From e14d7484e2dbfa696963217585dd2e2b68fee9bb Mon Sep 17 00:00:00 2001 From: kosabogi <105062005+kosabogi@users.noreply.github.com> Date: Tue, 3 Dec 2024 14:28:21 +0100 Subject: [PATCH 01/24] Fixes broken link in ELSER documentation (#2886) --- docs/en/stack/ml/nlp/ml-nlp-elser.asciidoc | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/docs/en/stack/ml/nlp/ml-nlp-elser.asciidoc b/docs/en/stack/ml/nlp/ml-nlp-elser.asciidoc index 241213c44..bf5c272da 100644 --- a/docs/en/stack/ml/nlp/ml-nlp-elser.asciidoc +++ b/docs/en/stack/ml/nlp/ml-nlp-elser.asciidoc @@ -90,7 +90,7 @@ to download and deploy the model and you don't need to select from different versions. If you want to learn more about the ELSER V2 improvements, refer to -https://www.elastic.co/search-labs/introducing-elser-v2-part-1[this blog post]. +https://www.elastic.co/search-labs/blog/introducing-elser-v2-part-1[this blog post]. [discrete] @@ -560,7 +560,7 @@ IMPORTANT: The length of the documents in your particular dataset will have a significant impact on your throughput numbers. Refer to -https://www.elastic.co/search-labs/introducing-elser-v2-part-1[this blog post] +https://www.elastic.co/search-labs/blog/introducing-elser-v2-part-1[this blog post] to learn more about ELSER V2 improved performance. image::images/ml-nlp-elser-bm-summary.png[alt="Summary of ELSER V1 and V2 benchmark reports",align="center"] From 65aa83a232785416c12dd4c472c0aef80bc655b4 Mon Sep 17 00:00:00 2001 From: Liam Thompson <32779855+leemthompo@users.noreply.github.com> Date: Wed, 11 Dec 2024 18:07:04 +0100 Subject: [PATCH 02/24] Elastic Rerank model landing page (#2884) --- docs/en/stack/ml/nlp/index.asciidoc | 1 + .../ml/nlp/ml-nlp-elastic-rerank.asciidoc | 356 ++++++++++++++++++ 2 files changed, 357 insertions(+) create mode 100644 docs/en/stack/ml/nlp/ml-nlp-elastic-rerank.asciidoc diff --git a/docs/en/stack/ml/nlp/index.asciidoc b/docs/en/stack/ml/nlp/index.asciidoc index ef78ae52e..206f72919 100644 --- a/docs/en/stack/ml/nlp/index.asciidoc +++ b/docs/en/stack/ml/nlp/index.asciidoc @@ -9,6 +9,7 @@ include::ml-nlp-inference.asciidoc[leveloffset=+1] include::ml-nlp-apis.asciidoc[leveloffset=+1] include::ml-nlp-built-in-models.asciidoc[leveloffset=+1] include::ml-nlp-elser.asciidoc[leveloffset=+2] +include::ml-nlp-elastic-rerank.asciidoc[leveloffset=+2] include::ml-nlp-e5.asciidoc[leveloffset=+2] include::ml-nlp-lang-ident.asciidoc[leveloffset=+2] include::ml-nlp-model-ref.asciidoc[leveloffset=+1] diff --git a/docs/en/stack/ml/nlp/ml-nlp-elastic-rerank.asciidoc b/docs/en/stack/ml/nlp/ml-nlp-elastic-rerank.asciidoc new file mode 100644 index 000000000..759482c88 --- /dev/null +++ b/docs/en/stack/ml/nlp/ml-nlp-elastic-rerank.asciidoc @@ -0,0 +1,356 @@ +[[ml-nlp-rerank]] += Elastic Rerank + +Elastic Rerank is a state-of-the-art cross-encoder reranking model trained by Elastic that helps you improve search relevance with a few simple API calls. +Elastic Rerank is Elastic's first semantic reranking model and is available out-of-the-box in supporting Elastic deployments using the {es} Inference API. + +Use Elastic Rerank to improve existing search applications including: + +* Traditional BM25 scoring +* Hybrid semantic search +* Retrieval Augmented Generation (RAG) + +The model can significantly improve search result quality by reordering results based on deeper semantic understanding of queries and documents. + +When reranking BM25 results, it provides an average 40% improvement in ranking quality on a diverse benchmark of retrieval tasks— matching the performance of models 11x its size. + +[discrete] +[[ml-nlp-rerank-availability]] +== Availability and requirements + +experimental[] + +[discrete] +[[ml-nlp-rerank-availability-serverless]] +=== Elastic Cloud Serverless + +Elastic Rerank is available in {es} Serverless projects as of November 25, 2024. + +[discrete] +[[ml-nlp-rerank-availability-elastic-stack]] +=== Elastic Cloud Hosted and self-managed deployments + +Elastic Rerank is available in Elastic Stack version 8.17+: + +* To use Elastic Rerank, you must have the appropriate subscription level or the trial period activated. +* A 4GB ML node ++ +[IMPORTANT] +==== +Deploying the Elastic Rerank model in combination with ELSER (or other hosted models) requires at minimum an 8GB ML node. The current maximum size for trial ML nodes is 4GB (defaults to 1GB). +==== + +[discrete] +[[ml-nlp-rerank-deploy]] +== Download and deploy + +To download and deploy Elastic Rerank, use the {ref}/infer-service-elasticsearch.html[create inference API] to create an {es} service `rerank` endpoint. + +[discrete] +[[ml-nlp-rerank-deploy-steps]] +=== Create an inference endpoint + +. In {kib}, navigate to the *Dev Console*. + +. Create an {infer} endpoint with the Elastic Rerank service by running: ++ +[source,console] +---------------------------------- +PUT _inference/rerank/my-rerank-model +{ + "service": "elasticsearch", + "service_settings": { + "adaptive_allocations": { + "enabled": true, + "min_number_of_allocations": 1, + "max_number_of_allocations": 10 + }, + "num_threads": 1, + "model_id": ".rerank-v1" + } +} +---------------------------------- ++ +NOTE: The API request automatically downloads and deploys the model. This example uses <> through adaptive allocation. + +[NOTE] +==== +You might see a 502 bad gateway error in the response when using the {kib} Console. +This error usually just reflects a timeout, while the model downloads in the background. +You can check the download progress in the {ml-app} UI. +If using the Python client, you can set the `timeout` parameter to a higher value. +==== + +After creating the Elastic Rerank {infer} endpoint, it's ready to use with a {ref}/retriever.html#text-similarity-reranker-retriever-example-elastic-rerank[`text_similarity_reranker`] retriever. + +[discrete] +[[ml-nlp-rerank-deploy-verify]] +== Deploy in an air-gapped environment + +If you want to deploy the Elastic Rerank model in a restricted or closed network, you have two options: + +* Create your own HTTP/HTTPS endpoint with the model artifacts on it +* Put the model artifacts into a directory inside the config directory on all master-eligible nodes. + +[discrete] +[[ml-nlp-rerank-model-artifacts]] +=== Model artifact files + +For the cross-platform version, you need the following files in your system: +``` +https://ml-models.elastic.co/rerank-v1.metadata.json +https://ml-models.elastic.co/rerank-v1.pt +https://ml-models.elastic.co/rerank-v1.vocab.json +``` + +// For the optimized version, you need the following files in your system: +// ``` +// https://ml-models.elastic.co/rerank-v1_linux-x86_64.metadata.json +// https://ml-models.elastic.co/rerank-v1_linux-x86_64.pt +// https://ml-models.elastic.co/rerank-v1_linux-x86_64.vocab.json +// ``` + +[discrete] +=== Using an HTTP server + +INFO: If you use an existing HTTP server, note that the model downloader only +supports passwordless HTTP servers. + +You can use any HTTP service to deploy the model. This example uses the official +Nginx Docker image to set a new HTTP download service up. + +. Download the <>. +. Put the files into a subdirectory of your choice. +. Run the following commands: ++ +-- +[source, shell] +-------------------------------------------------- +export ELASTIC_ML_MODELS="/path/to/models" +docker run --rm -d -p 8080:80 --name ml-models -v ${ELASTIC_ML_MODELS}:/usr/share/nginx/html nginx +-------------------------------------------------- + +Don't forget to change `/path/to/models` to the path of the subdirectory where +the model artifact files are located. + +These commands start a local Docker image with an Nginx server with the +subdirectory containing the model files. As the Docker image has to be +downloaded and built, the first start might take a longer period of time. +Subsequent runs start quicker. +-- +. Verify that Nginx runs properly by visiting the following URL in your +browser: ++ +-- +``` +http://{IP_ADDRESS_OR_HOSTNAME}:8080/rerank-v1.metadata.json +``` + +If Nginx runs properly, you see the content of the metdata file of the model. +-- +. Point your {es} deployment to the model artifacts on the HTTP server +by adding the following line to the `config/elasticsearch.yml` file: ++ +-- +``` +xpack.ml.model_repository: http://{IP_ADDRESS_OR_HOSTNAME}:8080 +``` + +If you use your own HTTP or HTTPS server, change the address accordingly. It is +important to specificy the protocol ("http://" or "https://"). Ensure that all +master-eligible nodes can reach the server you specify. +-- +. Repeat step 5 on all master-eligible nodes. +. {ref}/restart-cluster.html#restart-cluster-rolling[Restart] the +master-eligible nodes one by one. +. Create an inference endpoint to deploy the model per <>. + +The HTTP server is only required for downloading the model. After the download +has finished, you can stop and delete the service. You can stop the Docker image +used in this example by running the following command: + +[source, shell] +-------------------------------------------------- +docker stop ml-models +-------------------------------------------------- + +[discrete] +=== Using file-based access + +For a file-based access, follow these steps: + +. Download the <>. +. Put the files into a `models` subdirectory inside the `config` directory of +your {es} deployment. +. Point your {es} deployment to the model directory by adding the +following line to the `config/elasticsearch.yml` file: ++ +-- +``` +xpack.ml.model_repository: file://${path.home}/config/models/ +``` +-- +. Repeat step 2 and step 3 on all master-eligible nodes. +. {ref}/restart-cluster.html#restart-cluster-rolling[Restart] the +master-eligible nodes one by one. +. Create an inference endpoint to deploy the model per <>. + +[discrete] +[[ml-nlp-rerank-limitations]] +== Limitations + +* English language only +* Maximum context window of 512 tokens ++ +When using the {ref}/semantic-text.html[`semantic_text` field type], text is divided into chunks. By default, each chunk contains 250 words (approximately 400 tokens). Be cautious when increasing the chunk size - if the combined length of your query and chunk text exceeds 512 tokens, the model won't have access to the full content. ++ +When the combined inputs exceed the 512 token limit, a balanced truncation strategy is used. If both the query and input text are longer than 255 tokens each then both are truncated, otherwise the longest is truncated. + +[discrete] +[[ml-nlp-rerank-perf-considerations]] +== Performance considerations + +It's important to note that if you rerank to depth `n` then you will need to run `n` inferences per query. This will include the document text and will therefore be significantly more expensive than inference for query embeddings. Hardware can be scaled to run these inferences in parallel, but we would recommend shallow reranking for CPU inference: no more than top-30 results. You may find that the preview version is cost prohibitive for high query rates and low query latency requirements. We plan to address performance issues for GA. + +[discrete] +[[ml-nlp-rerank-model-specs]] +== Model specifications + +* Purpose-built for English language content + +* Relatively small: 184M parameters (86M backbone + 98M embedding layer) + +* Matches performance of billion-parameter reranking models + +* Built directly into {es} - no external services or dependencies needed + +[discrete] +[[ml-nlp-rerank-arch-overview]] +== Model architecture + +Elastic Rerank is built on the https://arxiv.org/abs/2111.09543[DeBERTa v3] language model architecture. + +The model employs several key architectural features that make it particularly effective for reranking: + +* *Disentangled attention mechanism* enables the model to: +** Process word content and position separately +** Learn more nuanced relationships between query and document text +** Better understand the semantic importance of word positions and relationships + +* *ELECTRA-style pre-training* uses: +** A GAN-like approach to token prediction +** Simultaneous training of token generation and detection +** Enhanced parameter efficiency compared to traditional masked language modeling + +[discrete] +[[ml-nlp-rerank-arch-training]] +== Training process + +Here is an overview of the Elastic Rerank model training process: + +* *Initial relevance extraction* +** Fine-tunes the pre-trained DeBERTa [CLS] token representation +** Uses a GeLU activation and dropout layer +** Preserves important pre-trained knowledge while adapting to the reranking task + +* *Trained by distillation* +** Uses an ensemble of bi-encoder and cross-encoder models as a teacher +** Bi-encoder provides nuanced negative example assessment +** Cross-encoder helps differentiate between positive and negative examples +** Combines strengths of both model types + +[discrete] +[[ml-nlp-rerank-arch-data]] +=== Training data + +The training data consists of: + +* Open domain Question-Answering datasets +* Natural document pairs (like article headings and summaries) +* 180,000 synthetic query-passage pairs with varying relevance +* Total of approximately 3 million queries + +The data preparation process includes: + +* Basic cleaning and fuzzy deduplication +* Multi-stage prompting for diverse topics (on the synthetic portion of the training data only) +* Varied query types: +** Keyword search +** Exact phrase matching +** Short and long natural language questions + +[discrete] +[[ml-nlp-rerank-arch-sampling]] +=== Negative sampling + +The model uses an advanced sampling strategy to ensure high-quality rankings: + +* Samples from top 128 documents per query using multiple retrieval methods +* Uses five negative samples per query - more than typical approaches +* Applies probability distribution shaped by document scores for sampling + +* Deep sampling benefits: +** Improves model robustness across different retrieval depths +** Enhances score calibration +** Provides better handling of document diversity + +[discrete] +[[ml-nlp-rerank-arch-optimization]] +=== Training optimization + +The training process incorporates several key optimizations: + +Uses cross-entropy loss function to: + +* Model relevance as probability distribution +* Learn relationships between all document scores +* Fit scores through maximum likelihood estimation + +Implemented parameter averaging along optimization trajectory: + +* Eliminates need for traditional learning rate scheduling and provides improvement in the final model quality + +[discrete] +[[ml-nlp-rerank-performance]] +== Performance + +Elastic Rerank shows significant improvements in search quality across a wide range of retrieval tasks. + +[discrete] +[[ml-nlp-rerank-performance-overview]] +=== Overview + +* Average 40% improvement in ranking quality when reranking BM25 results +* 184M parameter model matches performance of 2B parameter alternatives +* Evaluated across 21 different datasets using the BEIR benchmark suite + +[discrete] +[[ml-nlp-rerank-performance-benchmarks]] +=== Key benchmark results + +* Natural Questions: 90% improvement +* MS MARCO: 85% improvement +* Climate-FEVER: 80% improvement +* FiQA-2018: 76% improvement + +For detailed benchmark information, including complete dataset results and methodology, refer to the https://www.elastic.co/search-labs/introducing-elastic-rerank[Introducing Elastic Rerank blog]. + +// [discrete] +// [[ml-nlp-rerank-benchmarks-hw]] +// === Hardware benchmarks +// Note: these are more for GA timeframe + +[discrete] +[[ml-nlp-rerank-resources]] +== Further resources + +*Documentation*: + +* {ref}/semantic-reranking.html#semantic-reranking-in-es[Semantic re-ranking in {es} overview] +* {ref}/infer-service-elasticsearch.html#inference-example-elastic-reranker[Inference API example] + +*Blogs*: + +* https://www.elastic.co/search-labs/blog/elastic-semantic-reranker-part-1[Part 1] +* https://www.elastic.co/search-labs/blog/elastic-semantic-reranker-part-2[Part 2] +* https://www.elastic.co/search-labs/blog/elastic-semantic-reranker-part-3[Part 3] \ No newline at end of file From 71edf7f0800da1245d4be4a75b04d77132641769 Mon Sep 17 00:00:00 2001 From: Pierre Gayvallet Date: Thu, 12 Dec 2024 12:14:52 +0100 Subject: [PATCH 03/24] `air-gapped-install.asciidoc`: add link to airgap install for Kib AI assistant (#2893) * Add link to airgap install for AI assistant settings * grammar fix --- docs/en/install-upgrade/air-gapped-install.asciidoc | 9 ++++++++- 1 file changed, 8 insertions(+), 1 deletion(-) diff --git a/docs/en/install-upgrade/air-gapped-install.asciidoc b/docs/en/install-upgrade/air-gapped-install.asciidoc index 6cf0276af..fcb8fe9a9 100644 --- a/docs/en/install-upgrade/air-gapped-install.asciidoc +++ b/docs/en/install-upgrade/air-gapped-install.asciidoc @@ -72,7 +72,8 @@ Specifically: * To be able to use {kib} sample data, install or update hundreds of prebuilt alert rules, and explore available data integrations, you need to set up and configure the <>. * To provide detection rule updates for {endpoint-sec} agents, you need to set up and configure the <>. * To access {ents} capabilities (in addition to the general search capabilities of {es}), you need to set up and configure <>. -* To access the APM integration, you need to set up and configure <>. +* To access the APM integration, you need to set up and configure <>. +* To install and use the Elastic documentation for {kib} AI assistants, you need to set up and configure the <>. [discrete] [[air-gapped-beats]] @@ -163,6 +164,12 @@ Some {ml} features, like natural language processing (NLP), require you to deplo * {ml-docs}/ml-nlp-elser.html#air-gapped-install[Deploy ELSER in an air-gapped environment]. * {eland-docs}/machine-learning.html#ml-nlp-pytorch-air-gapped[Install trained models in an air-gapped environment with Eland]. +[discrete] +[[air-gapped-kibana-product-documentation]] +==== 1.14 {kib} Product documentation for AI Assistants + +Detailed install and configuration instructions are available in the {kibana-ref}/ai-assistant-settings-kb.html[{kib} AI Assistants settings documentation]. + [discrete] [[air-gapped-kubernetes-and-openshift]] === 2. Kubernetes & OpenShift Install From 8115edb0b9c7efaf8d2d020722d0f71264348670 Mon Sep 17 00:00:00 2001 From: Liam Thompson <32779855+leemthompo@users.noreply.github.com> Date: Fri, 13 Dec 2024 14:41:52 +0100 Subject: [PATCH 04/24] Add link to elastic rerank notebook (#2896) --- docs/en/stack/ml/nlp/ml-nlp-elastic-rerank.asciidoc | 11 ++++++++++- 1 file changed, 10 insertions(+), 1 deletion(-) diff --git a/docs/en/stack/ml/nlp/ml-nlp-elastic-rerank.asciidoc b/docs/en/stack/ml/nlp/ml-nlp-elastic-rerank.asciidoc index 759482c88..eaefcb43c 100644 --- a/docs/en/stack/ml/nlp/ml-nlp-elastic-rerank.asciidoc +++ b/docs/en/stack/ml/nlp/ml-nlp-elastic-rerank.asciidoc @@ -46,6 +46,11 @@ Deploying the Elastic Rerank model in combination with ELSER (or other hosted mo To download and deploy Elastic Rerank, use the {ref}/infer-service-elasticsearch.html[create inference API] to create an {es} service `rerank` endpoint. +[TIP] +==== +Refer to this https://github.com/elastic/elasticsearch-labs/blob/main/notebooks/search/12-semantic-reranking-elastic-rerank.ipynb[Python notebook] for an end-to-end example using Elastic Rerank. +==== + [discrete] [[ml-nlp-rerank-deploy-steps]] === Create an inference endpoint @@ -353,4 +358,8 @@ For detailed benchmark information, including complete dataset results and metho * https://www.elastic.co/search-labs/blog/elastic-semantic-reranker-part-1[Part 1] * https://www.elastic.co/search-labs/blog/elastic-semantic-reranker-part-2[Part 2] -* https://www.elastic.co/search-labs/blog/elastic-semantic-reranker-part-3[Part 3] \ No newline at end of file +* https://www.elastic.co/search-labs/blog/elastic-semantic-reranker-part-3[Part 3] + +*Python notebooks*: + +* https://github.com/elastic/elasticsearch-labs/blob/main/notebooks/search/12-semantic-reranking-elastic-rerank.ipynb[End-to-end example using Elastic Rerank in Python] From 76459b93e98b75c66a2d37f5af638aef52583b13 Mon Sep 17 00:00:00 2001 From: George Wallace Date: Fri, 3 Jan 2025 10:45:47 -0700 Subject: [PATCH 05/24] new reference architectures (#2889) * new reference architecture: * updates --- .../hot-frozen.asciidoc | 161 ++++++++++++++++++ .../reference-architectures/images/frozen.png | Bin 0 -> 7593 bytes .../images/hot-frozen.png | Bin 0 -> 822573 bytes .../en/reference-architectures/images/hot.png | Bin 0 -> 6151 bytes .../reference-architectures/images/kibana.png | Bin 0 -> 7105 bytes .../images/machine-learning.png | Bin 0 -> 7459 bytes .../reference-architectures/images/master.png | Bin 0 -> 6331 bytes .../en/reference-architectures/index.asciidoc | 6 + .../reference-architectures-overview.asciidoc | 32 ++++ 9 files changed, 199 insertions(+) create mode 100644 docs/en/reference-architectures/hot-frozen.asciidoc create mode 100644 docs/en/reference-architectures/images/frozen.png create mode 100644 docs/en/reference-architectures/images/hot-frozen.png create mode 100644 docs/en/reference-architectures/images/hot.png create mode 100644 docs/en/reference-architectures/images/kibana.png create mode 100644 docs/en/reference-architectures/images/machine-learning.png create mode 100644 docs/en/reference-architectures/images/master.png create mode 100644 docs/en/reference-architectures/index.asciidoc create mode 100644 docs/en/reference-architectures/reference-architectures-overview.asciidoc diff --git a/docs/en/reference-architectures/hot-frozen.asciidoc b/docs/en/reference-architectures/hot-frozen.asciidoc new file mode 100644 index 000000000..b664dd01c --- /dev/null +++ b/docs/en/reference-architectures/hot-frozen.asciidoc @@ -0,0 +1,161 @@ +[[hot-frozen-architecture]] +== Hot/Frozen - High Availability + +The Hot/Frozen High Availability architecture is cost optimized for large time-series datasets. +In this architecture, the hot tier is primarily used for indexing, searching, and continuity for automated processes. +https://www.elastic.co/guide/en/elasticsearch/reference/current/searchable-snapshots.html[Searchable snapshots] are taken from hot into a repository, such as a cloud object store or an on-premises shared filesystem, and then cached to any desired volume on the local disks of the frozen tier. +Data in the repository is indexed for fast retrieval and accessed on-demand from the frozen nodes. +Index and snapshot lifecycle management are used to automate this process. + +This architecture is ideal for time-series use cases, such as Observability or Security, that do not require updating. +All the necessary components of the {stack} are included. +This is not intended for sizing workloads, but rather as a basis to ensure that your cluster is ready to handle any desired workload with resiliency. +A very high level representation of data flow is included, and for more detail around ingest architecture see our {ingest-guide}/use-case-arch.html[ingest architectures] documentation. + +[discrete] +[[hot-frozen-use-case]] +=== Hot/Frozen use case + +This Hot/Frozen – High Availability architecture is intended for organizations that: + +* Have a requirement for cost effective long term data storage (many months or years). +* Provide insights and alerts using logs, metrics, traces, or various event types to ensure optimal performance and quick issue resolution for applications. +* Apply https://www.elastic.co/guide/en/kibana/current/xpack-ml-anomalies.html[machine learning anomaly detection] to help detect patterns in time series data to find root cause and resolve problems faster. +* Use an AI assistant (https://www.elastic.co/guide/en/observability/current/obs-ai-assistant.html[Observability], https://www.elastic.co/guide/en/security/current/security-assistant.html[Security], or https://www.elastic.co/guide/en/kibana/current/playground.html[Playground]) for investigation, incident response, reporting, query generation, or query conversion from other languages using natural language. +* Deploy an architecture model that allows for maximum flexibility between storage cost and performance. + +[IMPORTANT] +==== +**Automated operations that frequently read large data volumes require both high availability (replicas) and predictable low latency (hot, warm or cold tier).** + +* Common examples of these tasks include look-back windows on security detection/alert rules, transforms, machine learning jobs, or watches; and long running scroll queries or external extract processes. +* These operations should be completed before moving the data into a frozen tier. +==== + +[discrete] +[[hot-frozen-architecture-diagram]] +=== Architecture + +image::images/hot-frozen.png["A Hot/Frozen Highly available architecture"] + +TIP: We use an Availability Zone (AZ) concept in the architecture above. +When running in your own Data Center (DC) you can equate AZs to failure zones within a datacenter, racks, or even separate physical machines depending on your constraints. + +The diagram illustrates an {es} cluster deployed across 3 availability zones (AZ). For production we recommend a minimum of 2 availability zones and 3 availability zones for mission critical applications. See https://www.elastic.co/guide/en/cloud/current/ec-planning.html[Plan for production] for more details. A cluster that is running in {ecloud} that has data nodes in only two AZs will create a third master-eligible node in a third AZ. High availability cannot be achieved without three zones for any distributed computing technology. + +The number of data nodes shown for each tier (hot and frozen) is illustrative and would be scaled up depending on ingest volume and retention period. Hot nodes contain both primary and replica shards. By default, primary and replica shards are always guaranteed to be in different availability zones in {ess}, but when self-deploying https://www.elastic.co/guide/en/elasticsearch/reference/master/modules-cluster.html#shard-allocation-awareness[shard allocation awareness] would need to be configured. Frozen nodes act as a large high-speed cache and retrieve data from the snapshot store as needed. + +Machine learning nodes are optional but highly recommended for large scale time series use cases since the amount of data quickly becomes too difficult to analyze. Applying techniques such as machine learning based anomaly detection or Search AI with large language models helps to dramatically speed up problem identification and resolution. + +[discrete] +[[hot-frozen-hardware]] +=== Recommended hardware specifications + +With {ecloud} you can deploy clusters in AWS, Azure, and Google Cloud. Available hardware types and configurations vary across all three cloud providers but each provides instance types that meet our recommendations for the node types used in this architecture. For more details on these instance types, see our documentation on {ecloud} hardware for https://www.elastic.co/guide/en/cloud/current/ec-default-aws-configurations.html[AWS], https://www.elastic.co/guide/en/cloud/current/ec-default-azure-configurations.html[Azure], and https://www.elastic.co/guide/en/cloud/current/ec-default-gcp-configurations.html[GCP]. The **Physical** column below is guidance, based on the cloud node types, when self-deploying {es} in your own data center. + +In the links provided above, Elastic has performance tested hardware for each of the cloud providers to find the optimal hardware for each node type. We use ratios to represent the best mix of CPU, RAM, and disk for each type. In some cases the CPU to RAM ratio is key, in others the disk to memory ratio and type of disk is critical. Significantly deviating from these ratios may seem like a way to save on hardware costs, but may result in an {es} cluster that does not scale and perform well. + +This table shows our specific recommendations for nodes in a Hot/Frozen architecture. + +|=== +| **Type** | **AWS** | **Azure** | **GCP** | **Physical** +|image:images/hot.png["Hot data node"] | +c6gd | +f32sv2| + + +N2| +16-32 vCPU + +64 GB RAM + +2-6 TB NVMe SSD + +|image:images/frozen.png["Frozen data node"] +| +i3en +| +e8dsv4 +| +N2| +8 vCPU + +64 GB RAM + +6-20+ TB NVMe SSD + +Depending on days cached +|image:images/machine-learning.png["Machine learning node"] +| +m6gd +| +f16sv2 +| +N2| +16 vCPU + +64 GB RAM + +256 GB SSD +|image:images/master.png["Master node"] +| +c5d +| +f16sv2 +| +N2| +8 vCPU + +16 GB RAM + +256 GB SSD +|image:images/kibana.png["Kibana node"] +| +c6gd +| +f16sv2 +| +N2| +8-16 vCPU + +8 GB RAM + +256 GB SSD +|=== + +[discrete] +[[hot-frozen-considerations]] +=== Important considerations + + +**Updating data:** + +* Typically, time series logging use cases are append-only and there is rarely a need to update documents. The frozen tier is read-only. + +**Multi-AZ frozen tier:** + +* Three availability zones is ideal, but at least two availability zones are recommended to ensure that there will be data nodes available in the event of an AZ failure. + +**Shard management:** + +* The most important foundational step to maintaining performance as you scale is proper shard management. This includes even shard distribution amongst nodes, shard size, and shard count. For a complete understanding of what shards are and how they should be used, refer to https://www.elastic.co/guide/en/elasticsearch/reference/current/size-your-shards.html[Size your shards]. + +**Snapshots:** + +* If auditable or business critical events are being logged, a backup is necessary. The choice to back up data will depend on each individual business's needs and requirements. Refer to our https://www.elastic.co/guide/en/elasticsearch/reference/current/snapshots-register-repository.html[snapshot repository] documentation to learn more. +* To automate snapshots and attach to Index lifecycle management policies, refer to https://www.elastic.co/guide/en/elasticsearch/reference/current/snapshots-take-snapshot.html#automate-snapshots-slm[SLM (Snapshot lifecycle management)]. + +**Kibana:** + +* If self-deploying outside of {ess}, ensure that {kib} is configured for https://www.elastic.co/guide/en/kibana/current/production.html#high-availability[high availability]. + +[discrete] +[[hot-frozen-estimate]] +=== How many nodes of each do you need? +It depends on: + +* The type of data being ingested (such as logs, metrics, traces) +* The retention period of searchable data (such as 30 days, 90 days, 1 year) +* The amount of data you need to ingest each day +* The number of dashboards, queries, query types and how frequent they are run. + +You can https://www.elastic.co/contact[contact us] for an estimate and recommended configuration based on your specific scenario. + +[discrete] +[[hot-frozen-resources]] +=== Resources and references + +* https://www.elastic.co/guide/en/elasticsearch/reference/current/scalability.html[{es} - Get ready for production] + +* https://www.elastic.co/guide/en/cloud/current/ec-prepare-production.html[{ess} - Preparing a deployment for production] + +* https://www.elastic.co/guide/en/elasticsearch/reference/current/size-your-shards.html[Size your shards] diff --git a/docs/en/reference-architectures/images/frozen.png b/docs/en/reference-architectures/images/frozen.png new file mode 100644 index 0000000000000000000000000000000000000000..5e7d53bffa33e4ac1225d440bb52eab2536a9458 GIT binary patch literal 7593 zcmZ{J1ytMF6K;?~@lv!n1&X^{kmA!1fyeKqMIeAaPD_ zR2O>)EQ)HA_M$Zd+-2CNaTO}8c0lkzkJ98NNK)QRD7_S7Oo%= z7-Hk(M)=qp_W{6gR?vq40K^Qx7m}g|{UHE=f@-U!=ccEsB4Xj>$YEybWDer+baei$ 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z)rFvXNoSMg`_ci0v2opIQun^kS(!?pe!RU-B@%PI3Q@Wzp;wZr`4*C?BY>fsKi!q& L)MZPgp9TCM4p(@j literal 0 HcmV?d00001 diff --git a/docs/en/reference-architectures/index.asciidoc b/docs/en/reference-architectures/index.asciidoc new file mode 100644 index 000000000..9ff31e3fd --- /dev/null +++ b/docs/en/reference-architectures/index.asciidoc @@ -0,0 +1,6 @@ +[[reference-architectures]] += Reference architectures + +include::reference-architectures-overview.asciidoc[] + +include::hot-frozen.asciidoc[] diff --git a/docs/en/reference-architectures/reference-architectures-overview.asciidoc b/docs/en/reference-architectures/reference-architectures-overview.asciidoc new file mode 100644 index 000000000..5ef2777db --- /dev/null +++ b/docs/en/reference-architectures/reference-architectures-overview.asciidoc @@ -0,0 +1,32 @@ +[[reference-architectures]] += Reference architectures + +Elasticsearch reference architectures are blueprints for deploying Elasticsearch clusters tailored to different use cases. Whether you're handling logs or metrics these reference architectures focus on scalability, reliability, and cost efficiency. Use these guidelines to deploy Elasticsearch for your use case. + +These architectures are designed by architects and engineers to provide standardized, proven solutions that help you to follow best practices when deploying {es}. + +TIP: These architectures are specific to running your deployment on-premises or on cloud. If you are using Elastic serverless your {es} clusters are autoscaled and fully managed by Elastic. For all the deployment options, refer to https://www.elastic.co/guide/en/elasticsearch/reference/current/elasticsearch-intro-deploy.html[Run Elasticsearch]. + +These reference architectures are recommendations and should be adapted to fit your specific environment and needs. Each solution can vary based on the unique requirements and conditions of your deployment. In these architectures we discuss about how to deploy cluster components. For information about designing ingest architectures to feed content into your cluster, refer to https://www.elastic.co/guide/en/ingest/current/use-case-arch.html[Ingest architectures] + +[discrete] +[[reference-architectures-time-series-2]] +=== Architectures + +[cols="50, 50"] +|=== +| *Architecture* | *When to use* +| <> + +A high availability architecture that is cost optimized for large time-series datasets. + +a| +* Have a requirement for cost effective long term data storage (many months or years). +* Provide insights and alerts using logs, metrics, traces, or various event types to ensure optimal performance and quick issue resolution for applications. +* Apply Machine Learning and Search AI to assist in dealing with the large amount of data. +* Deploy an architecture model that allows for maximum flexibility between storage cost and performance. +| Additional architectures are on the way. + +Stay tuned for updates. | + +|=== From 68b3541b0f8143a0742db9619c826915863b5f5e Mon Sep 17 00:00:00 2001 From: George Wallace Date: Fri, 3 Jan 2025 11:56:05 -0700 Subject: [PATCH 06/24] Update reference-architectures-overview.asciidoc (#2899) --- .../reference-architectures-overview.asciidoc | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/en/reference-architectures/reference-architectures-overview.asciidoc b/docs/en/reference-architectures/reference-architectures-overview.asciidoc index 5ef2777db..4c0977786 100644 --- a/docs/en/reference-architectures/reference-architectures-overview.asciidoc +++ b/docs/en/reference-architectures/reference-architectures-overview.asciidoc @@ -1,4 +1,4 @@ -[[reference-architectures]] +[[reference-architectures-overview]] = Reference architectures Elasticsearch reference architectures are blueprints for deploying Elasticsearch clusters tailored to different use cases. Whether you're handling logs or metrics these reference architectures focus on scalability, reliability, and cost efficiency. Use these guidelines to deploy Elasticsearch for your use case. From 7e91a21595d5236a3155ba0592ec75e881ae9e44 Mon Sep 17 00:00:00 2001 From: George Wallace Date: Fri, 3 Jan 2025 14:12:40 -0700 Subject: [PATCH 07/24] Update index.asciidoc (#2900) --- docs/en/reference-architectures/index.asciidoc | 3 +++ 1 file changed, 3 insertions(+) diff --git a/docs/en/reference-architectures/index.asciidoc b/docs/en/reference-architectures/index.asciidoc index 9ff31e3fd..397114105 100644 --- a/docs/en/reference-architectures/index.asciidoc +++ b/docs/en/reference-architectures/index.asciidoc @@ -1,3 +1,6 @@ +include::{docs-root}/shared/versions/stack/{source_branch}.asciidoc[] +include::{docs-root}/shared/attributes.asciidoc[] + [[reference-architectures]] = Reference architectures From 4e260a1d1881ee292887490c987f713440e524d3 Mon Sep 17 00:00:00 2001 From: shainaraskas <58563081+shainaraskas@users.noreply.github.com> Date: Mon, 6 Jan 2025 14:31:46 -0500 Subject: [PATCH 08/24] fix bad link (#2903) --- docs/en/reference-architectures/hot-frozen.asciidoc | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/en/reference-architectures/hot-frozen.asciidoc b/docs/en/reference-architectures/hot-frozen.asciidoc index b664dd01c..8661ec2fb 100644 --- a/docs/en/reference-architectures/hot-frozen.asciidoc +++ b/docs/en/reference-architectures/hot-frozen.asciidoc @@ -43,7 +43,7 @@ When running in your own Data Center (DC) you can equate AZs to failure zones wi The diagram illustrates an {es} cluster deployed across 3 availability zones (AZ). For production we recommend a minimum of 2 availability zones and 3 availability zones for mission critical applications. See https://www.elastic.co/guide/en/cloud/current/ec-planning.html[Plan for production] for more details. A cluster that is running in {ecloud} that has data nodes in only two AZs will create a third master-eligible node in a third AZ. High availability cannot be achieved without three zones for any distributed computing technology. -The number of data nodes shown for each tier (hot and frozen) is illustrative and would be scaled up depending on ingest volume and retention period. Hot nodes contain both primary and replica shards. By default, primary and replica shards are always guaranteed to be in different availability zones in {ess}, but when self-deploying https://www.elastic.co/guide/en/elasticsearch/reference/master/modules-cluster.html#shard-allocation-awareness[shard allocation awareness] would need to be configured. Frozen nodes act as a large high-speed cache and retrieve data from the snapshot store as needed. +The number of data nodes shown for each tier (hot and frozen) is illustrative and would be scaled up depending on ingest volume and retention period. Hot nodes contain both primary and replica shards. By default, primary and replica shards are always guaranteed to be in different availability zones in {ess}, but when self-deploying shard allocation awareness would need to be configured. Frozen nodes act as a large high-speed cache and retrieve data from the snapshot store as needed. Machine learning nodes are optional but highly recommended for large scale time series use cases since the amount of data quickly becomes too difficult to analyze. Applying techniques such as machine learning based anomaly detection or Search AI with large language models helps to dramatically speed up problem identification and resolution. From 02a34938c0c6d89d2e6aefabff33d35e1ca1193f Mon Sep 17 00:00:00 2001 From: shainaraskas <58563081+shainaraskas@users.noreply.github.com> Date: Mon, 6 Jan 2025 17:04:21 -0500 Subject: [PATCH 09/24] restore link (#2904) --- docs/en/reference-architectures/hot-frozen.asciidoc | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/en/reference-architectures/hot-frozen.asciidoc b/docs/en/reference-architectures/hot-frozen.asciidoc index 8661ec2fb..68e585ca4 100644 --- a/docs/en/reference-architectures/hot-frozen.asciidoc +++ b/docs/en/reference-architectures/hot-frozen.asciidoc @@ -43,7 +43,7 @@ When running in your own Data Center (DC) you can equate AZs to failure zones wi The diagram illustrates an {es} cluster deployed across 3 availability zones (AZ). For production we recommend a minimum of 2 availability zones and 3 availability zones for mission critical applications. See https://www.elastic.co/guide/en/cloud/current/ec-planning.html[Plan for production] for more details. A cluster that is running in {ecloud} that has data nodes in only two AZs will create a third master-eligible node in a third AZ. High availability cannot be achieved without three zones for any distributed computing technology. -The number of data nodes shown for each tier (hot and frozen) is illustrative and would be scaled up depending on ingest volume and retention period. Hot nodes contain both primary and replica shards. By default, primary and replica shards are always guaranteed to be in different availability zones in {ess}, but when self-deploying shard allocation awareness would need to be configured. Frozen nodes act as a large high-speed cache and retrieve data from the snapshot store as needed. +The number of data nodes shown for each tier (hot and frozen) is illustrative and would be scaled up depending on ingest volume and retention period. Hot nodes contain both primary and replica shards. By default, primary and replica shards are always guaranteed to be in different availability zones in {ess}, but when self-deploying {ref}/shard-allocation-awareness.html[shard allocation awareness] would need to be configured. Frozen nodes act as a large high-speed cache and retrieve data from the snapshot store as needed. Machine learning nodes are optional but highly recommended for large scale time series use cases since the amount of data quickly becomes too difficult to analyze. Applying techniques such as machine learning based anomaly detection or Search AI with large language models helps to dramatically speed up problem identification and resolution. From 1fd46d31a76b0b8b673d88124cb065f00929c505 Mon Sep 17 00:00:00 2001 From: Kaarina Tungseth Date: Tue, 7 Jan 2025 10:08:45 -0600 Subject: [PATCH 10/24] Adds Demi as codeowner to glossary terms (#2902) --- .github/CODEOWNERS | 1 + 1 file changed, 1 insertion(+) diff --git a/.github/CODEOWNERS b/.github/CODEOWNERS index 5266f9b62..e51b87fd7 100644 --- a/.github/CODEOWNERS +++ b/.github/CODEOWNERS @@ -1,2 +1,3 @@ * @elastic/platform-docs /docs/en/stack/ml/ @elastic/mlr-docs +/docs/en/glossary/terms/ @demisperazza \ No newline at end of file From e94b4fe75e3ce959b1a4a0c5e28a98c4e9453699 Mon Sep 17 00:00:00 2001 From: David Kyle Date: Wed, 8 Jan 2025 08:59:08 +0000 Subject: [PATCH 11/24] Add sparse embedding models to list of compatible models (#2901) --- docs/en/stack/ml/nlp/ml-nlp-model-ref.asciidoc | 10 ++++++++++ 1 file changed, 10 insertions(+) diff --git a/docs/en/stack/ml/nlp/ml-nlp-model-ref.asciidoc b/docs/en/stack/ml/nlp/ml-nlp-model-ref.asciidoc index b68fc5e3f..9e57196ca 100644 --- a/docs/en/stack/ml/nlp/ml-nlp-model-ref.asciidoc +++ b/docs/en/stack/ml/nlp/ml-nlp-model-ref.asciidoc @@ -78,6 +78,16 @@ purposes and to get started with the Elastic {nlp} features. * https://huggingface.co/deepset/electra-base-squad2[Electra base squad2] * https://huggingface.co/deepset/tinyroberta-squad2[TinyRoBERTa squad2] +[discrete] +[[ml-nlp-model-ref-sparse-embedding]] +== Third party sparse embedding models + +Sparse embedding models should be configured with the `text_expansion` task type. + +* https://huggingface.co/naver/splade-v3-distilbert[SPLADE-v3-DistilBERT] +* https://huggingface.co/aken12/splade-japanese-v3[aken12/splade-japanese-v3] +* https://huggingface.co/hotchpotch/japanese-splade-v2[hotchpotch/japanese-splade-v2] + [discrete] [[ml-nlp-model-ref-text-embedding]] From 377a722b8a84ce4740b020329e2392377824cda8 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Istv=C3=A1n=20Zolt=C3=A1n=20Szab=C3=B3?= Date: Wed, 8 Jan 2025 17:03:34 +0100 Subject: [PATCH 12/24] Changes blog URL on Rerank page. (#2906) --- docs/en/stack/ml/nlp/ml-nlp-elastic-rerank.asciidoc | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/en/stack/ml/nlp/ml-nlp-elastic-rerank.asciidoc b/docs/en/stack/ml/nlp/ml-nlp-elastic-rerank.asciidoc index eaefcb43c..982831bb7 100644 --- a/docs/en/stack/ml/nlp/ml-nlp-elastic-rerank.asciidoc +++ b/docs/en/stack/ml/nlp/ml-nlp-elastic-rerank.asciidoc @@ -338,7 +338,7 @@ Elastic Rerank shows significant improvements in search quality across a wide ra * Climate-FEVER: 80% improvement * FiQA-2018: 76% improvement -For detailed benchmark information, including complete dataset results and methodology, refer to the https://www.elastic.co/search-labs/introducing-elastic-rerank[Introducing Elastic Rerank blog]. +For detailed benchmark information, including complete dataset results and methodology, refer to the https://www.elastic.co/search-labs/blog/elastic-semantic-reranker-part-2[Introducing Elastic Rerank blog]. // [discrete] // [[ml-nlp-rerank-benchmarks-hw]] From 1135de2baef9994228542058925ae43af43c9abc Mon Sep 17 00:00:00 2001 From: Lisa Cawley Date: Tue, 28 Jan 2025 12:46:40 -0800 Subject: [PATCH 13/24] [DOCS] Move references out of appendix (#2911) --- .../functions/ml-count-functions.asciidoc | 285 +++++++++++++++ .../functions/ml-functions.asciidoc | 43 +++ .../functions/ml-geo-functions.asciidoc | 85 +++++ .../functions/ml-info-functions.asciidoc | 90 +++++ .../functions/ml-metric-functions.asciidoc | 325 ++++++++++++++++++ .../functions/ml-rare-functions.asciidoc | 136 ++++++++ .../functions/ml-sum-functions.asciidoc | 113 ++++++ .../functions/ml-time-functions.asciidoc | 112 ++++++ .../stack/ml/anomaly-detection/index.asciidoc | 46 ++- .../ootb-ml-jobs-apache.asciidoc | 2 +- .../ootb-ml-jobs-apm.asciidoc | 2 +- .../ootb-ml-jobs-auditbeat.asciidoc | 2 +- .../ootb-ml-jobs-logs-ui.asciidoc | 2 +- .../ootb-ml-jobs-metricbeat.asciidoc | 2 +- .../ootb-ml-jobs-metrics-ui.asciidoc | 2 +- .../ootb-ml-jobs-nginx.asciidoc | 2 +- .../ootb-ml-jobs-siem.asciidoc | 2 +- .../ootb-ml-jobs-uptime.asciidoc | 2 +- .../anomaly-detection/ootb-ml-jobs.asciidoc | 1 - 19 files changed, 1225 insertions(+), 29 deletions(-) create mode 100644 docs/en/stack/ml/anomaly-detection/functions/ml-count-functions.asciidoc create mode 100644 docs/en/stack/ml/anomaly-detection/functions/ml-functions.asciidoc create mode 100644 docs/en/stack/ml/anomaly-detection/functions/ml-geo-functions.asciidoc create mode 100644 docs/en/stack/ml/anomaly-detection/functions/ml-info-functions.asciidoc create mode 100644 docs/en/stack/ml/anomaly-detection/functions/ml-metric-functions.asciidoc create mode 100644 docs/en/stack/ml/anomaly-detection/functions/ml-rare-functions.asciidoc create mode 100644 docs/en/stack/ml/anomaly-detection/functions/ml-sum-functions.asciidoc create mode 100644 docs/en/stack/ml/anomaly-detection/functions/ml-time-functions.asciidoc diff --git a/docs/en/stack/ml/anomaly-detection/functions/ml-count-functions.asciidoc b/docs/en/stack/ml/anomaly-detection/functions/ml-count-functions.asciidoc new file mode 100644 index 000000000..54298e80b --- /dev/null +++ b/docs/en/stack/ml/anomaly-detection/functions/ml-count-functions.asciidoc @@ -0,0 +1,285 @@ +[[ml-count-functions]] += Count functions + +Count functions detect anomalies when the number of events in a bucket is +anomalous. + +Use `non_zero_count` functions if your data is sparse and you want to ignore +cases where the bucket count is zero. + +Use `distinct_count` functions to determine when the number of distinct values +in one field is unusual, as opposed to the total count. + +Use high-sided functions if you want to monitor unusually high event rates. +Use low-sided functions if you want to look at drops in event rate. + +The {ml-features} include the following count functions: + +* xref:ml-count[`count`, `high_count`, `low_count`] +* xref:ml-nonzero-count[`non_zero_count`, `high_non_zero_count`, `low_non_zero_count`] +* xref:ml-distinct-count[`distinct_count`, `high_distinct_count`, `low_distinct_count`] + +[discrete] +[[ml-count]] +== Count, high_count, low_count + +The `count` function detects anomalies when the number of events in a bucket is +anomalous. + +The `high_count` function detects anomalies when the count of events in a bucket +are unusually high. + +The `low_count` function detects anomalies when the count of events in a bucket +are unusually low. + +These functions support the following properties: + +* `by_field_name` (optional) +* `over_field_name` (optional) +* `partition_field_name` (optional) + +For more information about those properties, see the +{ref}/ml-put-job.html#ml-put-job-request-body[create {anomaly-jobs} API]. + +.Example 1: Analyzing events with the count function +[source,console] +-------------------------------------------------- +PUT _ml/anomaly_detectors/example1 +{ + "analysis_config": { + "detectors": [{ + "function" : "count" + }] + }, + "data_description": { + "time_field":"timestamp", + "time_format": "epoch_ms" + } +} +-------------------------------------------------- +// TEST[skip:needs-licence] + +This example is probably the simplest possible analysis. It identifies +time buckets during which the overall count of events is higher or lower than +usual. + +When you use this function in a detector in your {anomaly-job}, it models the +event rate and detects when the event rate is unusual compared to its past +behavior. + +.Example 2: Analyzing errors with the high_count function +[source,console] +-------------------------------------------------- +PUT _ml/anomaly_detectors/example2 +{ + "analysis_config": { + "detectors": [{ + "function" : "high_count", + "by_field_name" : "error_code", + "over_field_name": "user" + }] + }, + "data_description": { + "time_field":"timestamp", + "time_format": "epoch_ms" + } +} +-------------------------------------------------- +// TEST[skip:needs-licence] + +If you use this `high_count` function in a detector in your {anomaly-job}, it +models the event rate for each error code. It detects users that generate an +unusually high count of error codes compared to other users. + + +.Example 3: Analyzing status codes with the low_count function +[source,console] +-------------------------------------------------- +PUT _ml/anomaly_detectors/example3 +{ + "analysis_config": { + "detectors": [{ + "function" : "low_count", + "by_field_name" : "status_code" + }] + }, + "data_description": { + "time_field":"timestamp", + "time_format": "epoch_ms" + } +} +-------------------------------------------------- +// TEST[skip:needs-licence] + +In this example, the function detects when the count of events for a status code +is lower than usual. + +When you use this function in a detector in your {anomaly-job}, it models the +event rate for each status code and detects when a status code has an unusually +low count compared to its past behavior. + +.Example 4: Analyzing aggregated data with the count function +[source,console] +-------------------------------------------------- +PUT _ml/anomaly_detectors/example4 +{ + "analysis_config": { + "summary_count_field_name" : "events_per_min", + "detectors": [{ + "function" : "count" + }] + }, + "data_description": { + "time_field":"timestamp", + "time_format": "epoch_ms" + } +} +-------------------------------------------------- +// TEST[skip:needs-licence] + +If you are analyzing an aggregated `events_per_min` field, do not use a sum +function (for example, `sum(events_per_min)`). Instead, use the count function +and the `summary_count_field_name` property. For more information, see +<>. + +[discrete] +[[ml-nonzero-count]] +== Non_zero_count, high_non_zero_count, low_non_zero_count + +The `non_zero_count` function detects anomalies when the number of events in a +bucket is anomalous, but it ignores cases where the bucket count is zero. Use +this function if you know your data is sparse or has gaps and the gaps are not +important. + +The `high_non_zero_count` function detects anomalies when the number of events +in a bucket is unusually high and it ignores cases where the bucket count is +zero. + +The `low_non_zero_count` function detects anomalies when the number of events in +a bucket is unusually low and it ignores cases where the bucket count is zero. + +These functions support the following properties: + +* `by_field_name` (optional) +* `partition_field_name` (optional) + +For more information about those properties, see the +{ref}/ml-put-job.html#ml-put-job-request-body[create {anomaly-jobs} API]. + +For example, if you have the following number of events per bucket: + +==== + +1,22,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2,43,31,0,0,0,0,0,0,0,0,0,0,0,0,2,1 + +==== + +The `non_zero_count` function models only the following data: + +==== + +1,22,2,43,31,2,1 + +==== + +.Example 5: Analyzing signatures with the high_non_zero_count function +[source,console] +-------------------------------------------------- +PUT _ml/anomaly_detectors/example5 +{ + "analysis_config": { + "detectors": [{ + "function" : "high_non_zero_count", + "by_field_name" : "signaturename" + }] + }, + "data_description": { + "time_field":"timestamp", + "time_format": "epoch_ms" + } +} +-------------------------------------------------- +// TEST[skip:needs-licence] + +If you use this `high_non_zero_count` function in a detector in your +{anomaly-job}, it models the count of events for the `signaturename` field. It +ignores any buckets where the count is zero and detects when a `signaturename` +value has an unusually high count of events compared to its past behavior. + +NOTE: Population analysis (using an `over_field_name` property value) is not +supported for the `non_zero_count`, `high_non_zero_count`, and +`low_non_zero_count` functions. If you want to do population analysis and your +data is sparse, use the `count` functions, which are optimized for that scenario. + + +[discrete] +[[ml-distinct-count]] +== Distinct_count, high_distinct_count, low_distinct_count + +The `distinct_count` function detects anomalies where the number of distinct +values in one field is unusual. + +The `high_distinct_count` function detects unusually high numbers of distinct +values in one field. + +The `low_distinct_count` function detects unusually low numbers of distinct +values in one field. + +These functions support the following properties: + +* `field_name` (required) +* `by_field_name` (optional) +* `over_field_name` (optional) +* `partition_field_name` (optional) + +For more information about those properties, see the +{ref}/ml-put-job.html#ml-put-job-request-body[create {anomaly-jobs} API]. + +.Example 6: Analyzing users with the distinct_count function +[source,console] +-------------------------------------------------- +PUT _ml/anomaly_detectors/example6 +{ + "analysis_config": { + "detectors": [{ + "function" : "distinct_count", + "field_name" : "user" + }] + }, + "data_description": { + "time_field":"timestamp", + "time_format": "epoch_ms" + } +} +-------------------------------------------------- +// TEST[skip:needs-licence] + +This `distinct_count` function detects when a system has an unusual number +of logged in users. When you use this function in a detector in your +{anomaly-job}, it models the distinct count of users. It also detects when the +distinct number of users is unusual compared to the past. + +.Example 7: Analyzing ports with the high_distinct_count function +[source,console] +-------------------------------------------------- +PUT _ml/anomaly_detectors/example7 +{ + "analysis_config": { + "detectors": [{ + "function" : "high_distinct_count", + "field_name" : "dst_port", + "over_field_name": "src_ip" + }] + }, + "data_description": { + "time_field":"timestamp", + "time_format": "epoch_ms" + } +} +-------------------------------------------------- +// TEST[skip:needs-licence] + +This example detects instances of port scanning. When you use this function in a +detector in your {anomaly-job}, it models the distinct count of ports. It also +detects the `src_ip` values that connect to an unusually high number of +different `dst_ports` values compared to other `src_ip` values. diff --git a/docs/en/stack/ml/anomaly-detection/functions/ml-functions.asciidoc b/docs/en/stack/ml/anomaly-detection/functions/ml-functions.asciidoc new file mode 100644 index 000000000..a44e3ceaa --- /dev/null +++ b/docs/en/stack/ml/anomaly-detection/functions/ml-functions.asciidoc @@ -0,0 +1,43 @@ +[[ml-functions]] += Function reference + +The {ml-features} include analysis functions that provide a wide variety of +flexible ways to analyze data for anomalies. + +When you create {anomaly-jobs}, you specify one or more detectors, which define +the type of analysis that needs to be done. If you are creating your job by +using {ml} APIs, you specify the functions in detector configuration objects. +If you are creating your job in {kib}, you specify the functions differently +depending on whether you are creating single metric, multi-metric, or advanced +jobs. +//For a demonstration of creating jobs in {kib}, see <>. + +Most functions detect anomalies in both low and high values. In statistical +terminology, they apply a two-sided test. Some functions offer low and high +variations (for example, `count`, `low_count`, and `high_count`). These variations +apply one-sided tests, detecting anomalies only when the values are low or +high, depending one which alternative is used. + +You can specify a `summary_count_field_name` with any function except `metric`. +When you use `summary_count_field_name`, the {ml} features expect the input +data to be pre-aggregated. The value of the `summary_count_field_name` field +must contain the count of raw events that were summarized. In {kib}, use the +**summary_count_field_name** in advanced {anomaly-jobs}. Analyzing aggregated +input data provides a significant boost in performance. For more information, see +<>. + +If your data is sparse, there may be gaps in the data which means you might have +empty buckets. You might want to treat these as anomalies or you might want these +gaps to be ignored. Your decision depends on your use case and what is important +to you. It also depends on which functions you use. The `sum` and `count` +functions are strongly affected by empty buckets. For this reason, there are +`non_null_sum` and `non_zero_count` functions, which are tolerant to sparse data. +These functions effectively ignore empty buckets. + +* <> +* <> +* <> +* <> +* <> +* <> +* <> diff --git a/docs/en/stack/ml/anomaly-detection/functions/ml-geo-functions.asciidoc b/docs/en/stack/ml/anomaly-detection/functions/ml-geo-functions.asciidoc new file mode 100644 index 000000000..6c5f075ab --- /dev/null +++ b/docs/en/stack/ml/anomaly-detection/functions/ml-geo-functions.asciidoc @@ -0,0 +1,85 @@ +[[ml-geo-functions]] += Geographic functions + +The geographic functions detect anomalies in the geographic location of the +input data. + +The {ml-features} include the following geographic function: `lat_long`. + +NOTE: You cannot create forecasts for {anomaly-jobs} that contain geographic +functions. You also cannot add rules with conditions to detectors that use +geographic functions. + +[discrete] +[[ml-lat-long]] +== Lat_long + +The `lat_long` function detects anomalies in the geographic location of the +input data. + +This function supports the following properties: + +* `field_name` (required) +* `by_field_name` (optional) +* `over_field_name` (optional) +* `partition_field_name` (optional) + +For more information about those properties, see the +{ref}/ml-put-job.html#ml-put-job-request-body[create {anomaly-jobs} API]. + +.Example 1: Analyzing transactions with the lat_long function +[source,console] +-------------------------------------------------- +PUT _ml/anomaly_detectors/example1 +{ + "analysis_config": { + "detectors": [{ + "function" : "lat_long", + "field_name" : "transaction_coordinates", + "by_field_name" : "credit_card_number" + }] + }, + "data_description": { + "time_field":"timestamp", + "time_format": "epoch_ms" + } +} +-------------------------------------------------- +// TEST[skip:needs-licence] + +If you use this `lat_long` function in a detector in your {anomaly-job}, it +detects anomalies where the geographic location of a credit card transaction is +unusual for a particular customer’s credit card. An anomaly might indicate +fraud. + +A "typical" value indicates a centroid of a cluster of previously observed +locations that is closest to the "actual" location at that time. For example, +there may be one centroid near the person's home that is associated with the +cluster of local grocery stores and restaurants, and another centroid near the +person's work associated with the cluster of lunch and coffee places. + +IMPORTANT: The `field_name` that you supply must be a single string that +contains two comma-separated numbers of the form `latitude,longitude`, a +`geo_point` field, a `geo_shape` field that contains point values, or a +`geo_centroid` aggregation. The `latitude` and `longitude` must be in the range +-180 to 180 and represent a point on the surface of the Earth. + +For example, JSON data might contain the following transaction coordinates: + +[source,js] +-------------------------------------------------- +{ + "time": 1460464275, + "transaction_coordinates": "40.7,-74.0", + "credit_card_number": "1234123412341234" +} +-------------------------------------------------- +// NOTCONSOLE + +In {es}, location data is likely to be stored in `geo_point` fields. For more +information, see {ref}/geo-point.html[`geo_point` data type]. This data type is +supported natively in {ml-features}. Specifically, when pulling data from a +`geo_point` field, a {dfeed} will transform the data into the appropriate +`lat,lon` string format before sending to the {anomaly-job}. + +For more information, see <>. diff --git a/docs/en/stack/ml/anomaly-detection/functions/ml-info-functions.asciidoc b/docs/en/stack/ml/anomaly-detection/functions/ml-info-functions.asciidoc new file mode 100644 index 000000000..d1cbf39cd --- /dev/null +++ b/docs/en/stack/ml/anomaly-detection/functions/ml-info-functions.asciidoc @@ -0,0 +1,90 @@ +[[ml-info-functions]] += Information content functions + +The information content functions detect anomalies in the amount of information +that is contained in strings within a bucket. These functions can be used as +a more sophisticated method to identify incidences of data exfiltration or +C2C activity, when analyzing the size in bytes of the data might not be sufficient. + +The {ml-features} include the following information content functions: + +* `info_content`, `high_info_content`, `low_info_content` + +[discrete] +[[ml-info-content]] +== Info_content, High_info_content, Low_info_content + +The `info_content` function detects anomalies in the amount of information that +is contained in strings in a bucket. + +If you want to monitor for unusually high amounts of information, +use `high_info_content`. +If want to look at drops in information content, use `low_info_content`. + +These functions support the following properties: + +* `field_name` (required) +* `by_field_name` (optional) +* `over_field_name` (optional) +* `partition_field_name` (optional) + +For more information about those properties, see the +{ref}/ml-put-job.html#ml-put-job-request-body[create {anomaly-jobs} API]. + +.Example 1: Analyzing subdomain strings with the info_content function +[source,js] +-------------------------------------------------- +{ + "function" : "info_content", + "field_name" : "subdomain", + "over_field_name" : "highest_registered_domain" +} +-------------------------------------------------- +// NOTCONSOLE + +If you use this `info_content` function in a detector in your {anomaly-job}, it +models information that is present in the `subdomain` string. It detects +anomalies where the information content is unusual compared to the other +`highest_registered_domain` values. An anomaly could indicate an abuse of the +DNS protocol, such as malicious command and control activity. + +NOTE: In this example, both high and low values are considered anomalous. +In many use cases, the `high_info_content` function is often a more appropriate +choice. + +.Example 2: Analyzing query strings with the high_info_content function +[source,js] +-------------------------------------------------- +{ + "function" : "high_info_content", + "field_name" : "query", + "over_field_name" : "src_ip" +} +-------------------------------------------------- +// NOTCONSOLE + +If you use this `high_info_content` function in a detector in your {anomaly-job}, +it models information content that is held in the DNS query string. It detects +`src_ip` values where the information content is unusually high compared to +other `src_ip` values. This example is similar to the example for the +`info_content` function, but it reports anomalies only where the amount of +information content is higher than expected. + +.Example 3: Analyzing message strings with the low_info_content function +[source,js] +-------------------------------------------------- +{ + "function" : "low_info_content", + "field_name" : "message", + "by_field_name" : "logfilename" +} +-------------------------------------------------- +// NOTCONSOLE + +If you use this `low_info_content` function in a detector in your {anomaly-job}, +it models information content that is present in the message string for each +`logfilename`. It detects anomalies where the information content is low +compared to its past behavior. For example, this function detects unusually low +amounts of information in a collection of rolling log files. Low information +might indicate that a process has entered an infinite loop or that logging +features have been disabled. diff --git a/docs/en/stack/ml/anomaly-detection/functions/ml-metric-functions.asciidoc b/docs/en/stack/ml/anomaly-detection/functions/ml-metric-functions.asciidoc new file mode 100644 index 000000000..bbd9dfc8f --- /dev/null +++ b/docs/en/stack/ml/anomaly-detection/functions/ml-metric-functions.asciidoc @@ -0,0 +1,325 @@ +[[ml-metric-functions]] += Metric functions + +The metric functions include functions such as mean, min and max. These values +are calculated for each bucket. Field values that cannot be converted to +double precision floating point numbers are ignored. + +The {ml-features} include the following metric functions: + +* <> +* <> +* xref:ml-metric-median[`median`, `high_median`, `low_median`] +* xref:ml-metric-mean[`mean`, `high_mean`, `low_mean`] +* <> +* xref:ml-metric-varp[`varp`, `high_varp`, `low_varp`] + +NOTE: You cannot add rules with conditions to detectors that use the `metric` +function. + +[discrete] +[[ml-metric-min]] +== Min + +The `min` function detects anomalies in the arithmetic minimum of a value. +The minimum value is calculated for each bucket. + +High- and low-sided functions are not applicable. + +This function supports the following properties: + +* `field_name` (required) +* `by_field_name` (optional) +* `over_field_name` (optional) +* `partition_field_name` (optional) + +For more information about those properties, see the +{ref}/ml-put-job.html#ml-put-job-request-body[create {anomaly-jobs} API]. + +.Example 1: Analyzing minimum transactions with the min function +[source,js] +-------------------------------------------------- +{ + "function" : "min", + "field_name" : "amt", + "by_field_name" : "product" +} +-------------------------------------------------- +// NOTCONSOLE + +If you use this `min` function in a detector in your {anomaly-job}, it detects +where the smallest transaction is lower than previously observed. You can use +this function to detect items for sale at unintentionally low prices due to data +entry mistakes. It models the minimum amount for each product over time. + +[discrete] +[[ml-metric-max]] +== Max + +The `max` function detects anomalies in the arithmetic maximum of a value. +The maximum value is calculated for each bucket. + +High- and low-sided functions are not applicable. + +This function supports the following properties: + +* `field_name` (required) +* `by_field_name` (optional) +* `over_field_name` (optional) +* `partition_field_name` (optional) + +For more information about those properties, see the +{ref}/ml-put-job.html#ml-put-job-request-body[create {anomaly-jobs} API]. + +.Example 2: Analyzing maximum response times with the max function +[source,js] +-------------------------------------------------- +{ + "function" : "max", + "field_name" : "responsetime", + "by_field_name" : "application" +} +-------------------------------------------------- +// NOTCONSOLE + +If you use this `max` function in a detector in your {anomaly-job}, it detects +where the longest `responsetime` is longer than previously observed. You can use +this function to detect applications that have `responsetime` values that are +unusually lengthy. It models the maximum `responsetime` for each application +over time and detects when the longest `responsetime` is unusually long compared +to previous applications. + +.Example 3: Two detectors with max and high_mean functions +[source,js] +-------------------------------------------------- +{ + "function" : "max", + "field_name" : "responsetime", + "by_field_name" : "application" +}, +{ + "function" : "high_mean", + "field_name" : "responsetime", + "by_field_name" : "application" +} +-------------------------------------------------- +// NOTCONSOLE + +The analysis in the previous example can be performed alongside `high_mean` +functions by application. By combining detectors and using the same influencer +this job can detect both unusually long individual response times and average +response times for each bucket. + +[discrete] +[[ml-metric-median]] +== Median, high_median, low_median + +The `median` function detects anomalies in the statistical median of a value. +The median value is calculated for each bucket. + +If you want to monitor unusually high median values, use the `high_median` +function. + +If you are just interested in unusually low median values, use the `low_median` +function. + +These functions support the following properties: + +* `field_name` (required) +* `by_field_name` (optional) +* `over_field_name` (optional) +* `partition_field_name` (optional) + +For more information about those properties, see +{ref}/ml-put-job.html#ml-put-job-request-body[create {anomaly-jobs} API]. + +.Example 4: Analyzing response times with the median function +[source,js] +-------------------------------------------------- +{ + "function" : "median", + "field_name" : "responsetime", + "by_field_name" : "application" +} +-------------------------------------------------- +// NOTCONSOLE + +If you use this `median` function in a detector in your {anomaly-job}, it models +the median `responsetime` for each application over time. It detects when the +median `responsetime` is unusual compared to previous `responsetime` values. + +[discrete] +[[ml-metric-mean]] +== Mean, high_mean, low_mean + +The `mean` function detects anomalies in the arithmetic mean of a value. +The mean value is calculated for each bucket. + +If you want to monitor unusually high average values, use the `high_mean` +function. + +If you are just interested in unusually low average values, use the `low_mean` +function. + +These functions support the following properties: + +* `field_name` (required) +* `by_field_name` (optional) +* `over_field_name` (optional) +* `partition_field_name` (optional) + +For more information about those properties, see the +{ref}/ml-put-job.html#ml-put-job-request-body[create {anomaly-jobs} API]. + +.Example 5: Analyzing response times with the mean function +[source,js] +-------------------------------------------------- +{ + "function" : "mean", + "field_name" : "responsetime", + "by_field_name" : "application" +} +-------------------------------------------------- +// NOTCONSOLE + +If you use this `mean` function in a detector in your {anomaly-job}, it models +the mean `responsetime` for each application over time. It detects when the mean +`responsetime` is unusual compared to previous `responsetime` values. + +.Example 6: Analyzing response times with the high_mean function +[source,js] +-------------------------------------------------- +{ + "function" : "high_mean", + "field_name" : "responsetime", + "by_field_name" : "application" +} +-------------------------------------------------- +// NOTCONSOLE + +If you use this `high_mean` function in a detector in your {anomaly-job}, it +models the mean `responsetime` for each application over time. It detects when +the mean `responsetime` is unusually high compared to previous `responsetime` +values. + +.Example 7: Analyzing response times with the low_mean function +[source,js] +-------------------------------------------------- +{ + "function" : "low_mean", + "field_name" : "responsetime", + "by_field_name" : "application" +} +-------------------------------------------------- +// NOTCONSOLE + +If you use this `low_mean` function in a detector in your {anomaly-job}, it +models the mean `responsetime` for each application over time. It detects when +the mean `responsetime` is unusually low compared to previous `responsetime` +values. + +[discrete] +[[ml-metric-metric]] +== Metric + +The `metric` function combines `min`, `max`, and `mean` functions. You can use +it as a shorthand for a combined analysis. If you do not specify a function in +a detector, this is the default function. + +High- and low-sided functions are not applicable. You cannot use this function +when a `summary_count_field_name` is specified. + +This function supports the following properties: + +* `field_name` (required) +* `by_field_name` (optional) +* `over_field_name` (optional) +* `partition_field_name` (optional) + +For more information about those properties, see the +{ref}/ml-put-job.html#ml-put-job-request-body[create {anomaly-jobs} API]. + +.Example 8: Analyzing response times with the metric function +[source,js] +-------------------------------------------------- +{ + "function" : "metric", + "field_name" : "responsetime", + "by_field_name" : "application" +} +-------------------------------------------------- +// NOTCONSOLE + +If you use this `metric` function in a detector in your {anomaly-job}, it models +the mean, min, and max `responsetime` for each application over time. It detects +when the mean, min, or max `responsetime` is unusual compared to previous +`responsetime` values. + +[discrete] +[[ml-metric-varp]] +== Varp, high_varp, low_varp + +The `varp` function detects anomalies in the variance of a value which is a +measure of the variability and spread in the data. + +If you want to monitor unusually high variance, use the `high_varp` function. + +If you are just interested in unusually low variance, use the `low_varp` function. + +These functions support the following properties: + +* `field_name` (required) +* `by_field_name` (optional) +* `over_field_name` (optional) +* `partition_field_name` (optional) + +For more information about those properties, see the +{ref}/ml-put-job.html#ml-put-job-request-body[create {anomaly-jobs} API]. + +.Example 9: Analyzing response times with the varp function +[source,js] +-------------------------------------------------- +{ + "function" : "varp", + "field_name" : "responsetime", + "by_field_name" : "application" +} +-------------------------------------------------- +// NOTCONSOLE + +If you use this `varp` function in a detector in your {anomaly-job}, it models +the variance in values of `responsetime` for each application over time. It +detects when the variance in `responsetime` is unusual compared to past +application behavior. + +.Example 10: Analyzing response times with the high_varp function +[source,js] +-------------------------------------------------- +{ + "function" : "high_varp", + "field_name" : "responsetime", + "by_field_name" : "application" +} +-------------------------------------------------- +// NOTCONSOLE + +If you use this `high_varp` function in a detector in your {anomaly-job}, it +models the variance in values of `responsetime` for each application over time. +It detects when the variance in `responsetime` is unusual compared to past +application behavior. + +.Example 11: Analyzing response times with the low_varp function +[source,js] +-------------------------------------------------- +{ + "function" : "low_varp", + "field_name" : "responsetime", + "by_field_name" : "application" +} +-------------------------------------------------- +// NOTCONSOLE + +If you use this `low_varp` function in a detector in your {anomaly-job}, it +models the variance in values of `responsetime` for each application over time. +It detects when the variance in `responsetime` is unusual compared to past +application behavior. diff --git a/docs/en/stack/ml/anomaly-detection/functions/ml-rare-functions.asciidoc b/docs/en/stack/ml/anomaly-detection/functions/ml-rare-functions.asciidoc new file mode 100644 index 000000000..69378d64f --- /dev/null +++ b/docs/en/stack/ml/anomaly-detection/functions/ml-rare-functions.asciidoc @@ -0,0 +1,136 @@ +[[ml-rare-functions]] += Rare functions + +The rare functions detect values that occur rarely in time or rarely for a +population. + +The `rare` analysis detects anomalies according to the number of distinct rare +values. This differs from `freq_rare`, which detects anomalies according to the +number of times (frequency) rare values occur. + +[NOTE] +==== +* The `rare` and `freq_rare` functions should not be used in conjunction with +`exclude_frequent`. +* You cannot create forecasts for {anomaly-jobs} that contain `rare` or +`freq_rare` functions. +* You cannot add rules with conditions to detectors that use `rare` or +`freq_rare` functions. +* Shorter bucket spans (less than 1 hour, for example) are recommended when +looking for rare events. The functions model whether something happens in a +bucket at least once. With longer bucket spans, it is more likely that +entities will be seen in a bucket and therefore they appear less rare. +Picking the ideal bucket span depends on the characteristics of the data +with shorter bucket spans typically being measured in minutes, not hours. +* To model rare data, a learning period of at least 20 buckets is required +for typical data. +==== + +The {ml-features} include the following rare functions: + +* <> +* <> + + +[discrete] +[[ml-rare]] +== Rare + +The `rare` function detects values that occur rarely in time or rarely for a +population. It detects anomalies according to the number of distinct rare values. + +This function supports the following properties: + +* `by_field_name` (required) +* `over_field_name` (optional) +* `partition_field_name` (optional) + +For more information about those properties, see the +{ref}/ml-put-job.html#ml-put-job-request-body[create {anomaly-jobs} API]. + +.Example 1: Analyzing status codes with the rare function +[source,js] +-------------------------------------------------- +{ + "function" : "rare", + "by_field_name" : "status" +} +-------------------------------------------------- +// NOTCONSOLE + +If you use this `rare` function in a detector in your {anomaly-job}, it detects +values that are rare in time. It models status codes that occur over time and +detects when rare status codes occur compared to the past. For example, you can +detect status codes in a web access log that have never (or rarely) occurred +before. + +.Example 2: Analyzing status codes in a population with the rare function +[source,js] +-------------------------------------------------- +{ + "function" : "rare", + "by_field_name" : "status", + "over_field_name" : "clientip" +} +-------------------------------------------------- +// NOTCONSOLE + +If you use this `rare` function in a detector in your {anomaly-job}, it detects +values that are rare in a population. It models status code and client IP +interactions that occur. It defines a rare status code as one that occurs for +few client IP values compared to the population. It detects client IP values +that experience one or more distinct rare status codes compared to the +population. For example in a web access log, a `clientip` that experiences the +highest number of different rare status codes compared to the population is +regarded as highly anomalous. This analysis is based on the number of different +status code values, not the count of occurrences. + +NOTE: To define a status code as rare the {ml-features} look at the number +of distinct status codes that occur, not the number of times the status code +occurs. If a single client IP experiences a single unique status code, this +is rare, even if it occurs for that client IP in every bucket. + +[discrete] +[[ml-freq-rare]] +== Freq_rare + +The `freq_rare` function detects values that occur rarely for a population. +It detects anomalies according to the number of times (frequency) that rare +values occur. + +This function supports the following properties: + +* `by_field_name` (required) +* `over_field_name` (required) +* `partition_field_name` (optional) + +For more information about those properties, see the +{ref}/ml-put-job.html#ml-put-job-request-body[create {anomaly-jobs} API]. + +.Example 3: Analyzing URI values in a population with the freq_rare function +[source,js] +-------------------------------------------------- +{ + "function" : "freq_rare", + "by_field_name" : "uri", + "over_field_name" : "clientip" +} +-------------------------------------------------- +// NOTCONSOLE + +If you use this `freq_rare` function in a detector in your {anomaly-job}, it +detects values that are frequently rare in a population. It models URI paths and +client IP interactions that occur. It defines a rare URI path as one that is +visited by few client IP values compared to the population. It detects the +client IP values that experience many interactions with rare URI paths compared +to the population. For example in a web access log, a client IP that visits +one or more rare URI paths many times compared to the population is regarded as +highly anomalous. This analysis is based on the count of interactions with rare +URI paths, not the number of different URI path values. + + +NOTE: Defining a URI path as rare happens the same way as you can see in the +case of the status codes above: the analytics consider the number of distinct +values that occur and not the number of times the URI path occurs. If a single +client IP visits a single unique URI path, this is rare, even if it +occurs for that client IP in every bucket. diff --git a/docs/en/stack/ml/anomaly-detection/functions/ml-sum-functions.asciidoc b/docs/en/stack/ml/anomaly-detection/functions/ml-sum-functions.asciidoc new file mode 100644 index 000000000..f0b8b8389 --- /dev/null +++ b/docs/en/stack/ml/anomaly-detection/functions/ml-sum-functions.asciidoc @@ -0,0 +1,113 @@ +[[ml-sum-functions]] += Sum functions + +The sum functions detect anomalies when the sum of a field in a bucket is +anomalous. + +If you want to monitor unusually high totals, use high-sided functions. + +If want to look at drops in totals, use low-sided functions. + +If your data is sparse, use `non_null_sum` functions. Buckets without values are +ignored; buckets with a zero value are analyzed. + +The {ml-features} include the following sum functions: + +* xref:ml-sum[`sum`, `high_sum`, `low_sum`] +* xref:ml-nonnull-sum[`non_null_sum`, `high_non_null_sum`, `low_non_null_sum`] + +[discrete] +[[ml-sum]] +== Sum, high_sum, low_sum + +The `sum` function detects anomalies where the sum of a field in a bucket is +anomalous. + +If you want to monitor unusually high sum values, use the `high_sum` function. + +If you want to monitor unusually low sum values, use the `low_sum` function. + +These functions support the following properties: + +* `field_name` (required) +* `by_field_name` (optional) +* `over_field_name` (optional) +* `partition_field_name` (optional) + +For more information about those properties, see the +{ref}/ml-put-job.html#ml-put-job-request-body[create {anomaly-jobs} API]. + +.Example 1: Analyzing total expenses with the sum function +[source,js] +-------------------------------------------------- +{ + "function" : "sum", + "field_name" : "expenses", + "by_field_name" : "costcenter", + "over_field_name" : "employee" +} +-------------------------------------------------- +// NOTCONSOLE + +If you use this `sum` function in a detector in your {anomaly-job}, it +models total expenses per employees for each cost center. For each time bucket, +it detects when an employee’s expenses are unusual for a cost center compared +to other employees. + +.Example 2: Analyzing total bytes with the high_sum function +[source,js] +-------------------------------------------------- +{ + "function" : "high_sum", + "field_name" : "cs_bytes", + "over_field_name" : "cs_host" +} +-------------------------------------------------- +// NOTCONSOLE + +If you use this `high_sum` function in a detector in your {anomaly-job}, it +models total `cs_bytes`. It detects `cs_hosts` that transfer unusually high +volumes compared to other `cs_hosts`. This example looks for volumes of data +transferred from a client to a server on the internet that are unusual compared +to other clients. This scenario could be useful to detect data exfiltration or +to find users that are abusing internet privileges. + +[discrete] +[[ml-nonnull-sum]] +== Non_null_sum, high_non_null_sum, low_non_null_sum + +The `non_null_sum` function is useful if your data is sparse. Buckets without +values are ignored and buckets with a zero value are analyzed. + +If you want to monitor unusually high totals, use the `high_non_null_sum` +function. + +If you want to look at drops in totals, use the `low_non_null_sum` function. + +These functions support the following properties: + +* `field_name` (required) +* `by_field_name` (optional) +* `partition_field_name` (optional) + +For more information about those properties, see the +{ref}/ml-put-job.html#ml-put-job-request-body[create {anomaly-jobs} API]. + +NOTE: Population analysis (that is to say, use of the `over_field_name` property) +is not applicable for this function. + +.Example 3: Analyzing employee approvals with the high_non_null_sum function +[source,js] +-------------------------------------------------- +{ + "function" : "high_non_null_sum", + "field_name" : "amount_approved", + "by_field_name" : "employee" +} +-------------------------------------------------- +// NOTCONSOLE + +If you use this `high_non_null_sum` function in a detector in your {anomaly-job}, +it models the total `amount_approved` for each employee. It ignores any buckets +where the amount is null. It detects employees who approve unusually high +amounts compared to their past behavior. diff --git a/docs/en/stack/ml/anomaly-detection/functions/ml-time-functions.asciidoc b/docs/en/stack/ml/anomaly-detection/functions/ml-time-functions.asciidoc new file mode 100644 index 000000000..7e2301dca --- /dev/null +++ b/docs/en/stack/ml/anomaly-detection/functions/ml-time-functions.asciidoc @@ -0,0 +1,112 @@ +[[ml-time-functions]] += Time functions + +The time functions detect events that happen at unusual times, either of the day +or of the week. These functions can be used to find unusual patterns of +behavior, typically associated with suspicious user activity. + +The {ml-features} include the following time functions: + +* <> +* <> + + +[NOTE] +==== +* You cannot create forecasts for {anomaly-jobs} that contain time +functions. +* The `time_of_day` function is not aware of the difference between days, for +instance work days and weekends. When modeling different days, use the +`time_of_week` function. In general, the `time_of_week` function is more suited +to modeling the behavior of people rather than machines, as people vary their +behavior according to the day of the week. +* Shorter bucket spans (for example, 10 minutes) are recommended when performing +a `time_of_day` or `time_of_week` analysis. The time of the events being modeled +are not affected by the bucket span, but a shorter bucket span enables quicker +alerting on unusual events. +* Unusual events are flagged based on the previous pattern of the data, not on +what we might think of as unusual based on human experience. So, if events +typically occur between 3 a.m. and 5 a.m., an event occurring at 3 p.m. is +flagged as unusual. +* When Daylight Saving Time starts or stops, regular events can be flagged as +anomalous. This situation occurs because the actual time of the event (as +measured against a UTC baseline) has changed. This situation is treated as a +step change in behavior and the new times will be learned quickly. +==== + +[discrete] +[[ml-time-of-day]] +== Time_of_day + +The `time_of_day` function detects when events occur that are outside normal +usage patterns. For example, it detects unusual activity in the middle of the +night. + +The function expects daily behavior to be similar. If you expect the behavior of +your data to differ on Saturdays compared to Wednesdays, the `time_of_week` +function is more appropriate. + +This function supports the following properties: + +* `by_field_name` (optional) +* `over_field_name` (optional) +* `partition_field_name` (optional) + +For more information about those properties, see the +{ref}/ml-put-job.html#ml-put-job-request-body[create {anomaly-jobs} API]. + +.Example 1: Analyzing events with the time_of_day function +[source,js] +-------------------------------------------------- +{ + "function" : "time_of_day", + "by_field_name" : "process" +} +-------------------------------------------------- +// NOTCONSOLE + +If you use this `time_of_day` function in a detector in your {anomaly-job}, it +models when events occur throughout a day for each process. It detects when an +event occurs for a process that is at an unusual time in the day compared to +its past behavior. + +[discrete] +[[ml-time-of-week]] +== Time_of_week + +The `time_of_week` function detects when events occur that are outside normal +usage patterns. For example, it detects login events on the weekend. + +IMPORTANT: The `time_of_week` function models time in epoch seconds modulo the + duration of a week in seconds. It means that the `typical` and `actual` values + are seconds after a whole number of weeks since 1/1/1970 in UTC which is a + Thursday. For example, a value of `475` is 475 seconds after midnight on + Thursday in UTC. + +This function supports the following properties: + +* `by_field_name` (optional) +* `over_field_name` (optional) +* `partition_field_name` (optional) + +For more information about those properties, see the +{ref}/ml-put-job.html#ml-put-job-request-body[create {anomaly-jobs} API]. + +.Example 2: Analyzing events with the time_of_week function +[source,js] +-------------------------------------------------- +{ + "function" : "time_of_week", + "by_field_name" : "eventcode", + "over_field_name" : "workstation" +} +-------------------------------------------------- +// NOTCONSOLE + +If you use this `time_of_week` function in a detector in your {anomaly-job}, it +models when events occur throughout the week for each `eventcode`. It detects +when a workstation event occurs at an unusual time during the week for that +`eventcode` compared to other workstations. It detects events for a +particular workstation that are outside the normal usage pattern. + + diff --git a/docs/en/stack/ml/anomaly-detection/index.asciidoc b/docs/en/stack/ml/anomaly-detection/index.asciidoc index 6a24d3ba0..eb1fa9831 100644 --- a/docs/en/stack/ml/anomaly-detection/index.asciidoc +++ b/docs/en/stack/ml/anomaly-detection/index.asciidoc @@ -56,40 +56,48 @@ include::ml-ad-resources.asciidoc[leveloffset=+1] include::ml-limitations.asciidoc[leveloffset=+2] -include::{es-repo-dir}/ml/anomaly-detection/functions/ml-functions.asciidoc[leveloffset=+2] +include::ml-ad-troubleshooting.asciidoc[leveloffset=+2] -include::ootb-ml-jobs.asciidoc[leveloffset=+2] +// include::{es-repo-dir}/ml/anomaly-detection/functions/ml-functions.asciidoc[leveloffset=+2] +include::functions/ml-functions.asciidoc[leveloffset=+1] +// include::{es-repo-dir}/ml/anomaly-detection/functions/ml-count-functions.asciidoc[] +include::functions/ml-count-functions.asciidoc[leveloffset=+2] -include::ml-ad-troubleshooting.asciidoc[leveloffset=+2] +// include::{es-repo-dir}/ml/anomaly-detection/functions/ml-geo-functions.asciidoc[] +include::functions/ml-geo-functions.asciidoc[leveloffset=+2] -include::ootb-ml-jobs-apache.asciidoc[] +// include::{es-repo-dir}/ml/anomaly-detection/functions/ml-info-functions.asciidoc[] +include::functions/ml-info-functions.asciidoc[leveloffset=+2] -include::ootb-ml-jobs-apm.asciidoc[] +// include::{es-repo-dir}/ml/anomaly-detection/functions/ml-metric-functions.asciidoc[] +include::functions/ml-metric-functions.asciidoc[leveloffset=+2] -include::ootb-ml-jobs-auditbeat.asciidoc[] +// include::{es-repo-dir}/ml/anomaly-detection/functions/ml-rare-functions.asciidoc[] +include::functions/ml-rare-functions.asciidoc[leveloffset=+2] -include::ootb-ml-jobs-logs-ui.asciidoc[] +// include::{es-repo-dir}/ml/anomaly-detection/functions/ml-sum-functions.asciidoc[] +include::functions/ml-sum-functions.asciidoc[leveloffset=+2] +// include::{es-repo-dir}/ml/anomaly-detection/functions/ml-time-functions.asciidoc[] +include::functions/ml-time-functions.asciidoc[leveloffset=+2] -include::ootb-ml-jobs-metricbeat.asciidoc[] +include::ootb-ml-jobs.asciidoc[leveloffset=+1] -include::ootb-ml-jobs-metrics-ui.asciidoc[] +include::ootb-ml-jobs-apache.asciidoc[leveloffset=+2] -include::ootb-ml-jobs-nginx.asciidoc[] +include::ootb-ml-jobs-apm.asciidoc[leveloffset=+2] -include::ootb-ml-jobs-siem.asciidoc[] +include::ootb-ml-jobs-auditbeat.asciidoc[leveloffset=+2] -include::ootb-ml-jobs-uptime.asciidoc[] +include::ootb-ml-jobs-logs-ui.asciidoc[leveloffset=+2] -include::{es-repo-dir}/ml/anomaly-detection/functions/ml-count-functions.asciidoc[] +include::ootb-ml-jobs-metricbeat.asciidoc[leveloffset=+2] -include::{es-repo-dir}/ml/anomaly-detection/functions/ml-geo-functions.asciidoc[] +include::ootb-ml-jobs-metrics-ui.asciidoc[leveloffset=+2] -include::{es-repo-dir}/ml/anomaly-detection/functions/ml-info-functions.asciidoc[] +include::ootb-ml-jobs-nginx.asciidoc[leveloffset=+2] -include::{es-repo-dir}/ml/anomaly-detection/functions/ml-metric-functions.asciidoc[] +include::ootb-ml-jobs-siem.asciidoc[leveloffset=+2] -include::{es-repo-dir}/ml/anomaly-detection/functions/ml-rare-functions.asciidoc[] +include::ootb-ml-jobs-uptime.asciidoc[leveloffset=+2] -include::{es-repo-dir}/ml/anomaly-detection/functions/ml-sum-functions.asciidoc[] -include::{es-repo-dir}/ml/anomaly-detection/functions/ml-time-functions.asciidoc[] diff --git a/docs/en/stack/ml/anomaly-detection/ootb-ml-jobs-apache.asciidoc b/docs/en/stack/ml/anomaly-detection/ootb-ml-jobs-apache.asciidoc index a63d5694c..91dd0a51e 100644 --- a/docs/en/stack/ml/anomaly-detection/ootb-ml-jobs-apache.asciidoc +++ b/docs/en/stack/ml/anomaly-detection/ootb-ml-jobs-apache.asciidoc @@ -1,4 +1,4 @@ -["appendix",role="exclude",id="ootb-ml-jobs-apache"] +[[ootb-ml-jobs-apache]] = Apache {anomaly-detect} configurations // tag::apache-jobs[] diff --git a/docs/en/stack/ml/anomaly-detection/ootb-ml-jobs-apm.asciidoc b/docs/en/stack/ml/anomaly-detection/ootb-ml-jobs-apm.asciidoc index cd7cdd9d1..c685b9db0 100644 --- a/docs/en/stack/ml/anomaly-detection/ootb-ml-jobs-apm.asciidoc +++ b/docs/en/stack/ml/anomaly-detection/ootb-ml-jobs-apm.asciidoc @@ -1,4 +1,4 @@ -["appendix",role="exclude",id="ootb-ml-jobs-apm"] +[[ootb-ml-jobs-apm]] = APM {anomaly-detect} configurations This {anomaly-job} appears in the {apm-app} and the {ml-app} app when you have diff --git a/docs/en/stack/ml/anomaly-detection/ootb-ml-jobs-auditbeat.asciidoc b/docs/en/stack/ml/anomaly-detection/ootb-ml-jobs-auditbeat.asciidoc index 537c687bf..027d520d7 100644 --- a/docs/en/stack/ml/anomaly-detection/ootb-ml-jobs-auditbeat.asciidoc +++ b/docs/en/stack/ml/anomaly-detection/ootb-ml-jobs-auditbeat.asciidoc @@ -1,4 +1,4 @@ -["appendix",role="exclude",id="ootb-ml-jobs-auditbeat"] +[[ootb-ml-jobs-auditbeat]] = {auditbeat} {anomaly-detect} configurations // tag::auditbeat-jobs[] diff --git a/docs/en/stack/ml/anomaly-detection/ootb-ml-jobs-logs-ui.asciidoc b/docs/en/stack/ml/anomaly-detection/ootb-ml-jobs-logs-ui.asciidoc index c15e3f815..2faa037a1 100644 --- a/docs/en/stack/ml/anomaly-detection/ootb-ml-jobs-logs-ui.asciidoc +++ b/docs/en/stack/ml/anomaly-detection/ootb-ml-jobs-logs-ui.asciidoc @@ -1,4 +1,4 @@ -["appendix",role="exclude",id="ootb-ml-jobs-logs-ui"] +[[ootb-ml-jobs-logs-ui]] = Logs {anomaly-detect} configurations These {anomaly-jobs} appear by default in the diff --git a/docs/en/stack/ml/anomaly-detection/ootb-ml-jobs-metricbeat.asciidoc b/docs/en/stack/ml/anomaly-detection/ootb-ml-jobs-metricbeat.asciidoc index e2a8ebee7..1b163e687 100644 --- a/docs/en/stack/ml/anomaly-detection/ootb-ml-jobs-metricbeat.asciidoc +++ b/docs/en/stack/ml/anomaly-detection/ootb-ml-jobs-metricbeat.asciidoc @@ -1,4 +1,4 @@ -["appendix",role="exclude",id="ootb-ml-jobs-metricbeat"] +[[ootb-ml-jobs-metricbeat]] = {metricbeat} {anomaly-detect} configurations These {anomaly-job} wizards appear in {kib} if you use the diff --git a/docs/en/stack/ml/anomaly-detection/ootb-ml-jobs-metrics-ui.asciidoc b/docs/en/stack/ml/anomaly-detection/ootb-ml-jobs-metrics-ui.asciidoc index 3136f1603..6974b7b6d 100644 --- a/docs/en/stack/ml/anomaly-detection/ootb-ml-jobs-metrics-ui.asciidoc +++ b/docs/en/stack/ml/anomaly-detection/ootb-ml-jobs-metrics-ui.asciidoc @@ -1,4 +1,4 @@ -["appendix",role="exclude",id="ootb-ml-jobs-metrics-ui"] +[[ootb-ml-jobs-metrics-ui]] = Metrics {anomaly-detect} configurations These {anomaly-jobs} can be created in the {observability-guide}/analyze-metrics.html[{infrastructure-app}] in {kib}. diff --git a/docs/en/stack/ml/anomaly-detection/ootb-ml-jobs-nginx.asciidoc b/docs/en/stack/ml/anomaly-detection/ootb-ml-jobs-nginx.asciidoc index 938f33913..c6583ce61 100644 --- a/docs/en/stack/ml/anomaly-detection/ootb-ml-jobs-nginx.asciidoc +++ b/docs/en/stack/ml/anomaly-detection/ootb-ml-jobs-nginx.asciidoc @@ -1,4 +1,4 @@ -["appendix",role="exclude",id="ootb-ml-jobs-nginx"] +[[ootb-ml-jobs-nginx]] = Nginx {anomaly-detect} configurations // tag::nginx-jobs[] diff --git a/docs/en/stack/ml/anomaly-detection/ootb-ml-jobs-siem.asciidoc b/docs/en/stack/ml/anomaly-detection/ootb-ml-jobs-siem.asciidoc index d770692f9..9673e45fe 100644 --- a/docs/en/stack/ml/anomaly-detection/ootb-ml-jobs-siem.asciidoc +++ b/docs/en/stack/ml/anomaly-detection/ootb-ml-jobs-siem.asciidoc @@ -1,4 +1,4 @@ -["appendix",role="exclude",id="ootb-ml-jobs-siem"] +[[ootb-ml-jobs-siem]] = Security {anomaly-detect} configurations // tag::siem-jobs[] diff --git a/docs/en/stack/ml/anomaly-detection/ootb-ml-jobs-uptime.asciidoc b/docs/en/stack/ml/anomaly-detection/ootb-ml-jobs-uptime.asciidoc index dec44e182..d1215783f 100644 --- a/docs/en/stack/ml/anomaly-detection/ootb-ml-jobs-uptime.asciidoc +++ b/docs/en/stack/ml/anomaly-detection/ootb-ml-jobs-uptime.asciidoc @@ -1,4 +1,4 @@ -["appendix",role="exclude",id="ootb-ml-jobs-uptime"] +[[ootb-ml-jobs-uptime]] = Uptime {anomaly-detect} configurations If you have appropriate {heartbeat} data in {es}, you can enable this diff --git a/docs/en/stack/ml/anomaly-detection/ootb-ml-jobs.asciidoc b/docs/en/stack/ml/anomaly-detection/ootb-ml-jobs.asciidoc index 7aa98eb05..eb8c8136f 100644 --- a/docs/en/stack/ml/anomaly-detection/ootb-ml-jobs.asciidoc +++ b/docs/en/stack/ml/anomaly-detection/ootb-ml-jobs.asciidoc @@ -1,4 +1,3 @@ -[role="xpack"] [[ootb-ml-jobs]] = Supplied {anomaly-detect} configurations ++++ From 16da3198e6206768f67a5d87030f556745c3d2c5 Mon Sep 17 00:00:00 2001 From: Kirti Sodhi <109447885+sodhikirti07@users.noreply.github.com> Date: Tue, 28 Jan 2025 19:22:23 -0500 Subject: [PATCH 14/24] Add details for the new `Security: Host` module to OOTB ML jobs doc (#2909) Add details for the new security host module to ootb ml jobs doc --- .../ootb-ml-jobs-siem.asciidoc | 35 ++++++++++++++++++- 1 file changed, 34 insertions(+), 1 deletion(-) diff --git a/docs/en/stack/ml/anomaly-detection/ootb-ml-jobs-siem.asciidoc b/docs/en/stack/ml/anomaly-detection/ootb-ml-jobs-siem.asciidoc index 9673e45fe..797f50312 100644 --- a/docs/en/stack/ml/anomaly-detection/ootb-ml-jobs-siem.asciidoc +++ b/docs/en/stack/ml/anomaly-detection/ootb-ml-jobs-siem.asciidoc @@ -116,6 +116,39 @@ for data that matches the query. |=== // end::security-cloudtrail-jobs[] +[discrete] +[[security-host-jobs]] +== Security: Host + +Anomaly detection jobs for host-based threat hunting and detection. + +In the {ml-app} app, these configurations are available only when data exists +that matches the query specified in the +https://github.com/elastic/kibana/blob/{branch}/x-pack/platform/plugins/shared/ml/server/models/data_recognizer/modules/security_host/manifest.json[manifest file]. +In the {security-app}, it looks in the {data-source} specified in the +{kibana-ref}/advanced-options.html#securitysolution-defaultindex[`securitySolution:defaultIndex` advanced setting] +for data that matches the query. + +To access the host traffic anomalies dashboard in Kibana, go to: `Security -> Dashboards -> Host Traffic Anomalies`. + +// tag::security-host-jobs[] + +|=== +|Name |Description |Job |Datafeed + +|high_count_events_for_a_host_name +|Looks for a sudden spike in host based traffic. This can be due to a range of security issues, such as a compromised system, DDoS attacks, malware infections, privilege escalation, or data exfiltration. +|https://github.com/elastic/kibana/blob/{branch}/x-pack/platform/plugins/shared/ml/server/models/data_recognizer/modules/security_host/ml/high_count_events_for_a_host_name.json[image:images/link.svg[A link icon]] +|https://github.com/elastic/kibana/blob/{branch}/x-pack/platform/plugins/shared/ml/server/models/data_recognizer/modules/security_host/ml/datafeed_high_count_events_for_a_host_name.json[image:images/link.svg[A link icon]] + +|low_count_events_for_a_host_name +|Looks for a sudden drop in host based traffic. This can be due to a range of security issues, such as a compromised system, a failed service, or a network misconfiguration. +|https://github.com/elastic/kibana/blob/{branch}/x-pack/platform/plugins/shared/ml/server/models/data_recognizer/modules/security_host/ml/low_count_events_for_a_host_name.json[image:images/link.svg[A link icon]] +|https://github.com/elastic/kibana/blob/{branch}/x-pack/platform/plugins/shared/ml/server/models/data_recognizer/modules/security_host/ml/datafeed_low_count_events_for_a_host_name.json[image:images/link.svg[A link icon]] + +|=== +// end::security-host-jobs[] + [discrete] [[security-linux-jobs]] == Security: Linux @@ -548,4 +581,4 @@ The job configurations and datafeeds can be found https://github.com/elastic/integrations/blob/main/packages/lmd/kibana/ml_module/lmd-ml.json[here]. // end::security-windows-jobs[] -// end::siem-jobs[] \ No newline at end of file +// end::siem-jobs[] From 419ac062789e400a4f287ff418c65de7acf4c221 Mon Sep 17 00:00:00 2001 From: David Kyle Date: Wed, 29 Jan 2025 08:44:33 +0000 Subject: [PATCH 15/24] Add BGE reranker model to list of recommended (#2824) --- docs/en/stack/ml/nlp/ml-nlp-model-ref.asciidoc | 1 + 1 file changed, 1 insertion(+) diff --git a/docs/en/stack/ml/nlp/ml-nlp-model-ref.asciidoc b/docs/en/stack/ml/nlp/ml-nlp-model-ref.asciidoc index 9e57196ca..dd664147b 100644 --- a/docs/en/stack/ml/nlp/ml-nlp-model-ref.asciidoc +++ b/docs/en/stack/ml/nlp/ml-nlp-model-ref.asciidoc @@ -164,6 +164,7 @@ You can use these text similarity models for {ref}/semantic-reranking.html#seman * https://huggingface.co/cross-encoder/ms-marco-TinyBERT-L-2-v2[ms marco TinyBERT L2 v2] * https://huggingface.co/cross-encoder/ms-marco-MiniLM-L-6-v2[ms marco MiniLM L6 v2] +* https://huggingface.co/BAAI/bge-reranker-base[BAAI/bge-reranker-base] [discrete] [[ml-nlp-model-ref-zero-shot]] From 24d1bfce35f7f97c4a5463e8fc6c224d6e6f6a42 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Istv=C3=A1n=20Zolt=C3=A1n=20Szab=C3=B3?= Date: Wed, 29 Jan 2025 11:57:52 +0100 Subject: [PATCH 16/24] [DOCS] Fixes a conf line in ELSER docs. (#2919) --- docs/en/stack/ml/nlp/ml-nlp-elser.asciidoc | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/en/stack/ml/nlp/ml-nlp-elser.asciidoc b/docs/en/stack/ml/nlp/ml-nlp-elser.asciidoc index bf5c272da..ddb000c42 100644 --- a/docs/en/stack/ml/nlp/ml-nlp-elser.asciidoc +++ b/docs/en/stack/ml/nlp/ml-nlp-elser.asciidoc @@ -390,7 +390,7 @@ following line to the `config/elasticsearch.yml` file: + -- ``` -xpack.ml.model_repository: file://${path.home}/config/models/` +xpack.ml.model_repository: file://${path.home}/config/models/ ``` -- . Repeat step 2 and step 3 on all master-eligible nodes. From 727823d300b2ebd82bd7552f5602c591f17a086a Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Istv=C3=A1n=20Zolt=C3=A1n=20Szab=C3=B3?= Date: Wed, 29 Jan 2025 12:36:08 +0100 Subject: [PATCH 17/24] Update anomaly-detection-scale.asciidoc (#2922) As title states. --- .../stack/ml/anomaly-detection/anomaly-detection-scale.asciidoc | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/en/stack/ml/anomaly-detection/anomaly-detection-scale.asciidoc b/docs/en/stack/ml/anomaly-detection/anomaly-detection-scale.asciidoc index 5326b8567..d338f9101 100644 --- a/docs/en/stack/ml/anomaly-detection/anomaly-detection-scale.asciidoc +++ b/docs/en/stack/ml/anomaly-detection/anomaly-detection-scale.asciidoc @@ -65,7 +65,7 @@ size of a {ml} node. Creating {ml-jobs} with model memory limits larger than the maximum node size can support is not allowed, as autoscaling cannot add a node big enough to run the job. On a self-managed deployment, you can set `xpack.ml.max_model_memory_limit` according to the available resources of the -{ml} node. This prevents you from you creating jobs with model memory limits too +{ml} node. This prevents you from creating jobs with model memory limits too high to open in your cluster. [discrete] From ce226c8f1ed7c47d4503618e77259270a96bf4cb Mon Sep 17 00:00:00 2001 From: Lisa Cawley Date: Wed, 29 Jan 2025 07:28:21 -0800 Subject: [PATCH 18/24] [DOCS] Remove temporary function files (#2912) --- .../functions/ml-count-functions.asciidoc | 285 --------------- .../functions/ml-functions.asciidoc | 43 --- .../functions/ml-geo-functions.asciidoc | 85 ----- .../functions/ml-info-functions.asciidoc | 90 ----- .../functions/ml-metric-functions.asciidoc | 325 ------------------ .../functions/ml-rare-functions.asciidoc | 136 -------- .../functions/ml-sum-functions.asciidoc | 113 ------ .../functions/ml-time-functions.asciidoc | 112 ------ .../stack/ml/anomaly-detection/index.asciidoc | 27 +- 9 files changed, 11 insertions(+), 1205 deletions(-) delete mode 100644 docs/en/stack/ml/anomaly-detection/functions/ml-count-functions.asciidoc delete mode 100644 docs/en/stack/ml/anomaly-detection/functions/ml-functions.asciidoc delete mode 100644 docs/en/stack/ml/anomaly-detection/functions/ml-geo-functions.asciidoc delete mode 100644 docs/en/stack/ml/anomaly-detection/functions/ml-info-functions.asciidoc delete mode 100644 docs/en/stack/ml/anomaly-detection/functions/ml-metric-functions.asciidoc delete mode 100644 docs/en/stack/ml/anomaly-detection/functions/ml-rare-functions.asciidoc delete mode 100644 docs/en/stack/ml/anomaly-detection/functions/ml-sum-functions.asciidoc delete mode 100644 docs/en/stack/ml/anomaly-detection/functions/ml-time-functions.asciidoc diff --git a/docs/en/stack/ml/anomaly-detection/functions/ml-count-functions.asciidoc b/docs/en/stack/ml/anomaly-detection/functions/ml-count-functions.asciidoc deleted file mode 100644 index 54298e80b..000000000 --- a/docs/en/stack/ml/anomaly-detection/functions/ml-count-functions.asciidoc +++ /dev/null @@ -1,285 +0,0 @@ -[[ml-count-functions]] -= Count functions - -Count functions detect anomalies when the number of events in a bucket is -anomalous. - -Use `non_zero_count` functions if your data is sparse and you want to ignore -cases where the bucket count is zero. - -Use `distinct_count` functions to determine when the number of distinct values -in one field is unusual, as opposed to the total count. - -Use high-sided functions if you want to monitor unusually high event rates. -Use low-sided functions if you want to look at drops in event rate. - -The {ml-features} include the following count functions: - -* xref:ml-count[`count`, `high_count`, `low_count`] -* xref:ml-nonzero-count[`non_zero_count`, `high_non_zero_count`, `low_non_zero_count`] -* xref:ml-distinct-count[`distinct_count`, `high_distinct_count`, `low_distinct_count`] - -[discrete] -[[ml-count]] -== Count, high_count, low_count - -The `count` function detects anomalies when the number of events in a bucket is -anomalous. - -The `high_count` function detects anomalies when the count of events in a bucket -are unusually high. - -The `low_count` function detects anomalies when the count of events in a bucket -are unusually low. - -These functions support the following properties: - -* `by_field_name` (optional) -* `over_field_name` (optional) -* `partition_field_name` (optional) - -For more information about those properties, see the -{ref}/ml-put-job.html#ml-put-job-request-body[create {anomaly-jobs} API]. - -.Example 1: Analyzing events with the count function -[source,console] --------------------------------------------------- -PUT _ml/anomaly_detectors/example1 -{ - "analysis_config": { - "detectors": [{ - "function" : "count" - }] - }, - "data_description": { - "time_field":"timestamp", - "time_format": "epoch_ms" - } -} --------------------------------------------------- -// TEST[skip:needs-licence] - -This example is probably the simplest possible analysis. It identifies -time buckets during which the overall count of events is higher or lower than -usual. - -When you use this function in a detector in your {anomaly-job}, it models the -event rate and detects when the event rate is unusual compared to its past -behavior. - -.Example 2: Analyzing errors with the high_count function -[source,console] --------------------------------------------------- -PUT _ml/anomaly_detectors/example2 -{ - "analysis_config": { - "detectors": [{ - "function" : "high_count", - "by_field_name" : "error_code", - "over_field_name": "user" - }] - }, - "data_description": { - "time_field":"timestamp", - "time_format": "epoch_ms" - } -} --------------------------------------------------- -// TEST[skip:needs-licence] - -If you use this `high_count` function in a detector in your {anomaly-job}, it -models the event rate for each error code. It detects users that generate an -unusually high count of error codes compared to other users. - - -.Example 3: Analyzing status codes with the low_count function -[source,console] --------------------------------------------------- -PUT _ml/anomaly_detectors/example3 -{ - "analysis_config": { - "detectors": [{ - "function" : "low_count", - "by_field_name" : "status_code" - }] - }, - "data_description": { - "time_field":"timestamp", - "time_format": "epoch_ms" - } -} --------------------------------------------------- -// TEST[skip:needs-licence] - -In this example, the function detects when the count of events for a status code -is lower than usual. - -When you use this function in a detector in your {anomaly-job}, it models the -event rate for each status code and detects when a status code has an unusually -low count compared to its past behavior. - -.Example 4: Analyzing aggregated data with the count function -[source,console] --------------------------------------------------- -PUT _ml/anomaly_detectors/example4 -{ - "analysis_config": { - "summary_count_field_name" : "events_per_min", - "detectors": [{ - "function" : "count" - }] - }, - "data_description": { - "time_field":"timestamp", - "time_format": "epoch_ms" - } -} --------------------------------------------------- -// TEST[skip:needs-licence] - -If you are analyzing an aggregated `events_per_min` field, do not use a sum -function (for example, `sum(events_per_min)`). Instead, use the count function -and the `summary_count_field_name` property. For more information, see -<>. - -[discrete] -[[ml-nonzero-count]] -== Non_zero_count, high_non_zero_count, low_non_zero_count - -The `non_zero_count` function detects anomalies when the number of events in a -bucket is anomalous, but it ignores cases where the bucket count is zero. Use -this function if you know your data is sparse or has gaps and the gaps are not -important. - -The `high_non_zero_count` function detects anomalies when the number of events -in a bucket is unusually high and it ignores cases where the bucket count is -zero. - -The `low_non_zero_count` function detects anomalies when the number of events in -a bucket is unusually low and it ignores cases where the bucket count is zero. - -These functions support the following properties: - -* `by_field_name` (optional) -* `partition_field_name` (optional) - -For more information about those properties, see the -{ref}/ml-put-job.html#ml-put-job-request-body[create {anomaly-jobs} API]. - -For example, if you have the following number of events per bucket: - -==== - -1,22,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2,43,31,0,0,0,0,0,0,0,0,0,0,0,0,2,1 - -==== - -The `non_zero_count` function models only the following data: - -==== - -1,22,2,43,31,2,1 - -==== - -.Example 5: Analyzing signatures with the high_non_zero_count function -[source,console] --------------------------------------------------- -PUT _ml/anomaly_detectors/example5 -{ - "analysis_config": { - "detectors": [{ - "function" : "high_non_zero_count", - "by_field_name" : "signaturename" - }] - }, - "data_description": { - "time_field":"timestamp", - "time_format": "epoch_ms" - } -} --------------------------------------------------- -// TEST[skip:needs-licence] - -If you use this `high_non_zero_count` function in a detector in your -{anomaly-job}, it models the count of events for the `signaturename` field. It -ignores any buckets where the count is zero and detects when a `signaturename` -value has an unusually high count of events compared to its past behavior. - -NOTE: Population analysis (using an `over_field_name` property value) is not -supported for the `non_zero_count`, `high_non_zero_count`, and -`low_non_zero_count` functions. If you want to do population analysis and your -data is sparse, use the `count` functions, which are optimized for that scenario. - - -[discrete] -[[ml-distinct-count]] -== Distinct_count, high_distinct_count, low_distinct_count - -The `distinct_count` function detects anomalies where the number of distinct -values in one field is unusual. - -The `high_distinct_count` function detects unusually high numbers of distinct -values in one field. - -The `low_distinct_count` function detects unusually low numbers of distinct -values in one field. - -These functions support the following properties: - -* `field_name` (required) -* `by_field_name` (optional) -* `over_field_name` (optional) -* `partition_field_name` (optional) - -For more information about those properties, see the -{ref}/ml-put-job.html#ml-put-job-request-body[create {anomaly-jobs} API]. - -.Example 6: Analyzing users with the distinct_count function -[source,console] --------------------------------------------------- -PUT _ml/anomaly_detectors/example6 -{ - "analysis_config": { - "detectors": [{ - "function" : "distinct_count", - "field_name" : "user" - }] - }, - "data_description": { - "time_field":"timestamp", - "time_format": "epoch_ms" - } -} --------------------------------------------------- -// TEST[skip:needs-licence] - -This `distinct_count` function detects when a system has an unusual number -of logged in users. When you use this function in a detector in your -{anomaly-job}, it models the distinct count of users. It also detects when the -distinct number of users is unusual compared to the past. - -.Example 7: Analyzing ports with the high_distinct_count function -[source,console] --------------------------------------------------- -PUT _ml/anomaly_detectors/example7 -{ - "analysis_config": { - "detectors": [{ - "function" : "high_distinct_count", - "field_name" : "dst_port", - "over_field_name": "src_ip" - }] - }, - "data_description": { - "time_field":"timestamp", - "time_format": "epoch_ms" - } -} --------------------------------------------------- -// TEST[skip:needs-licence] - -This example detects instances of port scanning. When you use this function in a -detector in your {anomaly-job}, it models the distinct count of ports. It also -detects the `src_ip` values that connect to an unusually high number of -different `dst_ports` values compared to other `src_ip` values. diff --git a/docs/en/stack/ml/anomaly-detection/functions/ml-functions.asciidoc b/docs/en/stack/ml/anomaly-detection/functions/ml-functions.asciidoc deleted file mode 100644 index a44e3ceaa..000000000 --- a/docs/en/stack/ml/anomaly-detection/functions/ml-functions.asciidoc +++ /dev/null @@ -1,43 +0,0 @@ -[[ml-functions]] -= Function reference - -The {ml-features} include analysis functions that provide a wide variety of -flexible ways to analyze data for anomalies. - -When you create {anomaly-jobs}, you specify one or more detectors, which define -the type of analysis that needs to be done. If you are creating your job by -using {ml} APIs, you specify the functions in detector configuration objects. -If you are creating your job in {kib}, you specify the functions differently -depending on whether you are creating single metric, multi-metric, or advanced -jobs. -//For a demonstration of creating jobs in {kib}, see <>. - -Most functions detect anomalies in both low and high values. In statistical -terminology, they apply a two-sided test. Some functions offer low and high -variations (for example, `count`, `low_count`, and `high_count`). These variations -apply one-sided tests, detecting anomalies only when the values are low or -high, depending one which alternative is used. - -You can specify a `summary_count_field_name` with any function except `metric`. -When you use `summary_count_field_name`, the {ml} features expect the input -data to be pre-aggregated. The value of the `summary_count_field_name` field -must contain the count of raw events that were summarized. In {kib}, use the -**summary_count_field_name** in advanced {anomaly-jobs}. Analyzing aggregated -input data provides a significant boost in performance. For more information, see -<>. - -If your data is sparse, there may be gaps in the data which means you might have -empty buckets. You might want to treat these as anomalies or you might want these -gaps to be ignored. Your decision depends on your use case and what is important -to you. It also depends on which functions you use. The `sum` and `count` -functions are strongly affected by empty buckets. For this reason, there are -`non_null_sum` and `non_zero_count` functions, which are tolerant to sparse data. -These functions effectively ignore empty buckets. - -* <> -* <> -* <> -* <> -* <> -* <> -* <> diff --git a/docs/en/stack/ml/anomaly-detection/functions/ml-geo-functions.asciidoc b/docs/en/stack/ml/anomaly-detection/functions/ml-geo-functions.asciidoc deleted file mode 100644 index 6c5f075ab..000000000 --- a/docs/en/stack/ml/anomaly-detection/functions/ml-geo-functions.asciidoc +++ /dev/null @@ -1,85 +0,0 @@ -[[ml-geo-functions]] -= Geographic functions - -The geographic functions detect anomalies in the geographic location of the -input data. - -The {ml-features} include the following geographic function: `lat_long`. - -NOTE: You cannot create forecasts for {anomaly-jobs} that contain geographic -functions. You also cannot add rules with conditions to detectors that use -geographic functions. - -[discrete] -[[ml-lat-long]] -== Lat_long - -The `lat_long` function detects anomalies in the geographic location of the -input data. - -This function supports the following properties: - -* `field_name` (required) -* `by_field_name` (optional) -* `over_field_name` (optional) -* `partition_field_name` (optional) - -For more information about those properties, see the -{ref}/ml-put-job.html#ml-put-job-request-body[create {anomaly-jobs} API]. - -.Example 1: Analyzing transactions with the lat_long function -[source,console] --------------------------------------------------- -PUT _ml/anomaly_detectors/example1 -{ - "analysis_config": { - "detectors": [{ - "function" : "lat_long", - "field_name" : "transaction_coordinates", - "by_field_name" : "credit_card_number" - }] - }, - "data_description": { - "time_field":"timestamp", - "time_format": "epoch_ms" - } -} --------------------------------------------------- -// TEST[skip:needs-licence] - -If you use this `lat_long` function in a detector in your {anomaly-job}, it -detects anomalies where the geographic location of a credit card transaction is -unusual for a particular customer’s credit card. An anomaly might indicate -fraud. - -A "typical" value indicates a centroid of a cluster of previously observed -locations that is closest to the "actual" location at that time. For example, -there may be one centroid near the person's home that is associated with the -cluster of local grocery stores and restaurants, and another centroid near the -person's work associated with the cluster of lunch and coffee places. - -IMPORTANT: The `field_name` that you supply must be a single string that -contains two comma-separated numbers of the form `latitude,longitude`, a -`geo_point` field, a `geo_shape` field that contains point values, or a -`geo_centroid` aggregation. The `latitude` and `longitude` must be in the range --180 to 180 and represent a point on the surface of the Earth. - -For example, JSON data might contain the following transaction coordinates: - -[source,js] --------------------------------------------------- -{ - "time": 1460464275, - "transaction_coordinates": "40.7,-74.0", - "credit_card_number": "1234123412341234" -} --------------------------------------------------- -// NOTCONSOLE - -In {es}, location data is likely to be stored in `geo_point` fields. For more -information, see {ref}/geo-point.html[`geo_point` data type]. This data type is -supported natively in {ml-features}. Specifically, when pulling data from a -`geo_point` field, a {dfeed} will transform the data into the appropriate -`lat,lon` string format before sending to the {anomaly-job}. - -For more information, see <>. diff --git a/docs/en/stack/ml/anomaly-detection/functions/ml-info-functions.asciidoc b/docs/en/stack/ml/anomaly-detection/functions/ml-info-functions.asciidoc deleted file mode 100644 index d1cbf39cd..000000000 --- a/docs/en/stack/ml/anomaly-detection/functions/ml-info-functions.asciidoc +++ /dev/null @@ -1,90 +0,0 @@ -[[ml-info-functions]] -= Information content functions - -The information content functions detect anomalies in the amount of information -that is contained in strings within a bucket. These functions can be used as -a more sophisticated method to identify incidences of data exfiltration or -C2C activity, when analyzing the size in bytes of the data might not be sufficient. - -The {ml-features} include the following information content functions: - -* `info_content`, `high_info_content`, `low_info_content` - -[discrete] -[[ml-info-content]] -== Info_content, High_info_content, Low_info_content - -The `info_content` function detects anomalies in the amount of information that -is contained in strings in a bucket. - -If you want to monitor for unusually high amounts of information, -use `high_info_content`. -If want to look at drops in information content, use `low_info_content`. - -These functions support the following properties: - -* `field_name` (required) -* `by_field_name` (optional) -* `over_field_name` (optional) -* `partition_field_name` (optional) - -For more information about those properties, see the -{ref}/ml-put-job.html#ml-put-job-request-body[create {anomaly-jobs} API]. - -.Example 1: Analyzing subdomain strings with the info_content function -[source,js] --------------------------------------------------- -{ - "function" : "info_content", - "field_name" : "subdomain", - "over_field_name" : "highest_registered_domain" -} --------------------------------------------------- -// NOTCONSOLE - -If you use this `info_content` function in a detector in your {anomaly-job}, it -models information that is present in the `subdomain` string. It detects -anomalies where the information content is unusual compared to the other -`highest_registered_domain` values. An anomaly could indicate an abuse of the -DNS protocol, such as malicious command and control activity. - -NOTE: In this example, both high and low values are considered anomalous. -In many use cases, the `high_info_content` function is often a more appropriate -choice. - -.Example 2: Analyzing query strings with the high_info_content function -[source,js] --------------------------------------------------- -{ - "function" : "high_info_content", - "field_name" : "query", - "over_field_name" : "src_ip" -} --------------------------------------------------- -// NOTCONSOLE - -If you use this `high_info_content` function in a detector in your {anomaly-job}, -it models information content that is held in the DNS query string. It detects -`src_ip` values where the information content is unusually high compared to -other `src_ip` values. This example is similar to the example for the -`info_content` function, but it reports anomalies only where the amount of -information content is higher than expected. - -.Example 3: Analyzing message strings with the low_info_content function -[source,js] --------------------------------------------------- -{ - "function" : "low_info_content", - "field_name" : "message", - "by_field_name" : "logfilename" -} --------------------------------------------------- -// NOTCONSOLE - -If you use this `low_info_content` function in a detector in your {anomaly-job}, -it models information content that is present in the message string for each -`logfilename`. It detects anomalies where the information content is low -compared to its past behavior. For example, this function detects unusually low -amounts of information in a collection of rolling log files. Low information -might indicate that a process has entered an infinite loop or that logging -features have been disabled. diff --git a/docs/en/stack/ml/anomaly-detection/functions/ml-metric-functions.asciidoc b/docs/en/stack/ml/anomaly-detection/functions/ml-metric-functions.asciidoc deleted file mode 100644 index bbd9dfc8f..000000000 --- a/docs/en/stack/ml/anomaly-detection/functions/ml-metric-functions.asciidoc +++ /dev/null @@ -1,325 +0,0 @@ -[[ml-metric-functions]] -= Metric functions - -The metric functions include functions such as mean, min and max. These values -are calculated for each bucket. Field values that cannot be converted to -double precision floating point numbers are ignored. - -The {ml-features} include the following metric functions: - -* <> -* <> -* xref:ml-metric-median[`median`, `high_median`, `low_median`] -* xref:ml-metric-mean[`mean`, `high_mean`, `low_mean`] -* <> -* xref:ml-metric-varp[`varp`, `high_varp`, `low_varp`] - -NOTE: You cannot add rules with conditions to detectors that use the `metric` -function. - -[discrete] -[[ml-metric-min]] -== Min - -The `min` function detects anomalies in the arithmetic minimum of a value. -The minimum value is calculated for each bucket. - -High- and low-sided functions are not applicable. - -This function supports the following properties: - -* `field_name` (required) -* `by_field_name` (optional) -* `over_field_name` (optional) -* `partition_field_name` (optional) - -For more information about those properties, see the -{ref}/ml-put-job.html#ml-put-job-request-body[create {anomaly-jobs} API]. - -.Example 1: Analyzing minimum transactions with the min function -[source,js] --------------------------------------------------- -{ - "function" : "min", - "field_name" : "amt", - "by_field_name" : "product" -} --------------------------------------------------- -// NOTCONSOLE - -If you use this `min` function in a detector in your {anomaly-job}, it detects -where the smallest transaction is lower than previously observed. You can use -this function to detect items for sale at unintentionally low prices due to data -entry mistakes. It models the minimum amount for each product over time. - -[discrete] -[[ml-metric-max]] -== Max - -The `max` function detects anomalies in the arithmetic maximum of a value. -The maximum value is calculated for each bucket. - -High- and low-sided functions are not applicable. - -This function supports the following properties: - -* `field_name` (required) -* `by_field_name` (optional) -* `over_field_name` (optional) -* `partition_field_name` (optional) - -For more information about those properties, see the -{ref}/ml-put-job.html#ml-put-job-request-body[create {anomaly-jobs} API]. - -.Example 2: Analyzing maximum response times with the max function -[source,js] --------------------------------------------------- -{ - "function" : "max", - "field_name" : "responsetime", - "by_field_name" : "application" -} --------------------------------------------------- -// NOTCONSOLE - -If you use this `max` function in a detector in your {anomaly-job}, it detects -where the longest `responsetime` is longer than previously observed. You can use -this function to detect applications that have `responsetime` values that are -unusually lengthy. It models the maximum `responsetime` for each application -over time and detects when the longest `responsetime` is unusually long compared -to previous applications. - -.Example 3: Two detectors with max and high_mean functions -[source,js] --------------------------------------------------- -{ - "function" : "max", - "field_name" : "responsetime", - "by_field_name" : "application" -}, -{ - "function" : "high_mean", - "field_name" : "responsetime", - "by_field_name" : "application" -} --------------------------------------------------- -// NOTCONSOLE - -The analysis in the previous example can be performed alongside `high_mean` -functions by application. By combining detectors and using the same influencer -this job can detect both unusually long individual response times and average -response times for each bucket. - -[discrete] -[[ml-metric-median]] -== Median, high_median, low_median - -The `median` function detects anomalies in the statistical median of a value. -The median value is calculated for each bucket. - -If you want to monitor unusually high median values, use the `high_median` -function. - -If you are just interested in unusually low median values, use the `low_median` -function. - -These functions support the following properties: - -* `field_name` (required) -* `by_field_name` (optional) -* `over_field_name` (optional) -* `partition_field_name` (optional) - -For more information about those properties, see -{ref}/ml-put-job.html#ml-put-job-request-body[create {anomaly-jobs} API]. - -.Example 4: Analyzing response times with the median function -[source,js] --------------------------------------------------- -{ - "function" : "median", - "field_name" : "responsetime", - "by_field_name" : "application" -} --------------------------------------------------- -// NOTCONSOLE - -If you use this `median` function in a detector in your {anomaly-job}, it models -the median `responsetime` for each application over time. It detects when the -median `responsetime` is unusual compared to previous `responsetime` values. - -[discrete] -[[ml-metric-mean]] -== Mean, high_mean, low_mean - -The `mean` function detects anomalies in the arithmetic mean of a value. -The mean value is calculated for each bucket. - -If you want to monitor unusually high average values, use the `high_mean` -function. - -If you are just interested in unusually low average values, use the `low_mean` -function. - -These functions support the following properties: - -* `field_name` (required) -* `by_field_name` (optional) -* `over_field_name` (optional) -* `partition_field_name` (optional) - -For more information about those properties, see the -{ref}/ml-put-job.html#ml-put-job-request-body[create {anomaly-jobs} API]. - -.Example 5: Analyzing response times with the mean function -[source,js] --------------------------------------------------- -{ - "function" : "mean", - "field_name" : "responsetime", - "by_field_name" : "application" -} --------------------------------------------------- -// NOTCONSOLE - -If you use this `mean` function in a detector in your {anomaly-job}, it models -the mean `responsetime` for each application over time. It detects when the mean -`responsetime` is unusual compared to previous `responsetime` values. - -.Example 6: Analyzing response times with the high_mean function -[source,js] --------------------------------------------------- -{ - "function" : "high_mean", - "field_name" : "responsetime", - "by_field_name" : "application" -} --------------------------------------------------- -// NOTCONSOLE - -If you use this `high_mean` function in a detector in your {anomaly-job}, it -models the mean `responsetime` for each application over time. It detects when -the mean `responsetime` is unusually high compared to previous `responsetime` -values. - -.Example 7: Analyzing response times with the low_mean function -[source,js] --------------------------------------------------- -{ - "function" : "low_mean", - "field_name" : "responsetime", - "by_field_name" : "application" -} --------------------------------------------------- -// NOTCONSOLE - -If you use this `low_mean` function in a detector in your {anomaly-job}, it -models the mean `responsetime` for each application over time. It detects when -the mean `responsetime` is unusually low compared to previous `responsetime` -values. - -[discrete] -[[ml-metric-metric]] -== Metric - -The `metric` function combines `min`, `max`, and `mean` functions. You can use -it as a shorthand for a combined analysis. If you do not specify a function in -a detector, this is the default function. - -High- and low-sided functions are not applicable. You cannot use this function -when a `summary_count_field_name` is specified. - -This function supports the following properties: - -* `field_name` (required) -* `by_field_name` (optional) -* `over_field_name` (optional) -* `partition_field_name` (optional) - -For more information about those properties, see the -{ref}/ml-put-job.html#ml-put-job-request-body[create {anomaly-jobs} API]. - -.Example 8: Analyzing response times with the metric function -[source,js] --------------------------------------------------- -{ - "function" : "metric", - "field_name" : "responsetime", - "by_field_name" : "application" -} --------------------------------------------------- -// NOTCONSOLE - -If you use this `metric` function in a detector in your {anomaly-job}, it models -the mean, min, and max `responsetime` for each application over time. It detects -when the mean, min, or max `responsetime` is unusual compared to previous -`responsetime` values. - -[discrete] -[[ml-metric-varp]] -== Varp, high_varp, low_varp - -The `varp` function detects anomalies in the variance of a value which is a -measure of the variability and spread in the data. - -If you want to monitor unusually high variance, use the `high_varp` function. - -If you are just interested in unusually low variance, use the `low_varp` function. - -These functions support the following properties: - -* `field_name` (required) -* `by_field_name` (optional) -* `over_field_name` (optional) -* `partition_field_name` (optional) - -For more information about those properties, see the -{ref}/ml-put-job.html#ml-put-job-request-body[create {anomaly-jobs} API]. - -.Example 9: Analyzing response times with the varp function -[source,js] --------------------------------------------------- -{ - "function" : "varp", - "field_name" : "responsetime", - "by_field_name" : "application" -} --------------------------------------------------- -// NOTCONSOLE - -If you use this `varp` function in a detector in your {anomaly-job}, it models -the variance in values of `responsetime` for each application over time. It -detects when the variance in `responsetime` is unusual compared to past -application behavior. - -.Example 10: Analyzing response times with the high_varp function -[source,js] --------------------------------------------------- -{ - "function" : "high_varp", - "field_name" : "responsetime", - "by_field_name" : "application" -} --------------------------------------------------- -// NOTCONSOLE - -If you use this `high_varp` function in a detector in your {anomaly-job}, it -models the variance in values of `responsetime` for each application over time. -It detects when the variance in `responsetime` is unusual compared to past -application behavior. - -.Example 11: Analyzing response times with the low_varp function -[source,js] --------------------------------------------------- -{ - "function" : "low_varp", - "field_name" : "responsetime", - "by_field_name" : "application" -} --------------------------------------------------- -// NOTCONSOLE - -If you use this `low_varp` function in a detector in your {anomaly-job}, it -models the variance in values of `responsetime` for each application over time. -It detects when the variance in `responsetime` is unusual compared to past -application behavior. diff --git a/docs/en/stack/ml/anomaly-detection/functions/ml-rare-functions.asciidoc b/docs/en/stack/ml/anomaly-detection/functions/ml-rare-functions.asciidoc deleted file mode 100644 index 69378d64f..000000000 --- a/docs/en/stack/ml/anomaly-detection/functions/ml-rare-functions.asciidoc +++ /dev/null @@ -1,136 +0,0 @@ -[[ml-rare-functions]] -= Rare functions - -The rare functions detect values that occur rarely in time or rarely for a -population. - -The `rare` analysis detects anomalies according to the number of distinct rare -values. This differs from `freq_rare`, which detects anomalies according to the -number of times (frequency) rare values occur. - -[NOTE] -==== -* The `rare` and `freq_rare` functions should not be used in conjunction with -`exclude_frequent`. -* You cannot create forecasts for {anomaly-jobs} that contain `rare` or -`freq_rare` functions. -* You cannot add rules with conditions to detectors that use `rare` or -`freq_rare` functions. -* Shorter bucket spans (less than 1 hour, for example) are recommended when -looking for rare events. The functions model whether something happens in a -bucket at least once. With longer bucket spans, it is more likely that -entities will be seen in a bucket and therefore they appear less rare. -Picking the ideal bucket span depends on the characteristics of the data -with shorter bucket spans typically being measured in minutes, not hours. -* To model rare data, a learning period of at least 20 buckets is required -for typical data. -==== - -The {ml-features} include the following rare functions: - -* <> -* <> - - -[discrete] -[[ml-rare]] -== Rare - -The `rare` function detects values that occur rarely in time or rarely for a -population. It detects anomalies according to the number of distinct rare values. - -This function supports the following properties: - -* `by_field_name` (required) -* `over_field_name` (optional) -* `partition_field_name` (optional) - -For more information about those properties, see the -{ref}/ml-put-job.html#ml-put-job-request-body[create {anomaly-jobs} API]. - -.Example 1: Analyzing status codes with the rare function -[source,js] --------------------------------------------------- -{ - "function" : "rare", - "by_field_name" : "status" -} --------------------------------------------------- -// NOTCONSOLE - -If you use this `rare` function in a detector in your {anomaly-job}, it detects -values that are rare in time. It models status codes that occur over time and -detects when rare status codes occur compared to the past. For example, you can -detect status codes in a web access log that have never (or rarely) occurred -before. - -.Example 2: Analyzing status codes in a population with the rare function -[source,js] --------------------------------------------------- -{ - "function" : "rare", - "by_field_name" : "status", - "over_field_name" : "clientip" -} --------------------------------------------------- -// NOTCONSOLE - -If you use this `rare` function in a detector in your {anomaly-job}, it detects -values that are rare in a population. It models status code and client IP -interactions that occur. It defines a rare status code as one that occurs for -few client IP values compared to the population. It detects client IP values -that experience one or more distinct rare status codes compared to the -population. For example in a web access log, a `clientip` that experiences the -highest number of different rare status codes compared to the population is -regarded as highly anomalous. This analysis is based on the number of different -status code values, not the count of occurrences. - -NOTE: To define a status code as rare the {ml-features} look at the number -of distinct status codes that occur, not the number of times the status code -occurs. If a single client IP experiences a single unique status code, this -is rare, even if it occurs for that client IP in every bucket. - -[discrete] -[[ml-freq-rare]] -== Freq_rare - -The `freq_rare` function detects values that occur rarely for a population. -It detects anomalies according to the number of times (frequency) that rare -values occur. - -This function supports the following properties: - -* `by_field_name` (required) -* `over_field_name` (required) -* `partition_field_name` (optional) - -For more information about those properties, see the -{ref}/ml-put-job.html#ml-put-job-request-body[create {anomaly-jobs} API]. - -.Example 3: Analyzing URI values in a population with the freq_rare function -[source,js] --------------------------------------------------- -{ - "function" : "freq_rare", - "by_field_name" : "uri", - "over_field_name" : "clientip" -} --------------------------------------------------- -// NOTCONSOLE - -If you use this `freq_rare` function in a detector in your {anomaly-job}, it -detects values that are frequently rare in a population. It models URI paths and -client IP interactions that occur. It defines a rare URI path as one that is -visited by few client IP values compared to the population. It detects the -client IP values that experience many interactions with rare URI paths compared -to the population. For example in a web access log, a client IP that visits -one or more rare URI paths many times compared to the population is regarded as -highly anomalous. This analysis is based on the count of interactions with rare -URI paths, not the number of different URI path values. - - -NOTE: Defining a URI path as rare happens the same way as you can see in the -case of the status codes above: the analytics consider the number of distinct -values that occur and not the number of times the URI path occurs. If a single -client IP visits a single unique URI path, this is rare, even if it -occurs for that client IP in every bucket. diff --git a/docs/en/stack/ml/anomaly-detection/functions/ml-sum-functions.asciidoc b/docs/en/stack/ml/anomaly-detection/functions/ml-sum-functions.asciidoc deleted file mode 100644 index f0b8b8389..000000000 --- a/docs/en/stack/ml/anomaly-detection/functions/ml-sum-functions.asciidoc +++ /dev/null @@ -1,113 +0,0 @@ -[[ml-sum-functions]] -= Sum functions - -The sum functions detect anomalies when the sum of a field in a bucket is -anomalous. - -If you want to monitor unusually high totals, use high-sided functions. - -If want to look at drops in totals, use low-sided functions. - -If your data is sparse, use `non_null_sum` functions. Buckets without values are -ignored; buckets with a zero value are analyzed. - -The {ml-features} include the following sum functions: - -* xref:ml-sum[`sum`, `high_sum`, `low_sum`] -* xref:ml-nonnull-sum[`non_null_sum`, `high_non_null_sum`, `low_non_null_sum`] - -[discrete] -[[ml-sum]] -== Sum, high_sum, low_sum - -The `sum` function detects anomalies where the sum of a field in a bucket is -anomalous. - -If you want to monitor unusually high sum values, use the `high_sum` function. - -If you want to monitor unusually low sum values, use the `low_sum` function. - -These functions support the following properties: - -* `field_name` (required) -* `by_field_name` (optional) -* `over_field_name` (optional) -* `partition_field_name` (optional) - -For more information about those properties, see the -{ref}/ml-put-job.html#ml-put-job-request-body[create {anomaly-jobs} API]. - -.Example 1: Analyzing total expenses with the sum function -[source,js] --------------------------------------------------- -{ - "function" : "sum", - "field_name" : "expenses", - "by_field_name" : "costcenter", - "over_field_name" : "employee" -} --------------------------------------------------- -// NOTCONSOLE - -If you use this `sum` function in a detector in your {anomaly-job}, it -models total expenses per employees for each cost center. For each time bucket, -it detects when an employee’s expenses are unusual for a cost center compared -to other employees. - -.Example 2: Analyzing total bytes with the high_sum function -[source,js] --------------------------------------------------- -{ - "function" : "high_sum", - "field_name" : "cs_bytes", - "over_field_name" : "cs_host" -} --------------------------------------------------- -// NOTCONSOLE - -If you use this `high_sum` function in a detector in your {anomaly-job}, it -models total `cs_bytes`. It detects `cs_hosts` that transfer unusually high -volumes compared to other `cs_hosts`. This example looks for volumes of data -transferred from a client to a server on the internet that are unusual compared -to other clients. This scenario could be useful to detect data exfiltration or -to find users that are abusing internet privileges. - -[discrete] -[[ml-nonnull-sum]] -== Non_null_sum, high_non_null_sum, low_non_null_sum - -The `non_null_sum` function is useful if your data is sparse. Buckets without -values are ignored and buckets with a zero value are analyzed. - -If you want to monitor unusually high totals, use the `high_non_null_sum` -function. - -If you want to look at drops in totals, use the `low_non_null_sum` function. - -These functions support the following properties: - -* `field_name` (required) -* `by_field_name` (optional) -* `partition_field_name` (optional) - -For more information about those properties, see the -{ref}/ml-put-job.html#ml-put-job-request-body[create {anomaly-jobs} API]. - -NOTE: Population analysis (that is to say, use of the `over_field_name` property) -is not applicable for this function. - -.Example 3: Analyzing employee approvals with the high_non_null_sum function -[source,js] --------------------------------------------------- -{ - "function" : "high_non_null_sum", - "field_name" : "amount_approved", - "by_field_name" : "employee" -} --------------------------------------------------- -// NOTCONSOLE - -If you use this `high_non_null_sum` function in a detector in your {anomaly-job}, -it models the total `amount_approved` for each employee. It ignores any buckets -where the amount is null. It detects employees who approve unusually high -amounts compared to their past behavior. diff --git a/docs/en/stack/ml/anomaly-detection/functions/ml-time-functions.asciidoc b/docs/en/stack/ml/anomaly-detection/functions/ml-time-functions.asciidoc deleted file mode 100644 index 7e2301dca..000000000 --- a/docs/en/stack/ml/anomaly-detection/functions/ml-time-functions.asciidoc +++ /dev/null @@ -1,112 +0,0 @@ -[[ml-time-functions]] -= Time functions - -The time functions detect events that happen at unusual times, either of the day -or of the week. These functions can be used to find unusual patterns of -behavior, typically associated with suspicious user activity. - -The {ml-features} include the following time functions: - -* <> -* <> - - -[NOTE] -==== -* You cannot create forecasts for {anomaly-jobs} that contain time -functions. -* The `time_of_day` function is not aware of the difference between days, for -instance work days and weekends. When modeling different days, use the -`time_of_week` function. In general, the `time_of_week` function is more suited -to modeling the behavior of people rather than machines, as people vary their -behavior according to the day of the week. -* Shorter bucket spans (for example, 10 minutes) are recommended when performing -a `time_of_day` or `time_of_week` analysis. The time of the events being modeled -are not affected by the bucket span, but a shorter bucket span enables quicker -alerting on unusual events. -* Unusual events are flagged based on the previous pattern of the data, not on -what we might think of as unusual based on human experience. So, if events -typically occur between 3 a.m. and 5 a.m., an event occurring at 3 p.m. is -flagged as unusual. -* When Daylight Saving Time starts or stops, regular events can be flagged as -anomalous. This situation occurs because the actual time of the event (as -measured against a UTC baseline) has changed. This situation is treated as a -step change in behavior and the new times will be learned quickly. -==== - -[discrete] -[[ml-time-of-day]] -== Time_of_day - -The `time_of_day` function detects when events occur that are outside normal -usage patterns. For example, it detects unusual activity in the middle of the -night. - -The function expects daily behavior to be similar. If you expect the behavior of -your data to differ on Saturdays compared to Wednesdays, the `time_of_week` -function is more appropriate. - -This function supports the following properties: - -* `by_field_name` (optional) -* `over_field_name` (optional) -* `partition_field_name` (optional) - -For more information about those properties, see the -{ref}/ml-put-job.html#ml-put-job-request-body[create {anomaly-jobs} API]. - -.Example 1: Analyzing events with the time_of_day function -[source,js] --------------------------------------------------- -{ - "function" : "time_of_day", - "by_field_name" : "process" -} --------------------------------------------------- -// NOTCONSOLE - -If you use this `time_of_day` function in a detector in your {anomaly-job}, it -models when events occur throughout a day for each process. It detects when an -event occurs for a process that is at an unusual time in the day compared to -its past behavior. - -[discrete] -[[ml-time-of-week]] -== Time_of_week - -The `time_of_week` function detects when events occur that are outside normal -usage patterns. For example, it detects login events on the weekend. - -IMPORTANT: The `time_of_week` function models time in epoch seconds modulo the - duration of a week in seconds. It means that the `typical` and `actual` values - are seconds after a whole number of weeks since 1/1/1970 in UTC which is a - Thursday. For example, a value of `475` is 475 seconds after midnight on - Thursday in UTC. - -This function supports the following properties: - -* `by_field_name` (optional) -* `over_field_name` (optional) -* `partition_field_name` (optional) - -For more information about those properties, see the -{ref}/ml-put-job.html#ml-put-job-request-body[create {anomaly-jobs} API]. - -.Example 2: Analyzing events with the time_of_week function -[source,js] --------------------------------------------------- -{ - "function" : "time_of_week", - "by_field_name" : "eventcode", - "over_field_name" : "workstation" -} --------------------------------------------------- -// NOTCONSOLE - -If you use this `time_of_week` function in a detector in your {anomaly-job}, it -models when events occur throughout the week for each `eventcode`. It detects -when a workstation event occurs at an unusual time during the week for that -`eventcode` compared to other workstations. It detects events for a -particular workstation that are outside the normal usage pattern. - - diff --git a/docs/en/stack/ml/anomaly-detection/index.asciidoc b/docs/en/stack/ml/anomaly-detection/index.asciidoc index eb1fa9831..1db6e4475 100644 --- a/docs/en/stack/ml/anomaly-detection/index.asciidoc +++ b/docs/en/stack/ml/anomaly-detection/index.asciidoc @@ -58,27 +58,22 @@ include::ml-limitations.asciidoc[leveloffset=+2] include::ml-ad-troubleshooting.asciidoc[leveloffset=+2] -// include::{es-repo-dir}/ml/anomaly-detection/functions/ml-functions.asciidoc[leveloffset=+2] -include::functions/ml-functions.asciidoc[leveloffset=+1] -// include::{es-repo-dir}/ml/anomaly-detection/functions/ml-count-functions.asciidoc[] -include::functions/ml-count-functions.asciidoc[leveloffset=+2] +include::{es-repo-dir}/ml/anomaly-detection/functions/ml-functions.asciidoc[leveloffset=+1] -// include::{es-repo-dir}/ml/anomaly-detection/functions/ml-geo-functions.asciidoc[] -include::functions/ml-geo-functions.asciidoc[leveloffset=+2] +include::{es-repo-dir}/ml/anomaly-detection/functions/ml-count-functions.asciidoc[leveloffset=+2] -// include::{es-repo-dir}/ml/anomaly-detection/functions/ml-info-functions.asciidoc[] -include::functions/ml-info-functions.asciidoc[leveloffset=+2] +include::{es-repo-dir}/ml/anomaly-detection/functions/ml-geo-functions.asciidoc[leveloffset=+2] -// include::{es-repo-dir}/ml/anomaly-detection/functions/ml-metric-functions.asciidoc[] -include::functions/ml-metric-functions.asciidoc[leveloffset=+2] +include::{es-repo-dir}/ml/anomaly-detection/functions/ml-info-functions.asciidoc[leveloffset=+2] -// include::{es-repo-dir}/ml/anomaly-detection/functions/ml-rare-functions.asciidoc[] -include::functions/ml-rare-functions.asciidoc[leveloffset=+2] +include::{es-repo-dir}/ml/anomaly-detection/functions/ml-metric-functions.asciidoc[leveloffset=+2] + +include::{es-repo-dir}/ml/anomaly-detection/functions/ml-rare-functions.asciidoc[leveloffset=+2] + +include::{es-repo-dir}/ml/anomaly-detection/functions/ml-sum-functions.asciidoc[leveloffset=+2] + +include::{es-repo-dir}/ml/anomaly-detection/functions/ml-time-functions.asciidoc[leveloffset=+2] -// include::{es-repo-dir}/ml/anomaly-detection/functions/ml-sum-functions.asciidoc[] -include::functions/ml-sum-functions.asciidoc[leveloffset=+2] -// include::{es-repo-dir}/ml/anomaly-detection/functions/ml-time-functions.asciidoc[] -include::functions/ml-time-functions.asciidoc[leveloffset=+2] include::ootb-ml-jobs.asciidoc[leveloffset=+1] From 6273a02298e7fb23f76c576b03ed14b3d953c91e Mon Sep 17 00:00:00 2001 From: Abhilash Bolla <2282894+ivssh@users.noreply.github.com> Date: Wed, 29 Jan 2025 21:03:03 +0530 Subject: [PATCH 19/24] Update ml-nlp-e5.asciidoc (#2780) --- docs/en/stack/ml/nlp/ml-nlp-e5.asciidoc | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/en/stack/ml/nlp/ml-nlp-e5.asciidoc b/docs/en/stack/ml/nlp/ml-nlp-e5.asciidoc index 4ea26b878..28c5303f5 100644 --- a/docs/en/stack/ml/nlp/ml-nlp-e5.asciidoc +++ b/docs/en/stack/ml/nlp/ml-nlp-e5.asciidoc @@ -278,7 +278,7 @@ your system. -- [source,bash] ---- -git clone https://huggingface.co/elastic/multilingual-e5-small +git clone https://huggingface.co/intfloat/multilingual-e5-small ---- The command results in a local copy of the model in the `multilingual-e5-small` directory. From 7913b1c2a892fe0eae98c58d3b68aa64e155511d Mon Sep 17 00:00:00 2001 From: shainaraskas <58563081+shainaraskas@users.noreply.github.com> Date: Wed, 29 Jan 2025 15:52:42 -0500 Subject: [PATCH 20/24] Update installing-stack-demo-secure.asciidoc (#2938) replaces #2870 --- docs/en/install-upgrade/installing-stack-demo-secure.asciidoc | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/en/install-upgrade/installing-stack-demo-secure.asciidoc b/docs/en/install-upgrade/installing-stack-demo-secure.asciidoc index 21edfcc94..7dd3ad4b9 100644 --- a/docs/en/install-upgrade/installing-stack-demo-secure.asciidoc +++ b/docs/en/install-upgrade/installing-stack-demo-secure.asciidoc @@ -98,7 +98,7 @@ sudo /usr/share/elasticsearch/jdk/bin/keytool -importcert -trustcacerts -nopromp + ["source","shell"] ---- -keytool -keystore elastic-stack-ca.p12 -list +sudo /usr/share/elasticsearch/jdk/bin/keytool -keystore /etc/elasticsearch/certs/elastic-stack-ca.p12 -list ---- + NOTE: The keytool utility is provided as part of the {es} installation and is located at: `/usr/share/elasticsearch/jdk/bin/keytool` on RPM installations. From 1acc08da4044b1849db71467faffbb3c2316e3bc Mon Sep 17 00:00:00 2001 From: Jan Calanog Date: Thu, 30 Jan 2025 16:46:30 +0100 Subject: [PATCH 21/24] github-action: Add AsciiDoc freeze warning (#2910) * github-action: Add AsciiDoc freeze warning * github-action: Add AsciiDoc freeze warning --- .../workflows/comment-on-asciidoc-changes.yml | 21 +++++++++++++++++++ 1 file changed, 21 insertions(+) create mode 100644 .github/workflows/comment-on-asciidoc-changes.yml diff --git a/.github/workflows/comment-on-asciidoc-changes.yml b/.github/workflows/comment-on-asciidoc-changes.yml new file mode 100644 index 000000000..8e5f836b1 --- /dev/null +++ b/.github/workflows/comment-on-asciidoc-changes.yml @@ -0,0 +1,21 @@ +--- +name: Comment on PR for .asciidoc changes + +on: + # We need to use pull_request_target to be able to comment on PRs from forks + pull_request_target: + types: + - synchronize + - opened + - reopened + branches: + - main + - master + - "9.0" + +jobs: + comment-on-asciidoc-change: + permissions: + contents: read + pull-requests: write + uses: elastic/docs-builder/.github/workflows/comment-on-asciidoc-changes.yml@main From f614e2f726d39a1fee1c12208850412bbb2752f6 Mon Sep 17 00:00:00 2001 From: Lisa Cawley Date: Mon, 3 Feb 2025 14:16:13 -0800 Subject: [PATCH 22/24] Revert "github-action: Add AsciiDoc freeze warning (#2910)" (#2944) This reverts commit 1acc08da4044b1849db71467faffbb3c2316e3bc. --- .../workflows/comment-on-asciidoc-changes.yml | 21 ------------------- 1 file changed, 21 deletions(-) delete mode 100644 .github/workflows/comment-on-asciidoc-changes.yml diff --git a/.github/workflows/comment-on-asciidoc-changes.yml b/.github/workflows/comment-on-asciidoc-changes.yml deleted file mode 100644 index 8e5f836b1..000000000 --- a/.github/workflows/comment-on-asciidoc-changes.yml +++ /dev/null @@ -1,21 +0,0 @@ ---- -name: Comment on PR for .asciidoc changes - -on: - # We need to use pull_request_target to be able to comment on PRs from forks - pull_request_target: - types: - - synchronize - - opened - - reopened - branches: - - main - - master - - "9.0" - -jobs: - comment-on-asciidoc-change: - permissions: - contents: read - pull-requests: write - uses: elastic/docs-builder/.github/workflows/comment-on-asciidoc-changes.yml@main From 4e0ad6812e1aa5960b5e4a4874231b0012a90e52 Mon Sep 17 00:00:00 2001 From: Lisa Cawley Date: Mon, 3 Feb 2025 16:40:41 -0800 Subject: [PATCH 23/24] github-action: Add AsciiDoc freeze warning (#2910) (#2946) Co-authored-by: Jan Calanog --- .../workflows/comment-on-asciidoc-changes.yml | 21 +++++++++++++++++++ 1 file changed, 21 insertions(+) create mode 100644 .github/workflows/comment-on-asciidoc-changes.yml diff --git a/.github/workflows/comment-on-asciidoc-changes.yml b/.github/workflows/comment-on-asciidoc-changes.yml new file mode 100644 index 000000000..8e5f836b1 --- /dev/null +++ b/.github/workflows/comment-on-asciidoc-changes.yml @@ -0,0 +1,21 @@ +--- +name: Comment on PR for .asciidoc changes + +on: + # We need to use pull_request_target to be able to comment on PRs from forks + pull_request_target: + types: + - synchronize + - opened + - reopened + branches: + - main + - master + - "9.0" + +jobs: + comment-on-asciidoc-change: + permissions: + contents: read + pull-requests: write + uses: elastic/docs-builder/.github/workflows/comment-on-asciidoc-changes.yml@main From 8cf26abac8e5e5711845145012b40b1fff8f4ede Mon Sep 17 00:00:00 2001 From: George Wallace Date: Thu, 26 Jun 2025 21:09:08 -0600 Subject: [PATCH 24/24] Update .backportrc.json (#3027) --- .backportrc.json | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/.backportrc.json b/.backportrc.json index afee202d7..e636dae1b 100644 --- a/.backportrc.json +++ b/.backportrc.json @@ -1,5 +1,5 @@ { "upstream": "elastic/stack-docs", - "branches": [{ "name": "8.x", "checked": true }, "8.17", "8.16", "8.15", "8.14", "8.13", "8.12", "8.11", "8.10", "8.9", "8.8", "8.7", "8.6", "8.5", "8.4", "8.3", "8.2", "8.1", "8.0", "7.17", "7.16", "7.15", "7.14", "7.13", "7.12", "7.11", "7.10", "7.9", "7.8", "7.7", "7.6", "7.5", "7.4", "7.3", "7.2", "7.1", "7.0", "6.8", "6.7", "6.6", "6.5", "6.4", "6.3", "6.2", "6.1", "6.0", "5.6"], + "branches": [{ "name": "8.x", "checked": true }, "8.19", "8.18", "8.17", "8.16", "8.15", "8.14", "8.13", "8.12", "8.11", "8.10", "8.9", "8.8", "8.7", "8.6", "8.5", "8.4", "8.3", "8.2", "8.1", "8.0", "7.17", "7.16", "7.15", "7.14", "7.13", "7.12", "7.11", "7.10", "7.9", "7.8", "7.7", "7.6", "7.5", "7.4", "7.3", "7.2", "7.1", "7.0", "6.8", "6.7", "6.6", "6.5", "6.4", "6.3", "6.2", "6.1", "6.0", "5.6"], "labels": ["backport"] }