2.3 Zero_Shot_Audio_Classification.ipynb

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      "cell_type": "markdown",
      "source": [
        "## Zero-Shot Audio Classification\n",
        "If a model doesn't performs well or it is not trained on our task then we can fine-tune it on our own task's dataset. To avoid fine-tuning there is another approach called **Zero-Shot Learning**."
      ],
      "metadata": {
        "id": "QJGIWfzYlUke"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "!pip install transformers\n",
        "!pip install datasets\n",
        "!pip install soundfile\n",
        "!pip install librosa"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "cY-S-cQZZ0sv",
        "outputId": "cb217aad-afee-4758-e0c0-b5ac60a10729"
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          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "Load the **ESC50** datasets which a labelled collection of 5 second environmental sounds, such as sounds made by animals and humans, indoor sounds, etc."
      ],
      "metadata": {
        "id": "L9HRhVOSlo6k"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "from datasets import load_dataset\n",
        "dataset = load_dataset(\"ashraq/esc50\", split=\"train[0:10]\")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "GEOZdpWylDDa",
        "outputId": "331388af-fd0d-4164-ed5b-214e0f8fcd30"
      },
      "execution_count": 26,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.10/dist-packages/huggingface_hub/repocard.py:105: UserWarning: Repo card metadata block was not found. Setting CardData to empty.\n",
            "  warnings.warn(\"Repo card metadata block was not found. Setting CardData to empty.\")\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "audio_sample = dataset[0]\n",
        "audio_sample"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "7eBi_ew1lC49",
        "outputId": "0a79e6c3-94a0-40db-ae73-2cc6e23100e8"
      },
      "execution_count": 27,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "{'filename': '1-100032-A-0.wav',\n",
              " 'fold': 1,\n",
              " 'target': 0,\n",
              " 'category': 'dog',\n",
              " 'esc10': True,\n",
              " 'src_file': 100032,\n",
              " 'take': 'A',\n",
              " 'audio': {'path': None,\n",
              "  'array': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              "  'sampling_rate': 44100}}"
            ]
          },
          "metadata": {},
          "execution_count": 27
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "The first audio in the dataset is the bark of a dog, we can hear the sound using IPython."
      ],
      "metadata": {
        "id": "pdduBASrmlYO"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "from IPython.display import Audio as IPythonAudio\n",
        "IPythonAudio(audio_sample[\"audio\"][\"array\"],\n",
        "             rate=audio_sample[\"audio\"][\"sampling_rate\"])"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 75
        },
        "id": "uf_5STgbmGJ3",
        "outputId": "ce977689-980e-4774-e3b0-173f641b5b9f"
      },
      "execution_count": 28,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<IPython.lib.display.Audio object>"
            ],
            "text/html": [
              "\n",
              "                <audio  controls=\"controls\" >\n",
              "                    <source src=\"data:audio/wav;base64,UklGRsy6BgBXQVZFZm10IBAAAAABAAEARKwAAIhYAQACABAAZGF0Yai6BgAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA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type=\"audio/wav\" />\n",
              "                    Your browser does not support the audio element.\n",
              "                </audio>\n",
              "              "
            ]
          },
          "metadata": {},
          "execution_count": 28
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "For this kind of audio classification we will need a pre-trained **CLAP** model. At the moment it is one-of-a-kind architecture available for these tasks."
      ],
      "metadata": {
        "id": "4U-p49I9mz48"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "from transformers import pipeline\n",
        "zero_shot_clf = pipeline(\n",
        "    task=\"zero-shot-audio-classification\",\n",
        "    model=\"laion/clap-htsat-unfused\"\n",
        ")"
      ],
      "metadata": {
        "id": "24ATg9l5mf6m"
      },
      "execution_count": 29,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "To classify the audio samples we only need the array of audio data. However, the exapmple has to have a sampling rate that the model expects.<br>\n",
        "A sound wave is a continuous signal. This means it contains an infinite number of signal values in a given time. But the audio our computer can work is a series of discrete values, known as digital representation. To get the digital representation of a continuous audio signal, we first capture the sound with a microphone. Then the analog signal is converted into an electrical signal. Then the electrical signal is sampled to get the digital representation. Sampling means measuring the value of a continuous signal at fixed time steps. As a result the sampling waveform is discrete with a fininte number of values at uniform intervals.<br>\n",
        "A very important charactersitc of the digitized audio is the sampling rate. It is the number of sample taken in one second and it is measured in hertz or kilohertz. Ex: 8000 Hz is sample rate of audio in a telephone or a walkie-talkie. 16000 Hz for human speech and 192000 Hz of high-resulotion audio. This is important when working with AI models. Consider a 5 second sound at a sampling rate of 8000 Hz will be represented as a series of 40,000 signal values (8000 --> 5*8000 --> 40,000). The same sound at 16000 Hz will give 80,000 signal values. And at 192000 Hz it gives 960,000 signal values.<br>\n",
        "For a transformer model these three arrays are very different, the model treat input as sequences and relies on attention mechanisms to learn audio representation. They are trained on datasets where all examples have the same sampling rate and they do not generalize well to other sampling rates. So for a transformer model trained on 16000 Hz high-quality audio of 5 seconds is nearly a million values will look like a 60 second recording.<br>\n",
        "If the model is trained on 16000 Hz audio data then it assumes the input recorded at same sampling rate. The model we are using is trained on 16000 Hz sampling rate hence for a high-quality audio of 5 seconds will look like 5 * 192000=960000, means array of 960000, as the model expects each second to contain 16000 values hence 960000/16000=60. The audio for this models will appear as 60 seconds."
      ],
      "metadata": {
        "id": "y8ujA2__nbRw"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "zero_shot_clf.feature_extractor.sampling_rate"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "aqAsR6q6nTC6",
        "outputId": "d182474d-c1a7-40f0-c734-ba4c1ffc50e8"
      },
      "execution_count": 30,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "48000"
            ]
          },
          "metadata": {},
          "execution_count": 30
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "We have to cast the entier dataset into the correct sampling rate."
      ],
      "metadata": {
        "id": "5xbNw7ZaRA9z"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "from datasets import Audio\n",
        "dataset = dataset.cast_column(\"audio\", Audio(sampling_rate=48_000))"
      ],
      "metadata": {
        "id": "bdqyRxBlrsTe"
      },
      "execution_count": 31,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "audio_sample = dataset[0]\n",
        "audio_sample"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "cAbShrMWP9Fw",
        "outputId": "90fa7264-3e1d-416c-ca9e-3f88519e7077"
      },
      "execution_count": 32,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "{'filename': '1-100032-A-0.wav',\n",
              " 'fold': 1,\n",
              " 'target': 0,\n",
              " 'category': 'dog',\n",
              " 'esc10': True,\n",
              " 'src_file': 100032,\n",
              " 'take': 'A',\n",
              " 'audio': {'path': None,\n",
              "  'array': array([0., 0., 0., ..., 0., 0., 0.]),\n",
              "  'sampling_rate': 48000}}"
            ]
          },
          "metadata": {},
          "execution_count": 32
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "The audio samples are now ready for the model, but we also need to provide candidate labels as the CLAP model takes both audio and text as input and compute the similarity between the two, if the passed input text strongly correlates with an audio input, we will get a high similarity score."
      ],
      "metadata": {
        "id": "kSWTNbBkRJxk"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "candidate_labels = [\"Sound of a dog\",\n",
        "                   \"Sound of a vacuum cleaner\"]"
      ],
      "metadata": {
        "id": "9F1p9ze-Qzrr"
      },
      "execution_count": 33,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "zero_shot_clf(audio_sample[\"audio\"][\"array\"],\n",
        "              candidate_labels=candidate_labels)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "dN75nSgaR3xf",
        "outputId": "dca1a978-64bc-4e5c-c0cd-a4b6f0098b5c"
      },
      "execution_count": 34,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[{'score': 0.9983398914337158, 'label': 'Sound of a dog'},\n",
              " {'score': 0.0016601337119936943, 'label': 'Sound of a vacuum cleaner'}]"
            ]
          },
          "metadata": {},
          "execution_count": 34
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "As we can see the audio of dog bark matches with the first candidate label \"Sound of a dog\" hence we get a high score. It doens't matches with the second label \"Sound of a vaccum cleaner\" hence low score."
      ],
      "metadata": {
        "id": "L5u9aub6SKcI"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "candidate_labels = [\"Sound of a child crying\",\n",
        "                   \"Sound of a vacuum cleaner\",\n",
        "                    \"Sound of a bird singing\",\n",
        "                    \"Sound of an airplane\"]"
      ],
      "metadata": {
        "id": "oSySZUCiSCYF"
      },
      "execution_count": 35,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "zero_shot_clf(audio_sample[\"audio\"][\"array\"],\n",
        "              candidate_labels=candidate_labels)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "d1fgIfXHSeqW",
        "outputId": "55347594-1aec-423b-f625-515a66cc55ab"
      },
      "execution_count": 36,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[{'score': 0.5975998044013977, 'label': 'Sound of a bird singing'},\n",
              " {'score': 0.2409874051809311, 'label': 'Sound of a vacuum cleaner'},\n",
              " {'score': 0.12147706747055054, 'label': 'Sound of an airplane'},\n",
              " {'score': 0.039935655891895294, 'label': 'Sound of a child crying'}]"
            ]
          },
          "metadata": {},
          "execution_count": 36
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [],
      "metadata": {
        "id": "dJmMFGPkSmJL"
      },
      "execution_count": 36,
      "outputs": []
    }
  ]
}