\n",
              " 'http://127.0.0.1:7865/',\n",
              " 'https://16570.gradio.app')"
            ]
          },
          "metadata": {},
          "execution_count": 16
        }
      ]
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