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openai-whisper\n", "Installing collected packages: tiktoken, openai-whisper\n", "\u001b[31mERROR: pip's dependency resolver does not currently take into account all the packages that are installed. This behaviour is the source of the following dependency conflicts.\n", "llmx 0.0.15a0 requires cohere, which is not installed.\n", "llmx 0.0.15a0 requires openai, which is not installed.\u001b[0m\u001b[31m\n", "\u001b[0mSuccessfully installed openai-whisper-20231117 tiktoken-0.5.1\n" ] } ], "source": [ "!pip install datasets\n", "!pip install datasets[audio]\n", "!pip install git+https://github.com/huggingface/transformers -q\n", "!pip install openai-whisper" ] }, { "cell_type": "code", "source": [ "from transformers import pipeline" ], "metadata": { "id": "0q6NGB2DD427" }, "execution_count": 2, "outputs": [] }, { "cell_type": "code", "source": [ "from transformers import WhisperForConditionalGeneration, WhisperProcessor\n", "\n", "processor = WhisperProcessor.from_pretrained(\"openai/whisper-base\", language=\"English\", task=\"transcribe\")\n", "model = WhisperForConditionalGeneration.from_pretrained(\"openai/whisper-base\")" ], "metadata": { "id": "RmjNlMHnB207" }, "execution_count": 32, "outputs": [] }, { "cell_type": "code", "source": [ "whisper = pipeline('automatic-speech-recognition', model = 'openai/whisper-base')" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "TCSCP3sjD-KZ", "outputId": "33c30579-d4dc-4730-f246-4a56c13ba65e" }, "execution_count": 34, "outputs": [ { "output_type": "stream", "name": "stderr", "text": [ "Special tokens have been added in the vocabulary, make sure the associated word embeddings are fine-tuned or trained.\n" ] } ] }, { "cell_type": "code", "source": [ "from datasets import load_dataset\n", "data_files = {\"train\":[\"sample11.wav\",\"sample12.wav\",\"sample13.wav\",\"sample14.wav\",\"sample15.wav\",\"sample16.wav\",\"sample17.wav\",\"sample18.wav\",\"sample19.wav\",\"sample20.wav\",\n", " \"sample21.wav\",\"sample22.wav\",\"sample23.wav\",\"sample24.wav\",\"sample25.wav\",\"sample26.wav\",\"sample27.wav\",\"sample28.wav\",\"sample29.wav\",\"sample30.wav\",\n", " \"sample31.wav\",\"sample32.wav\",\"sample33.wav\",\"sample34.wav\",\"sample35.wav\",\"sample36.wav\",\"sample37.wav\",\"sample38.wav\",\"sample39.wav\",\"sample40.wav\",\n", " \"sample41.wav\",\"sample42.wav\",\"sample43.wav\",\"sample44.wav\",\"sample45.wav\",\"sample46.wav\",\"sample47.wav\",\"sample48.wav\",\"sample49.wav\",\"sample50.wav\",\n", " \"sample51.wav\",\"sample52.wav\",\"sample53.wav\",\"sample54.wav\",\"sample55.wav\",\"sample56.wav\",\"sample57.wav\",\"sample58.wav\",\"sample59.wav\",\"sample60.wav\",\n", " \"sample79.wav\",\"sample80.wav\",\"sample81.wav\",\"sample82.wav\",\"sample83.wav\",\"sample84.wav\",\"sample85.wav\",\"sample86.wav\",\"sample87.wav\",\"sample88.wav\",\n", " \"sample91.wav\",\"sample92.wav\",\"sample93.wav\",\"sample94.wav\",\"sample95.wav\",\"sample96.wav\",\"sample97.wav\",\"sample98.wav\",\"sample99.wav\",\"sample100.wav\"],\n", " \"test\":[\"sample1.wav\",\"sample2.wav\",\"sample3.wav\",\"sample4.wav\",\"sample5.wav\",\"sample6.wav\",\"sample7.wav\",\"sample8.wav\",\"sample9.wav\",\"sample10.wav\",\n", " \"sample61.wav\",\"sample62.wav\",\"sample63.wav\",\"sample64.wav\",\"sample65.wav\",\"sample66.wav\",\"sample67.wav\",\"sample68.wav\",\"sample69.wav\",\"sample70.wav\",\n", " \"sample71.wav\",\"sample72.wav\",\"sample73.wav\",\"sample74.wav\",\"sample75.wav\",\"sample76.wav\",\"sample77.wav\",\"sample78.wav\",\"sample89.wav\",\"sample90.wav\"]}\n", "my_dataset = load_dataset(\"nikhilnikhil/austin-music\" , data_files=data_files)\n", "my_dataset" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 255, "referenced_widgets": [ "485c1a6fe5714e78af71583d306501ae", "4f6a78848caf467b926bffb6dfe05215", "c78d145aad7144a88347219ef2fc42eb", "628c9691bb8e4a3aa01dd5cb4e2bdd4c", "6157b33d174b4c84a6373d7ab75f3e5a", "93e27e0f57654db49a1e568f06bd3f6b", "2dbd3e420080469a99b4fd7fdb96d1fb", "da4f6245b5c94c25869597dafbe61b4e", "fab099eec0ce4ab19e0dda52d6b19a36", "c2de5779740a4722bcb2518c1e887858", "2c41641072b7441aaca433a800c019a9", "ba705be1b0234fdf9e84dad165719da3", "30057361f6ad4aa5828702606fb68090", "4f64fe62aea341a09bd417035d9cfe15", "6f87d31c40dc409e94fce819ed791730", "e30d0e9caedc426f8940f9038edd4e5c", "b4c06bf059564ea284a6f198ca9ffdbf", "34698fb18c2e4f7c9a3e2a26393e5143", "71c7249886b84956a5b75273bd3edb07", "aacc16d54f2f49569310b88e01f7ecf9", "7181afe2088b4243b52fa0f9824aa22e", "e9de1672beb04223b6c575d320b266f6" ] }, "id": "Io4hu3tBESuS", "outputId": "92338b8e-f255-48db-cc51-dcae8e259780" }, "execution_count": 35, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "Resolving data files: 0%| | 0/70 [00:00=2023.5.0 in /usr/local/lib/python3.10/dist-packages (from huggingface_hub) (2023.6.0)\n", "Requirement already satisfied: requests in /usr/local/lib/python3.10/dist-packages (from huggingface_hub) (2.31.0)\n", "Requirement already satisfied: 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requests->huggingface_hub) (2023.7.22)\n", "Reading package lists... Done\n", "Building dependency tree... Done\n", "Reading state information... Done\n", "git-lfs is already the newest version (3.0.2-1ubuntu0.2).\n", "0 upgraded, 0 newly installed, 0 to remove and 11 not upgraded.\n", "Git LFS initialized.\n" ] } ] }, { "cell_type": "markdown", "source": [ "id for login: 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" ], "metadata": { "id": "nteeMqz_0Tt3" } }, { "cell_type": "code", "source": [ "from huggingface_hub import notebook_login\n", "notebook_login()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 145, "referenced_widgets": [ "1d84797db2c24605a771744458098a95", "56770bce1ef448e19f18639e4d0a4a3d", "75827f1182be4c69a0a876d5947d2783", "70d19c8df1b6407fb7b84a130c4e9f91", "d0d952337f054b84bcedce0867cf497c", "bcb9d24cf0864e70988f54ae6a5a48f1", "62ffcc69b543425f9396412ea25ee1e1", "1775efbead644594bc7ed4a124f0da06", "dda9c2417e754d6ab79283dbc069fc6f", "1d3139749a7f421996ac0cf3c3d2718f", "c6e70dcc664148fc9dfb20f968f960bb", "b8a8c4e8f0c945dd91e6092684467e0e", "b25fd152f2924ffc964c6c59cde9726e", "8b4998c02ad548eda6c344414a26fbda", "c70bf628523a49908a55ba07893bcc76", "8d25821db7134ea0bfd55acdc4ba78da", "f58e1e5dbdcc4aaba9a46201227e5ff3", "7f6a2c7a9e424a5d90e21a97812a91f7", "04dc6420f3b54df0a17c786d1dbe1797", "41182cfb57fa4a46840d6e28ffa055f5", "d9c723f413f049e4aaf84c0fec1b2f02", "67f9da0d382447ec8f9e412606263d20", "0186b1f48d2b44e2a6460bf0ed16caf7", "0b8f89ccf5b54f95baa7da05b56be413", "74eddd0b7bdc40b8bef17a7e8a910848", "82dd3f9f011b43ebb10ff3347b3f8bd4", "357cace84d764c0b8ecbc6a4ab8754f5", "7d78ae6f966048b0be67f27855657418", "d3e9c300e078465985c93bf0107c140f", "f02491fb256447f19657794f2be7c177", "371cf4c1294143bcbe91b3c926f5b560", "71faf2b0e095499a948f84c72a09c5d3" ] }, "id": "922AsBMyb-No", "outputId": "29b8f6a3-b6a2-4ad6-ff89-8e3dcce7b238" }, "execution_count": 16, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "VBox(children=(HTML(value='