{ "cells": [ { "cell_type": "code", "source": [ "model_name_or_path = \"abdulhade/whisper-large-v2-ckb\"\n", "task = \"transcribe\"" ], "metadata": { "id": "wjSMom2OK8PY" }, "execution_count": 1, "outputs": [] }, { "cell_type": "code", "source": [ "dataset_name = \"razhan/asosoft-speech\"\n", "language = \"english\"\n", "language_abbr = \"ckb\" # Short hand code for the language we want to fine-tune" ], "metadata": { "id": "5F8Z5TFFK8Wd" }, "execution_count": 2, "outputs": [] }, { "cell_type": "code", "source": [ "!pip install -q datasets\n", "!pip install evaluate>=0.30" ], "metadata": { "id": "FuaHeXAGt7FU" }, "execution_count": 3, "outputs": [] }, { "cell_type": "code", "source": [ "!pip install accelerate" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "N-ieitWSr7Tr", "outputId": "5347dff6-ddfe-4fa7-9af5-c83c86018b4b" }, "execution_count": 4, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Requirement already satisfied: accelerate in 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requests in /usr/local/lib/python3.10/dist-packages (from huggingface-hub->accelerate) (2.31.0)\n", "Requirement already satisfied: tqdm>=4.42.1 in /usr/local/lib/python3.10/dist-packages (from huggingface-hub->accelerate) (4.66.1)\n", "Requirement already satisfied: MarkupSafe>=2.0 in /usr/local/lib/python3.10/dist-packages (from jinja2->torch>=1.10.0->accelerate) (2.1.3)\n", "Requirement already satisfied: charset-normalizer<4,>=2 in /usr/local/lib/python3.10/dist-packages (from requests->huggingface-hub->accelerate) (3.2.0)\n", "Requirement already satisfied: idna<4,>=2.5 in /usr/local/lib/python3.10/dist-packages (from requests->huggingface-hub->accelerate) (3.4)\n", "Requirement already satisfied: urllib3<3,>=1.21.1 in /usr/local/lib/python3.10/dist-packages (from requests->huggingface-hub->accelerate) (2.0.4)\n", "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.10/dist-packages (from requests->huggingface-hub->accelerate) (2023.7.22)\n", "Requirement already satisfied: mpmath>=0.19 in /usr/local/lib/python3.10/dist-packages (from sympy->torch>=1.10.0->accelerate) (1.3.0)\n" ] } ] }, { "cell_type": "code", "source": [ "!pip install jiwer" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "3zvrXDJ-rido", "outputId": "d7c12e5c-4114-48e4-9cbf-e509e3819ef2" }, "execution_count": 5, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Requirement already satisfied: jiwer in /usr/local/lib/python3.10/dist-packages (3.0.3)\n", "Requirement already satisfied: click<9.0.0,>=8.1.3 in /usr/local/lib/python3.10/dist-packages (from jiwer) (8.1.7)\n", "Requirement already satisfied: rapidfuzz<4,>=3 in /usr/local/lib/python3.10/dist-packages (from jiwer) (3.3.1)\n" ] } ] }, { "cell_type": "code", "source": [ "!pip install -q pytube\n", "!pip install evaluate>=0.30\n", "!pip install -q librosa\n", "!pip install soundfile\n", "!pip install -q transformers\n", "!pip install -q torch\n", "!pip install -q pydub" ], "metadata": { "id": "lRYAIkyTuj-X", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "95588431-5226-40df-d96e-7cb36c651189" }, "execution_count": 6, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Requirement already satisfied: soundfile in /usr/local/lib/python3.10/dist-packages (0.12.1)\n", "Requirement already satisfied: cffi>=1.0 in /usr/local/lib/python3.10/dist-packages (from soundfile) (1.15.1)\n", "Requirement already satisfied: pycparser in /usr/local/lib/python3.10/dist-packages (from cffi>=1.0->soundfile) (2.21)\n" ] } ] }, { "cell_type": "code", "source": [ "from huggingface_hub import notebook_login\n", "\n", "notebook_login()" ], "metadata": { "id": "iMGztOIVuvVa", "colab": { "base_uri": "https://localhost:8080/", "height": 145, "referenced_widgets": [ "052c52bba2c946b6a15f796808c39958", "073c84edd52645e3a6adabd99dd6b510", "3ce3f2e7057e4e92b9832a9932b0ae79", "3588c7c4116d4622b8c91376670765c5", "6fe54c7e8e4a497fa4a52c0160d6695e", "907bc28da65643e2b28a9d4b5c670dea", "ff141cd0376e49c19efc23c6b18eb85f", "628f7ba2b8174931a236512c2b97e7cb", "833efc86d05941d9959797ddc37316cc", "3d9a8441c7ef426a9004016d7fe0fe3a", "39ee1e53bf2a46c1b4e0ab088d7c579d", "9cc0abef2484476a8167c6455d1384a0", "89d11e773426431a9f12d29273283b40", "8ec8cf5091864aa18fabcb59633f310a", "550025b0a96946a2a50ddb4cb3197139", "3076fd7c4d764e3ca27d247280b29c86", "a0ad6f414ec74c36b9345c9c5e7096bb", "295c9784a24641398edf8ab97d3cc4a9", "74f37f71830e42a89fe4c34ba76aced4", "659faf47dd9d4817bacd397db48a366d", "b4364e282baa41ada3b9cf0355b5c0d2", "80ab60269b554bbfb69bd73f0bd9d97f", "d9ef0e6ac8794a78816524bb5a5967f1", "3300e448feba4e9792f3ab70faf149ee", "28eb5dd30db24593898296ba2623d2e0", "720e2333b88f4a06968f4d3f43c16611", "26ef1e7befba4be595d204e9609d052a", "edcbf064574a4ddfb0ccb4c3cf36e985", "922b9153d4484c96b58901d6e93b5857", "fcd144c3336e44c28193c0e6a20034be", "1c32c4b17531436f933e08169e9f0e92", "0dd96364730c420fad01c1ac01b6e753" ] }, "outputId": "9db14b1b-5b98-4bbe-a4b6-d8f49b254d3e" }, "execution_count": 7, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "VBox(children=(HTML(value='