diff --git "a/tiny.ipynb" "b/tiny.ipynb" new file mode 100644--- /dev/null +++ "b/tiny.ipynb" @@ -0,0 +1,15331 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "collapsed": true, + "id": "CBGPJVOsqc3L", + "outputId": "fa5d3c6d-ca61-4db6-d0e2-24726adf7c47" + }, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Repository: 'deb https://ppa.launchpadcontent.net/jonathonf/ffmpeg-4/ubuntu/ jammy main'\n", + "Description:\n", + "Backport of FFmpeg 4 and associated libraries. Now includes AOM/AV1 support!\n", + "\n", + "FDK AAC is not compatible with GPL and FFmpeg can't be redistributed with it included. Please don't ask for it to be added to this public PPA.\n", + "\n", + "---\n", + "\n", + "PPA supporters:\n", + "\n", + "BigBlueButton (https://bigbluebutton.org)\n", + "\n", + "---\n", + "\n", + "Donate to FFMPEG: https://ffmpeg.org/donations.html\n", + "Donate to Debian: https://www.debian.org/donations\n", + "Donate to this PPA: https://ko-fi.com/jonathonf\n", + "More info: https://launchpad.net/~jonathonf/+archive/ubuntu/ffmpeg-4\n", + "Adding repository.\n", + "Adding deb entry to /etc/apt/sources.list.d/jonathonf-ubuntu-ffmpeg-4-jammy.list\n", + "Adding disabled deb-src entry to /etc/apt/sources.list.d/jonathonf-ubuntu-ffmpeg-4-jammy.list\n", + "Adding key to /etc/apt/trusted.gpg.d/jonathonf-ubuntu-ffmpeg-4.gpg with fingerprint 4AB0F789CBA31744CC7DA76A8CF63AD3F06FC659\n", + "Get:1 https://cloud.r-project.org/bin/linux/ubuntu jammy-cran40/ InRelease [3,626 B]\n", + "Get:2 https://developer.download.nvidia.com/compute/cuda/repos/ubuntu2204/x86_64 InRelease [1,581 B]\n", + "Get:3 https://developer.download.nvidia.com/compute/cuda/repos/ubuntu2204/x86_64 Packages [891 kB]\n", + "Hit:4 http://archive.ubuntu.com/ubuntu jammy InRelease\n", + "Get:5 http://security.ubuntu.com/ubuntu jammy-security InRelease [129 kB]\n", + "Get:6 http://archive.ubuntu.com/ubuntu jammy-updates InRelease [128 kB]\n", + "Hit:7 https://ppa.launchpadcontent.net/c2d4u.team/c2d4u4.0+/ubuntu jammy InRelease\n", + "Get:8 http://security.ubuntu.com/ubuntu jammy-security/universe amd64 Packages [1,085 kB]\n", + "Hit:9 https://ppa.launchpadcontent.net/deadsnakes/ppa/ubuntu jammy InRelease\n", + "Hit:10 http://archive.ubuntu.com/ubuntu jammy-backports InRelease\n", + "Get:11 http://archive.ubuntu.com/ubuntu jammy-updates/universe amd64 Packages [1,378 kB]\n", + "Get:12 https://ppa.launchpadcontent.net/graphics-drivers/ppa/ubuntu jammy InRelease [24.3 kB]\n", + "Ign:13 https://ppa.launchpadcontent.net/jonathonf/ffmpeg-4/ubuntu jammy InRelease\n", + "Get:14 http://security.ubuntu.com/ubuntu jammy-security/main amd64 Packages [1,858 kB]\n", + "Hit:15 https://ppa.launchpadcontent.net/ubuntugis/ppa/ubuntu jammy InRelease\n", + "Get:16 http://archive.ubuntu.com/ubuntu jammy-updates/main amd64 Packages [2,129 kB]\n", + "Err:17 https://ppa.launchpadcontent.net/jonathonf/ffmpeg-4/ubuntu jammy Release\n", + " 404 Not Found [IP: 185.125.190.80 443]\n", + "Reading package lists... Done\n", + "E: The repository 'https://ppa.launchpadcontent.net/jonathonf/ffmpeg-4/ubuntu jammy Release' does not have a Release file.\n", + "N: Updating from such a repository can't be done securely, and is therefore disabled by default.\n", + "N: See apt-secure(8) manpage for repository creation and user configuration details.\n", + "Hit:1 https://cloud.r-project.org/bin/linux/ubuntu jammy-cran40/ InRelease\n", + "Hit:2 https://developer.download.nvidia.com/compute/cuda/repos/ubuntu2204/x86_64 InRelease\n", + "Hit:3 http://security.ubuntu.com/ubuntu jammy-security InRelease\n", + "Hit:4 http://archive.ubuntu.com/ubuntu jammy InRelease\n", + "Hit:5 http://archive.ubuntu.com/ubuntu jammy-updates InRelease\n", + "Hit:6 https://ppa.launchpadcontent.net/c2d4u.team/c2d4u4.0+/ubuntu jammy InRelease\n", + "Hit:7 http://archive.ubuntu.com/ubuntu jammy-backports InRelease\n", + "Hit:8 https://ppa.launchpadcontent.net/deadsnakes/ppa/ubuntu jammy InRelease\n", + "Hit:9 https://ppa.launchpadcontent.net/graphics-drivers/ppa/ubuntu jammy InRelease\n", + "Ign:10 https://ppa.launchpadcontent.net/jonathonf/ffmpeg-4/ubuntu jammy InRelease\n", + "Hit:11 https://ppa.launchpadcontent.net/ubuntugis/ppa/ubuntu jammy InRelease\n", + "Err:12 https://ppa.launchpadcontent.net/jonathonf/ffmpeg-4/ubuntu jammy Release\n", + " 404 Not Found [IP: 185.125.190.80 443]\n", + "Reading package lists... Done\n", + "\u001b[1;31mE: \u001b[0mThe repository 'https://ppa.launchpadcontent.net/jonathonf/ffmpeg-4/ubuntu jammy Release' does not have a Release file.\u001b[0m\n", + "\u001b[33mN: \u001b[0mUpdating from such a repository can't be done securely, and is therefore disabled by default.\u001b[0m\n", + "\u001b[33mN: \u001b[0mSee apt-secure(8) manpage for repository creation and user configuration details.\u001b[0m\n", + "Reading package lists... Done\n", + "Building dependency tree... Done\n", + "Reading state information... Done\n", + "ffmpeg is already the newest version (7:4.4.2-0ubuntu0.22.04.1).\n", + "0 upgraded, 0 newly installed, 0 to remove and 46 not upgraded.\n" + ] + } + ], + "source": [ + "!add-apt-repository -y ppa:jonathonf/ffmpeg-4\n", + "!apt update\n", + "!apt install -y ffmpeg" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "collapsed": true, + "id": "21t5yRBuqj8r", + "outputId": "76a8a8f3-2265-45ac-c0d8-1a580cbdb5d5" + }, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\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", + "google-colab 1.0.0 requires requests==2.31.0, but you have requests 2.32.3 which is incompatible.\u001b[0m\u001b[31m\n", + "\u001b[0mCollecting git+https://github.com/huggingface/transformers\n", + " Cloning https://github.com/huggingface/transformers to /tmp/pip-req-build-nj4841v0\n", + " Running command git clone --filter=blob:none --quiet https://github.com/huggingface/transformers /tmp/pip-req-build-nj4841v0\n", + " Resolved https://github.com/huggingface/transformers to commit 3714f3f86b88e81fa13ee4d8b194e9dbba291de7\n", + " Installing build dependencies ... \u001b[?25l\u001b[?25hdone\n", + " Getting requirements to build wheel ... \u001b[?25l\u001b[?25hdone\n", + " Preparing metadata (pyproject.toml) ... \u001b[?25l\u001b[?25hdone\n", + "Requirement already satisfied: filelock in /usr/local/lib/python3.10/dist-packages (from transformers==4.42.0.dev0) (3.14.0)\n", + "Requirement already satisfied: huggingface-hub<1.0,>=0.23.0 in /usr/local/lib/python3.10/dist-packages (from transformers==4.42.0.dev0) (0.23.2)\n", + "Requirement already satisfied: numpy>=1.17 in /usr/local/lib/python3.10/dist-packages (from transformers==4.42.0.dev0) (1.25.2)\n", + "Requirement already satisfied: packaging>=20.0 in /usr/local/lib/python3.10/dist-packages (from transformers==4.42.0.dev0) (24.0)\n", + "Requirement already satisfied: pyyaml>=5.1 in /usr/local/lib/python3.10/dist-packages (from transformers==4.42.0.dev0) (6.0.1)\n", + "Requirement already satisfied: regex!=2019.12.17 in /usr/local/lib/python3.10/dist-packages (from transformers==4.42.0.dev0) (2024.5.15)\n", + "Requirement already satisfied: requests in /usr/local/lib/python3.10/dist-packages (from transformers==4.42.0.dev0) (2.32.3)\n", + "Requirement already satisfied: tokenizers<0.20,>=0.19 in /usr/local/lib/python3.10/dist-packages (from transformers==4.42.0.dev0) (0.19.1)\n", + "Requirement already satisfied: safetensors>=0.4.1 in /usr/local/lib/python3.10/dist-packages (from transformers==4.42.0.dev0) (0.4.3)\n", + "Requirement already satisfied: tqdm>=4.27 in /usr/local/lib/python3.10/dist-packages (from transformers==4.42.0.dev0) (4.66.4)\n", + "Requirement already satisfied: fsspec>=2023.5.0 in /usr/local/lib/python3.10/dist-packages (from huggingface-hub<1.0,>=0.23.0->transformers==4.42.0.dev0) (2023.6.0)\n", + "Requirement already satisfied: typing-extensions>=3.7.4.3 in /usr/local/lib/python3.10/dist-packages (from huggingface-hub<1.0,>=0.23.0->transformers==4.42.0.dev0) (4.12.0)\n", + "Requirement already satisfied: charset-normalizer<4,>=2 in /usr/local/lib/python3.10/dist-packages (from requests->transformers==4.42.0.dev0) (3.3.2)\n", + "Requirement already satisfied: idna<4,>=2.5 in /usr/local/lib/python3.10/dist-packages (from requests->transformers==4.42.0.dev0) (3.7)\n", + "Requirement already satisfied: urllib3<3,>=1.21.1 in /usr/local/lib/python3.10/dist-packages (from requests->transformers==4.42.0.dev0) (2.0.7)\n", + "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.10/dist-packages (from requests->transformers==4.42.0.dev0) (2024.2.2)\n", + "Building wheels for collected packages: transformers\n", + " Building wheel for transformers (pyproject.toml) ... \u001b[?25l\u001b[?25hdone\n", + " Created wheel for transformers: filename=transformers-4.42.0.dev0-py3-none-any.whl size=9141380 sha256=0e1ea24057099d81563c3ab4c8ea0eb7f728f9501e6675e3843543da5c57ac0d\n", + " Stored in directory: /tmp/pip-ephem-wheel-cache-6z92th1w/wheels/c0/14/d6/6c9a5582d2ac191ec0a483be151a4495fe1eb2a6706ca49f1b\n", + "Successfully built transformers\n", + "Installing collected packages: transformers\n", + " Attempting uninstall: transformers\n", + " Found existing installation: transformers 4.41.1\n", + " Uninstalling transformers-4.41.1:\n", + " Successfully uninstalled transformers-4.41.1\n", + "Successfully installed transformers-4.42.0.dev0\n", + 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fastapi, gradio\n", + " Attempting uninstall: typer\n", + " Found existing installation: typer 0.9.4\n", + " Uninstalling typer-0.9.4:\n", + " Successfully uninstalled typer-0.9.4\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", + "spacy 3.7.4 requires typer<0.10.0,>=0.3.0, but you have typer 0.12.3 which is incompatible.\n", + "weasel 0.3.4 requires typer<0.10.0,>=0.3.0, but you have typer 0.12.3 which is incompatible.\u001b[0m\u001b[31m\n", + "\u001b[0mSuccessfully installed aiofiles-23.2.1 dnspython-2.6.1 email_validator-2.1.1 fastapi-0.111.0 fastapi-cli-0.0.4 ffmpy-0.3.2 gradio-4.32.2 gradio-client-0.17.0 h11-0.14.0 httpcore-1.0.5 httptools-0.6.1 httpx-0.27.0 orjson-3.10.3 pydub-0.25.1 python-dotenv-1.0.1 python-multipart-0.0.9 ruff-0.4.7 semantic-version-2.10.0 shellingham-1.5.4 starlette-0.37.2 tomlkit-0.12.0 typer-0.12.3 ujson-5.10.0 uvicorn-0.30.1 uvloop-0.19.0 watchfiles-0.22.0 websockets-11.0.3\n", + "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m302.6/302.6 kB\u001b[0m \u001b[31m8.8 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", + "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m21.3/21.3 MB\u001b[0m \u001b[31m72.1 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", + "\u001b[?25h Installing build dependencies ... \u001b[?25l\u001b[?25hdone\n", + " Getting requirements to build wheel ... \u001b[?25l\u001b[?25hdone\n", + " Preparing metadata (pyproject.toml) ... \u001b[?25l\u001b[?25hdone\n", + " Installing build dependencies ... \u001b[?25l\u001b[?25hdone\n", + " Getting requirements to build wheel ... \u001b[?25l\u001b[?25hdone\n", + " Preparing metadata (pyproject.toml) ... \u001b[?25l\u001b[?25hdone\n", + " Building wheel for peft (pyproject.toml) ... \u001b[?25l\u001b[?25hdone\n" + ] + } + ], + "source": [ + "!pip install datasets>=2.6.1\n", + "!pip install git+https://github.com/huggingface/transformers\n", + "!pip install librosa\n", + "!pip install evaluate>=0.30\n", + "!pip install jiwer\n", + "!pip install gradio\n", + "!pip install -q datasets accelerate\n", + "!pip install -q git+https://github.com/huggingface/transformers.git@main git+https://github.com/huggingface/peft.git@main" + ] + }, + { + "cell_type": "markdown", + "source": [ + "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" + ], + "metadata": { + "id": "ReVNUWtgdp8Y" + } + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 160, + "referenced_widgets": [ + "27f962a077864472ba5aa7b8e3b11bc5", + "95d01495aefc486abc9c32d2f504cbe2", + "b608b842cdf447a0ab39f40222c9e3be", + "f1f2dd167b4e4c5b8cf6a319f5874fdb", + "150650301e89405a917c386c108daf71", + "79640c4c109c461e939b0e7db1eb705e", + "e982010f92df4ffd847f977bfb82f3da", + "98e3e7548ddf4ce699845838e9f51b84", + "b08fac96e7054eab9a08ce7f73494992", + "50fd79de5ae04f638a3d05aff3692ec8", + "efeed39ef5f94b18a622c8fddedc6e04", + "77481f7e69b5426ba7145081db0b8986", + "32944beacce649ffa01b2baa0a249fcf", + "f731f88051d740d2a66ab1e6dc299aa5", + "45adf105a22644378e05d67b7df80c37", + "04615fed4a2c4a6182e81d686afbee6c", + "5968871d69bc4addad1d5b5282ee18a3", + "f1f5e70a6b0e4d7b89eac0652d956325", + "c0905b30adc0425d9dbaafff59ad5cc0", + "d8af964a82ca4dc2879c8f8ec1b75543", + "c4f13e226fa24a8c879aa54a20095e85", + "99f88e91442e4130a2cccf90b5e285a6", + "c02d006eb0e2486dac93f94d6187149a", + "a3e154d4d8f04b90928d296f6e07afc2", + "b94bab88faa940ee8768974d30832877", + "92b3f0dee5514900936127da1b16cfce", + "ed37178603c5485282a12094e61ea8d2", + "77b5961211ab4014b045eca8627debf3", + "a2e4b99722814ae8a4a2bc64e27a1135", + "41738bc27a7c45aeb69e31aa11b14a6b", + "63b1d17b66614379964ba4585717788e", + "afdaf331434e47d799bd2d3543724264" + ] + }, + "id": "aid7PM1FsZVA", + "outputId": "09194cd6-3bcf-46d5-c966-097eee46b8ce" + }, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "VBox(children=(HTML(value='
' instead.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/huggingface_hub/utils/_token.py:89: UserWarning: \n", + "The secret `HF_TOKEN` does not exist in your Colab secrets.\n", + "To authenticate with the Hugging Face Hub, create a token in your settings tab (https://huggingface.co/settings/tokens), set it as secret in your Google Colab and restart your session.\n", + "You will be able to reuse this secret in all of your notebooks.\n", + "Please note that authentication is recommended but still optional to access public models or datasets.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/datasets/load.py:1491: FutureWarning: The repository for mozilla-foundation/common_voice_16_1 contains custom code which must be executed to correctly load the dataset. You can inspect the repository content at https://hf.co/datasets/mozilla-foundation/common_voice_16_1\n", + "You can avoid this message in future by passing the argument `trust_remote_code=True`.\n", + "Passing `trust_remote_code=True` will be mandatory to load this dataset from the next major release of `datasets`.\n", + " warnings.warn(\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "Downloading builder script: 0%| | 0.00/8.17k [00:00' instead.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/datasets/load.py:1491: FutureWarning: The repository for mozilla-foundation/common_voice_16_1 contains custom code which must be executed to correctly load the dataset. You can inspect the repository content at https://hf.co/datasets/mozilla-foundation/common_voice_16_1\n", + "You can avoid this message in future by passing the argument `trust_remote_code=True`.\n", + "Passing `trust_remote_code=True` will be mandatory to load this dataset from the next major release of `datasets`.\n", + " warnings.warn(\n" + ] + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "DatasetDict({\n", + " train: Dataset({\n", + " features: ['client_id', 'path', 'audio', 'sentence', 'up_votes', 'down_votes', 'age', 'gender', 'accent', 'locale', 'segment', 'variant'],\n", + " num_rows: 8512\n", + " })\n", + " test: Dataset({\n", + " features: ['client_id', 'path', 'audio', 'sentence', 'up_votes', 'down_votes', 'age', 'gender', 'accent', 'locale', 'segment', 'variant'],\n", + " num_rows: 3143\n", + " })\n", + "})\n" + ] + } + ], + "source": [ + "\n", + "from datasets import load_dataset, DatasetDict\n", + "\n", + "dataset_name = \"mozilla-foundation/common_voice_16_1\"\n", + "common_voice = DatasetDict()\n", + "\n", + "# Charger 40 % des données d'entraînement et de validation\n", + "common_voice[\"train\"] = load_dataset(dataset_name, language_abbr, split=\"train[:30%]\", use_auth_token=True)\n", + "common_voice[\"test\"] = load_dataset(dataset_name, language_abbr, split=\"test[:30%]\", use_auth_token=True)\n", + "\n", + "print(common_voice)\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "pS89HXrswpWH", + "outputId": "a4bacd5f-01a8-42cb-96cb-96fa18070376" + }, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "DatasetDict({\n", + " train: Dataset({\n", + " features: ['audio', 'sentence', 'variant'],\n", + " num_rows: 8512\n", + " })\n", + " test: Dataset({\n", + " features: ['audio', 'sentence', 'variant'],\n", + " num_rows: 3143\n", + " })\n", + "})\n" + ] + } + ], + "source": [ + "common_voice = common_voice.remove_columns(\n", + " [\"accent\", \"age\", \"client_id\", \"down_votes\", \"gender\", \"locale\", \"path\", \"segment\", \"up_votes\"]\n", + ")\n", + "\n", + "print(common_voice)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 49, + "referenced_widgets": [ + "9c52da86ae624eb4b530fadb18e4af14", + "73ec98342bae44b8b6589062638e3e18", + "3ae600b1fc7d4ecdb0c799f1aa096074", + "9d725c155d3d46d0b6fede23c74213e9", + "b082d1685d6c4e4c9e2de70ca1be67c0", + "8b0800005f3742589df99df3d7c5f2e2", + "fd3e585a847e4d0080cee7eb3b388c9d", + "ec61c14b4f5f4396b114099fd6c483d4", + "3ce96945c4cf4bd1b3d247285f49b9b0", + "5bf89cbc567f4a19ba20b53fa7885f45", + "5e7f879c24b044cc92afc5b5caa4b425" + ] + }, + "id": "07ss0xTmwDqO", + "outputId": "ab363435-d8d4-49f4-b202-011b872134fc" + }, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "preprocessor_config.json: 0%| | 0.00/185k [00:00 Dict[str, torch.Tensor]:\n", + " # diviser les entrées et les étiquettes car elles doivent être de longueurs différentes et nécessitent des méthodes de remplissage différentes\n", + " # traiter d'abord les entrées audio en renvoyant simplement des tenseurs Torch\n", + " input_features = [\n", + " {\"input_features\": feature[\"input_features\"][0]} for feature in features\n", + " ]\n", + " batch = self.processor.feature_extractor.pad(input_features, return_tensors=\"pt\")\n", + "\n", + " # obtenir les séquences d'étiquettes tokenisées\n", + " label_features = [{\"input_ids\": feature[\"labels\"]} for feature in features]\n", + " # rembourrer les étiquettes à la longueur maximale\n", + " labels_batch = self.processor.tokenizer.pad(label_features, return_tensors=\"pt\")\n", + "\n", + " # remplacer le remplissage par -100 pour ignorer correctement les pertes\n", + " labels = labels_batch[\"input_ids\"].masked_fill(\n", + " labels_batch.attention_mask.ne(1), -100\n", + " )\n", + "\n", + " # si le token bos est ajouté lors de l'étape de tokenisation précédente, couper le token bos ici puisqu'il sera de toute façon ajouté plus tard\n", + " if (labels[:, 0] == self.processor.tokenizer.bos_token_id).all().cpu().item():\n", + " labels = labels[:, 1:]\n", + "\n", + " batch[\"labels\"] = labels\n", + "\n", + " return batch" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": { + "id": "wZ9B0tSt5lLt" + }, + "outputs": [], + "source": [ + "data_collator = DataCollatorSpeechSeq2SeqWithPadding(processor=processor)" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 49, + "referenced_widgets": [ + "ee3ca62003114d818e7ab083629b5f89", + "4eaa59e83fa6495aa174a8b40d192783", + "ac704e5f445c40da87a9e7dd55d9708f", + "216f92567969405dbffeac363fb82634", + "ee2880bb04d9414b84cabbf020bbbc98", + "a4486e2b7e0741abb36c6a2dca8eedbf", + "4fc516a40fce4129bafcccaef0c37e89", + "200905a42eea4301a8b2411cbe46dfa0", + "61be4dca971d416cbc93cd45cadb761b", + "df217223965d444a82ec830d337e9a46", + "abd90a03018145c18d7ea05e9f201261" + ] + }, + "id": "KEiBuVluy4xR", + "outputId": "fb8bcd11-279b-4389-eee3-8b66f4005c6d" + }, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "Downloading builder script: 0%| | 0.00/4.49k [00:00 0\n", + " ]\n", + " label_str_norm = [\n", + " label_str_norm[i]\n", + " for i in range(len(label_str_norm))\n", + " if len(label_str_norm[i]) > 0\n", + " ]\n", + "\n", + " wer = 100 * metric.compute(predictions=pred_str_norm, references=label_str_norm)\n", + "\n", + " return {\"wer_ortho\": wer_ortho, \"wer\": wer}" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": { + "id": "PklXV_Pp1IWl", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 113, + "referenced_widgets": [ + "e9949bcb92e74330a298c7aafdb7813f", + "cc46a58b50fd400fa8e5e7a28aed26ee", + "54f80957e0ba4112a1069a37f2a6dc5d", + "ae61071a7ddf4e1ea162245b63d8eecf", + "8896346afcb2400f8c2aec60b4c3773c", + "9220b83acddb48ec809411aac255fbb2", + "fb3b047f0a2f4f79b7061c036cc307af", + "2dda8efef1364229901d920a7f6584b1", + "5dac56681d6c4309802b43c455459180", + "7f559df96e6e42e3ae69a34001cb3e78", + "be64761926884af79e6f8aa47401fc53", + "5f00a6cdc9724bb7b24ff3d01549d558", + "3c920e56d6bb413f9faec192d600975c", + "b70d851a28dc4963ad17a9766db7c92b", + "10d5007a3bf746cc908e11028af2ce8e", + "92b0501b9ce547e9803404e632b599b5", + "61b05f827b2641b2a64e053aae52f9fe", + "c533b8c89a9240ada2dd485d157df800", + "ad8505c07eac45409238862d65862dcc", + "3aad472105084d36b4ef8c789dddb5ff", + "25a8cee9eeb345098b312f09fe7a71b3", + "d5d9bd91e1e3449c9c33edda64b15775", + "19adc3029c27464b97ae85317aa75420", + "14bfd000eb8a48b2858b3cbea2a00169", + "1125f5e6dcab496d875a4d04ed453810", + "8d311d38e987470aa36954ce4fa4acaa", + "5dd6337e661149d69625c1d8299fea5b", + "d026fdddbe3d43648604a8d8c2599683", + "be53fdb25f2f428caafa59123bc6795a", + "d313dfc1c1624775ab3748f428b22a20", + "5f215b51ddee4ac78b6241db7868cbf9", + "b4162644db454eb780c5703ae44c8468", + "9df603ade69f437dbd49e3d2c6ff3d93" + ] + }, + "outputId": "c1243a13-5b85-4fa6-d38b-9df8109b6651" + }, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "config.json: 0%| | 0.00/1.98k [00:00" + ], + "text/html": [ + "\n", + "
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" + ] + }, + "metadata": {} + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "You have passed task=transcribe, but also have set `forced_decoder_ids` to [[1, None], [2, 50359]] which creates a conflict. `forced_decoder_ids` will be ignored in favor of task=transcribe.\n", + "Some non-default generation parameters are set in the model config. These should go into a GenerationConfig file (https://huggingface.co/docs/transformers/generation_strategies#save-a-custom-decoding-strategy-with-your-model) instead. This warning will be raised to an exception in v4.41.\n", + "Non-default generation parameters: {'max_length': 448, 'suppress_tokens': [1, 2, 7, 8, 9, 10, 14, 25, 26, 27, 28, 29, 31, 58, 59, 60, 61, 62, 63, 90, 91, 92, 93, 359, 503, 522, 542, 873, 893, 902, 918, 922, 931, 1350, 1853, 1982, 2460, 2627, 3246, 3253, 3268, 3536, 3846, 3961, 4183, 4667, 6585, 6647, 7273, 9061, 9383, 10428, 10929, 11938, 12033, 12331, 12562, 13793, 14157, 14635, 15265, 15618, 16553, 16604, 18362, 18956, 20075, 21675, 22520, 26130, 26161, 26435, 28279, 29464, 31650, 32302, 32470, 36865, 42863, 47425, 49870, 50254, 50258, 50358, 50359, 50360, 50361, 50362], 'begin_suppress_tokens': [220, 50257]}\n", + "There were missing keys in the checkpoint model loaded: ['proj_out.weight'].\n" + ] + }, + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "TrainOutput(global_step=500, training_loss=0.8223226089477539, metrics={'train_runtime': 1621.5156, 'train_samples_per_second': 4.934, 'train_steps_per_second': 0.308, 'total_flos': 1.9695108096e+17, 'train_loss': 0.8223226089477539, 'epoch': 0.9398496240601504})" + ] + }, + "metadata": {}, + "execution_count": 23 + } + ], + "source": [ + "trainer.train()" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 146 + }, + "id": "TbFAsSKw6frZ", + "outputId": "ff37630c-a0f0-4b96-af76-3260f9477c3d" + }, + "outputs": [ + { + "output_type": "stream", + "name": "stderr", + "text": [ + "Some non-default generation parameters are set in the model config. These should go into a GenerationConfig file (https://huggingface.co/docs/transformers/generation_strategies#save-a-custom-decoding-strategy-with-your-model) instead. This warning will be raised to an exception in v4.41.\n", + "Non-default generation parameters: {'max_length': 448, 'suppress_tokens': [1, 2, 7, 8, 9, 10, 14, 25, 26, 27, 28, 29, 31, 58, 59, 60, 61, 62, 63, 90, 91, 92, 93, 359, 503, 522, 542, 873, 893, 902, 918, 922, 931, 1350, 1853, 1982, 2460, 2627, 3246, 3253, 3268, 3536, 3846, 3961, 4183, 4667, 6585, 6647, 7273, 9061, 9383, 10428, 10929, 11938, 12033, 12331, 12562, 13793, 14157, 14635, 15265, 15618, 16553, 16604, 18362, 18956, 20075, 21675, 22520, 26130, 26161, 26435, 28279, 29464, 31650, 32302, 32470, 36865, 42863, 47425, 49870, 50254, 50258, 50358, 50359, 50360, 50361, 50362], 'begin_suppress_tokens': [220, 50257]}\n" + ] + }, + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "CommitInfo(commit_url='https://huggingface.co/pfe24/whisper-tiny-dv/commit/cdead8f3f7cc13315d66bf2284d3de3678411fd5', commit_message='End of the training', commit_description='', oid='cdead8f3f7cc13315d66bf2284d3de3678411fd5', pr_url=None, pr_revision=None, pr_num=None)" + ], + "application/vnd.google.colaboratory.intrinsic+json": { + "type": "string" + } + }, + "metadata": {}, + "execution_count": 24 + } + ], + "source": [ + "\n", + "trainer.push_to_hub(\"End of the training\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "e3tg9XOuHk9q" + }, + "outputs": [], + "source": [ + "from transformers import pipeline\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "QGFUBT-CZoqY" + }, + "outputs": [], + "source": [ + "pipe = pipeline(\"automatic-speech-recognition\", model=\"mayssakorbi/whisper-tiny-ar\")" + ] + } + ], + "metadata": { + "accelerator": "GPU", + "colab": { + "gpuType": "L4", + "provenance": [] + }, + "kernelspec": { + "display_name": "Python 3", + "name": "python3" + }, + "language_info": { + "name": "python" + }, + "widgets": { + "application/vnd.jupyter.widget-state+json": { + "27f962a077864472ba5aa7b8e3b11bc5": { + "model_module": "@jupyter-widgets/controls", + "model_name": "VBoxModel", + "model_module_version": "1.5.0", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "VBoxModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "VBoxView", + "box_style": "", + "children": [ + "IPY_MODEL_c4f13e226fa24a8c879aa54a20095e85", + "IPY_MODEL_99f88e91442e4130a2cccf90b5e285a6", + "IPY_MODEL_c02d006eb0e2486dac93f94d6187149a", + "IPY_MODEL_a3e154d4d8f04b90928d296f6e07afc2" + ], + "layout": "IPY_MODEL_e982010f92df4ffd847f977bfb82f3da" + } + }, + "95d01495aefc486abc9c32d2f504cbe2": { + "model_module": "@jupyter-widgets/controls", + "model_name": "HTMLModel", + "model_module_version": "1.5.0", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "HTMLModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "HTMLView", + "description": "", + "description_tooltip": null, + "layout": "IPY_MODEL_98e3e7548ddf4ce699845838e9f51b84", + "placeholder": "​", + "style": "IPY_MODEL_b08fac96e7054eab9a08ce7f73494992", + "value": "


Copy a token from your Hugging Face\ntokens page and paste it below.
Immediately click login after copying\nyour token or it might be stored in plain text in this notebook file.
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