From 3f07a4b12a176813862190f8459e97134cb0628e Mon Sep 17 00:00:00 2001 From: yuuki Date: Mon, 27 Nov 2023 14:57:02 +0900 Subject: [PATCH] add getting started to README and add license --- LICENSE | 29 +++++++++++++++++ README.md | 47 ++++++++++++++++++++++++++- docs/images/original_time_series.png | Bin 0 -> 429991 bytes docs/images/sifted_time_series.png | Bin 0 -> 157152 bytes 4 files changed, 75 insertions(+), 1 deletion(-) create mode 100644 LICENSE create mode 100644 docs/images/original_time_series.png create mode 100644 docs/images/sifted_time_series.png diff --git a/LICENSE b/LICENSE new file mode 100644 index 0000000..fe19cab --- /dev/null +++ b/LICENSE @@ -0,0 +1,29 @@ +BSD 3-Clause License + +Copyright (c) 2023, SAKURA internet Inc. +All rights reserved. + +Redistribution and use in source and binary forms, with or without +modification, are permitted provided that the following conditions are met: + +1. Redistributions of source code must retain the above copyright notice, this + list of conditions and the following disclaimer. + +2. Redistributions in binary form must reproduce the above copyright notice, + this list of conditions and the following disclaimer in the documentation + and/or other materials provided with the distribution. + +3. Neither the name of the copyright holder nor the names of its + contributors may be used to endorse or promote products derived from + this software without specific prior written permission. + +THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS" +AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE +IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE +DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE LIABLE +FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL +DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR +SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER +CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, +OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE +OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE. diff --git a/README.md b/README.md index b6e4288..1a2e6a8 100644 --- a/README.md +++ b/README.md @@ -1,3 +1,48 @@ # MetricSifter +![CI workflow](https://github.com/ai4sre/metricsifter/actions/workflows/ci.yaml/badge.svg) -MetricSifter is the implementation of feature reduction of multivariate time series data for fault localization in Python. +## Introduction + +TBD + +## Installation + +You can install `metricsifter` package from PyPI via `pip install metricsifter`. + +## Getting Started + +```python +from metricsifter.sifter import Sifter +from tests.sample_gen.generator import generate_synthetic_data + +## Prepare time series data +normal_data, abonormal_data, _, _, anomalous_nodes = generate_synthetic_data(num_node=20, num_edge=20, num_normal_samples=55, num_abnormal_samples=15, anomaly_type=0) +data = pd.concat([normal_data, abonormal_data], axis=0, ignore_index=True) + +sifter = Sifter(penalty_adjust=2.0, n_jobs=1) +sifted_data = sifter.run(data=data) +print("(#removed metrics) / (#total metrics):", len(set(data.columns) - set(siftered_data.columns)), "/", len(data.columns)) +print("difference between prediction and ground truth:", set(siftered_data.columns) - anomalous_nodes) +assert set(sifted_data.columns) - anomalous_nodes == set() +``` + +The example of original synthetic data and its sifted data is shown in the following figure. + +![original synthetic data](./docs/images/original_time_series.png) +![sifted synthetic data](./docs/images/sifted_time_series.png) + + +## For developers + +Run test cases with the following commands. + +```shell +# Install dependencies for development +python -m pip install -r requirements-dev.txt +# Run test cases +pytest -s -v tests +``` + +## License + +[BSD-3-Clause](LICENSE) diff --git a/docs/images/original_time_series.png b/docs/images/original_time_series.png new file mode 100644 index 0000000000000000000000000000000000000000..6301d9cfb9af1bf2fd259411b29e1fbce5bab603 GIT binary patch literal 429991 zcmZs?1yq#Lw>JJ#(l9WzG&q1DIU=0{h%l5WA>F8S4c#$-Afm)bNGp<}bTfc-DvfkV zBM3-+FTeY(|GM{n|FvK-%v>F{XBc4b+pvTNtj3g03cU?h|mLoTSx%FKPS2c zej{da5(EB`^i(nQeC%T9>0{|`3m`2$U0=F*zI3!=_qKKSaCC7N6O<4X6<~Mp^mO%* z5)yLy|4tBeakm#@Kfl6)Hz9U?XygF^l$JNYI3MMU9042vP)8{0qcXNLeKT%*U0$0f zdpu}R|GSa3^S4<;sB9WHrGediRR=+%OG8VmuXCo0(2-d}M|DLIkOZ-2dbaNp83V_{)&aCGE55(c0A2vc1xu9+@cFxXTlIFqmSxorRa1uG>l&X1$bJ3#_4~C( zq8E4(I}xYp$F^LA|m1>eupj`bF(l 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