{ "cells": [ { "cell_type": "code", "execution_count": 3, "id": "cd7ca034-54d2-434d-9ba8-9e1877e7a7c9", "metadata": {}, "outputs": [], "source": [ "!unzip -q '/workspace/EfficientAT-main.zip' -d './train'" ] }, { "cell_type": "code", "execution_count": 4, "id": "2f674532-597d-4471-aef8-53c6f2b3ce7f", "metadata": {}, "outputs": [], "source": [ "!unzip -q '/workspace/HDF5_file.zip' -d '/workspace/train/EfficientAT-main/datasets'" ] }, { "cell_type": "code", "execution_count": null, "id": "c7595bbe-a43b-4e08-a7de-1e27206a782b", "metadata": {}, "outputs": [], "source": [ "#Please change the dataset_config (filename hdf5) in \"audioset.py\" or \"emotion_dataset.py\" in \"EfficientAT-main/datasets\" " ] }, { "cell_type": "code", "execution_count": 5, "id": "7dd14b84-3451-423f-bc07-16fddddc2a07", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Collecting av (from -r /workspace/train/EfficientAT-main/requirements.txt (line 1))\n", " Downloading 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click-8.2.1 contourpy-1.3.2 cycler-0.12.1 fonttools-4.59.1 gitdb-4.0.12 gitpython-3.1.45 h5py-3.14.0 joblib-1.5.1 kiwisolver-1.4.9 lazy_loader-0.4 librosa-0.11.0 llvmlite-0.44.0 matplotlib-3.10.5 msgpack-1.1.1 numba-0.61.2 pandas-2.3.1 pooch-1.8.2 protobuf-6.32.0 pydantic-2.11.7 pydantic-core-2.33.2 pytz-2025.2 scikit_learn-1.7.1 scipy-1.15.3 seaborn-0.13.2 sentry-sdk-2.35.0 smmap-5.0.2 soundfile-0.13.1 soxr-0.5.0.post1 threadpoolctl-3.6.0 tqdm-4.67.1 typing-inspection-0.4.1 typing_extensions-4.14.1 tzdata-2025.2 wandb-0.21.1\n", "\u001b[33mWARNING: Running pip as the 'root' user can result in broken permissions and conflicting behaviour with the system package manager. It is recommended to use a virtual environment instead: https://pip.pypa.io/warnings/venv\u001b[0m\u001b[33m\n", "\u001b[0m\n", "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m A new release of pip is available: \u001b[0m\u001b[31;49m23.3.1\u001b[0m\u001b[39;49m -> \u001b[0m\u001b[32;49m25.2\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;49mpython -m pip install --upgrade pip\u001b[0m\n" ] } ], "source": [ "!pip install -r /workspace/train/EfficientAT-main/requirements.txt" ] }, { "cell_type": "code", "execution_count": 6, "id": "5a7a42e9-3f79-4f63-a6ea-98db2206ca96", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "/workspace/train/EfficientAT-main\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/usr/local/lib/python3.10/dist-packages/IPython/core/magics/osm.py:417: UserWarning: using dhist requires you to install the `pickleshare` library.\n", " self.shell.db['dhist'] = compress_dhist(dhist)[-100:]\n" ] } ], "source": [ "%cd /workspace/train/EfficientAT-main" ] }, { "cell_type": "code", "execution_count": null, "id": "d0abf14b-46a1-4f92-9f70-e0de40dff46a", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Epoch 9/200: 100%|███████████| 145/145 [01:00<00:00, 2.38it/s, train_loss=1.09]\n", "Validating: 100%|███████████████████████████████| 37/37 [00:08<00:00, 4.14it/s]\n", "Confusion Matrix:\n", "[[ 189 1 0 539 540 11 0]\n", " [ 2 13 0 129 711 27 0]\n", " [ 1 0 7 86 297 31 0]\n", " [ 4 0 0 1111 699 7 0]\n", " [ 1 0 0 67 2995 2 0]\n", " [ 4 0 0 257 982 218 0]\n", " [ 4 0 0 53 269 4 0]]\n", "Epoch 9/200, Train Loss: 1.0852, Validation Loss: 1.8843, Validation Accuracy: 0.4895, LR: 0.001000, Time: 69.80s\n", "Epoch 10/200: 0%| | 0/145 [00:00