diff --git a/benchmarks/README.md b/benchmarks/README.md deleted file mode 100644 index 26bb6678..00000000 --- a/benchmarks/README.md +++ /dev/null @@ -1,10 +0,0 @@ -## Benchmarks - -This section contains some benchmarking results of numalogic's algorithms on real as well -synthetic data. Datasets here are publicly available from their respective repositories. - -Note that efforts have not really been made on hyperparameter tuning. This is just to give users an -idea on how each algorithm is suitable for different kinds of data, and shows how they can do -their own benchmarking too. - -This is an ongoing process, and we will add more benchmarking results in the near future. diff --git a/benchmarks/__init__.py b/benchmarks/__init__.py deleted file mode 100644 index e69de29b..00000000 diff --git a/benchmarks/kpi/README.md b/benchmarks/kpi/README.md deleted file mode 100644 index a0a9a7d5..00000000 --- a/benchmarks/kpi/README.md +++ /dev/null @@ -1,31 +0,0 @@ -## KPI Anomaly dataset - -KPI anomaly dataset consists of KPI (key performace index) time series data from -many real scenarios of Internet companies with ground truth label. -The dataset can be found (here)[https://github.com/NetManAIOps/KPI-Anomaly-Detection] - -The full dataset contains multiple KPI IDs. Different KPI time series have different structures -and patterns. -For our purpose, we are running anomaly detection for some of these KPI indices. - -The performance table is shown below, although note that the hyperparameters have not been tuned. -The hyperparams used are available inside the results directory under each algorithm. - - -| KPI ID | KPI index | Algorithm | ROC-AUC (test set) | -|--------------------------------------|-----------|-----------------|--------------------| -| 431a8542-c468-3988-a508-3afd06a218da | 14 | VanillaAE | 0.89 | -| 431a8542-c468-3988-a508-3afd06a218da | 14 | Conv1dAE | 0.88 | -| 431a8542-c468-3988-a508-3afd06a218da | 14 | LSTMAE | 0.86 | -| 431a8542-c468-3988-a508-3afd06a218da | 14 | TransformerAE | 0.82 | -| 431a8542-c468-3988-a508-3afd06a218da | 14 | SparseVanillaAE | 0.93 | -| 431a8542-c468-3988-a508-3afd06a218da | 14 | SparseConv1dAE | 0.77 | - - -Full credit to Zeyan Li et al. for constructing large-scale real world benchmark datasets for AIOps. - -@misc{2208.03938, -Author = {Zeyan Li and Nengwen Zhao and Shenglin Zhang and Yongqian Sun and Pengfei Chen and Xidao Wen and Minghua Ma and Dan Pei}, -Title = {Constructing Large-Scale Real-World Benchmark Datasets for AIOps}, -Year = {2022}, -Eprint = {arXiv:2208.03938}, diff --git a/benchmarks/kpi/__init__.py b/benchmarks/kpi/__init__.py deleted file mode 100644 index e69de29b..00000000 diff --git a/benchmarks/kpi/benchmark.ipynb b/benchmarks/kpi/benchmark.ipynb deleted file mode 100644 index 0c775cef..00000000 --- a/benchmarks/kpi/benchmark.ipynb +++ /dev/null @@ -1,513 +0,0 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": 1, - "metadata": { - "collapsed": true, - "ExecuteTime": { - "end_time": "2023-05-24T21:33:32.320930Z", - "start_time": "2023-05-24T21:33:31.048294Z" - } - }, - "outputs": [ - { - "data": { - "text/plain": "" - }, - "execution_count": 1, - "metadata": {}, - "output_type": "execute_result" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "time: 1.25 s (started: 2023-05-24 17:33:31 -04:00)\n" - ] - } - ], - "source": [ - "%load_ext autoreload\n", - "%autoreload 2\n", - "%load_ext autotime\n", - "\n", - "import os\n", - "import random\n", - "\n", - "import numpy as np\n", - "import pandas as pd\n", - "import torch\n", - "from matplotlib import pyplot as plt\n", - "\n", - "%matplotlib inline\n", - "plt.rcParams[\"figure.figsize\"] = [9, 2]\n", - "plt.rcParams[\"figure.dpi\"] = 200\n", - "plt.rcParams[\"agg.path.chunksize\"] = 100000\n", - "pd.set_option(\"plotting.backend\", \"matplotlib\")\n", - "random.seed(42)\n", - "np.random.seed(42)\n", - "torch.manual_seed(42)" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "{ 'BATCH_SIZE': 64,\n", - " 'MODEL': {'name': 'SparseVanillaAE', 'conf': {'seq_len': 10, 'encoder_layersizes': [16, 32], 'decoder_layersizes': [32, 16]}},\n", - " 'SPLIT_RATIOS': [0.5, 0.2, 0.3],\n", - " 'TRAINER': {'accelerator': 'cpu', 'max_epochs': 50}}\n", - "time: 4.18 ms (started: 2023-05-24 17:36:28 -04:00)\n" - ] - } - ], - "source": [ - "from pprint import pprint\n", - "from numalogic.config import ModelInfo\n", - "from omegaconf import OmegaConf\n", - "from numalogic.models.autoencoder import AutoencoderTrainer\n", - "from numalogic.preprocess import TanhScaler\n", - "from benchmarks.kpi.datamodule import KPIDataModule\n", - "\n", - "# KPI index to use\n", - "KPI_ID = 14\n", - "\n", - "# Path variables\n", - "DATA_FILE_PATH = \"data/Finals_dataset/phase2_train.csv\"\n", - "MODEL_PATH = f\"results/kpi_idx_{KPI_ID}/\"\n", - "MODEL_NAME = \"sparsevanilla\"\n", - "\n", - "# Load hyperparams file\n", - "hyperparams = OmegaConf.load(os.path.join(MODEL_PATH, MODEL_NAME, \"hyperparams.json\"))\n", - "model_schema = OmegaConf.structured(ModelInfo)\n", - "model_conf = OmegaConf.merge(model_schema, hyperparams[\"MODEL\"])\n", - "pprint(dict(hyperparams), indent=2)" - ], - "metadata": { - "collapsed": false, - "ExecuteTime": { - "end_time": "2023-05-24T21:36:28.790326Z", - "start_time": "2023-05-24T21:36:28.739848Z" - } - } - }, - { - "cell_type": "code", - "execution_count": 7, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "GPU available: True (mps), used: False\n", - "TPU available: False, using: 0 TPU cores\n", - "IPU available: False, using: 0 IPUs\n", - "HPU available: False, using: 0 HPUs\n", - "\n", - " | Name | Type | Params\n", - "-------------------------------------\n", - "0 | encoder | _Encoder | 724 \n", - "1 | decoder | _Decoder | 700 \n", - "-------------------------------------\n", - "1.4 K Trainable params\n", - "0 Non-trainable params\n", - "1.4 K Total params\n", - "0.006 Total estimated model params size (MB)\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Using KPI ID: 431a8542-c468-3988-a508-3afd06a218da\n", - "Train size: (64524, 1)\n", - "Val size: (12904, 1)\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "2023-05-24 17:36:40,494 - INFO - epoch=0, training_loss=0.04852\n", - "2023-05-24 17:36:46,749 - INFO - validation_loss=0.00045\n", - "2023-05-24 17:36:48,291 - INFO - epoch=5, training_loss=0.00096\n", - "2023-05-24 17:36:54,570 - INFO - validation_loss=0.00172\n", - "2023-05-24 17:36:56,143 - INFO - epoch=10, training_loss=0.00076\n", - "2023-05-24 17:37:02,462 - INFO - validation_loss=0.00166\n", - "2023-05-24 17:37:03,987 - INFO - epoch=15, training_loss=0.00068\n", - "2023-05-24 17:37:10,207 - INFO - validation_loss=0.00120\n", - "2023-05-24 17:37:11,728 - INFO - epoch=20, training_loss=0.00055\n", - "2023-05-24 17:37:17,896 - INFO - validation_loss=0.00095\n", - "2023-05-24 17:37:19,404 - INFO - epoch=25, training_loss=0.00050\n", - "2023-05-24 17:37:25,668 - INFO - validation_loss=0.00084\n", - "2023-05-24 17:37:27,188 - INFO - epoch=30, training_loss=0.00059\n", - "2023-05-24 17:37:33,363 - INFO - validation_loss=0.00082\n", - "2023-05-24 17:37:34,879 - INFO - epoch=35, training_loss=0.00049\n", - "2023-05-24 17:37:41,078 - INFO - validation_loss=0.00046\n", - "2023-05-24 17:37:42,596 - INFO - epoch=40, training_loss=0.00052\n", - "2023-05-24 17:37:48,759 - INFO - validation_loss=0.00037\n", - "2023-05-24 17:37:50,277 - INFO - epoch=45, training_loss=0.00047\n", - "2023-05-24 17:37:56,391 - INFO - validation_loss=0.00027\n", - "`Trainer.fit` stopped: `max_epochs=50` reached.\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "time: 1min 19s (started: 2023-05-24 17:36:37 -04:00)\n" - ] - } - ], - "source": [ - "from numalogic.config.factory import ModelFactory\n", - "\n", - "datamodule = KPIDataModule(\n", - " DATA_FILE_PATH,\n", - " KPI_ID,\n", - " [TanhScaler()],\n", - " split_ratios=hyperparams[\"SPLIT_RATIOS\"],\n", - " seq_len=model_conf.conf.seq_len,\n", - " batch_size=hyperparams[\"BATCH_SIZE\"],\n", - ")\n", - "model = ModelFactory().get_instance(model_conf)\n", - "\n", - "trainer = AutoencoderTrainer(\n", - " **hyperparams[\"TRAINER\"],\n", - " enable_progress_bar=True,\n", - " enable_model_summary=True,\n", - " num_sanity_val_steps=0\n", - ")\n", - "trainer.fit(model, datamodule=datamodule)" - ], - "metadata": { - "collapsed": false, - "ExecuteTime": { - "end_time": "2023-05-24T21:37:56.396765Z", - "start_time": "2023-05-24T21:36:37.216456Z" - } - } - }, - { - "cell_type": "code", - "execution_count": 8, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "time: 427 µs (started: 2023-05-24 17:38:18 -04:00)\n" - ] - } - ], - "source": [ - "# Uncomment the following lines for loading a saved model\n", - "# model_cls = ModelFactory().get_cls(model_info=model_conf)\n", - "# model = model_cls.load_from_checkpoint(os.path.join(MODEL_PATH, MODEL_NAME, \"model2.pth\"), **model_conf.conf)\n", - "# model.eval()\n", - "# datamodule.setup(\"fit\")\n", - "# datamodule.setup(\"predict\")" - ], - "metadata": { - "collapsed": false, - "ExecuteTime": { - "end_time": "2023-05-24T21:38:18.454930Z", - "start_time": "2023-05-24T21:38:18.411108Z" - } - } - }, - { - "cell_type": "code", - "execution_count": 9, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Test size: (38713, 1)\n", - "Test size: (38713, 1)\n", - "time: 593 ms (started: 2023-05-24 17:38:19 -04:00)\n" - ] - } - ], - "source": [ - "train_reconerr = trainer.predict(model, dataloaders=datamodule.train_dataloader(), unbatch=True).numpy()\n", - "val_reconerr = trainer.predict(model, dataloaders=datamodule.val_dataloader(), unbatch=True).numpy()" - ], - "metadata": { - "collapsed": false, - "ExecuteTime": { - "end_time": "2023-05-24T21:38:19.880326Z", - "start_time": "2023-05-24T21:38:19.227796Z" - } - } - }, - { - "cell_type": "code", - "execution_count": 10, - "outputs": [ - { - "data": { - "text/plain": "
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- }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "time: 657 ms (started: 2023-05-24 17:38:20 -04:00)\n" - ] - } - ], - "source": [ - "from benchmarks.plots import plot_reconerr_comparision\n", - "\n", - "fig = plot_reconerr_comparision(train_reconerr, datamodule.train_data, datamodule.train_labels, end=10000, title=f\"Train reconstruction error for {model_conf.name}\")\n", - "fig.savefig(os.path.join(MODEL_PATH, MODEL_NAME, \"train.png\"))" - ], - "metadata": { - "collapsed": false, - "ExecuteTime": { - "end_time": "2023-05-24T21:38:21.322178Z", - "start_time": "2023-05-24T21:38:20.624766Z" - } - } - }, - { - "cell_type": "code", - "execution_count": 11, - "outputs": [ - { - "data": { - "text/plain": "
", - "image/png": 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- }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "time: 648 ms (started: 2023-05-24 17:38:25 -04:00)\n" - ] - } - ], - "source": [ - "fig = plot_reconerr_comparision(val_reconerr, datamodule.val_data, datamodule.val_labels, title=f\"Validation reconstruction error for {model_conf.name}\")\n", - "fig.savefig(os.path.join(MODEL_PATH, MODEL_NAME, \"val.png\"))" - ], - "metadata": { - "collapsed": false, - "ExecuteTime": { - "end_time": "2023-05-24T21:38:26.166335Z", - "start_time": "2023-05-24T21:38:25.479908Z" - } - } - }, - { - "cell_type": "code", - "execution_count": 12, - "outputs": [ - { - "data": { - "text/plain": "
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" - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "time: 220 ms (started: 2023-05-24 17:38:28 -04:00)\n" - ] - } - ], - "source": [ - "from benchmarks.plots import plot_roc_curve\n", - "\n", - "plot_roc_curve(datamodule.val_labels, val_reconerr, model_conf.name, title=\"ROC for val set\")\n", - "plt.savefig(os.path.join(MODEL_PATH, MODEL_NAME, \"roc_val.png\"), bbox_inches='tight')" - ], - "metadata": { - "collapsed": false, - "ExecuteTime": { - "end_time": "2023-05-24T21:38:28.640857Z", - "start_time": "2023-05-24T21:38:28.381281Z" - } - } - }, - { - "cell_type": "code", - "execution_count": 13, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Test size: (38713, 1)\n" - ] - }, - { - "data": { - "text/plain": "
", - "image/png": 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" - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "time: 1.13 s (started: 2023-05-24 17:38:34 -04:00)\n" - ] - } - ], - "source": [ - "test_reconerr = trainer.predict(model, dataloaders=datamodule.predict_dataloader()).numpy()\n", - "fig = plot_reconerr_comparision(test_reconerr, datamodule.test_data, datamodule.test_labels, title=\"Test reconstruction error\")\n", - "fig.savefig(os.path.join(MODEL_PATH, MODEL_NAME, \"test.png\"))" - ], - "metadata": { - "collapsed": false, - "ExecuteTime": { - "end_time": "2023-05-24T21:38:35.166631Z", - "start_time": "2023-05-24T21:38:33.990390Z" - } - } - }, - { - "cell_type": "code", - "execution_count": 14, - "outputs": [ - { - "data": { - "text/plain": "
", - "image/png": 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" - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "time: 226 ms (started: 2023-05-24 17:38:37 -04:00)\n" - ] - } - ], - "source": [ - "plot_roc_curve(datamodule.test_labels, test_reconerr, model_conf.name, title=\"ROC for test set\")\n", - "plt.savefig(os.path.join(MODEL_PATH, MODEL_NAME, \"roc_test.png\"), bbox_inches='tight')" - ], - "metadata": { - "collapsed": false, - "ExecuteTime": { - "end_time": "2023-05-24T21:38:37.918107Z", - "start_time": "2023-05-24T21:38:37.654390Z" - } - } - }, - { - "cell_type": "code", - "execution_count": 15, - "outputs": [ - { - "data": { - "text/plain": "
", - "image/png": 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" - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "time: 193 ms (started: 2023-05-24 17:38:41 -04:00)\n" - ] - } - ], - "source": [ - "from sklearn.metrics import PrecisionRecallDisplay\n", - "\n", - "PrecisionRecallDisplay.from_predictions(datamodule.test_labels, test_reconerr, name=model_conf.name)\n", - "plt.title(f\"Precision-recall curve for test set\")\n", - "plt.savefig(os.path.join(MODEL_PATH, MODEL_NAME, \"pr_curve_test.png\"))" - ], - "metadata": { - "collapsed": false, - "ExecuteTime": { - "end_time": "2023-05-24T21:38:41.480148Z", - "start_time": "2023-05-24T21:38:41.248236Z" - } - } - }, - { - "cell_type": "code", - "execution_count": 16, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "time: 421 µs (started: 2023-05-24 17:39:08 -04:00)\n" - ] - } - ], - "source": [ - "# Uncomment this to save the model\n", - "# trainer.save_checkpoint(os.path.join(MODEL_PATH, MODEL_NAME, \"model.pth\"))\n", - "# print(hyperparams)" - ], - "metadata": { - "collapsed": false, - "ExecuteTime": { - "end_time": "2023-05-24T21:39:08.350125Z", - "start_time": "2023-05-24T21:39:08.309717Z" - } - } - }, - { - "cell_type": "code", - "execution_count": null, - "outputs": [], - "source": [], - "metadata": { - "collapsed": false - } - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 2 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython2", - "version": "2.7.6" - } - }, - "nbformat": 4, - "nbformat_minor": 0 -} diff --git a/benchmarks/kpi/datamodule.py b/benchmarks/kpi/datamodule.py deleted file mode 100644 index 05283823..00000000 --- a/benchmarks/kpi/datamodule.py +++ /dev/null @@ -1,152 +0,0 @@ -from typing import Optional -from collections.abc import Sequence - -import numpy as np -import numpy.typing as npt -import pandas as pd -from pytorch_lightning.utilities.types import EVAL_DATALOADERS -from sklearn.pipeline import make_pipeline -from torch.utils.data import DataLoader - -from numalogic.tools.data import TimeseriesDataModule, StreamingDataset - - -class KPIDataModule(TimeseriesDataModule): - r"""Data Module to help set up train, test and validation datasets for - KPI Anomaly detection. This data module splits a single dataset - into train, validation and test sets using a specified split ratio. - - The dataset can be found in https://github.com/NetManAIOps/KPI-Anomaly-Detection - Details about the dataset can be found in https://arxiv.org/pdf/2208.03938.pdf - - The dataset is expected to be in the format of: - - |timestamp | value | label | KPI ID | - |-----------|--------|--------|--------| - |1476460800| 0.01260 | 0 |da10a69 | - - Args: - ---- - data_dir: data directory where csv data files are stored - kpi_idx: index of the KPI to use - preproc_transforms: list of sklearn compatible preprocessing transformations - split_ratios: weights of train, validation and test sets respectively - *args, **kwargs: extra kwargs for TimeseriesDataModule - """ - - def __init__( - self, - data_dir: str, - kpi_idx: int, - preproc_transforms: Optional[list] = None, - split_ratios: Sequence[float] = (0.5, 0.2, 0.3), - *args, - **kwargs, - ): - super().__init__(data=None, *args, **kwargs) - - if len(split_ratios) != 3 or sum(split_ratios) != 1.0: - raise ValueError("Sum of all the 3 ratios should be 1.0") - - self.split_ratios = split_ratios - self.data_dir = data_dir - self.kpi_idx = kpi_idx - if preproc_transforms: - if len(preproc_transforms) > 1: - self.transforms = make_pipeline(preproc_transforms) - else: - self.transforms = preproc_transforms[0] - else: - self.transforms = None - - self.train_dataset = None - self.val_dataset = None - self.test_dataset = None - - self._train_labels = None - self._val_labels = None - self._test_labels = None - - self.unique_kpis = None - - self._kpi_df = self.get_kpi_df() - - def _preprocess(self, df: pd.DataFrame) -> npt.NDArray[float]: - if self.transforms: - return self.transforms.fit_transform(df[["value"]].to_numpy()) - return df[["value"]].to_numpy() - - def setup(self, stage: str) -> None: - val_size = np.floor(self.split_ratios[1] * len(self._kpi_df)).astype(int) - test_size = np.floor(self.split_ratios[2] * len(self._kpi_df)).astype(int) - - if stage == "fit": - train_df = self._kpi_df[: -(val_size + test_size)] - val_df = self._kpi_df[val_size:test_size] - - self._train_labels = train_df["label"] - train_data = self._preprocess(train_df) - self.train_dataset = StreamingDataset(train_data, self.seq_len) - - self._val_labels = val_df["label"] - val_data = self._preprocess(val_df) - self.val_dataset = StreamingDataset(val_data, self.seq_len) - - print(f"Train size: {train_data.shape}\nVal size: {val_data.shape}") - - if stage in ("test", "predict"): - test_df = self._kpi_df[-test_size:] - self._test_labels = test_df["label"] - test_data = self._preprocess(test_df) - self.test_dataset = StreamingDataset(test_data, self.seq_len) - - print(f"Test size: {test_data.shape}") - - @property - def val_data(self) -> npt.NDArray[float]: - return self.val_dataset.data - - @property - def train_data(self) -> npt.NDArray[float]: - return self.train_dataset.data - - @property - def test_data(self) -> npt.NDArray[float]: - return self.test_dataset.data - - @property - def val_labels(self) -> npt.NDArray[int]: - return self._val_labels.to_numpy() - - @property - def train_labels(self) -> npt.NDArray[int]: - return self._train_labels.to_numpy() - - @property - def test_labels(self) -> npt.NDArray[int]: - return self._test_labels.to_numpy() - - def get_kpi(self, idx: int) -> Optional[str]: - if self.unique_kpis is not None: - return self.unique_kpis[idx] - return None - - def get_kpi_df(self) -> pd.DataFrame: - df = pd.read_csv(self.data_dir) - df["timestamp"] = pd.to_datetime(df["timestamp"], unit="s") - df.set_index(df["timestamp"], inplace=True) - df.drop(columns=["timestamp"], inplace=True) - self.unique_kpis = df["KPI ID"].unique() - grouped = df.groupby(["KPI ID", "timestamp"]).sum() - kpi_id = self.get_kpi(self.kpi_idx) - print(f"Using KPI ID: {kpi_id}") - return grouped.loc[kpi_id] - - def val_dataloader(self) -> EVAL_DATALOADERS: - r"""Creates and returns a DataLoader for the validation - dataset if validation data is provided. - """ - return DataLoader(self.val_dataset, batch_size=self.batch_size) - - def predict_dataloader(self) -> EVAL_DATALOADERS: - return DataLoader(self.test_dataset, batch_size=self.batch_size) diff --git a/benchmarks/kpi/results/kpi_idx_14/conv/hyperparams.json b/benchmarks/kpi/results/kpi_idx_14/conv/hyperparams.json deleted file mode 100644 index 45beac83..00000000 --- a/benchmarks/kpi/results/kpi_idx_14/conv/hyperparams.json +++ /dev/null @@ -1,14 +0,0 @@ -{ - "BATCH_SIZE": 64, - "SPLIT_RATIOS": [0.5, 0.2, 0.3], - "TRAINER": {"accelerator": "cpu", "max_epochs": 30}, - "MODEL": { - "name": "Conv1dAE", - "conf": { - "seq_len": 16, - "in_channels": 1, - "enc_channels": [4, 8, 16, 2], - "weight_decay": 1e-4 - } - } -} diff --git a/benchmarks/kpi/results/kpi_idx_14/conv/pr_curve_test.png b/benchmarks/kpi/results/kpi_idx_14/conv/pr_curve_test.png deleted file mode 100644 index e088492e..00000000 Binary files a/benchmarks/kpi/results/kpi_idx_14/conv/pr_curve_test.png and /dev/null differ diff --git a/benchmarks/kpi/results/kpi_idx_14/conv/roc_test.png b/benchmarks/kpi/results/kpi_idx_14/conv/roc_test.png deleted file mode 100644 index 6d0178ce..00000000 Binary files a/benchmarks/kpi/results/kpi_idx_14/conv/roc_test.png and /dev/null differ diff --git a/benchmarks/kpi/results/kpi_idx_14/conv/roc_val.png b/benchmarks/kpi/results/kpi_idx_14/conv/roc_val.png deleted file mode 100644 index e91637a4..00000000 Binary files a/benchmarks/kpi/results/kpi_idx_14/conv/roc_val.png and /dev/null differ diff --git a/benchmarks/kpi/results/kpi_idx_14/conv/test.png b/benchmarks/kpi/results/kpi_idx_14/conv/test.png deleted file mode 100644 index 30632bff..00000000 Binary files a/benchmarks/kpi/results/kpi_idx_14/conv/test.png and /dev/null differ diff --git a/benchmarks/kpi/results/kpi_idx_14/conv/train.png b/benchmarks/kpi/results/kpi_idx_14/conv/train.png deleted file mode 100644 index 05dd86ee..00000000 Binary files a/benchmarks/kpi/results/kpi_idx_14/conv/train.png and /dev/null differ diff --git a/benchmarks/kpi/results/kpi_idx_14/conv/val.png b/benchmarks/kpi/results/kpi_idx_14/conv/val.png deleted file mode 100644 index d97deb73..00000000 Binary files a/benchmarks/kpi/results/kpi_idx_14/conv/val.png and /dev/null differ diff --git a/benchmarks/kpi/results/kpi_idx_14/lstm/hyperparams.json b/benchmarks/kpi/results/kpi_idx_14/lstm/hyperparams.json deleted file mode 100644 index 15891fee..00000000 --- a/benchmarks/kpi/results/kpi_idx_14/lstm/hyperparams.json +++ /dev/null @@ -1,16 +0,0 @@ -{ - "BATCH_SIZE": 64, - "SPLIT_RATIOS": [0.5, 0.2, 0.3], - "TRAINER": {"accelerator": "cpu", "max_epochs": 30}, - "MODEL": { - "name": "LSTMAE", - "conf": { - "seq_len": 32, - "no_features": 1, - "embedding_dim": 4, - "encoder_layers": 2, - "decoder_layers": 2, - "weight_decay": 0.0001 - } - } -} diff --git a/benchmarks/kpi/results/kpi_idx_14/lstm/pr_curve_test.png b/benchmarks/kpi/results/kpi_idx_14/lstm/pr_curve_test.png deleted file mode 100644 index bb0be388..00000000 Binary files a/benchmarks/kpi/results/kpi_idx_14/lstm/pr_curve_test.png and /dev/null differ diff --git a/benchmarks/kpi/results/kpi_idx_14/lstm/roc_test.png b/benchmarks/kpi/results/kpi_idx_14/lstm/roc_test.png deleted file mode 100644 index a52ee78f..00000000 Binary files a/benchmarks/kpi/results/kpi_idx_14/lstm/roc_test.png and /dev/null differ diff --git a/benchmarks/kpi/results/kpi_idx_14/lstm/roc_val.png b/benchmarks/kpi/results/kpi_idx_14/lstm/roc_val.png deleted file mode 100644 index c6a9e115..00000000 Binary files a/benchmarks/kpi/results/kpi_idx_14/lstm/roc_val.png and /dev/null differ diff --git a/benchmarks/kpi/results/kpi_idx_14/lstm/test.png b/benchmarks/kpi/results/kpi_idx_14/lstm/test.png deleted file mode 100644 index 11123647..00000000 Binary files a/benchmarks/kpi/results/kpi_idx_14/lstm/test.png and /dev/null differ diff --git a/benchmarks/kpi/results/kpi_idx_14/lstm/train.png b/benchmarks/kpi/results/kpi_idx_14/lstm/train.png deleted file mode 100644 index 2a5569b1..00000000 Binary files a/benchmarks/kpi/results/kpi_idx_14/lstm/train.png and /dev/null differ diff --git a/benchmarks/kpi/results/kpi_idx_14/lstm/val.png b/benchmarks/kpi/results/kpi_idx_14/lstm/val.png deleted file mode 100644 index 2e732469..00000000 Binary files a/benchmarks/kpi/results/kpi_idx_14/lstm/val.png and /dev/null differ diff --git a/benchmarks/kpi/results/kpi_idx_14/sparseconv/hyperparams.json b/benchmarks/kpi/results/kpi_idx_14/sparseconv/hyperparams.json deleted file mode 100644 index 5b8d8252..00000000 --- a/benchmarks/kpi/results/kpi_idx_14/sparseconv/hyperparams.json +++ /dev/null @@ -1,15 +0,0 @@ -{ - "BATCH_SIZE": 64, - "SPLIT_RATIOS": [0.5, 0.2, 0.3], - "TRAINER": {"accelerator": "cpu", "max_epochs": 50}, - "MODEL": { - "name": "SparseConv1dAE", - "conf": { - "seq_len": 12, - "in_channels": 1, - "enc_channels": [8, 16, 32], - "enc_kernel_sizes": [3, 3, 3], - "weight_decay": 1e-6 - } - } -} diff --git a/benchmarks/kpi/results/kpi_idx_14/sparseconv/pr_curve_test.png b/benchmarks/kpi/results/kpi_idx_14/sparseconv/pr_curve_test.png deleted file mode 100644 index c108af92..00000000 Binary files a/benchmarks/kpi/results/kpi_idx_14/sparseconv/pr_curve_test.png and /dev/null differ diff --git a/benchmarks/kpi/results/kpi_idx_14/sparseconv/roc_test.png b/benchmarks/kpi/results/kpi_idx_14/sparseconv/roc_test.png deleted file mode 100644 index ba8bb7f4..00000000 Binary files a/benchmarks/kpi/results/kpi_idx_14/sparseconv/roc_test.png and /dev/null differ diff --git a/benchmarks/kpi/results/kpi_idx_14/sparseconv/roc_val.png b/benchmarks/kpi/results/kpi_idx_14/sparseconv/roc_val.png deleted file mode 100644 index d17252ac..00000000 Binary files a/benchmarks/kpi/results/kpi_idx_14/sparseconv/roc_val.png and /dev/null differ diff --git a/benchmarks/kpi/results/kpi_idx_14/sparseconv/test.png b/benchmarks/kpi/results/kpi_idx_14/sparseconv/test.png deleted file mode 100644 index cf84c0a0..00000000 Binary files a/benchmarks/kpi/results/kpi_idx_14/sparseconv/test.png and /dev/null differ diff --git a/benchmarks/kpi/results/kpi_idx_14/sparseconv/train.png b/benchmarks/kpi/results/kpi_idx_14/sparseconv/train.png deleted file mode 100644 index 5147a6c9..00000000 Binary files a/benchmarks/kpi/results/kpi_idx_14/sparseconv/train.png and /dev/null differ diff --git a/benchmarks/kpi/results/kpi_idx_14/sparseconv/val.png b/benchmarks/kpi/results/kpi_idx_14/sparseconv/val.png deleted file mode 100644 index ee7032c1..00000000 Binary files a/benchmarks/kpi/results/kpi_idx_14/sparseconv/val.png and /dev/null differ diff --git a/benchmarks/kpi/results/kpi_idx_14/sparsevanilla/hyperparams.json b/benchmarks/kpi/results/kpi_idx_14/sparsevanilla/hyperparams.json deleted file mode 100644 index 3b298b64..00000000 --- a/benchmarks/kpi/results/kpi_idx_14/sparsevanilla/hyperparams.json +++ /dev/null @@ -1,20 +0,0 @@ -{ - "BATCH_SIZE": 64, - "SPLIT_RATIOS": [ - 0.5, - 0.2, - 0.3 - ], - "TRAINER": { - "accelerator": "cpu", - "max_epochs": 50 - }, - "MODEL": { - "name": "SparseVanillaAE", - "conf": { - "seq_len": 10, - "encoder_layersizes": [16, 32], - "decoder_layersizes": [32, 16] - } - } -} diff --git a/benchmarks/kpi/results/kpi_idx_14/sparsevanilla/pr_curve_test.png b/benchmarks/kpi/results/kpi_idx_14/sparsevanilla/pr_curve_test.png deleted file mode 100644 index 3e1779da..00000000 Binary files a/benchmarks/kpi/results/kpi_idx_14/sparsevanilla/pr_curve_test.png and /dev/null differ diff --git a/benchmarks/kpi/results/kpi_idx_14/sparsevanilla/roc_test.png b/benchmarks/kpi/results/kpi_idx_14/sparsevanilla/roc_test.png deleted file mode 100644 index 5ef16822..00000000 Binary files a/benchmarks/kpi/results/kpi_idx_14/sparsevanilla/roc_test.png and /dev/null differ diff --git a/benchmarks/kpi/results/kpi_idx_14/sparsevanilla/roc_val.png b/benchmarks/kpi/results/kpi_idx_14/sparsevanilla/roc_val.png deleted file mode 100644 index d3aaeba0..00000000 Binary files a/benchmarks/kpi/results/kpi_idx_14/sparsevanilla/roc_val.png and /dev/null differ diff --git a/benchmarks/kpi/results/kpi_idx_14/sparsevanilla/test.png b/benchmarks/kpi/results/kpi_idx_14/sparsevanilla/test.png deleted file mode 100644 index 99ef8bf6..00000000 Binary files a/benchmarks/kpi/results/kpi_idx_14/sparsevanilla/test.png and /dev/null differ diff --git a/benchmarks/kpi/results/kpi_idx_14/sparsevanilla/train.png b/benchmarks/kpi/results/kpi_idx_14/sparsevanilla/train.png deleted file mode 100644 index 07effc5d..00000000 Binary files a/benchmarks/kpi/results/kpi_idx_14/sparsevanilla/train.png and /dev/null differ diff --git a/benchmarks/kpi/results/kpi_idx_14/sparsevanilla/val.png b/benchmarks/kpi/results/kpi_idx_14/sparsevanilla/val.png deleted file mode 100644 index 3fa6aa1e..00000000 Binary files a/benchmarks/kpi/results/kpi_idx_14/sparsevanilla/val.png and /dev/null differ diff --git a/benchmarks/kpi/results/kpi_idx_14/transformer/hyperparams.json b/benchmarks/kpi/results/kpi_idx_14/transformer/hyperparams.json deleted file mode 100644 index 089db57f..00000000 --- a/benchmarks/kpi/results/kpi_idx_14/transformer/hyperparams.json +++ /dev/null @@ -1,13 +0,0 @@ -{ - "BATCH_SIZE": 64, - "SPLIT_RATIOS": [0.5, 0.2, 0.3], - "TRAINER": {"accelerator": "cpu", "max_epochs": 30}, - "MODEL": { - "name": "TransformerAE", - "conf": { - "seq_len": 16, - "n_features": 1, - "dim_feedforward": 128 - } - } -} diff --git a/benchmarks/kpi/results/kpi_idx_14/transformer/pr_curve_test.png b/benchmarks/kpi/results/kpi_idx_14/transformer/pr_curve_test.png deleted file mode 100644 index 38a48e2b..00000000 Binary files a/benchmarks/kpi/results/kpi_idx_14/transformer/pr_curve_test.png and /dev/null differ diff --git a/benchmarks/kpi/results/kpi_idx_14/transformer/roc_test.png b/benchmarks/kpi/results/kpi_idx_14/transformer/roc_test.png deleted file mode 100644 index 87b88301..00000000 Binary files a/benchmarks/kpi/results/kpi_idx_14/transformer/roc_test.png and /dev/null differ diff --git a/benchmarks/kpi/results/kpi_idx_14/transformer/roc_val.png b/benchmarks/kpi/results/kpi_idx_14/transformer/roc_val.png deleted file mode 100644 index 4d29ef25..00000000 Binary files a/benchmarks/kpi/results/kpi_idx_14/transformer/roc_val.png and /dev/null differ diff --git a/benchmarks/kpi/results/kpi_idx_14/transformer/test.png b/benchmarks/kpi/results/kpi_idx_14/transformer/test.png deleted file mode 100644 index 544c7ac3..00000000 Binary files a/benchmarks/kpi/results/kpi_idx_14/transformer/test.png and /dev/null differ diff --git a/benchmarks/kpi/results/kpi_idx_14/transformer/train.png b/benchmarks/kpi/results/kpi_idx_14/transformer/train.png deleted file mode 100644 index 1ecd19e1..00000000 Binary files a/benchmarks/kpi/results/kpi_idx_14/transformer/train.png and /dev/null differ diff --git a/benchmarks/kpi/results/kpi_idx_14/transformer/val.png b/benchmarks/kpi/results/kpi_idx_14/transformer/val.png deleted file mode 100644 index 5f05f8a6..00000000 Binary files a/benchmarks/kpi/results/kpi_idx_14/transformer/val.png and /dev/null differ diff --git a/benchmarks/kpi/results/kpi_idx_14/vanilla/hyperparams.json b/benchmarks/kpi/results/kpi_idx_14/vanilla/hyperparams.json deleted file mode 100644 index 75933518..00000000 --- a/benchmarks/kpi/results/kpi_idx_14/vanilla/hyperparams.json +++ /dev/null @@ -1,18 +0,0 @@ -{ - "BATCH_SIZE": 64, - "SPLIT_RATIOS": [ - 0.5, - 0.2, - 0.3 - ], - "TRAINER": { - "accelerator": "cpu", - "max_epochs": 30 - }, - "MODEL": { - "name": "VanillaAE", - "conf": { - "seq_len": 10 - } - } -} diff --git a/benchmarks/kpi/results/kpi_idx_14/vanilla/pr_curve_test.png b/benchmarks/kpi/results/kpi_idx_14/vanilla/pr_curve_test.png deleted file mode 100644 index 2905cb79..00000000 Binary files a/benchmarks/kpi/results/kpi_idx_14/vanilla/pr_curve_test.png and /dev/null differ diff --git a/benchmarks/kpi/results/kpi_idx_14/vanilla/roc_test.png b/benchmarks/kpi/results/kpi_idx_14/vanilla/roc_test.png deleted file mode 100644 index 6c4915c4..00000000 Binary files a/benchmarks/kpi/results/kpi_idx_14/vanilla/roc_test.png and /dev/null differ diff --git a/benchmarks/kpi/results/kpi_idx_14/vanilla/roc_val.png b/benchmarks/kpi/results/kpi_idx_14/vanilla/roc_val.png deleted file mode 100644 index bceaff99..00000000 Binary files a/benchmarks/kpi/results/kpi_idx_14/vanilla/roc_val.png and /dev/null differ diff --git a/benchmarks/kpi/results/kpi_idx_14/vanilla/test.png b/benchmarks/kpi/results/kpi_idx_14/vanilla/test.png deleted file mode 100644 index 85520a36..00000000 Binary files a/benchmarks/kpi/results/kpi_idx_14/vanilla/test.png and /dev/null differ diff --git a/benchmarks/kpi/results/kpi_idx_14/vanilla/train.png b/benchmarks/kpi/results/kpi_idx_14/vanilla/train.png deleted file mode 100644 index 0ab3fb32..00000000 Binary files a/benchmarks/kpi/results/kpi_idx_14/vanilla/train.png and /dev/null differ diff --git a/benchmarks/kpi/results/kpi_idx_14/vanilla/val.png b/benchmarks/kpi/results/kpi_idx_14/vanilla/val.png deleted file mode 100644 index 88f4caee..00000000 Binary files a/benchmarks/kpi/results/kpi_idx_14/vanilla/val.png and /dev/null differ diff --git a/benchmarks/plots.py b/benchmarks/plots.py deleted file mode 100644 index 00d2650e..00000000 --- a/benchmarks/plots.py +++ /dev/null @@ -1,44 +0,0 @@ -from matplotlib import pyplot as plt -from sklearn.metrics import RocCurveDisplay -import numpy.typing as npt -from typing import Optional - - -def plot_reconerr_comparision(reconerr, input_, labels, start=0, end=None, title=None): - r"""Plots the reconstruction error with respect to the input and output labels.""" - end = end or len(reconerr) - fig, ax = plt.subplots(3, 1, figsize=(12, 7)) - ax[0].plot(reconerr[start:end], color="b", label="reconstruction error") - ax[0].legend(shadow=True) - ax[1].plot(input_[start:end], label="input data") - ax[1].legend(shadow=True) - ax[2].plot(labels[start:end], color="g", label="labels") - ax[2].legend(shadow=True) - if title: - ax[0].set_title(title) - - return fig - - -def plot_roc_curve( - y_true: npt.NDArray[float], - y_pred: npt.NDArray[float], - model_name: str, - title: Optional[str] = None, -): - """ - Plots the ROC curve for the given true and predicted labels. - - Args: - y_true: true labels - y_pred: predicted labels - model_name: name of the model - title: title of the plot - """ - _ = RocCurveDisplay.from_predictions(y_true, y_pred, name=model_name) - plt.plot([0, 1], [0, 1], "k--", label="Baseline (AUC = 0.5)") - plt.xlabel("False Positive Rate") - plt.ylabel("True Positive Rate") - if title: - plt.title(title) - plt.legend()