{"cells":[{"cell_type":"markdown","metadata":{"id":"view-in-github"},"source":"<a href=\"https://colab.research.google.com/github/adamstra/ASR-WOLOF/blob/master/indaba_asr.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 datasets","metadata":{"collapsed":true,"id":"lvDRK622R8q6","outputId":"e1809826-fd42-49d5-f38f-ac77c2bf721b"},"execution_count":null,"outputs":[]},{"cell_type":"code","execution_count":null,"metadata":{"id":"f79yjLbAygfT","outputId":"a0015dc1-7700-4baf-da06-2bf18ead12be"},"outputs":[],"source":"from datasets import load_dataset# Charger le datasetdataset = load_dataset(\"IndabaxSenegal/asr-wolof-dataset\")# Accéder au split d'entraînement et afficher les 5 premiers exemplestrain_ds = dataset['train']for i in range(5):    print(train_ds[i])"},{"cell_type":"code","execution_count":null,"metadata":{"id":"OnYpq9_s0JxJ","outputId":"efaed851-e731-4379-a7b2-87ce1c815d29"},"outputs":[],"source":"from IPython.display import Audio# Exemple avec un fichieraudio_array = dataset['train'][34]['audio']['array']sampling_rate = dataset['train'][34]['audio']['sampling_rate']# Lecture audioAudio(data=audio_array, rate=sampling_rate)"},{"cell_type":"code","execution_count":null,"metadata":{"id":"mBeNY0oR0k2i","outputId":"d9e6a7a3-dc8d-48c1-d824-7f5b054ba5d4"},"outputs":[],"source":"import librosa.displayimport matplotlib.pyplot as pltimport numpy as npy = dataset['train'][34]['audio']['array']sr = dataset['train'][34]['audio']['sampling_rate']# Calcul du spectrogrammeD = librosa.amplitude_to_db(librosa.stft(y), ref=np.max)plt.figure(figsize=(10, 4))librosa.display.specshow(D, sr=sr, x_axis='time', y_axis='log')plt.colorbar(format='%+2.0f 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