{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "gbHa22M2VBUp", "outputId": "f70cab61-4fb8-4f90-9fbe-bc196c91b5c7" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Get:1 https://nvidia.github.io/libnvidia-container/stable/ubuntu18.04/amd64 InRelease [1484 B]\n", "Get:2 https://download.docker.com/linux/ubuntu focal InRelease [57.7 kB] \n", "Hit:3 https://nvidia.github.io/nvidia-container-runtime/stable/ubuntu18.04/amd64 InRelease\n", "Get:4 http://security.ubuntu.com/ubuntu focal-security InRelease [114 kB] \n", "Get:5 https://packages.microsoft.com/repos/azure-cli focal InRelease [10.4 kB] \n", "Get:6 https://packages.cloud.google.com/apt cloud-sdk InRelease [6751 B] \n", "Hit:7 http://archive.ubuntu.com/ubuntu focal InRelease \n", "Get:8 https://download.docker.com/linux/ubuntu focal/stable amd64 Packages [22.2 kB]\n", "Get:9 http://archive.ubuntu.com/ubuntu focal-updates InRelease [114 kB] \n", "Ign:10 http://ppa.launchpad.net/jonathonf/ffmpeg-4/ubuntu focal InRelease \n", "Get:11 http://archive.ubuntu.com/ubuntu focal-backports InRelease [108 kB] \n", "Get:12 https://packages.microsoft.com/repos/azure-cli focal/main amd64 Packages [9926 B]\n", "Get:13 http://archive.lambdalabs.com/ubuntu focal InRelease [3176 B] \n", "Get:14 https://packages.cloud.google.com/apt cloud-sdk/main amd64 Packages [368 kB]\n", "Err:15 http://ppa.launchpad.net/jonathonf/ffmpeg-4/ubuntu focal Release \n", " 404 Not Found [IP: 185.125.190.52 80]\n", "Get:16 http://security.ubuntu.com/ubuntu focal-security/main amd64 Packages [1895 kB]\n", "Get:17 https://pkg.cloudflare.com/cloudflared focal InRelease [4279 B] \n", "Get:18 https://ppa.launchpadcontent.net/deadsnakes/ppa/ubuntu focal InRelease [18.1 kB]\n", "Get:19 http://security.ubuntu.com/ubuntu focal-security/main Translation-en [311 kB]\n", "Get:20 http://security.ubuntu.com/ubuntu focal-security/main amd64 c-n-f Metadata [11.5 kB]\n", "Get:21 http://security.ubuntu.com/ubuntu focal-security/restricted amd64 Packages [1385 kB]\n", "Get:22 http://security.ubuntu.com/ubuntu focal-security/restricted Translation-en [195 kB]\n", "Get:23 http://security.ubuntu.com/ubuntu focal-security/restricted amd64 c-n-f Metadata [596 B]\n", "Get:24 http://security.ubuntu.com/ubuntu focal-security/universe amd64 Packages [778 kB]\n", "Get:25 http://archive.ubuntu.com/ubuntu focal-updates/main amd64 Packages [2270 kB]\n", "Get:26 http://security.ubuntu.com/ubuntu focal-security/universe Translation-en [150 kB]\n", "Get:27 http://security.ubuntu.com/ubuntu focal-security/universe amd64 c-n-f Metadata [16.8 kB]\n", "Get:28 http://security.ubuntu.com/ubuntu focal-security/multiverse amd64 Packages [22.2 kB]\n", "Get:29 http://security.ubuntu.com/ubuntu focal-security/multiverse Translation-en [5464 B]\n", "Get:30 http://archive.ubuntu.com/ubuntu focal-updates/main Translation-en [395 kB]\n", "Get:31 http://security.ubuntu.com/ubuntu focal-security/multiverse amd64 c-n-f Metadata [516 B]\n", "Get:32 http://archive.ubuntu.com/ubuntu focal-updates/main amd64 c-n-f Metadata [16.1 kB]\n", "Get:33 http://archive.ubuntu.com/ubuntu focal-updates/restricted amd64 Packages [1476 kB]\n", "Get:34 http://archive.ubuntu.com/ubuntu focal-updates/restricted Translation-en [208 kB]\n", "Get:35 http://archive.ubuntu.com/ubuntu focal-updates/restricted amd64 c-n-f Metadata [592 B]\n", "Get:36 http://archive.ubuntu.com/ubuntu focal-updates/universe amd64 Packages [1009 kB]\n", "Get:37 http://archive.ubuntu.com/ubuntu focal-updates/universe Translation-en [234 kB]\n", "Get:38 http://archive.ubuntu.com/ubuntu focal-updates/universe amd64 c-n-f Metadata [23.2 kB]\n", "Get:39 http://archive.ubuntu.com/ubuntu focal-updates/multiverse amd64 Packages [24.5 kB]\n", "Get:40 http://archive.ubuntu.com/ubuntu focal-updates/multiverse Translation-en [7380 B]\n", "Get:41 http://archive.ubuntu.com/ubuntu focal-updates/multiverse amd64 c-n-f Metadata [592 B]\n", "Get:42 http://archive.lambdalabs.com/ubuntu focal/main amd64 Packages [92.1 kB]\n", "Get:43 http://archive.ubuntu.com/ubuntu focal-backports/main amd64 Packages [45.7 kB]\n", "Get:44 http://archive.ubuntu.com/ubuntu focal-backports/main amd64 c-n-f Metadata [1420 B]\n", "Get:45 http://archive.ubuntu.com/ubuntu focal-backports/universe amd64 Packages [24.9 kB]\n", "Get:46 http://archive.ubuntu.com/ubuntu focal-backports/universe Translation-en [16.3 kB]\n", "Get:47 https://pkg.cloudflare.com/cloudflared focal/main amd64 Packages [375 B]\n", "Get:48 http://archive.ubuntu.com/ubuntu focal-backports/universe amd64 c-n-f Metadata [880 B]\n", "Get:49 https://ppa.launchpadcontent.net/deadsnakes/ppa/ubuntu focal/main amd64 Packages [24.8 kB]\n", "Get:50 https://ppa.launchpadcontent.net/deadsnakes/ppa/ubuntu focal/main Translation-en [5396 B]\n", "Reading package lists... Done \n", "E: The repository 'http://ppa.launchpad.net/jonathonf/ffmpeg-4/ubuntu focal 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://download.docker.com/linux/ubuntu focal InRelease\n", "Get:2 https://nvidia.github.io/libnvidia-container/stable/ubuntu18.04/amd64 InRelease [1484 B]\n", "Hit:3 https://nvidia.github.io/nvidia-container-runtime/stable/ubuntu18.04/amd64 InRelease\n", "Hit:4 http://security.ubuntu.com/ubuntu focal-security InRelease \u001b[0m\n", "Hit:5 https://packages.microsoft.com/repos/azure-cli focal InRelease \u001b[0m\n", "Hit:6 https://packages.cloud.google.com/apt cloud-sdk InRelease \u001b[0m\n", "Ign:7 http://ppa.launchpad.net/jonathonf/ffmpeg-4/ubuntu focal InRelease \u001b[0m\u001b[33m\u001b[33m\n", "Hit:8 https://pkg.cloudflare.com/cloudflared focal InRelease \u001b[0m\u001b[33m\n", "Hit:9 http://archive.ubuntu.com/ubuntu focal InRelease \u001b[0m\n", "Err:10 http://ppa.launchpad.net/jonathonf/ffmpeg-4/ubuntu focal Release \u001b[0m\u001b[33m\u001b[33m\n", " 404 Not Found [IP: 185.125.190.52 80]\n", "Hit:11 http://archive.ubuntu.com/ubuntu focal-updates InRelease \u001b[0m \n", "Hit:12 http://archive.lambdalabs.com/ubuntu focal InRelease \n", "Hit:13 https://ppa.launchpadcontent.net/deadsnakes/ppa/ubuntu focal InRelease\n", "Hit:14 http://archive.ubuntu.com/ubuntu focal-backports InRelease\n", "Reading package lists... Done\u001b[33m\u001b[33m\u001b[33m\u001b[33m\n", "\u001b[1;31mE: \u001b[0mThe repository 'http://ppa.launchpad.net/jonathonf/ffmpeg-4/ubuntu focal 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 \n", "Reading state information... Done\n", "ffmpeg is already the newest version (7:4.2.7-0ubuntu0.1).\n", "0 upgraded, 0 newly installed, 0 to remove and 162 not upgraded.\n", "Reading package lists... Done\n", "Building dependency tree \n", "Reading state information... Done\n", "The following NEW packages will be installed:\n", " git-lfs\n", "0 upgraded, 1 newly installed, 0 to remove and 162 not upgraded.\n", "Need to get 3316 kB of archives.\n", "After this operation, 11.1 MB of additional disk space will be used.\n", "Get:1 http://archive.ubuntu.com/ubuntu focal/universe amd64 git-lfs amd64 2.9.2-1 [3316 kB]\n", "Fetched 3316 kB in 1s (4384 kB/s) \n", "Selecting previously unselected package git-lfs.\n", "(Reading database ... 272556 files and directories currently installed.)\n", "Preparing to unpack .../git-lfs_2.9.2-1_amd64.deb ...\n", "Unpacking git-lfs (2.9.2-1) ...\n", "Setting up git-lfs (2.9.2-1) ...\n", "Processing triggers for man-db (2.9.1-1) ...\n", "Reading package lists... Done\n", "Building dependency tree \n", "Reading state information... Done\n", "git-lfs is already the newest version (2.9.2-1).\n", "0 upgraded, 0 newly installed, 0 to remove and 162 not upgraded.\n", "Cloning into 'community-events'...\n", "remote: Enumerating objects: 1902, done.\u001b[K\n", "remote: Counting objects: 100% (789/789), done.\u001b[K\n", "remote: Compressing objects: 100% (328/328), done.\u001b[K\n", "remote: Total 1902 (delta 616), reused 542 (delta 461), pack-reused 1113\u001b[K\n", "Receiving objects: 100% (1902/1902), 15.56 MiB | 66.09 MiB/s, done.\n", "Resolving deltas: 100% (1071/1071), done.\n", "Defaulting to user installation because normal site-packages is not writeable\n", "Collecting git+https://github.com/huggingface/transformers (from -r community-events/whisper-fine-tuning-event/requirements.txt (line 3))\n", " Cloning https://github.com/huggingface/transformers to /tmp/pip-req-build-ugbesqhk\n", " Running command git clone --filter=blob:none --quiet https://github.com/huggingface/transformers 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transformers, torchaudio, librosa, datasets, evaluate\n", "Successfully installed aiohttp-3.8.3 aiosignal-1.3.1 async-timeout-4.0.2 audioread-3.0.0 datasets-2.7.1.dev0 dill-0.3.6 evaluate-0.4.0 frozenlist-1.3.3 fsspec-2022.11.0 huggingface-hub-0.11.1 jiwer-2.5.1 levenshtein-0.20.2 librosa-0.9.2 llvmlite-0.39.1 multidict-6.0.3 multiprocess-0.70.14 numba-0.56.4 nvidia-cublas-cu11-11.10.3.66 nvidia-cuda-nvrtc-cu11-11.7.99 nvidia-cuda-runtime-cu11-11.7.99 nvidia-cudnn-cu11-8.5.0.96 pooch-1.6.0 pyarrow-10.0.1 rapidfuzz-2.13.6 regex-2022.10.31 resampy-0.4.2 responses-0.18.0 soundfile-0.11.0 tokenizers-0.13.2 torch-1.13.1 torchaudio-0.13.1 transformers-4.26.0.dev0 urllib3-1.26.13 xxhash-3.1.0 yarl-1.8.2\n", "\n", "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m A new release of pip available: \u001b[0m\u001b[31;49m22.3\u001b[0m\u001b[39;49m -> \u001b[0m\u001b[32;49m22.3.1\u001b[0m\n", "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m To update, run: \u001b[0m\u001b[32;49mpython3 -m pip install --upgrade pip\u001b[0m\n" ] } ], "source": [ "!sudo add-apt-repository -y ppa:jonathonf/ffmpeg-4\n", "!sudo apt update\n", "!sudo apt install -y ffmpeg\n", "!sudo apt-get install git-lfs\n", "\n", "!sudo apt-get install git-lfs\n", "\n", "#python3 -m venv hf_env\n", "#source hf_env/bin/activate\n", "#echo \"source ~/hf_env/bin/activate\" >> ~/.bashrc\n", "\n", "!git clone https://github.com/huggingface/community-events.git\n", "!pip install -r community-events/whisper-fine-tuning-event/requirements.txt\n", "\n", "!git config --global credential.helper store\n", "#!huggingface-cli login\n" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "IuSZcVGoVke9", "outputId": "27d2aa62-62ba-4725-d825-3c02ceafabc6" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Sun Dec 18 15:29:23 2022 \n", "+-----------------------------------------------------------------------------+\n", "| NVIDIA-SMI 515.65.01 Driver Version: 515.65.01 CUDA Version: 11.7 |\n", "|-------------------------------+----------------------+----------------------+\n", "| GPU Name Persistence-M| Bus-Id Disp.A | Volatile Uncorr. ECC |\n", "| Fan Temp Perf Pwr:Usage/Cap| Memory-Usage | GPU-Util Compute M. |\n", "| | | MIG M. |\n", "|===============================+======================+======================|\n", "| 0 NVIDIA A100-SXM... 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"data": { "application/vnd.jupyter.widget-view+json": { "model_id": "271faf6e58fb44afb561dcad7c630196", "version_major": 2, "version_minor": 0 }, "text/plain": [ "Downloading: 0%| | 0.00/1.96k [00:00> run.sh" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "Vhn8B-5bZdxr", "outputId": "7bd5f493-4031-4d76-cb9b-9d90a3680730" }, "outputs": [], "source": [ "#!bash run.sh #from terminal\n", "#!cd whisper_small-amet\n", "!cp ./run.sh ./whisper-small-amet\n", "!cp ./whisper_python_am_et.ipynb ./whisper-small-amet" ] }, { "cell_type": "markdown", "metadata": { "id": "xqeovpsr1glK" }, "source": [ "- V100 / 16 GB GPU --> Small Model [16,2,8] = [Train Batch Size, Gradient Acc Steps, Eval Batch Size]\n", "- A100 / 40 GB GPU --> Small Model [64,1,32] = [Train Batch Size, Gradient Acc Steps, Eval Batch Size]" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "!python run_eval_whisper_streaming.py --model_id=\"openai/whisper-small\" --dataset=\"google/fleurs\" --config=\"am_et\" --batch_size=32 --max_eval_samples=64 --device=0 --language=\"am\"" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "N_RWwh4lo4OS", "outputId": "99921ac3-9722-46a5-9933-e50f38c2f990" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "community-events run_speech_recognition_seq2seq_streaming.py\n", "content\t\t sample_data\n", "run.sh\t\t whisper-small-amet\n", "./content/whisper-small-amet/\n", "./content/whisper-small-amet/tokenizer_config.json\n", "./content/whisper-small-amet/.git/\n", "./content/whisper-small-amet/.git/FETCH_HEAD\n", "./content/whisper-small-amet/.git/index\n", "./content/whisper-small-amet/.git/branches/\n", "./content/whisper-small-amet/.git/hooks/\n", "./content/whisper-small-amet/.git/hooks/prepare-commit-msg.sample\n", 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