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author | Daniel Baumann <daniel.baumann@progress-linux.org> | 2024-05-05 12:08:03 +0000 |
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committer | Daniel Baumann <daniel.baumann@progress-linux.org> | 2024-05-05 12:08:18 +0000 |
commit | 5da14042f70711ea5cf66e034699730335462f66 (patch) | |
tree | 0f6354ccac934ed87a2d555f45be4c831cf92f4a /src/ml | |
parent | Releasing debian version 1.44.3-2. (diff) | |
download | netdata-5da14042f70711ea5cf66e034699730335462f66.tar.xz netdata-5da14042f70711ea5cf66e034699730335462f66.zip |
Merging upstream version 1.45.3+dfsg.
Signed-off-by: Daniel Baumann <daniel.baumann@progress-linux.org>
Diffstat (limited to '')
-rw-r--r-- | src/ml/Config.cc (renamed from ml/Config.cc) | 0 | ||||
-rw-r--r-- | src/ml/README.md | 279 | ||||
-rw-r--r-- | src/ml/ad_charts.cc (renamed from ml/ad_charts.cc) | 2 | ||||
-rw-r--r-- | src/ml/ad_charts.h (renamed from ml/ad_charts.h) | 0 | ||||
-rw-r--r-- | src/ml/dlib/.gitignore (renamed from ml/dlib/.gitignore) | 0 | ||||
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-rw-r--r-- | src/ml/dlib/.hgtags (renamed from ml/dlib/.hgtags) | 0 | ||||
-rw-r--r-- | src/ml/dlib/.travis.yml (renamed from ml/dlib/.travis.yml) | 0 | ||||
-rw-r--r-- | src/ml/dlib/CMakeLists.txt (renamed from ml/dlib/CMakeLists.txt) | 0 | ||||
-rw-r--r-- | src/ml/dlib/ISSUE_TEMPLATE.md (renamed from ml/dlib/ISSUE_TEMPLATE.md) | 0 | ||||
-rw-r--r-- | src/ml/dlib/MANIFEST.in (renamed from ml/dlib/MANIFEST.in) | 0 | ||||
-rw-r--r-- | src/ml/dlib/README.md (renamed from ml/dlib/README.md) | 0 | ||||
-rw-r--r-- | src/ml/dlib/dlib/CMakeLists.txt (renamed from ml/dlib/dlib/CMakeLists.txt) | 0 | ||||
-rw-r--r-- | src/ml/dlib/dlib/LICENSE.txt (renamed from ml/dlib/dlib/LICENSE.txt) | 0 | ||||
-rw-r--r-- | src/ml/dlib/dlib/algs.h (renamed from ml/dlib/dlib/algs.h) | 0 | ||||
-rw-r--r-- | src/ml/dlib/dlib/all/source.cpp (renamed from ml/dlib/dlib/all/source.cpp) | 0 | ||||
-rw-r--r-- | src/ml/dlib/dlib/any.h (renamed from ml/dlib/dlib/any.h) | 0 | ||||
-rw-r--r-- | src/ml/dlib/dlib/any/any.h (renamed from ml/dlib/dlib/any/any.h) | 0 | ||||
-rw-r--r-- | src/ml/dlib/dlib/any/any_abstract.h (renamed from ml/dlib/dlib/any/any_abstract.h) | 0 | ||||
-rw-r--r-- | src/ml/dlib/dlib/any/any_decision_function.h (renamed from ml/dlib/dlib/any/any_decision_function.h) | 0 | ||||
-rw-r--r-- | src/ml/dlib/dlib/any/any_decision_function_abstract.h (renamed from ml/dlib/dlib/any/any_decision_function_abstract.h) | 0 | ||||
-rw-r--r-- | src/ml/dlib/dlib/any/any_function.h (renamed from ml/dlib/dlib/any/any_function.h) | 0 | ||||
-rw-r--r-- | src/ml/dlib/dlib/any/any_function_abstract.h (renamed from ml/dlib/dlib/any/any_function_abstract.h) | 0 | ||||
-rw-r--r-- | src/ml/dlib/dlib/any/any_function_impl.h (renamed from ml/dlib/dlib/any/any_function_impl.h) | 0 | ||||
-rw-r--r-- | src/ml/dlib/dlib/any/any_function_impl2.h (renamed from ml/dlib/dlib/any/any_function_impl2.h) | 0 | ||||
-rw-r--r-- | src/ml/dlib/dlib/any/any_trainer.h (renamed from ml/dlib/dlib/any/any_trainer.h) | 0 | ||||
-rw-r--r-- | src/ml/dlib/dlib/any/any_trainer_abstract.h (renamed from ml/dlib/dlib/any/any_trainer_abstract.h) | 0 | ||||
-rw-r--r-- | src/ml/dlib/dlib/appveyor/dtest.yml (renamed from ml/dlib/dlib/appveyor/dtest.yml) | 0 | ||||
-rw-r--r-- | src/ml/dlib/dlib/appveyor/dtest_vc2017.yml (renamed from ml/dlib/dlib/appveyor/dtest_vc2017.yml) | 0 | ||||
-rw-r--r-- | src/ml/dlib/dlib/appveyor/examples.yml (renamed from ml/dlib/dlib/appveyor/examples.yml) | 0 | ||||
-rw-r--r-- | src/ml/dlib/dlib/appveyor/python.yml (renamed from ml/dlib/dlib/appveyor/python.yml) | 0 | ||||
-rw-r--r-- | src/ml/dlib/dlib/array.h (renamed from ml/dlib/dlib/array.h) | 0 | ||||
-rw-r--r-- | src/ml/dlib/dlib/array/array_kernel.h (renamed from ml/dlib/dlib/array/array_kernel.h) | 0 | ||||
-rw-r--r-- | src/ml/dlib/dlib/array/array_kernel_abstract.h (renamed from ml/dlib/dlib/array/array_kernel_abstract.h) | 0 | ||||
-rw-r--r-- | src/ml/dlib/dlib/array/array_tools.h (renamed from ml/dlib/dlib/array/array_tools.h) | 0 | ||||
-rw-r--r-- | src/ml/dlib/dlib/array/array_tools_abstract.h (renamed from ml/dlib/dlib/array/array_tools_abstract.h) | 0 | ||||
-rw-r--r-- | src/ml/dlib/dlib/array2d.h (renamed from ml/dlib/dlib/array2d.h) | 0 | ||||
-rw-r--r-- | src/ml/dlib/dlib/array2d/array2d_generic_image.h (renamed from ml/dlib/dlib/array2d/array2d_generic_image.h) | 0 | ||||
-rw-r--r-- | src/ml/dlib/dlib/array2d/array2d_kernel.h (renamed from ml/dlib/dlib/array2d/array2d_kernel.h) | 0 | ||||
-rw-r--r-- | src/ml/dlib/dlib/array2d/array2d_kernel_abstract.h (renamed from ml/dlib/dlib/array2d/array2d_kernel_abstract.h) | 0 | ||||
-rw-r--r-- | src/ml/dlib/dlib/array2d/serialize_pixel_overloads.h (renamed from ml/dlib/dlib/array2d/serialize_pixel_overloads.h) | 0 | ||||
-rw-r--r-- | src/ml/dlib/dlib/assert.h (renamed from ml/dlib/dlib/assert.h) | 0 | ||||
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-rw-r--r-- | src/ml/dlib/dlib/bayes_utils.h (renamed from ml/dlib/dlib/bayes_utils.h) | 0 | ||||
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-rw-r--r-- | src/ml/dlib/dlib/bayes_utils/bayes_utils_abstract.h (renamed from ml/dlib/dlib/bayes_utils/bayes_utils_abstract.h) | 0 | ||||
-rw-r--r-- | src/ml/dlib/dlib/bigint.h (renamed from ml/dlib/dlib/bigint.h) | 0 | ||||
-rw-r--r-- | src/ml/dlib/dlib/bigint/bigint_kernel_1.cpp (renamed from ml/dlib/dlib/bigint/bigint_kernel_1.cpp) | 0 | ||||
-rw-r--r-- | src/ml/dlib/dlib/bigint/bigint_kernel_1.h (renamed from ml/dlib/dlib/bigint/bigint_kernel_1.h) | 0 | ||||
-rw-r--r-- | src/ml/dlib/dlib/bigint/bigint_kernel_2.cpp (renamed from ml/dlib/dlib/bigint/bigint_kernel_2.cpp) | 0 | ||||
-rw-r--r-- | src/ml/dlib/dlib/bigint/bigint_kernel_2.h (renamed from ml/dlib/dlib/bigint/bigint_kernel_2.h) | 0 | ||||
-rw-r--r-- | src/ml/dlib/dlib/bigint/bigint_kernel_abstract.h (renamed from ml/dlib/dlib/bigint/bigint_kernel_abstract.h) | 0 | ||||
-rw-r--r-- | src/ml/dlib/dlib/bigint/bigint_kernel_c.h (renamed from ml/dlib/dlib/bigint/bigint_kernel_c.h) | 0 | ||||
-rw-r--r-- | src/ml/dlib/dlib/binary_search_tree.h (renamed from ml/dlib/dlib/binary_search_tree.h) | 0 | ||||
-rw-r--r-- | src/ml/dlib/dlib/binary_search_tree/binary_search_tree_kernel_1.h (renamed from ml/dlib/dlib/binary_search_tree/binary_search_tree_kernel_1.h) | 0 | ||||
-rw-r--r-- | src/ml/dlib/dlib/binary_search_tree/binary_search_tree_kernel_2.h (renamed from ml/dlib/dlib/binary_search_tree/binary_search_tree_kernel_2.h) | 0 | ||||
-rw-r--r-- | src/ml/dlib/dlib/binary_search_tree/binary_search_tree_kernel_abstract.h (renamed from ml/dlib/dlib/binary_search_tree/binary_search_tree_kernel_abstract.h) | 0 | ||||
-rw-r--r-- | src/ml/dlib/dlib/binary_search_tree/binary_search_tree_kernel_c.h (renamed from ml/dlib/dlib/binary_search_tree/binary_search_tree_kernel_c.h) | 0 | ||||
-rw-r--r-- | src/ml/dlib/dlib/bit_stream.h (renamed from ml/dlib/dlib/bit_stream.h) | 0 | ||||
-rw-r--r-- | src/ml/dlib/dlib/bit_stream/bit_stream_kernel_1.cpp (renamed from ml/dlib/dlib/bit_stream/bit_stream_kernel_1.cpp) | 0 | ||||
-rw-r--r-- | src/ml/dlib/dlib/bit_stream/bit_stream_kernel_1.h (renamed from ml/dlib/dlib/bit_stream/bit_stream_kernel_1.h) | 0 | ||||
-rw-r--r-- | src/ml/dlib/dlib/bit_stream/bit_stream_kernel_abstract.h (renamed from ml/dlib/dlib/bit_stream/bit_stream_kernel_abstract.h) | 0 | ||||
-rw-r--r-- | src/ml/dlib/dlib/bit_stream/bit_stream_kernel_c.h (renamed from ml/dlib/dlib/bit_stream/bit_stream_kernel_c.h) | 0 | ||||
-rw-r--r-- | src/ml/dlib/dlib/bit_stream/bit_stream_multi_1.h (renamed from ml/dlib/dlib/bit_stream/bit_stream_multi_1.h) | 0 | ||||
-rw-r--r-- | src/ml/dlib/dlib/bit_stream/bit_stream_multi_abstract.h (renamed from ml/dlib/dlib/bit_stream/bit_stream_multi_abstract.h) | 0 | ||||
-rw-r--r-- | src/ml/dlib/dlib/bit_stream/bit_stream_multi_c.h (renamed from ml/dlib/dlib/bit_stream/bit_stream_multi_c.h) | 0 | ||||
-rw-r--r-- | src/ml/dlib/dlib/bits/c++config.h (renamed from ml/dlib/dlib/bits/c++config.h) | 0 | ||||
-rw-r--r-- | src/ml/dlib/dlib/bound_function_pointer.h (renamed from ml/dlib/dlib/bound_function_pointer.h) | 0 | ||||
-rw-r--r-- | src/ml/dlib/dlib/bound_function_pointer/bound_function_pointer_kernel_1.h (renamed from ml/dlib/dlib/bound_function_pointer/bound_function_pointer_kernel_1.h) | 0 | ||||
-rw-r--r-- | src/ml/dlib/dlib/bound_function_pointer/bound_function_pointer_kernel_abstract.h (renamed from ml/dlib/dlib/bound_function_pointer/bound_function_pointer_kernel_abstract.h) | 0 | ||||
-rw-r--r-- | src/ml/dlib/dlib/bridge.h (renamed from ml/dlib/dlib/bridge.h) | 0 | ||||
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-rw-r--r-- | src/ml/dlib/dlib/bsp.h (renamed from ml/dlib/dlib/bsp.h) | 0 | ||||
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-rw-r--r-- | src/ml/dlib/dlib/clustering/chinese_whispers.h (renamed from ml/dlib/dlib/clustering/chinese_whispers.h) | 0 | ||||
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-rw-r--r-- | src/ml/dlib/dlib/cmake_utils/dlibConfig.cmake.in (renamed from ml/dlib/dlib/cmake_utils/dlibConfig.cmake.in) | 0 | ||||
-rw-r--r-- | src/ml/dlib/dlib/cmake_utils/find_blas.cmake (renamed from ml/dlib/dlib/cmake_utils/find_blas.cmake) | 0 | ||||
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-rw-r--r-- | src/ml/dlib/dlib/cmake_utils/test_for_cpp11/CMakeLists.txt (renamed from ml/dlib/dlib/cmake_utils/test_for_cpp11/CMakeLists.txt) | 0 | ||||
-rw-r--r-- | src/ml/dlib/dlib/cmake_utils/test_for_cpp11/cpp11_test.cpp (renamed from ml/dlib/dlib/cmake_utils/test_for_cpp11/cpp11_test.cpp) | 0 | ||||
-rw-r--r-- | src/ml/dlib/dlib/cmake_utils/test_for_cuda/CMakeLists.txt (renamed from ml/dlib/dlib/cmake_utils/test_for_cuda/CMakeLists.txt) | 0 | ||||
-rw-r--r-- | src/ml/dlib/dlib/cmake_utils/test_for_cuda/cuda_test.cu (renamed from ml/dlib/dlib/cmake_utils/test_for_cuda/cuda_test.cu) | 0 | ||||
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diff --git a/ml/Config.cc b/src/ml/Config.cc index c6a750995..c6a750995 100644 --- a/ml/Config.cc +++ b/src/ml/Config.cc diff --git a/src/ml/README.md b/src/ml/README.md new file mode 100644 index 000000000..6ec6fcb5b --- /dev/null +++ b/src/ml/README.md @@ -0,0 +1,279 @@ +<!-- +title: "Configure machine learning (ML) powered anomaly detection" +custom_edit_url: "https://github.com/netdata/netdata/edit/master/src/ml/README.md" +description: "This is an in-depth look at how Netdata uses ML to detect anomalies." +sidebar_label: "Configure machine learning (ML) powered anomaly detection" +learn_status: "Published" +learn_topic_type: "Tasks" +learn_rel_path: "Configuration" +--> + +# Machine learning (ML) powered anomaly detection + +## Overview + +Machine learning is a subfield of artificial intelligence that enables computers to learn and improve from experience without being explicitly programmed. In monitoring, machine learning can be used to detect patterns and anomalies in large datasets, enabling users to identify potential issues before they become critical. The importance of machine learning in monitoring lies in its ability to analyze vast amounts of data in real-time and provide actionable insights that can help optimize system performance and prevent downtime. Machine learning can also improve the efficiency and scalability of monitoring systems, enabling organizations to monitor complex infrastructures and applications with ease. + +The primary goal of implementing machine learning features in Netdata is to enable users to detect and alert on anomalies in their systems with advanced anomaly detection capabilities. Netdata's machine learning features are designed to be highly customizable and scalable, so users can tailor the ML models and training process to their specific requirements and monitor systems of any size or complexity. + +As of [`v1.32.0`](https://github.com/netdata/netdata/releases/tag/v1.32.0), Netdata comes with ML powered [anomaly detection](https://en.wikipedia.org/wiki/Anomaly_detection) capabilities built into it and available to use out of the box, with zero configuration required (ML was enabled by default in `v1.35.0-29-nightly` in [this PR](https://github.com/netdata/netdata/pull/13158), previously it required a one line config change). + +🚧 **Note**: If you would like to get involved and help us with some feedback, email us at analytics-ml-team@netdata.cloud, comment on the [beta launch post](https://community.netdata.cloud/t/anomaly-advisor-beta-launch/2717) in the Netdata community, or come join us in the [🤖-ml-powered-monitoring](https://discord.gg/4eRSEUpJnc) channel of the Netdata discord. + +Once ML is enabled, Netdata will begin training a model for each dimension. By default this model is a [k-means clustering](https://en.wikipedia.org/wiki/K-means_clustering) model trained on the most recent 4 hours of data. Rather than just using the most recent value of each raw metric, the model works on a preprocessed ["feature vector"](#feature-vector) of recent smoothed and differenced values. This enables the model to detect a wider range of potentially anomalous patterns in recent observations as opposed to just point anomalies like big spikes or drops. ([This infographic](https://user-images.githubusercontent.com/2178292/144414415-275a3477-5b47-43d6-8959-509eb48ebb20.png) shows some different types of anomalies). + +The sections below will introduce some of the main concepts: +- anomaly bit +- anomaly score +- anomaly rate +- anomaly detector + +Additional explanations and details can be found in the [Glossary](#glossary) and [Notes](#notes) at the bottom of the page. + +### Anomaly Bit - (100 = Anomalous, 0 = Normal) + +Once each model is trained, Netdata will begin producing an ["anomaly score"](#anomaly-score) at each time step for each dimension. This ["anomaly score"](#anomaly-score) is essentially a distance measure to the trained cluster centers of the model (by default each model has k=2, so two cluster centers are learned). More anomalous looking data should be more distant to those cluster centers. If this ["anomaly score"](#anomaly-score) is sufficiently large, this is a sign that the recent raw values of the dimension could potentially be anomalous. By default, "sufficiently large" means that the distance is in the 99th percentile or above of all distances observed during training or, put another way, it has to be further away than the furthest 1% of the data used during training. Once this threshold is passed, the ["anomaly bit"](#anomaly-bit) corresponding to that dimension is set to 100 to flag it as anomalous, otherwise it would be left at 0 to signal normal data. + +What this means is that in addition to the raw value of each metric, Netdata now also stores an ["anomaly bit"](#anomaly-bit) that is either 100 (anomalous) or 0 (normal). Importantly, this is achieved without additional storage overhead due to how the anomaly bit has been implemented within the existing internal Netdata storage representation. + +This ["anomaly bit"](#anomaly-bit) is exposed via the `anomaly-bit` key that can be passed to the `options` param of the `/api/v1/data` REST API. + +For example, here are some recent raw dimension values for `system.ip` on our [london](http://london.my-netdata.io/) demo server: + +[`https://london.my-netdata.io/api/v1/data?chart=system.ip`](https://london.my-netdata.io/api/v1/data?chart=system.ip) + +``` +{ + "labels": ["time", "received", "sent"], + "data": + [ + [ 1638365672, 54.84098, -76.70201], + [ 1638365671, 124.4328, -309.7543], + [ 1638365670, 123.73152, -167.9056], + ... + ] +} +``` + +And if we add the `&options=anomaly-bit` params, we can see the "anomaly bit" value corresponding to each raw dimension value: + +[`https://london.my-netdata.io/api/v1/data?chart=system.ip&options=anomaly-bit`](https://london.my-netdata.io/api/v1/data?chart=system.ip&options=anomaly-bit) + +``` +{ + "labels": ["time", "received", "sent"], + "data": + [ + [ 1638365672, 0, 0], + [ 1638365671, 0, 0], + [ 1638365670, 0, 0], + ... + ] +} +``` +In this example, the dimensions "received" and "sent" didn't show any abnormal behavior, so the anomaly bit is zero. +Under normal circumstances, the anomaly bit will mostly be 0. However, there can be random fluctuations setting the anomaly to 100, although this very much depends on the nature of the dimension in question. + +### Anomaly Rate - average(anomaly bit) + +Once all models have been trained, we can think of the Netdata dashboard as essentially a big matrix or table of 0's and 100's. If we consider this "anomaly bit"-based representation of the state of the node, we can now think about how we might detect overall node level anomalies. The figure below illustrates the main ideas. + +``` + dimensions +time d1 d2 d3 d4 d5 NAR + 1 0 0 0 0 0 0% + 2 0 0 0 0 100 20% + 3 0 0 0 0 0 0% + 4 0 100 0 0 0 20% + 5 100 0 0 0 0 20% + 6 0 100 100 0 100 60% + 7 0 100 0 100 0 40% + 8 0 0 0 0 100 20% + 9 0 0 100 100 0 40% + 10 0 0 0 0 0 0% + +DAR 10% 30% 20% 20% 30% 22% NAR_t1-t10 + +DAR = Dimension Anomaly Rate +NAR = Node Anomaly Rate +NAR_t1-t10 = Node Anomaly Rate over t1 to t10 +``` + +To work out an ["anomaly rate"](#anomaly-rate), we can just average a row or a column in any direction. For example, if we were to just average along a row then this would be the ["node anomaly rate"](#node-anomaly-rate) (all dimensions) at time t. Likewise if we averaged a column then we would have the ["dimension anomaly rate"](#dimension-anomaly-rate) for each dimension over the time window t=1-10. Extending this idea, we can work out an overall ["anomaly rate"](#anomaly-rate) for the whole matrix or any subset of it we might be interested in. + +### Anomaly Detector - Node level anomaly events + +An ["anomaly detector"](#anomaly-detector) looks at all anomaly bits of a node. Netdata's anomaly detector produces an ["anomaly event"](#anomaly-event) when a the percentage of anomaly bits is high enough for a persistent amount of time. This anomaly event signals that there was sufficient evidence among all the anomaly bits that some strange behavior might have been detected in a more global sense across the node. + +Essentially if the ["Node Anomaly Rate"](#node-anomaly-rate) (NAR) passes a defined threshold and stays above that threshold for a persistent amount of time, a "Node [Anomaly Event](#anomaly-event)" will be triggered. + +These anomaly events are currently exposed via the `new_anomaly_event` dimension on the `anomaly_detection.anomaly_detection` chart. + +## Configuration + +If you are running a netdata version after `v1.35.0-29-nightly` then ML will be enabled by default. + +To enable or disable anomaly detection: +1. Find and open the Netdata configuration file `netdata.conf`. +2. In the `[ml]` section, set `enabled = yes` to enable or `enabled = no` to disable. +3. Restart netdata (typically `sudo systemctl restart netdata`). + +> 📑 Note +> +> If you would like to learn more about configuring Netdata please see the [Configuration section](https://github.com/netdata/netdata/blob/master/docs/configure/nodes.md) of our documentation. + +Below is a list of all the available configuration params and their default values. + +``` +[ml] + # enabled = yes + # maximum num samples to train = 21600 + # minimum num samples to train = 900 + # train every = 10800 + # number of models per dimension = 18 + # dbengine anomaly rate every = 30 + # num samples to diff = 1 + # num samples to smooth = 3 + # num samples to lag = 5 + # random sampling ratio = 0.2 + # maximum number of k-means iterations = 1000 + # dimension anomaly score threshold = 0.99 + # host anomaly rate threshold = 1.0 + # anomaly detection grouping method = average + # anomaly detection grouping duration = 300 + # hosts to skip from training = !* + # charts to skip from training = netdata.* + # dimension anomaly rate suppression window = 900 + # dimension anomaly rate suppression threshold = 450 + # delete models older than = 604800 +``` + +### Configuration Examples + +If you would like to run ML on a parent instead of at the edge, some configuration options are illustrated below. + +This example assumes 3 child nodes [streaming](https://github.com/netdata/netdata/blob/master/src/streaming/README.md) to 1 parent node and illustrates the main ways you might want to configure running ML for the children on the parent, running ML on the children themselves, or even a mix of approaches. + +![parent_child_options](https://user-images.githubusercontent.com/2178292/164439761-8fb7dddd-c4d8-4329-9f44-9a794937a086.png) + +``` +# parent will run ML for itself and child 1,2, it will skip running ML for child 0. +# child 0 will run its own ML at the edge. +# child 1 will run its own ML at the edge, even though parent will also run ML for it, a bit wasteful potentially to run ML in both places but is possible (Netdata Cloud will essentially average any overlapping models). +# child 2 will not run ML at the edge, it will be run in the parent only. + +# parent-ml-enabled +# run ML on all hosts apart from child-ml-enabled +[ml] + enabled = yes + hosts to skip from training = child-0-ml-enabled + +# child-0-ml-enabled +# run ML on child-0-ml-enabled +[ml] + enabled = yes + +# child-1-ml-enabled +# run ML on child-1-ml-enabled +[ml] + enabled = yes + +# child-2-ml-disabled +# do not run ML on child-2-ml-disabled +[ml] + enabled = no +``` + +### Descriptions (min/max) + +- `enabled`: `yes` to enable, `no` to disable. +- `maximum num samples to train`: (`3600`/`86400`) This is the maximum amount of time you would like to train each model on. For example, the default of `21600` trains on the preceding 6 hours of data, assuming an `update every` of 1 second. +- `minimum num samples to train`: (`900`/`21600`) This is the minimum amount of data required to be able to train a model. For example, the default of `900` implies that once at least 15 minutes of data is available for training, a model is trained, otherwise it is skipped and checked again at the next training run. +- `train every`: (`1800`/`21600`) This is how often each model will be retrained. For example, the default of `10800` means that each model is retrained every 3 hours. Note: The training of all models is spread out across the `train every` period for efficiency, so in reality, it means that each model will be trained in a staggered manner within each `train every` period. +- `number of models per dimension`: (`1`/`168`) This is the number of trained models that will be used for scoring. For example the default `number of models per dimension = 18` means that the most recently trained 18 models for the dimension will be used to determine the corresponding anomaly bit. This means that under default settings of `maximum num samples to train = 21600`, `train every = 10800` and `number of models per dimension = 18`, netdata will store and use the last 18 trained models for each dimension when determining the anomaly bit. This means that for the latest feature vector in this configuration to be considered anomalous it would need to look anomalous across _all_ the models trained for that dimension in the last 18*(10800/3600) ~= 54 hours. As such, increasing `number of models per dimension` may reduce some false positives since it will result in more models (covering a wider time frame of training) being used during scoring. +- `dbengine anomaly rate every`: (`30`/`900`) This is how often netdata will aggregate all the anomaly bits into a single chart (`anomaly_detection.anomaly_rates`). The aggregation into a single chart allows enabling anomaly rate ranking over _all_ metrics with one API call as opposed to a call per chart. +- `num samples to diff`: (`0`/`1`) This is a `0` or `1` to determine if you want the model to operate on differences of the raw data or just the raw data. For example, the default of `1` means that we take differences of the raw values. Using differences is more general and works on dimensions that might naturally tend to have some trends or cycles in them that is normal behavior to which we don't want to be too sensitive. +- `num samples to smooth`: (`0`/`5`) This is a small integer that controls the amount of smoothing applied as part of the feature processing used by the model. For example, the default of `3` means that the rolling average of the last 3 values is used. Smoothing like this helps the model be a little more robust to spiky types of dimensions that naturally "jump" up or down as part of their normal behavior. +- `num samples to lag`: (`0`/`5`) This is a small integer that determines how many lagged values of the dimension to include in the feature vector. For example, the default of `5` means that in addition to the most recent (by default, differenced and smoothed) value of the dimension, the feature vector will also include the 5 previous values too. Using lagged values in our feature representation allows the model to work over strange patterns over recent values of a dimension as opposed to just focusing on if the most recent value itself is big or small enough to be anomalous. +- `random sampling ratio`: (`0.2`/`1.0`) This parameter determines how much of the available training data is randomly sampled when training a model. The default of `0.2` means that Netdata will train on a random 20% of training data. This parameter influences cost efficiency. At `0.2` the model is still reasonably trained while minimizing system overhead costs caused by the training. +- `maximum number of k-means iterations`: This is a parameter that can be passed to the model to limit the number of iterations in training the k-means model. Vast majority of cases can ignore and leave as default. +- `dimension anomaly score threshold`: (`0.01`/`5.00`) This is the threshold at which an individual dimension at a specific timestep is considered anomalous or not. For example, the default of `0.99` means that a dimension with an anomaly score of 99% or higher is flagged as anomalous. This is a normalized probability based on the training data, so the default of 99% means that anything that is as strange (based on distance measure) or more strange as the most strange 1% of data observed during training will be flagged as anomalous. If you wanted to make the anomaly detection on individual dimensions more sensitive you could try a value like `0.90` (90%) or to make it less sensitive you could try `1.5` (150%). +- `host anomaly rate threshold`: (`0.1`/`10.0`) This is the percentage of dimensions (based on all those enabled for anomaly detection) that need to be considered anomalous at specific timestep for the host itself to be considered anomalous. For example, the default value of `1.0` means that if more than 1% of dimensions are anomalous at the same time then the host itself is considered in an anomalous state. +- `anomaly detection grouping method`: The grouping method used when calculating node level anomaly rate. +- `anomaly detection grouping duration`: (`60`/`900`) The duration across which to calculate the node level anomaly rate, the default of `900` means that the node level anomaly rate is calculated across a rolling 5 minute window. +- `hosts to skip from training`: This parameter allows you to turn off anomaly detection for any child hosts on a parent host by defining those you would like to skip from training here. For example, a value like `dev-*` skips all hosts on a parent that begin with the "dev-" prefix. The default value of `!*` means "don't skip any". +- `charts to skip from training`: This parameter allows you to exclude certain charts from anomaly detection. By default, only netdata related charts are excluded. This is to avoid the scenario where accessing the netdata dashboard could itself trigger some anomalies if you don't access them regularly. If you want to include charts that are excluded by default, add them in small groups and then measure any impact on performance before adding additional ones. Example: If you want to include system, apps, and user charts:`!system.* !apps.* !user.* *`. +- `delete models older than`: (`86400`/`604800`) Delete old models from the database that are unused, by default models will be deleted after 7 days. + +## Charts + +Once enabled, the "Anomaly Detection" menu and charts will be available on the dashboard. + +![anomaly_detection_menu](https://user-images.githubusercontent.com/2178292/207584589-2e984786-5e01-404b-a20a-58573884d6df.png) + +In terms of anomaly detection, the most interesting charts would be the `anomaly_detection.dimensions` and `anomaly_detection.anomaly_rate` ones, which hold the `anomalous` and `anomaly_rate` dimensions that show the overall number of dimensions considered anomalous at any time and the corresponding anomaly rate. + +- `anomaly_detection.dimensions`: Total count of dimensions considered anomalous or normal. +- `anomaly_detection.anomaly_rate`: Percentage of anomalous dimensions. +- `anomaly_detection.anomaly_detection`: Flags (0 or 1) to show when an anomaly event has been triggered by the detector. + +Below is an example of how these charts may look in the presence of an anomaly event. + +Initially we see a jump in `anomalous` dimensions: + +![anomalous](https://user-images.githubusercontent.com/2178292/207589021-c0d2926f-bb55-4c5c-9e32-be1851558fa8.png) + +And a corresponding jump in the `anomaly_rate`: + +![anomaly_rate](https://user-images.githubusercontent.com/2178292/207589172-8853804b-6826-4731-8d06-b9e32d3071af.png) + +After a short while the rolling node anomaly rate goes `above_threshold`, and once it stays above threshold for long enough a `new_anomaly_event` is created: + +![anomaly_event](https://user-images.githubusercontent.com/2178292/207589308-931a3c76-440a-48c1-970e-191743d26607.png) + +## Glossary + +#### _feature vector_ + +A [feature vector](https://en.wikipedia.org/wiki/Feature_(machine_learning)) is what the ML model is trained on and uses for prediction. The most simple feature vector would be just the latest raw dimension value itself [x]. By default Netdata will use a feature vector consisting of the 6 latest differences and smoothed values of the dimension so conceptually something like `[avg3(diff1(x-5)), avg3(diff1(x-4)), avg3(diff1(x-3)), avg3(diff1(x-2)), avg3(diff1(x-1)), avg3(diff1(x))]` which ends up being just 6 floating point numbers that try and represent the "shape" of recent data. + +#### _anomaly score_ + +At prediction time the anomaly score is just the distance of the most recent feature vector to the trained cluster centers of the model, which are themselves just feature vectors, albeit supposedly the best most representative feature vectors that could be "learned" from the training data. So if the most recent feature vector is very far away in terms of [euclidean distance](https://en.wikipedia.org/wiki/Euclidean_distance#:~:text=In%20mathematics%2C%20the%20Euclidean%20distance,being%20called%20the%20Pythagorean%20distance.) it's more likely that the recent data it represents consists of some strange pattern not commonly found in the training data. + +#### _anomaly bit_ + +If the anomaly score is greater than a specified threshold then the most recent feature vector, and hence most recent raw data, is considered anomalous. Since storing the raw anomaly score would essentially double amount of storage space Netdata would need, we instead efficiently store just the anomaly bit in the existing internal Netdata data representation without any additional storage overhead. + +#### _anomaly rate_ + +An anomaly rate is really just an average over one or more anomaly bits. An anomaly rate can be calculated over time for one or more dimensions or at a point in time across multiple dimensions, or some combination of the two. Its just an average of some collection of anomaly bits. + +#### _anomaly detector_ + +The is essentially business logic that just tries to process a collection of anomaly bits to determine if there is enough active anomaly bits to merit investigation or declaration of a node level anomaly event. + +#### _anomaly event_ + +Anomaly events are triggered by the anomaly detector and represent a window of time on the node with sufficiently elevated anomaly rates across all dimensions. + +#### _dimension anomaly rate_ + +The anomaly rate of a specific dimension over some window of time. + +#### _node anomaly rate_ + +The anomaly rate across all dimensions of a node. + +## Notes + +- We would love to hear any feedback relating to this functionality, please email us at analytics-ml-team@netdata.cloud or come join us in the [🤖-ml-powered-monitoring](https://discord.gg/4eRSEUpJnc) channel of the Netdata discord. +- We are working on additional UI/UX based features that build on these core components to make them as useful as possible out of the box. +- Although not yet a core focus of this work, users could leverage the `anomaly_detection` chart dimensions and/or `anomaly-bit` options in defining alerts based on ML driven anomaly detection models. +- [This presentation](https://docs.google.com/presentation/d/18zkCvU3nKP-Bw_nQZuXTEa4PIVM6wppH3VUnAauq-RU/edit?usp=sharing) walks through some of the main concepts covered above in a more informal way. +- After restart Netdata will wait until `minimum num samples to train` observations of data are available before starting training and prediction. +- Netdata uses [dlib](https://github.com/davisking/dlib) under the hood for its core ML features. +- You should benchmark Netdata resource usage before and after enabling ML. Typical overhead ranges from 1-2% additional CPU at most. +- The "anomaly bit" has been implemented to be a building block to underpin many more ML based use cases that we plan to deliver soon. +- At its core Netdata uses an approach and problem formulation very similar to the Netdata python [anomalies collector](https://github.com/netdata/netdata/blob/master/src/collectors/python.d.plugin/anomalies/README.md), just implemented in a much much more efficient and scalable way in the agent in c++. So if you would like to learn more about the approach and are familiar with Python that is a useful resource to explore, as is the corresponding [deep dive tutorial](https://nbviewer.org/github/netdata/community/blob/main/netdata-agent-api/netdata-pandas/anomalies_collector_deepdive.ipynb) where the default model used is PCA instead of K-Means but the overall approach and formulation is similar. +- Check out our ML related blog posts over at [https://blog.netdata.cloud](https://blog.netdata.cloud/tags/machine-learning) diff --git a/ml/ad_charts.cc b/src/ml/ad_charts.cc index 4b70cb43f..f70d009c4 100644 --- a/ml/ad_charts.cc +++ b/src/ml/ad_charts.cc @@ -288,6 +288,7 @@ void ml_update_host_and_detection_rate_charts(ml_host_t *host, collected_number rrdset_flag_set(host->type_anomaly_rate_rs, RRDSET_FLAG_ANOMALY_DETECTION); } + spinlock_lock_cancelable(&host->type_anomaly_rate_spinlock); for (auto &entry : host->type_anomaly_rate) { ml_type_anomaly_rate_t &type_anomaly_rate = entry.second; @@ -304,6 +305,7 @@ void ml_update_host_and_detection_rate_charts(ml_host_t *host, collected_number type_anomaly_rate.anomalous_dimensions = 0; type_anomaly_rate.normal_dimensions = 0; } + spinlock_unlock_cancelable(&host->type_anomaly_rate_spinlock); rrdset_done(host->type_anomaly_rate_rs); } diff --git a/ml/ad_charts.h b/src/ml/ad_charts.h index 349b369a2..349b369a2 100644 --- a/ml/ad_charts.h +++ b/src/ml/ad_charts.h diff --git a/ml/dlib/.gitignore b/src/ml/dlib/.gitignore index 235fff575..235fff575 100644 --- a/ml/dlib/.gitignore +++ b/src/ml/dlib/.gitignore diff --git a/ml/dlib/.hgignore b/src/ml/dlib/.hgignore index 463303389..463303389 100644 --- a/ml/dlib/.hgignore +++ b/src/ml/dlib/.hgignore diff --git a/ml/dlib/.hgtags b/src/ml/dlib/.hgtags index e9932b1e0..e9932b1e0 100644 --- a/ml/dlib/.hgtags +++ b/src/ml/dlib/.hgtags diff --git a/ml/dlib/.travis.yml b/src/ml/dlib/.travis.yml index 4604fbaac..4604fbaac 100644 --- a/ml/dlib/.travis.yml +++ 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index 3023306bd..3023306bd 100644 --- a/ml/dlib/dlib/external/cblas/cblas_ctpsv.c +++ b/src/ml/dlib/dlib/external/cblas/cblas_ctpsv.c diff --git a/ml/dlib/dlib/external/cblas/cblas_ctrmm.c b/src/ml/dlib/dlib/external/cblas/cblas_ctrmm.c index ceeb2a5ff..ceeb2a5ff 100644 --- a/ml/dlib/dlib/external/cblas/cblas_ctrmm.c +++ b/src/ml/dlib/dlib/external/cblas/cblas_ctrmm.c diff --git a/ml/dlib/dlib/external/cblas/cblas_ctrmv.c b/src/ml/dlib/dlib/external/cblas/cblas_ctrmv.c index dc590fe76..dc590fe76 100644 --- a/ml/dlib/dlib/external/cblas/cblas_ctrmv.c +++ b/src/ml/dlib/dlib/external/cblas/cblas_ctrmv.c diff --git a/ml/dlib/dlib/external/cblas/cblas_ctrsm.c b/src/ml/dlib/dlib/external/cblas/cblas_ctrsm.c index ae2d8796e..ae2d8796e 100644 --- a/ml/dlib/dlib/external/cblas/cblas_ctrsm.c +++ b/src/ml/dlib/dlib/external/cblas/cblas_ctrsm.c diff --git a/ml/dlib/dlib/external/cblas/cblas_ctrsv.c b/src/ml/dlib/dlib/external/cblas/cblas_ctrsv.c index 8bfacd913..8bfacd913 100644 --- 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--git a/ml/dlib/dlib/external/cblas/cblas_dnrm2.c b/src/ml/dlib/dlib/external/cblas/cblas_dnrm2.c index fe46ad484..fe46ad484 100644 --- a/ml/dlib/dlib/external/cblas/cblas_dnrm2.c +++ b/src/ml/dlib/dlib/external/cblas/cblas_dnrm2.c diff --git a/ml/dlib/dlib/external/cblas/cblas_drot.c b/src/ml/dlib/dlib/external/cblas/cblas_drot.c index 51dc4ad5e..51dc4ad5e 100644 --- a/ml/dlib/dlib/external/cblas/cblas_drot.c +++ b/src/ml/dlib/dlib/external/cblas/cblas_drot.c diff --git a/ml/dlib/dlib/external/cblas/cblas_drotg.c b/src/ml/dlib/dlib/external/cblas/cblas_drotg.c index 0cbbd8bc0..0cbbd8bc0 100644 --- a/ml/dlib/dlib/external/cblas/cblas_drotg.c +++ b/src/ml/dlib/dlib/external/cblas/cblas_drotg.c diff --git a/ml/dlib/dlib/external/cblas/cblas_drotm.c b/src/ml/dlib/dlib/external/cblas/cblas_drotm.c index ebe20ad62..ebe20ad62 100644 --- a/ml/dlib/dlib/external/cblas/cblas_drotm.c +++ b/src/ml/dlib/dlib/external/cblas/cblas_drotm.c diff --git a/ml/dlib/dlib/external/cblas/cblas_drotmg.c 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diff --git a/ml/dlib/dlib/external/cblas/cblas_dtpsv.c b/src/ml/dlib/dlib/external/cblas/cblas_dtpsv.c index 4f51ccc56..4f51ccc56 100644 --- a/ml/dlib/dlib/external/cblas/cblas_dtpsv.c +++ b/src/ml/dlib/dlib/external/cblas/cblas_dtpsv.c diff --git a/ml/dlib/dlib/external/cblas/cblas_dtrmm.c b/src/ml/dlib/dlib/external/cblas/cblas_dtrmm.c index 0f4c0d161..0f4c0d161 100644 --- a/ml/dlib/dlib/external/cblas/cblas_dtrmm.c +++ b/src/ml/dlib/dlib/external/cblas/cblas_dtrmm.c diff --git a/ml/dlib/dlib/external/cblas/cblas_dtrmv.c b/src/ml/dlib/dlib/external/cblas/cblas_dtrmv.c index c20ea0626..c20ea0626 100644 --- a/ml/dlib/dlib/external/cblas/cblas_dtrmv.c +++ b/src/ml/dlib/dlib/external/cblas/cblas_dtrmv.c diff --git a/ml/dlib/dlib/external/cblas/cblas_dtrsm.c b/src/ml/dlib/dlib/external/cblas/cblas_dtrsm.c index 986425f60..986425f60 100644 --- a/ml/dlib/dlib/external/cblas/cblas_dtrsm.c +++ b/src/ml/dlib/dlib/external/cblas/cblas_dtrsm.c diff --git 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index f8adeda49..f8adeda49 100644 --- a/ml/dlib/dlib/external/cblas/cblas_sgemm.c +++ b/src/ml/dlib/dlib/external/cblas/cblas_sgemm.c diff --git a/ml/dlib/dlib/external/cblas/cblas_sgemv.c b/src/ml/dlib/dlib/external/cblas/cblas_sgemv.c index d47f3be55..d47f3be55 100644 --- a/ml/dlib/dlib/external/cblas/cblas_sgemv.c +++ b/src/ml/dlib/dlib/external/cblas/cblas_sgemv.c diff --git a/ml/dlib/dlib/external/cblas/cblas_sger.c b/src/ml/dlib/dlib/external/cblas/cblas_sger.c index 0313590c7..0313590c7 100644 --- a/ml/dlib/dlib/external/cblas/cblas_sger.c +++ b/src/ml/dlib/dlib/external/cblas/cblas_sger.c diff --git a/ml/dlib/dlib/external/cblas/cblas_snrm2.c b/src/ml/dlib/dlib/external/cblas/cblas_snrm2.c index 18161b4fa..18161b4fa 100644 --- a/ml/dlib/dlib/external/cblas/cblas_snrm2.c +++ b/src/ml/dlib/dlib/external/cblas/cblas_snrm2.c diff --git a/ml/dlib/dlib/external/cblas/cblas_srot.c b/src/ml/dlib/dlib/external/cblas/cblas_srot.c index cbd1c8c90..cbd1c8c90 100644 --- 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--git a/ml/dlib/dlib/external/cblas/cblas_sswap.c b/src/ml/dlib/dlib/external/cblas/cblas_sswap.c index b74d8469c..b74d8469c 100644 --- a/ml/dlib/dlib/external/cblas/cblas_sswap.c +++ b/src/ml/dlib/dlib/external/cblas/cblas_sswap.c diff --git a/ml/dlib/dlib/external/cblas/cblas_ssymm.c b/src/ml/dlib/dlib/external/cblas/cblas_ssymm.c index 55c413b48..55c413b48 100644 --- a/ml/dlib/dlib/external/cblas/cblas_ssymm.c +++ b/src/ml/dlib/dlib/external/cblas/cblas_ssymm.c diff --git a/ml/dlib/dlib/external/cblas/cblas_ssymv.c b/src/ml/dlib/dlib/external/cblas/cblas_ssymv.c index c56d4d457..c56d4d457 100644 --- a/ml/dlib/dlib/external/cblas/cblas_ssymv.c +++ b/src/ml/dlib/dlib/external/cblas/cblas_ssymv.c diff --git a/ml/dlib/dlib/external/cblas/cblas_ssyr.c b/src/ml/dlib/dlib/external/cblas/cblas_ssyr.c index 4215b9671..4215b9671 100644 --- a/ml/dlib/dlib/external/cblas/cblas_ssyr.c +++ b/src/ml/dlib/dlib/external/cblas/cblas_ssyr.c diff --git a/ml/dlib/dlib/external/cblas/cblas_ssyr2.c 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index 96df7c0c1..96df7c0c1 100644 --- a/ml/dlib/dlib/external/cblas/cblas_stbsv.c +++ b/src/ml/dlib/dlib/external/cblas/cblas_stbsv.c diff --git a/ml/dlib/dlib/external/cblas/cblas_stpmv.c b/src/ml/dlib/dlib/external/cblas/cblas_stpmv.c index 5cb5cd29d..5cb5cd29d 100644 --- a/ml/dlib/dlib/external/cblas/cblas_stpmv.c +++ b/src/ml/dlib/dlib/external/cblas/cblas_stpmv.c diff --git a/ml/dlib/dlib/external/cblas/cblas_stpsv.c b/src/ml/dlib/dlib/external/cblas/cblas_stpsv.c index 2f0d29c0d..2f0d29c0d 100644 --- a/ml/dlib/dlib/external/cblas/cblas_stpsv.c +++ b/src/ml/dlib/dlib/external/cblas/cblas_stpsv.c diff --git a/ml/dlib/dlib/external/cblas/cblas_strmm.c b/src/ml/dlib/dlib/external/cblas/cblas_strmm.c index 40d6e23dd..40d6e23dd 100644 --- a/ml/dlib/dlib/external/cblas/cblas_strmm.c +++ b/src/ml/dlib/dlib/external/cblas/cblas_strmm.c diff --git a/ml/dlib/dlib/external/cblas/cblas_strmv.c b/src/ml/dlib/dlib/external/cblas/cblas_strmv.c index 4c2f7b6a6..4c2f7b6a6 100644 --- 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diff --git a/ml/dlib/dlib/external/cblas/cblas_zgeru.c b/src/ml/dlib/dlib/external/cblas/cblas_zgeru.c index 56c3ded68..56c3ded68 100644 --- a/ml/dlib/dlib/external/cblas/cblas_zgeru.c +++ b/src/ml/dlib/dlib/external/cblas/cblas_zgeru.c diff --git a/ml/dlib/dlib/external/cblas/cblas_zhbmv.c b/src/ml/dlib/dlib/external/cblas/cblas_zhbmv.c index 491207d3f..491207d3f 100644 --- a/ml/dlib/dlib/external/cblas/cblas_zhbmv.c +++ b/src/ml/dlib/dlib/external/cblas/cblas_zhbmv.c diff --git a/ml/dlib/dlib/external/cblas/cblas_zhemm.c b/src/ml/dlib/dlib/external/cblas/cblas_zhemm.c index a31e9ae87..a31e9ae87 100644 --- a/ml/dlib/dlib/external/cblas/cblas_zhemm.c +++ b/src/ml/dlib/dlib/external/cblas/cblas_zhemm.c diff --git a/ml/dlib/dlib/external/cblas/cblas_zhemv.c b/src/ml/dlib/dlib/external/cblas/cblas_zhemv.c index c3cdb5958..c3cdb5958 100644 --- a/ml/dlib/dlib/external/cblas/cblas_zhemv.c +++ b/src/ml/dlib/dlib/external/cblas/cblas_zhemv.c diff --git 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a/ml/dlib/dlib/gui_widgets/style_abstract.h +++ b/src/ml/dlib/dlib/gui_widgets/style_abstract.h diff --git a/ml/dlib/dlib/gui_widgets/widgets.cpp b/src/ml/dlib/dlib/gui_widgets/widgets.cpp index c460d946d..c460d946d 100644 --- a/ml/dlib/dlib/gui_widgets/widgets.cpp +++ b/src/ml/dlib/dlib/gui_widgets/widgets.cpp diff --git a/ml/dlib/dlib/gui_widgets/widgets.h b/src/ml/dlib/dlib/gui_widgets/widgets.h index 305d7dc00..305d7dc00 100644 --- a/ml/dlib/dlib/gui_widgets/widgets.h +++ b/src/ml/dlib/dlib/gui_widgets/widgets.h diff --git a/ml/dlib/dlib/gui_widgets/widgets_abstract.h b/src/ml/dlib/dlib/gui_widgets/widgets_abstract.h index 2b4dc4486..2b4dc4486 100644 --- a/ml/dlib/dlib/gui_widgets/widgets_abstract.h +++ b/src/ml/dlib/dlib/gui_widgets/widgets_abstract.h diff --git a/ml/dlib/dlib/hash.h b/src/ml/dlib/dlib/hash.h index 5a018b438..5a018b438 100644 --- a/ml/dlib/dlib/hash.h +++ b/src/ml/dlib/dlib/hash.h diff --git a/ml/dlib/dlib/hash_map.h b/src/ml/dlib/dlib/hash_map.h index 225ebd466..225ebd466 100644 --- a/ml/dlib/dlib/hash_map.h +++ b/src/ml/dlib/dlib/hash_map.h diff --git a/ml/dlib/dlib/hash_map/hash_map_kernel_1.h b/src/ml/dlib/dlib/hash_map/hash_map_kernel_1.h index e8b1d6d71..e8b1d6d71 100644 --- a/ml/dlib/dlib/hash_map/hash_map_kernel_1.h +++ b/src/ml/dlib/dlib/hash_map/hash_map_kernel_1.h diff --git a/ml/dlib/dlib/hash_map/hash_map_kernel_abstract.h b/src/ml/dlib/dlib/hash_map/hash_map_kernel_abstract.h index cee404f54..cee404f54 100644 --- a/ml/dlib/dlib/hash_map/hash_map_kernel_abstract.h +++ b/src/ml/dlib/dlib/hash_map/hash_map_kernel_abstract.h diff --git a/ml/dlib/dlib/hash_map/hash_map_kernel_c.h b/src/ml/dlib/dlib/hash_map/hash_map_kernel_c.h index 4db937249..4db937249 100644 --- a/ml/dlib/dlib/hash_map/hash_map_kernel_c.h +++ b/src/ml/dlib/dlib/hash_map/hash_map_kernel_c.h diff --git a/ml/dlib/dlib/hash_set.h b/src/ml/dlib/dlib/hash_set.h index 90a51fd20..90a51fd20 100644 --- a/ml/dlib/dlib/hash_set.h +++ b/src/ml/dlib/dlib/hash_set.h diff 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a/ml/dlib/dlib/http_client/http_client.cpp b/src/ml/dlib/dlib/http_client/http_client.cpp index 75e838a73..75e838a73 100644 --- a/ml/dlib/dlib/http_client/http_client.cpp +++ b/src/ml/dlib/dlib/http_client/http_client.cpp diff --git a/ml/dlib/dlib/http_client/http_client.h b/src/ml/dlib/dlib/http_client/http_client.h index fd2996ab1..fd2996ab1 100644 --- a/ml/dlib/dlib/http_client/http_client.h +++ b/src/ml/dlib/dlib/http_client/http_client.h diff --git a/ml/dlib/dlib/http_client/http_client_abstract.h b/src/ml/dlib/dlib/http_client/http_client_abstract.h index 5e9d1d5e6..5e9d1d5e6 100644 --- a/ml/dlib/dlib/http_client/http_client_abstract.h +++ b/src/ml/dlib/dlib/http_client/http_client_abstract.h diff --git a/ml/dlib/dlib/image_io.h b/src/ml/dlib/dlib/image_io.h index 4fdc79881..4fdc79881 100644 --- a/ml/dlib/dlib/image_io.h +++ b/src/ml/dlib/dlib/image_io.h diff --git a/ml/dlib/dlib/image_keypoint.h b/src/ml/dlib/dlib/image_keypoint.h index 335d620e8..335d620e8 100644 --- a/ml/dlib/dlib/image_keypoint.h +++ b/src/ml/dlib/dlib/image_keypoint.h diff --git a/ml/dlib/dlib/image_keypoint/binned_vector_feature_image.h b/src/ml/dlib/dlib/image_keypoint/binned_vector_feature_image.h index 019a12739..019a12739 100644 --- a/ml/dlib/dlib/image_keypoint/binned_vector_feature_image.h +++ b/src/ml/dlib/dlib/image_keypoint/binned_vector_feature_image.h diff --git a/ml/dlib/dlib/image_keypoint/binned_vector_feature_image_abstract.h b/src/ml/dlib/dlib/image_keypoint/binned_vector_feature_image_abstract.h index 6bd6cdbb8..6bd6cdbb8 100644 --- a/ml/dlib/dlib/image_keypoint/binned_vector_feature_image_abstract.h +++ b/src/ml/dlib/dlib/image_keypoint/binned_vector_feature_image_abstract.h diff --git a/ml/dlib/dlib/image_keypoint/build_separable_poly_filters.h b/src/ml/dlib/dlib/image_keypoint/build_separable_poly_filters.h index aea59067d..aea59067d 100644 --- a/ml/dlib/dlib/image_keypoint/build_separable_poly_filters.h +++ 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a/ml/dlib/dlib/image_keypoint/hessian_pyramid_abstract.h b/src/ml/dlib/dlib/image_keypoint/hessian_pyramid_abstract.h index 2db39c210..2db39c210 100644 --- a/ml/dlib/dlib/image_keypoint/hessian_pyramid_abstract.h +++ b/src/ml/dlib/dlib/image_keypoint/hessian_pyramid_abstract.h diff --git a/ml/dlib/dlib/image_keypoint/hog.h b/src/ml/dlib/dlib/image_keypoint/hog.h index 823c25d6d..823c25d6d 100644 --- a/ml/dlib/dlib/image_keypoint/hog.h +++ b/src/ml/dlib/dlib/image_keypoint/hog.h diff --git a/ml/dlib/dlib/image_keypoint/hog_abstract.h b/src/ml/dlib/dlib/image_keypoint/hog_abstract.h index 26c8cab64..26c8cab64 100644 --- a/ml/dlib/dlib/image_keypoint/hog_abstract.h +++ b/src/ml/dlib/dlib/image_keypoint/hog_abstract.h diff --git a/ml/dlib/dlib/image_keypoint/nearest_neighbor_feature_image.h b/src/ml/dlib/dlib/image_keypoint/nearest_neighbor_feature_image.h index 2ee45da2f..2ee45da2f 100644 --- a/ml/dlib/dlib/image_keypoint/nearest_neighbor_feature_image.h +++ 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diff --git a/ml/dlib/dlib/image_processing/frontal_face_detector.h b/src/ml/dlib/dlib/image_processing/frontal_face_detector.h index 3f4b59769..3f4b59769 100644 --- a/ml/dlib/dlib/image_processing/frontal_face_detector.h +++ b/src/ml/dlib/dlib/image_processing/frontal_face_detector.h diff --git a/ml/dlib/dlib/image_processing/frontal_face_detector_abstract.h b/src/ml/dlib/dlib/image_processing/frontal_face_detector_abstract.h index 20815cd0e..20815cd0e 100644 --- a/ml/dlib/dlib/image_processing/frontal_face_detector_abstract.h +++ b/src/ml/dlib/dlib/image_processing/frontal_face_detector_abstract.h diff --git a/ml/dlib/dlib/image_processing/full_object_detection.h b/src/ml/dlib/dlib/image_processing/full_object_detection.h index 1dfc99b2d..1dfc99b2d 100644 --- a/ml/dlib/dlib/image_processing/full_object_detection.h +++ b/src/ml/dlib/dlib/image_processing/full_object_detection.h diff --git a/ml/dlib/dlib/image_processing/full_object_detection_abstract.h b/src/ml/dlib/dlib/image_processing/full_object_detection_abstract.h index 099ee01b0..099ee01b0 100644 --- a/ml/dlib/dlib/image_processing/full_object_detection_abstract.h +++ b/src/ml/dlib/dlib/image_processing/full_object_detection_abstract.h diff --git a/ml/dlib/dlib/image_processing/generic_image.h b/src/ml/dlib/dlib/image_processing/generic_image.h index 362277368..362277368 100644 --- a/ml/dlib/dlib/image_processing/generic_image.h +++ b/src/ml/dlib/dlib/image_processing/generic_image.h diff --git a/ml/dlib/dlib/image_processing/object_detector.h b/src/ml/dlib/dlib/image_processing/object_detector.h index 9f78abd19..9f78abd19 100644 --- a/ml/dlib/dlib/image_processing/object_detector.h +++ b/src/ml/dlib/dlib/image_processing/object_detector.h diff --git a/ml/dlib/dlib/image_processing/object_detector_abstract.h b/src/ml/dlib/dlib/image_processing/object_detector_abstract.h index 9578d8b03..9578d8b03 100644 --- a/ml/dlib/dlib/image_processing/object_detector_abstract.h +++ b/src/ml/dlib/dlib/image_processing/object_detector_abstract.h diff --git a/ml/dlib/dlib/image_processing/remove_unobtainable_rectangles.h b/src/ml/dlib/dlib/image_processing/remove_unobtainable_rectangles.h index 95ab4f353..95ab4f353 100644 --- a/ml/dlib/dlib/image_processing/remove_unobtainable_rectangles.h +++ b/src/ml/dlib/dlib/image_processing/remove_unobtainable_rectangles.h diff --git a/ml/dlib/dlib/image_processing/remove_unobtainable_rectangles_abstract.h b/src/ml/dlib/dlib/image_processing/remove_unobtainable_rectangles_abstract.h index 328326f1c..328326f1c 100644 --- a/ml/dlib/dlib/image_processing/remove_unobtainable_rectangles_abstract.h +++ b/src/ml/dlib/dlib/image_processing/remove_unobtainable_rectangles_abstract.h diff --git a/ml/dlib/dlib/image_processing/render_face_detections.h b/src/ml/dlib/dlib/image_processing/render_face_detections.h index 96ff8971f..96ff8971f 100644 --- a/ml/dlib/dlib/image_processing/render_face_detections.h +++ 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a/ml/dlib/dlib/image_processing/scan_image.h b/src/ml/dlib/dlib/image_processing/scan_image.h index 1a9c46eda..1a9c46eda 100644 --- a/ml/dlib/dlib/image_processing/scan_image.h +++ b/src/ml/dlib/dlib/image_processing/scan_image.h diff --git a/ml/dlib/dlib/image_processing/scan_image_abstract.h b/src/ml/dlib/dlib/image_processing/scan_image_abstract.h index fe2fc51ac..fe2fc51ac 100644 --- a/ml/dlib/dlib/image_processing/scan_image_abstract.h +++ b/src/ml/dlib/dlib/image_processing/scan_image_abstract.h diff --git a/ml/dlib/dlib/image_processing/scan_image_boxes.h b/src/ml/dlib/dlib/image_processing/scan_image_boxes.h index f4549565c..f4549565c 100644 --- a/ml/dlib/dlib/image_processing/scan_image_boxes.h +++ b/src/ml/dlib/dlib/image_processing/scan_image_boxes.h diff --git a/ml/dlib/dlib/image_processing/scan_image_boxes_abstract.h b/src/ml/dlib/dlib/image_processing/scan_image_boxes_abstract.h index e2f16aa76..e2f16aa76 100644 --- 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diff --git a/ml/dlib/dlib/optimization/optimization_solve_qp_using_smo.h b/src/ml/dlib/dlib/optimization/optimization_solve_qp_using_smo.h index b9cc74df3..b9cc74df3 100644 --- a/ml/dlib/dlib/optimization/optimization_solve_qp_using_smo.h +++ b/src/ml/dlib/dlib/optimization/optimization_solve_qp_using_smo.h diff --git a/ml/dlib/dlib/optimization/optimization_solve_qp_using_smo_abstract.h b/src/ml/dlib/dlib/optimization/optimization_solve_qp_using_smo_abstract.h index 5e7d5ec3f..5e7d5ec3f 100644 --- a/ml/dlib/dlib/optimization/optimization_solve_qp_using_smo_abstract.h +++ b/src/ml/dlib/dlib/optimization/optimization_solve_qp_using_smo_abstract.h diff --git a/ml/dlib/dlib/optimization/optimization_stop_strategies.h b/src/ml/dlib/dlib/optimization/optimization_stop_strategies.h index a0243cacf..a0243cacf 100644 --- a/ml/dlib/dlib/optimization/optimization_stop_strategies.h +++ b/src/ml/dlib/dlib/optimization/optimization_stop_strategies.h diff --git 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b/src/ml/dlib/dlib/sliding_buffer.h index fb89e1b00..fb89e1b00 100644 --- a/ml/dlib/dlib/sliding_buffer.h +++ b/src/ml/dlib/dlib/sliding_buffer.h diff --git a/ml/dlib/dlib/sliding_buffer/circular_buffer.h b/src/ml/dlib/dlib/sliding_buffer/circular_buffer.h index 4fcc922d6..4fcc922d6 100644 --- a/ml/dlib/dlib/sliding_buffer/circular_buffer.h +++ b/src/ml/dlib/dlib/sliding_buffer/circular_buffer.h diff --git a/ml/dlib/dlib/sliding_buffer/circular_buffer_abstract.h b/src/ml/dlib/dlib/sliding_buffer/circular_buffer_abstract.h index dc9f35c7a..dc9f35c7a 100644 --- a/ml/dlib/dlib/sliding_buffer/circular_buffer_abstract.h +++ b/src/ml/dlib/dlib/sliding_buffer/circular_buffer_abstract.h diff --git a/ml/dlib/dlib/sliding_buffer/sliding_buffer_kernel_1.h b/src/ml/dlib/dlib/sliding_buffer/sliding_buffer_kernel_1.h index d3e6cc4b4..d3e6cc4b4 100644 --- a/ml/dlib/dlib/sliding_buffer/sliding_buffer_kernel_1.h +++ b/src/ml/dlib/dlib/sliding_buffer/sliding_buffer_kernel_1.h diff --git 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b/src/ml/dlib/tools/python/src/svm_c_trainer.cpp diff --git a/ml/dlib/tools/python/src/svm_rank_trainer.cpp b/src/ml/dlib/tools/python/src/svm_rank_trainer.cpp index 26cf3111a..26cf3111a 100644 --- a/ml/dlib/tools/python/src/svm_rank_trainer.cpp +++ b/src/ml/dlib/tools/python/src/svm_rank_trainer.cpp diff --git a/ml/dlib/tools/python/src/svm_struct.cpp b/src/ml/dlib/tools/python/src/svm_struct.cpp index d8ebad957..d8ebad957 100644 --- a/ml/dlib/tools/python/src/svm_struct.cpp +++ b/src/ml/dlib/tools/python/src/svm_struct.cpp diff --git a/ml/dlib/tools/python/src/testing_results.h b/src/ml/dlib/tools/python/src/testing_results.h index 746e2934a..746e2934a 100644 --- a/ml/dlib/tools/python/src/testing_results.h +++ b/src/ml/dlib/tools/python/src/testing_results.h diff --git a/ml/dlib/tools/python/src/vector.cpp b/src/ml/dlib/tools/python/src/vector.cpp index a9f81c65e..a9f81c65e 100644 --- a/ml/dlib/tools/python/src/vector.cpp +++ b/src/ml/dlib/tools/python/src/vector.cpp diff --git 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a/ml/dlib/tools/python/test/test_svm_c_trainer.py b/src/ml/dlib/tools/python/test/test_svm_c_trainer.py index ba9392e08..ba9392e08 100644 --- a/ml/dlib/tools/python/test/test_svm_c_trainer.py +++ b/src/ml/dlib/tools/python/test/test_svm_c_trainer.py diff --git a/ml/dlib/tools/python/test/test_vector.py b/src/ml/dlib/tools/python/test/test_vector.py index ff79ab339..ff79ab339 100644 --- a/ml/dlib/tools/python/test/test_vector.py +++ b/src/ml/dlib/tools/python/test/test_vector.py diff --git a/ml/dlib/tools/visual_studio_natvis/README.txt b/src/ml/dlib/tools/visual_studio_natvis/README.txt index f766ac0c1..f766ac0c1 100644 --- a/ml/dlib/tools/visual_studio_natvis/README.txt +++ b/src/ml/dlib/tools/visual_studio_natvis/README.txt diff --git a/ml/dlib/tools/visual_studio_natvis/dlib.natvis b/src/ml/dlib/tools/visual_studio_natvis/dlib.natvis index 0c1c52060..0c1c52060 100644 --- a/ml/dlib/tools/visual_studio_natvis/dlib.natvis +++ b/src/ml/dlib/tools/visual_studio_natvis/dlib.natvis diff --git a/ml/ml-dummy.c b/src/ml/ml-dummy.c index 7058e21cd..7058e21cd 100644 --- a/ml/ml-dummy.c +++ b/src/ml/ml-dummy.c diff --git a/ml/ml-private.h b/src/ml/ml-private.h index f373456fa..646a5cb17 100644 --- a/ml/ml-private.h +++ b/src/ml/ml-private.h @@ -3,7 +3,7 @@ #ifndef NETDATA_ML_PRIVATE_H #define NETDATA_ML_PRIVATE_H -#include "dlib/matrix.h" +#include "dlib/dlib/matrix.h" #include "ml/ml.h" #include <vector> @@ -264,6 +264,7 @@ typedef struct { RRDDIM *detector_events_new_anomaly_event_rd; RRDSET *type_anomaly_rate_rs; + SPINLOCK type_anomaly_rate_spinlock; std::unordered_map<STRING *, ml_type_anomaly_rate_t> type_anomaly_rate; } ml_host_t; diff --git a/ml/ml.cc b/src/ml/ml.cc index 5f8f5033e..33a01f2c6 100644 --- a/ml/ml.cc +++ b/src/ml/ml.cc @@ -1,6 +1,6 @@ // SPDX-License-Identifier: GPL-3.0-or-later -#include <dlib/clustering.h> +#include "dlib/dlib/clustering.h" #include "ml-private.h" @@ -358,7 +358,7 @@ ml_dimension_calculated_numbers(ml_training_thread_t *training_thread, ml_dimens */ struct storage_engine_query_handle handle; - storage_engine_query_init(dim->rd->tiers[0].backend, dim->rd->tiers[0].db_metric_handle, &handle, + storage_engine_query_init(dim->rd->tiers[0].seb, dim->rd->tiers[0].smh, &handle, training_response.query_after_t, training_response.query_before_t, STORAGE_PRIORITY_BEST_EFFORT); @@ -1090,20 +1090,24 @@ ml_host_detect_once(ml_host_t *host) host->mls.num_anomalous_dimensions += chart_mls.num_anomalous_dimensions; host->mls.num_normal_dimensions += chart_mls.num_normal_dimensions; - STRING *key = rs->parts.type; - auto &um = host->type_anomaly_rate; - auto it = um.find(key); - if (it == um.end()) { - um[key] = ml_type_anomaly_rate_t { - .rd = NULL, - .normal_dimensions = 0, - .anomalous_dimensions = 0 - }; - it = um.find(key); - } + if (spinlock_trylock_cancelable(&host->type_anomaly_rate_spinlock)) + { + STRING *key = rs->parts.type; + auto &um = host->type_anomaly_rate; + auto it = um.find(key); + if (it == um.end()) { + um[key] = ml_type_anomaly_rate_t { + .rd = NULL, + .normal_dimensions = 0, + .anomalous_dimensions = 0 + }; + it = um.find(key); + } - it->second.anomalous_dimensions += chart_mls.num_anomalous_dimensions; - it->second.normal_dimensions += chart_mls.num_normal_dimensions; + it->second.anomalous_dimensions += chart_mls.num_anomalous_dimensions; + it->second.normal_dimensions += chart_mls.num_normal_dimensions; + spinlock_unlock_cancelable(&host->type_anomaly_rate_spinlock); + } } rrdset_foreach_done(rsp); @@ -1310,6 +1314,7 @@ void ml_host_new(RRDHOST *rh) host->training_queue = Cfg.training_threads[times_called++ % Cfg.num_training_threads].training_queue; netdata_mutex_init(&host->mutex); + spinlock_init(&host->type_anomaly_rate_spinlock); host->ml_running = true; rh->ml_host = (rrd_ml_host_t *) host; @@ -1416,8 +1421,7 @@ void ml_host_get_info(RRDHOST *rh, BUFFER *wb) buffer_json_member_add_double(wb, "dimension-anomaly-score-threshold", Cfg.dimension_anomaly_score_threshold); - buffer_json_member_add_string(wb, "anomaly-detection-grouping-method", - time_grouping_method2string(Cfg.anomaly_detection_grouping_method)); + buffer_json_member_add_string(wb, "anomaly-detection-grouping-method", time_grouping_id2txt(Cfg.anomaly_detection_grouping_method)); buffer_json_member_add_int64(wb, "anomaly-detection-query-duration", Cfg.anomaly_detection_query_duration); @@ -1787,7 +1791,7 @@ void ml_init() // create table if (db) { int target_version = perform_ml_database_migration(db, ML_METADATA_VERSION); - if (configure_sqlite_database(db, target_version)) { + if (configure_sqlite_database(db, target_version, "ml_config")) { error_report("Failed to setup ML database"); sqlite3_close(db); db = NULL; @@ -1805,13 +1809,17 @@ void ml_init() } } +uint64_t sqlite_get_ml_space(void) +{ + return sqlite_get_db_space(db); +} + void ml_fini() { - if (!Cfg.enable_anomaly_detection) + if (!Cfg.enable_anomaly_detection || !db) return; - int rc = sqlite3_close_v2(db); - if (unlikely(rc != SQLITE_OK)) - error_report("Error %d while closing the SQLite database, %s", rc, sqlite3_errstr(rc)); + sql_close_database(db, "ML"); + db = NULL; } void ml_start_threads() { @@ -1845,8 +1853,8 @@ void ml_stop_threads() if (!Cfg.detection_thread) return; - netdata_thread_cancel(Cfg.detection_thread); netdata_thread_join(Cfg.detection_thread, NULL); + Cfg.detection_thread = 0; // signal the training queue of each thread for (size_t idx = 0; idx != Cfg.num_training_threads; idx++) { @@ -46,6 +46,7 @@ void ml_update_global_statistics_charts(uint64_t models_consulted); bool ml_host_get_host_status(RRDHOST *rh, struct ml_metrics_statistics *mlm); bool ml_host_running(RRDHOST *rh); +uint64_t sqlite_get_ml_space(void); #ifdef __cplusplus }; diff --git a/ml/notebooks/README.md b/src/ml/notebooks/README.md index 5e9db6dee..5e9db6dee 100644 --- a/ml/notebooks/README.md +++ b/src/ml/notebooks/README.md diff --git a/ml/notebooks/netdata_anomaly_detection_deepdive.ipynb b/src/ml/notebooks/netdata_anomaly_detection_deepdive.ipynb index 14e4366bb..f939b1317 100644 --- a/ml/notebooks/netdata_anomaly_detection_deepdive.ipynb +++ b/src/ml/notebooks/netdata_anomaly_detection_deepdive.ipynb @@ -19,7 +19,7 @@ } }, "source": [ - "[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/netdata/netdata/blob/master/ml/notebooks/netdata_anomaly_detection_deepdive.ipynb)" + "[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/netdata/netdata/blob/master/src/ml/notebooks/netdata_anomaly_detection_deepdive.ipynb)" ] }, { @@ -30,7 +30,7 @@ } }, "source": [ - "This notebook will walk through a simplified python based implementation of the C & C++ code in [`netdata/netdata/ml/`](https://github.com/netdata/netdata/tree/master/ml) used to power the [anomaly detection capabilities](https://github.com/netdata/netdata/blob/master/ml/README.md) of the Netdata agent.\n", + "This notebook will walk through a simplified python based implementation of the C & C++ code in [`netdata/netdata/ml/`](https://github.com/netdata/netdata/tree/master/src/ml) used to power the [anomaly detection capabilities](https://github.com/netdata/netdata/blob/master/src/ml/README.md) of the Netdata agent.\n", "\n", "The main goal here is to help interested users learn more about how the machine learning works under the hood. If you just want to get started by enabling ml on your agent you can check out these [simple configuration steps](https://learn.netdata.cloud/docs/agent/ml#configuration). \n", "\n", @@ -155,7 +155,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "A full list of all the anomaly detection configuration parameters, and descriptions of each, can be found in the [configuration](https://github.com/netdata/netdata/blob/master/ml/README.md#configuration) section of the [ml readme](https://github.com/netdata/netdata/blob/master/ml/README.md).\n", + "A full list of all the anomaly detection configuration parameters, and descriptions of each, can be found in the [configuration](https://github.com/netdata/netdata/blob/master/src/ml/README.md#configuration) section of the [ml readme](https://github.com/netdata/netdata/blob/master/src/ml/README.md).\n", "\n", "Below we will focus on some basic params to decide what data to pull and the main ml params of importance in understanding how it all works.\n", "\n", @@ -169,13 +169,13 @@ "- `num_samples_to_lag`: The number of previous values to also include in our feature vector.\n", "\n", "#### anomaly score related parameters:\n", - "- `dimension_anomaly_score_threshold`: The threshold on the anomaly score, above which the data it considered anomalous and the [anomaly bit](https://github.com/netdata/netdata/blob/master/ml/README.md#anomaly-bit) is set to 1 (its actually set to 100 in reality but this just to make it behave more like a rate when aggregated in the netdata agent api). By default this is `0.99` which means anything with an anomaly score above 99% is considered anomalous. Decreasing this threshold makes the model more sensitive and will leave to more anomaly bits, increasing it does the opposite.\n", + "- `dimension_anomaly_score_threshold`: The threshold on the anomaly score, above which the data it considered anomalous and the [anomaly bit](https://github.com/netdata/netdata/blob/master/src/ml/README.md#anomaly-bit) is set to 1 (its actually set to 100 in reality but this just to make it behave more like a rate when aggregated in the netdata agent api). By default this is `0.99` which means anything with an anomaly score above 99% is considered anomalous. Decreasing this threshold makes the model more sensitive and will leave to more anomaly bits, increasing it does the opposite.\n", "\n", "#### model parameters:\n", "- `n_clusters_per_dimension`: This is the number of clusters to fit for each model, by default it is set to 2 such that 2 cluster [centroids](https://en.wikipedia.org/wiki/Centroid) will be fit for each model.\n", "- `max_iterations`: The maximum number of iterations the fitting of the clusters is allowed to take. In reality the clustering will converge a lot sooner than this.\n", "\n", - "**Note**: There is much more detailed discussion of all there configuration parameters in the [\"Configuration\"](https://github.com/netdata/netdata/blob/master/ml/README.md#configuration) section of the ml readme." + "**Note**: There is much more detailed discussion of all there configuration parameters in the [\"Configuration\"](https://github.com/netdata/netdata/blob/master/src/ml/README.md#configuration) section of the ml readme." ] }, { @@ -397,7 +397,7 @@ "source": [ "In the plot below it should be clear that the light yellow section of the data has been messed with and is now \"anomalous\" or \"strange looking\" in comparison to all the data that comes before it. \n", "\n", - "Our goal now is to create some sort of [anomaly score](https://github.com/netdata/netdata/blob/master/ml/README.md#anomaly-score) that can easily capture this." + "Our goal now is to create some sort of [anomaly score](https://github.com/netdata/netdata/blob/master/src/ml/README.md#anomaly-score) that can easily capture this." ] }, { @@ -444,7 +444,7 @@ "\n", "In this notebook we will just use good old [kmeans](https://scikit-learn.org/stable/modules/generated/sklearn.cluster.KMeans.html) from [scikit-learn](https://scikit-learn.org/stable/index.html). \n", "\n", - "In reality the Netdata Agent uses the awesome [dlib](https://github.com/davisking/dlib) c++ library and the [`find_clusters_using_kmeans`](http://dlib.net/ml.html#find_clusters_using_kmeans) function along with a few others. You can see the Netdata KMeans code [here](https://github.com/netdata/netdata/blob/master/ml/kmeans/KMeans.cc).\n", + "In reality the Netdata Agent uses the awesome [dlib](https://github.com/davisking/dlib) c++ library and the [`find_clusters_using_kmeans`](http://dlib.net/ml.html#find_clusters_using_kmeans) function along with a few others. You can see the Netdata KMeans code [here](https://github.com/netdata/netdata/blob/master/src/ml/kmeans/KMeans.cc).\n", "\n", "The code below:\n", "\n", @@ -780,7 +780,7 @@ "source": [ "Now that we have our raw data, our anomaly scores, and our anomaly bits - we can plot this all side by side to get a clear picture of how it all works together.\n", "\n", - "In the plots below we see that during the light yellow \"anomalous\" period the \"[anomaly scores](https://github.com/netdata/netdata/blob/master/ml/README.md#anomaly-score)\" get elevated to such an extend that many \"[anomaly bits](https://github.com/netdata/netdata/blob/master/ml/README.md#anomaly-bit)\" start flipping from 0 to 1 and essentially \"turning on\" to signal potentially anomalous data." + "In the plots below we see that during the light yellow \"anomalous\" period the \"[anomaly scores](https://github.com/netdata/netdata/blob/master/src/ml/README.md#anomaly-score)\" get elevated to such an extend that many \"[anomaly bits](https://github.com/netdata/netdata/blob/master/src/ml/README.md#anomaly-bit)\" start flipping from 0 to 1 and essentially \"turning on\" to signal potentially anomalous data." ] }, { @@ -883,7 +883,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "The last concept to introduce now is the \"[anomaly rate](https://github.com/netdata/netdata/blob/master/ml/README.md#anomaly-rate)\" which is really just an average over \"anomaly bits\".\n", + "The last concept to introduce now is the \"[anomaly rate](https://github.com/netdata/netdata/blob/master/src/ml/README.md#anomaly-rate)\" which is really just an average over \"anomaly bits\".\n", "\n", "For example, in the next cell we will just average all the anomaly bits across the light yellow window of time to find the anomaly rate for the metric within this window. " ] |