Explain the shard allocations Added in 5.0.0

GET /_cluster/allocation/explain

Get explanations for shard allocations in the cluster. For unassigned shards, it provides an explanation for why the shard is unassigned. For assigned shards, it provides an explanation for why the shard is remaining on its current node and has not moved or rebalanced to another node. This API can be very useful when attempting to diagnose why a shard is unassigned or why a shard continues to remain on its current node when you might expect otherwise.

Query parameters

application/json

Body

  • Specifies the node ID or the name of the node to only explain a shard that is currently located on the specified node.

  • index string
  • primary boolean

    If true, returns explanation for the primary shard for the given shard ID.

  • shard number

    Specifies the ID of the shard that you would like an explanation for.

Responses

GET /_cluster/allocation/explain
curl \
 --request GET 'http://api.example.com/_cluster/allocation/explain' \
 --header "Authorization: $API_KEY" \
 --header "Content-Type: application/json" \
 --data '"{\n  \"index\": \"my-index-000001\",\n  \"shard\": 0,\n  \"primary\": false,\n  \"current_node\": \"my-node\"\n}"'
Request example
Run `GET _cluster/allocation/explain` to get an explanation for a shard's current allocation.
{
  "index": "my-index-000001",
  "shard": 0,
  "primary": false,
  "current_node": "my-node"
}
Response examples (200)
An example of an allocation explanation for an unassigned primary shard. In this example, a newly created index has an index setting that requires that it only be allocated to a node named `nonexistent_node`, which does not exist, so the index is unable to allocate.
{
  "index" : "my-index-000001",
  "shard" : 0,
  "primary" : true,
  "current_state" : "unassigned",
  "unassigned_info" : {
    "reason" : "INDEX_CREATED",
    "at" : "2017-01-04T18:08:16.600Z",
    "last_allocation_status" : "no"
  },
  "can_allocate" : "no",
  "allocate_explanation" : "Elasticsearch isn't allowed to allocate this shard to any of the nodes in the cluster. Choose a node to which you expect this shard to be allocated, find this node in the node-by-node explanation, and address the reasons which prevent Elasticsearch from allocating this shard there.",
  "node_allocation_decisions" : [
    {
      "node_id" : "8qt2rY-pT6KNZB3-hGfLnw",
      "node_name" : "node-0",
      "transport_address" : "127.0.0.1:9401",
      "roles" : ["data", "data_cold", "data_content", "data_frozen", "data_hot", "data_warm", "ingest", "master", "ml", "remote_cluster_client", "transform"],
      "node_attributes" : {},
      "node_decision" : "no",
      "weight_ranking" : 1,
      "deciders" : [
        {
          "decider" : "filter",
          "decision" : "NO",
          "explanation" : "node does not match index setting [index.routing.allocation.include] filters [_name:\"nonexistent_node\"]"
        }
      ]
    }
  ]
}
An example of an allocation explanation for an unassigned primary shard that has reached the maximum number of allocation retry attempts. After the maximum number of retries is reached, Elasticsearch stops attempting to allocate the shard in order to prevent infinite retries which may impact cluster performance.
{
  "index" : "my-index-000001",
  "shard" : 0,
  "primary" : true,
  "current_state" : "unassigned",
  "unassigned_info" : {
    "at" : "2017-01-04T18:03:28.464Z",
    "failed shard on node [mEKjwwzLT1yJVb8UxT6anw]: failed recovery, failure RecoveryFailedException",
    "reason": "ALLOCATION_FAILED",
    "failed_allocation_attempts": 5,
    "last_allocation_status": "no",
  },
  "can_allocate": "no",
  "allocate_explanation": "cannot allocate because allocation is not permitted to any of the nodes",
  "node_allocation_decisions" : [
    {
      "node_id" : "3sULLVJrRneSg0EfBB-2Ew",
      "node_name" : "node_t0",
      "transport_address" : "127.0.0.1:9400",
      "roles" : ["data_content", "data_hot"],
      "node_decision" : "no",
      "store" : {
        "matching_size" : "4.2kb",
        "matching_size_in_bytes" : 4325
      },
      "deciders" : [
        {
          "decider": "max_retry",
          "decision" : "NO",
          "explanation": "shard has exceeded the maximum number of retries [5] on failed allocation attempts - manually call [POST /_cluster/reroute?retry_failed] to retry, [unassigned_info[[reason=ALLOCATION_FAILED], at[2024-07-30T21:04:12.166Z], failed_attempts[5], failed_nodes[[mEKjwwzLT1yJVb8UxT6anw]], delayed=false, details[failed shard on node [mEKjwwzLT1yJVb8UxT6anw]: failed recovery, failure RecoveryFailedException], allocation_status[deciders_no]]]"
        }
      ]
    }
  ]
}
























































































































Get node statistics

GET /_nodes/{node_id}/stats/{metric}

Get statistics for nodes in a cluster. By default, all stats are returned. You can limit the returned information by using metrics.

Path parameters

  • node_id string | array[string] Required

    Comma-separated list of node IDs or names used to limit returned information.

  • metric string | array[string] Required

    Limit the information returned to the specified metrics

Query parameters

  • completion_fields string | array[string]

    Comma-separated list or wildcard expressions of fields to include in fielddata and suggest statistics.

  • fielddata_fields string | array[string]

    Comma-separated list or wildcard expressions of fields to include in fielddata statistics.

  • fields string | array[string]

    Comma-separated list or wildcard expressions of fields to include in the statistics.

  • groups boolean

    Comma-separated list of search groups to include in the search statistics.

  • If true, the call reports the aggregated disk usage of each one of the Lucene index files (only applies if segment stats are requested).

  • level string

    Indicates whether statistics are aggregated at the cluster, index, or shard level.

    Values are cluster, indices, or shards.

  • timeout string

    Period to wait for a response. If no response is received before the timeout expires, the request fails and returns an error.

  • types array[string]

    A comma-separated list of document types for the indexing index metric.

  • If true, the response includes information from segments that are not loaded into memory.

Responses

  • 200 application/json
    Hide response attributes Show response attributes object
    • _nodes object
      Hide _nodes attributes Show _nodes attributes object
      • failures array[object]
        Hide failures attributes Show failures attributes object
      • total number Required

        Total number of nodes selected by the request.

      • successful number Required

        Number of nodes that responded successfully to the request.

      • failed number Required

        Number of nodes that rejected the request or failed to respond. If this value is not 0, a reason for the rejection or failure is included in the response.

    • nodes object Required
      Hide nodes attribute Show nodes attribute object
      • * object Additional properties
        Hide * attributes Show * attributes object
        • Statistics about adaptive replica selection.

          Hide adaptive_selection attribute Show adaptive_selection attribute object
          • * object Additional properties
            Hide * attributes Show * attributes object
            • The exponentially weighted moving average queue size of search requests on the keyed node.

            • A duration. Units can be nanos, micros, ms (milliseconds), s (seconds), m (minutes), h (hours) and d (days). Also accepts "0" without a unit and "-1" to indicate an unspecified value.

            • The exponentially weighted moving average response time, in nanoseconds, of search requests on the keyed node.

            • A duration. Units can be nanos, micros, ms (milliseconds), s (seconds), m (minutes), h (hours) and d (days). Also accepts "0" without a unit and "-1" to indicate an unspecified value.

            • The exponentially weighted moving average service time, in nanoseconds, of search requests on the keyed node.

            • The number of outstanding search requests to the keyed node from the node these stats are for.

            • rank string

              The rank of this node; used for shard selection when routing search requests.

        • breakers object

          Statistics about the field data circuit breaker.

          Hide breakers attribute Show breakers attribute object
          • * object Additional properties
            Hide * attributes Show * attributes object
            • Estimated memory used for the operation.

            • Estimated memory used, in bytes, for the operation.

            • Memory limit for the circuit breaker.

            • Memory limit, in bytes, for the circuit breaker.

            • overhead number

              A constant that all estimates for the circuit breaker are multiplied with to calculate a final estimate.

            • tripped number

              Total number of times the circuit breaker has been triggered and prevented an out of memory error.

        • fs object
          Hide fs attributes Show fs attributes object
          • data array[object]

            List of all file stores.

          • Last time the file stores statistics were refreshed. Recorded in milliseconds since the Unix Epoch.

          • total object
            Hide total attributes Show total attributes object
            • Total disk space available to this Java virtual machine on all file stores. Depending on OS or process level restrictions, this might appear less than free. This is the actual amount of free disk space the Elasticsearch node can utilise.

            • Total number of bytes available to this Java virtual machine on all file stores. Depending on OS or process level restrictions, this might appear less than free_in_bytes. This is the actual amount of free disk space the Elasticsearch node can utilise.

            • free string

              Total unallocated disk space in all file stores.

            • Total number of unallocated bytes in all file stores.

            • total string

              Total size of all file stores.

            • Total size of all file stores in bytes.

          • io_stats object
            Hide io_stats attributes Show io_stats attributes object
            • devices array[object]

              Array of disk metrics for each device that is backing an Elasticsearch data path. These disk metrics are probed periodically and averages between the last probe and the current probe are computed.

            • total object
        • host string
        • http object
          Hide http attributes Show http attributes object
          • Current number of open HTTP connections for the node.

          • Total number of HTTP connections opened for the node.

          • clients array[object]

            Information on current and recently-closed HTTP client connections. Clients that have been closed longer than the http.client_stats.closed_channels.max_age setting will not be represented here.

          • routes object Required Added in 8.12.0

            Detailed HTTP stats broken down by route

            Hide routes attribute Show routes attribute object
            • * object Additional properties
        • ingest object
          Hide ingest attributes Show ingest attributes object
          • Contains statistics about ingest pipelines for the node.

            Hide pipelines attribute Show pipelines attribute object
            • * object Additional properties
          • total object
            Hide total attributes Show total attributes object
            • count number Required

              Total number of documents ingested during the lifetime of this node.

            • current number Required

              Total number of documents currently being ingested.

            • failed number Required

              Total number of failed ingest operations during the lifetime of this node.

        • ip string | array[string]

          IP address and port for the node.

        • jvm object
          Hide jvm attributes Show jvm attributes object
          • Contains statistics about JVM buffer pools for the node.

            Hide buffer_pools attribute Show buffer_pools attribute object
            • * object Additional properties
          • classes object
            Hide classes attributes Show classes attributes object
          • gc object
            Hide gc attribute Show gc attribute object
            • Contains statistics about JVM garbage collectors for the node.

          • mem object
            Hide mem attributes Show mem attributes object
          • threads object
            Hide threads attributes Show threads attributes object
            • count number

              Number of active threads in use by JVM.

            • Highest number of threads used by JVM.

          • Last time JVM statistics were refreshed.

          • uptime string

            Human-readable JVM uptime. Only returned if the human query parameter is true.

          • JVM uptime in milliseconds.

        • name string
        • os object
          Hide os attributes Show os attributes object
          • cpu object
            Hide cpu attributes Show cpu attributes object
            • percent number
            • sys string

              A duration. Units can be nanos, micros, ms (milliseconds), s (seconds), m (minutes), h (hours) and d (days). Also accepts "0" without a unit and "-1" to indicate an unspecified value.

            • total string

              A duration. Units can be nanos, micros, ms (milliseconds), s (seconds), m (minutes), h (hours) and d (days). Also accepts "0" without a unit and "-1" to indicate an unspecified value.

            • user string

              A duration. Units can be nanos, micros, ms (milliseconds), s (seconds), m (minutes), h (hours) and d (days). Also accepts "0" without a unit and "-1" to indicate an unspecified value.

          • swap object
            Hide swap attributes Show swap attributes object
          • cgroup object
            Hide cgroup attributes Show cgroup attributes object
        • process object
          Hide process attributes Show process attributes object
          • cpu object
            Hide cpu attributes Show cpu attributes object
            • percent number
            • sys string

              A duration. Units can be nanos, micros, ms (milliseconds), s (seconds), m (minutes), h (hours) and d (days). Also accepts "0" without a unit and "-1" to indicate an unspecified value.

            • total string

              A duration. Units can be nanos, micros, ms (milliseconds), s (seconds), m (minutes), h (hours) and d (days). Also accepts "0" without a unit and "-1" to indicate an unspecified value.

            • user string

              A duration. Units can be nanos, micros, ms (milliseconds), s (seconds), m (minutes), h (hours) and d (days). Also accepts "0" without a unit and "-1" to indicate an unspecified value.

          • mem object
            Hide mem attributes Show mem attributes object
          • Number of opened file descriptors associated with the current or -1 if not supported.

          • Maximum number of file descriptors allowed on the system, or -1 if not supported.

          • Last time the statistics were refreshed. Recorded in milliseconds since the Unix Epoch.

        • roles array[string]
          • @doc_id node-roles

          Values are master, data, data_cold, data_content, data_frozen, data_hot, data_warm, client, ingest, ml, voting_only, transform, remote_cluster_client, or coordinating_only.

        • script object
          Hide script attributes Show script attributes object
          • Total number of times the script cache has evicted old data.

          • Total number of inline script compilations performed by the node.

          • Contains this recent history of script compilations.

            Hide compilations_history attribute Show compilations_history attribute object
            • * number Additional properties
          • Total number of times the script compilation circuit breaker has limited inline script compilations.

          • contexts array[object]
        • Statistics about each thread pool, including current size, queue and rejected tasks.

          Hide thread_pool attribute Show thread_pool attribute object
          • * object Additional properties
            Hide * attributes Show * attributes object
            • active number

              Number of active threads in the thread pool.

            • Number of tasks completed by the thread pool executor.

            • largest number

              Highest number of active threads in the thread pool.

            • queue number

              Number of tasks in queue for the thread pool.

            • rejected number

              Number of tasks rejected by the thread pool executor.

            • threads number

              Number of threads in the thread pool.

        • Hide transport attributes Show transport attributes object
          • The distribution of the time spent handling each inbound message on a transport thread, represented as a histogram.

          • The distribution of the time spent sending each outbound transport message on a transport thread, represented as a histogram.

          • rx_count number

            Total number of RX (receive) packets received by the node during internal cluster communication.

          • rx_size string

            Size of RX packets received by the node during internal cluster communication.

          • Size, in bytes, of RX packets received by the node during internal cluster communication.

          • Current number of inbound TCP connections used for internal communication between nodes.

          • tx_count number

            Total number of TX (transmit) packets sent by the node during internal cluster communication.

          • tx_size string

            Size of TX packets sent by the node during internal cluster communication.

          • Size, in bytes, of TX packets sent by the node during internal cluster communication.

          • The cumulative number of outbound transport connections that this node has opened since it started. Each transport connection may comprise multiple TCP connections but is only counted once in this statistic. Transport connections are typically long-lived so this statistic should remain constant in a stable cluster.

        • Contains a list of attributes for the node.

          Hide attributes attribute Show attributes attribute object
          • * string Additional properties
        • Hide discovery attributes Show discovery attributes object
          • Hide cluster_state_queue attributes Show cluster_state_queue attributes object
            • total number

              Total number of cluster states in queue.

            • pending number

              Number of pending cluster states in queue.

            • Number of committed cluster states in queue.

          • Hide published_cluster_states attributes Show published_cluster_states attributes object
          • Contains low-level statistics about how long various activities took during cluster state updates while the node was the elected master. Omitted if the node is not master-eligible. Every field whose name ends in _time within this object is also represented as a raw number of milliseconds in a field whose name ends in _time_millis. The human-readable fields with a _time suffix are only returned if requested with the ?human=true query parameter.

            Hide cluster_state_update attribute Show cluster_state_update attribute object
            • * object Additional properties
          • Hide serialized_cluster_states attributes Show serialized_cluster_states attributes object
          • Hide cluster_applier_stats attribute Show cluster_applier_stats attribute object
        • Hide indexing_pressure attribute Show indexing_pressure attribute object
          • memory object
            Hide memory attributes Show memory attributes object
        • indices object
          Hide indices attributes Show indices attributes object
GET /_nodes/{node_id}/stats/{metric}
curl \
 --request GET 'http://api.example.com/_nodes/{node_id}/stats/{metric}' \
 --header "Authorization: $API_KEY"
Response examples (200)
{
  "_nodes": {
    "failures": [
      {
        "type": "string",
        "reason": "string",
        "stack_trace": "string",
        "caused_by": {},
        "root_cause": [
          {}
        ],
        "suppressed": [
          {}
        ]
      }
    ],
    "total": 42.0,
    "successful": 42.0,
    "failed": 42.0
  },
  "cluster_name": "string",
  "nodes": {
    "additionalProperty1": {
      "adaptive_selection": {
        "additionalProperty1": {
          "avg_queue_size": 42.0,
          "avg_response_time": "string",
          "avg_response_time_ns": 42.0,
          "avg_service_time": "string",
          "avg_service_time_ns": 42.0,
          "outgoing_searches": 42.0,
          "rank": "string"
        },
        "additionalProperty2": {
          "avg_queue_size": 42.0,
          "avg_response_time": "string",
          "avg_response_time_ns": 42.0,
          "avg_service_time": "string",
          "avg_service_time_ns": 42.0,
          "outgoing_searches": 42.0,
          "rank": "string"
        }
      },
      "breakers": {
        "additionalProperty1": {
          "estimated_size": "string",
          "estimated_size_in_bytes": 42.0,
          "limit_size": "string",
          "limit_size_in_bytes": 42.0,
          "overhead": 42.0,
          "tripped": 42.0
        },
        "additionalProperty2": {
          "estimated_size": "string",
          "estimated_size_in_bytes": 42.0,
          "limit_size": "string",
          "limit_size_in_bytes": 42.0,
          "overhead": 42.0,
          "tripped": 42.0
        }
      },
      "fs": {
        "data": [
          {}
        ],
        "timestamp": 42.0,
        "total": {
          "available": "string",
          "available_in_bytes": 42.0,
          "free": "string",
          "free_in_bytes": 42.0,
          "total": "string",
          "total_in_bytes": 42.0
        },
        "io_stats": {
          "devices": [
            {}
          ],
          "total": {}
        }
      },
      "host": "string",
      "http": {
        "current_open": 42.0,
        "total_opened": 42.0,
        "clients": [
          {}
        ],
        "routes": {
          "additionalProperty1": {},
          "additionalProperty2": {}
        }
      },
      "ingest": {
        "pipelines": {
          "additionalProperty1": {},
          "additionalProperty2": {}
        },
        "total": {
          "count": 42.0,
          "current": 42.0,
          "failed": 42.0
        }
      },
      "ip": "string",
      "jvm": {
        "buffer_pools": {
          "additionalProperty1": {},
          "additionalProperty2": {}
        },
        "classes": {
          "current_loaded_count": 42.0,
          "total_loaded_count": 42.0,
          "total_unloaded_count": 42.0
        },
        "gc": {
          "collectors": {}
        },
        "mem": {
          "heap_used_in_bytes": 42.0,
          "heap_used_percent": 42.0,
          "heap_committed_in_bytes": 42.0,
          "heap_max_in_bytes": 42.0,
          "non_heap_used_in_bytes": 42.0,
          "non_heap_committed_in_bytes": 42.0,
          "pools": {}
        },
        "threads": {
          "count": 42.0,
          "peak_count": 42.0
        },
        "timestamp": 42.0,
        "uptime": "string",
        "uptime_in_millis": 42.0
      },
      "name": "string",
      "os": {
        "cpu": {
          "percent": 42.0,
          "sys": "string",
          "total": "string",
          "user": "string",
          "load_average": {}
        },
        "": {},
        "swap": {
          "adjusted_total_in_bytes": 42.0,
          "resident": "string",
          "resident_in_bytes": 42.0,
          "share": "string",
          "share_in_bytes": 42.0,
          "total_virtual": "string",
          "total_virtual_in_bytes": 42.0,
          "total_in_bytes": 42.0,
          "free_in_bytes": 42.0,
          "used_in_bytes": 42.0
        },
        "cgroup": {
          "cpuacct": {},
          "cpu": {},
          "memory": {}
        },
        "timestamp": 42.0
      },
      "process": {
        "cpu": {
          "percent": 42.0,
          "sys": "string",
          "total": "string",
          "user": "string",
          "load_average": {}
        },
        "mem": {
          "adjusted_total_in_bytes": 42.0,
          "resident": "string",
          "resident_in_bytes": 42.0,
          "share": "string",
          "share_in_bytes": 42.0,
          "total_virtual": "string",
          "total_virtual_in_bytes": 42.0,
          "total_in_bytes": 42.0,
          "free_in_bytes": 42.0,
          "used_in_bytes": 42.0
        },
        "open_file_descriptors": 42.0,
        "max_file_descriptors": 42.0,
        "timestamp": 42.0
      },
      "roles": [
        "master"
      ],
      "script": {
        "cache_evictions": 42.0,
        "compilations": 42.0,
        "compilations_history": {
          "additionalProperty1": 42.0,
          "additionalProperty2": 42.0
        },
        "compilation_limit_triggered": 42.0,
        "contexts": [
          {}
        ]
      },
      "script_cache": {},
      "thread_pool": {
        "additionalProperty1": {
          "active": 42.0,
          "completed": 42.0,
          "largest": 42.0,
          "queue": 42.0,
          "rejected": 42.0,
          "threads": 42.0
        },
        "additionalProperty2": {
          "active": 42.0,
          "completed": 42.0,
          "largest": 42.0,
          "queue": 42.0,
          "rejected": 42.0,
          "threads": 42.0
        }
      },
      "timestamp": 42.0,
      "transport": {
        "inbound_handling_time_histogram": [
          {}
        ],
        "outbound_handling_time_histogram": [
          {}
        ],
        "rx_count": 42.0,
        "rx_size": "string",
        "rx_size_in_bytes": 42.0,
        "server_open": 42.0,
        "tx_count": 42.0,
        "tx_size": "string",
        "tx_size_in_bytes": 42.0,
        "total_outbound_connections": 42.0
      },
      "transport_address": "string",
      "attributes": {
        "additionalProperty1": "string",
        "additionalProperty2": "string"
      },
      "discovery": {
        "cluster_state_queue": {
          "total": 42.0,
          "pending": 42.0,
          "committed": 42.0
        },
        "published_cluster_states": {
          "full_states": 42.0,
          "incompatible_diffs": 42.0,
          "compatible_diffs": 42.0
        },
        "cluster_state_update": {
          "additionalProperty1": {},
          "additionalProperty2": {}
        },
        "serialized_cluster_states": {
          "full_states": {},
          "diffs": {}
        },
        "cluster_applier_stats": {
          "recordings": [
            {}
          ]
        }
      },
      "indexing_pressure": {
        "memory": {
          "limit_in_bytes": 42.0,
          "current": {},
          "total": {}
        }
      },
      "indices": {
        "commit": {
          "generation": 42.0,
          "id": "string",
          "num_docs": 42.0,
          "user_data": {}
        },
        "completion": {
          "size_in_bytes": 42.0,
          "fields": {}
        },
        "docs": {
          "count": 42.0,
          "deleted": 42.0
        },
        "fielddata": {
          "evictions": 42.0,
          "memory_size_in_bytes": 42.0,
          "fields": {}
        },
        "flush": {
          "periodic": 42.0,
          "total": 42.0,
          "total_time": "string"
        },
        "get": {
          "current": 42.0,
          "exists_time": "string",
          "exists_total": 42.0,
          "missing_time": "string",
          "missing_total": 42.0,
          "time": "string",
          "total": 42.0
        },
        "indexing": {
          "index_current": 42.0,
          "delete_current": 42.0,
          "delete_time": "string",
          "delete_total": 42.0,
          "is_throttled": true,
          "noop_update_total": 42.0,
          "throttle_time": "string",
          "index_time": "string",
          "index_total": 42.0,
          "index_failed": 42.0,
          "types": {},
          "write_load": 42.0,
          "recent_write_load": 42.0,
          "peak_write_load": 42.0
        },
        "mappings": {
          "total_count": 42.0,
          "total_estimated_overhead_in_bytes": 42.0
        },
        "merges": {
          "current": 42.0,
          "current_docs": 42.0,
          "current_size": "string",
          "current_size_in_bytes": 42.0,
          "total": 42.0,
          "total_auto_throttle": "string",
          "total_auto_throttle_in_bytes": 42.0,
          "total_docs": 42.0,
          "total_size": "string",
          "total_size_in_bytes": 42.0,
          "total_stopped_time": "string",
          "total_throttled_time": "string",
          "total_time": "string"
        },
        "shard_path": {
          "data_path": "string",
          "is_custom_data_path": true,
          "state_path": "string"
        },
        "query_cache": {
          "cache_count": 42.0,
          "cache_size": 42.0,
          "evictions": 42.0,
          "hit_count": 42.0,
          "memory_size_in_bytes": 42.0,
          "miss_count": 42.0,
          "total_count": 42.0
        },
        "recovery": {
          "current_as_source": 42.0,
          "current_as_target": 42.0,
          "throttle_time": "string"
        },
        "refresh": {
          "external_total": 42.0,
          "listeners": 42.0,
          "total": 42.0,
          "total_time": "string"
        },
        "request_cache": {
          "evictions": 42.0,
          "hit_count": 42.0,
          "memory_size": "string",
          "memory_size_in_bytes": 42.0,
          "miss_count": 42.0
        },
        "retention_leases": {
          "primary_term": 42.0,
          "version": 42.0,
          "leases": [
            {}
          ]
        },
        "routing": {
          "node": "string",
          "primary": true,
          "state": "UNASSIGNED"
        },
        "search": {
          "fetch_current": 42.0,
          "fetch_time": "string",
          "fetch_total": 42.0,
          "open_contexts": 42.0,
          "query_current": 42.0,
          "query_time": "string",
          "query_total": 42.0,
          "scroll_current": 42.0,
          "scroll_time": "string",
          "scroll_total": 42.0,
          "suggest_current": 42.0,
          "suggest_time": "string",
          "suggest_total": 42.0,
          "groups": {}
        },
        "segments": {
          "count": 42.0,
          "doc_values_memory_in_bytes": 42.0,
          "file_sizes": {},
          "fixed_bit_set_memory_in_bytes": 42.0,
          "index_writer_max_memory_in_bytes": 42.0,
          "index_writer_memory_in_bytes": 42.0,
          "max_unsafe_auto_id_timestamp": 42.0,
          "memory_in_bytes": 42.0,
          "norms_memory_in_bytes": 42.0,
          "points_memory_in_bytes": 42.0,
          "stored_fields_memory_in_bytes": 42.0,
          "terms_memory_in_bytes": 42.0,
          "term_vectors_memory_in_bytes": 42.0,
          "version_map_memory_in_bytes": 42.0
        },
        "seq_no": {
          "global_checkpoint": 42.0,
          "local_checkpoint": 42.0,
          "max_seq_no": 42.0
        },
        "store": {
          "size_in_bytes": 42.0,
          "reserved_in_bytes": 42.0,
          "total_data_set_size_in_bytes": 42.0
        },
        "translog": {
          "earliest_last_modified_age": 42.0,
          "operations": 42.0,
          "size": "string",
          "size_in_bytes": 42.0,
          "uncommitted_operations": 42.0,
          "uncommitted_size": "string",
          "uncommitted_size_in_bytes": 42.0
        },
        "warmer": {
          "current": 42.0,
          "total": 42.0,
          "total_time": "string"
        },
        "bulk": {
          "total_operations": 42.0,
          "total_time": "string",
          "total_size_in_bytes": 42.0,
          "avg_time": "string",
          "avg_size_in_bytes": 42.0
        },
        "shards": {
          "additionalProperty1": {},
          "additionalProperty2": {}
        },
        "shard_stats": {
          "total_count": 42.0
        },
        "additionalProperty1": {
          "primaries": {},
          "shards": {},
          "total": {},
          "uuid": "string",
          "health": "green",
          "status": "open"
        },
        "additionalProperty2": {
          "primaries": {},
          "shards": {},
          "total": {},
          "uuid": "string",
          "health": "green",
          "status": "open"
        }
      }
    },
    "additionalProperty2": {
      "adaptive_selection": {
        "additionalProperty1": {
          "avg_queue_size": 42.0,
          "avg_response_time": "string",
          "avg_response_time_ns": 42.0,
          "avg_service_time": "string",
          "avg_service_time_ns": 42.0,
          "outgoing_searches": 42.0,
          "rank": "string"
        },
        "additionalProperty2": {
          "avg_queue_size": 42.0,
          "avg_response_time": "string",
          "avg_response_time_ns": 42.0,
          "avg_service_time": "string",
          "avg_service_time_ns": 42.0,
          "outgoing_searches": 42.0,
          "rank": "string"
        }
      },
      "breakers": {
        "additionalProperty1": {
          "estimated_size": "string",
          "estimated_size_in_bytes": 42.0,
          "limit_size": "string",
          "limit_size_in_bytes": 42.0,
          "overhead": 42.0,
          "tripped": 42.0
        },
        "additionalProperty2": {
          "estimated_size": "string",
          "estimated_size_in_bytes": 42.0,
          "limit_size": "string",
          "limit_size_in_bytes": 42.0,
          "overhead": 42.0,
          "tripped": 42.0
        }
      },
      "fs": {
        "data": [
          {}
        ],
        "timestamp": 42.0,
        "total": {
          "available": "string",
          "available_in_bytes": 42.0,
          "free": "string",
          "free_in_bytes": 42.0,
          "total": "string",
          "total_in_bytes": 42.0
        },
        "io_stats": {
          "devices": [
            {}
          ],
          "total": {}
        }
      },
      "host": "string",
      "http": {
        "current_open": 42.0,
        "total_opened": 42.0,
        "clients": [
          {}
        ],
        "routes": {
          "additionalProperty1": {},
          "additionalProperty2": {}
        }
      },
      "ingest": {
        "pipelines": {
          "additionalProperty1": {},
          "additionalProperty2": {}
        },
        "total": {
          "count": 42.0,
          "current": 42.0,
          "failed": 42.0
        }
      },
      "ip": "string",
      "jvm": {
        "buffer_pools": {
          "additionalProperty1": {},
          "additionalProperty2": {}
        },
        "classes": {
          "current_loaded_count": 42.0,
          "total_loaded_count": 42.0,
          "total_unloaded_count": 42.0
        },
        "gc": {
          "collectors": {}
        },
        "mem": {
          "heap_used_in_bytes": 42.0,
          "heap_used_percent": 42.0,
          "heap_committed_in_bytes": 42.0,
          "heap_max_in_bytes": 42.0,
          "non_heap_used_in_bytes": 42.0,
          "non_heap_committed_in_bytes": 42.0,
          "pools": {}
        },
        "threads": {
          "count": 42.0,
          "peak_count": 42.0
        },
        "timestamp": 42.0,
        "uptime": "string",
        "uptime_in_millis": 42.0
      },
      "name": "string",
      "os": {
        "cpu": {
          "percent": 42.0,
          "sys": "string",
          "total": "string",
          "user": "string",
          "load_average": {}
        },
        "": {},
        "swap": {
          "adjusted_total_in_bytes": 42.0,
          "resident": "string",
          "resident_in_bytes": 42.0,
          "share": "string",
          "share_in_bytes": 42.0,
          "total_virtual": "string",
          "total_virtual_in_bytes": 42.0,
          "total_in_bytes": 42.0,
          "free_in_bytes": 42.0,
          "used_in_bytes": 42.0
        },
        "cgroup": {
          "cpuacct": {},
          "cpu": {},
          "memory": {}
        },
        "timestamp": 42.0
      },
      "process": {
        "cpu": {
          "percent": 42.0,
          "sys": "string",
          "total": "string",
          "user": "string",
          "load_average": {}
        },
        "mem": {
          "adjusted_total_in_bytes": 42.0,
          "resident": "string",
          "resident_in_bytes": 42.0,
          "share": "string",
          "share_in_bytes": 42.0,
          "total_virtual": "string",
          "total_virtual_in_bytes": 42.0,
          "total_in_bytes": 42.0,
          "free_in_bytes": 42.0,
          "used_in_bytes": 42.0
        },
        "open_file_descriptors": 42.0,
        "max_file_descriptors": 42.0,
        "timestamp": 42.0
      },
      "roles": [
        "master"
      ],
      "script": {
        "cache_evictions": 42.0,
        "compilations": 42.0,
        "compilations_history": {
          "additionalProperty1": 42.0,
          "additionalProperty2": 42.0
        },
        "compilation_limit_triggered": 42.0,
        "contexts": [
          {}
        ]
      },
      "script_cache": {},
      "thread_pool": {
        "additionalProperty1": {
          "active": 42.0,
          "completed": 42.0,
          "largest": 42.0,
          "queue": 42.0,
          "rejected": 42.0,
          "threads": 42.0
        },
        "additionalProperty2": {
          "active": 42.0,
          "completed": 42.0,
          "largest": 42.0,
          "queue": 42.0,
          "rejected": 42.0,
          "threads": 42.0
        }
      },
      "timestamp": 42.0,
      "transport": {
        "inbound_handling_time_histogram": [
          {}
        ],
        "outbound_handling_time_histogram": [
          {}
        ],
        "rx_count": 42.0,
        "rx_size": "string",
        "rx_size_in_bytes": 42.0,
        "server_open": 42.0,
        "tx_count": 42.0,
        "tx_size": "string",
        "tx_size_in_bytes": 42.0,
        "total_outbound_connections": 42.0
      },
      "transport_address": "string",
      "attributes": {
        "additionalProperty1": "string",
        "additionalProperty2": "string"
      },
      "discovery": {
        "cluster_state_queue": {
          "total": 42.0,
          "pending": 42.0,
          "committed": 42.0
        },
        "published_cluster_states": {
          "full_states": 42.0,
          "incompatible_diffs": 42.0,
          "compatible_diffs": 42.0
        },
        "cluster_state_update": {
          "additionalProperty1": {},
          "additionalProperty2": {}
        },
        "serialized_cluster_states": {
          "full_states": {},
          "diffs": {}
        },
        "cluster_applier_stats": {
          "recordings": [
            {}
          ]
        }
      },
      "indexing_pressure": {
        "memory": {
          "limit_in_bytes": 42.0,
          "current": {},
          "total": {}
        }
      },
      "indices": {
        "commit": {
          "generation": 42.0,
          "id": "string",
          "num_docs": 42.0,
          "user_data": {}
        },
        "completion": {
          "size_in_bytes": 42.0,
          "fields": {}
        },
        "docs": {
          "count": 42.0,
          "deleted": 42.0
        },
        "fielddata": {
          "evictions": 42.0,
          "memory_size_in_bytes": 42.0,
          "fields": {}
        },
        "flush": {
          "periodic": 42.0,
          "total": 42.0,
          "total_time": "string"
        },
        "get": {
          "current": 42.0,
          "exists_time": "string",
          "exists_total": 42.0,
          "missing_time": "string",
          "missing_total": 42.0,
          "time": "string",
          "total": 42.0
        },
        "indexing": {
          "index_current": 42.0,
          "delete_current": 42.0,
          "delete_time": "string",
          "delete_total": 42.0,
          "is_throttled": true,
          "noop_update_total": 42.0,
          "throttle_time": "string",
          "index_time": "string",
          "index_total": 42.0,
          "index_failed": 42.0,
          "types": {},
          "write_load": 42.0,
          "recent_write_load": 42.0,
          "peak_write_load": 42.0
        },
        "mappings": {
          "total_count": 42.0,
          "total_estimated_overhead_in_bytes": 42.0
        },
        "merges": {
          "current": 42.0,
          "current_docs": 42.0,
          "current_size": "string",
          "current_size_in_bytes": 42.0,
          "total": 42.0,
          "total_auto_throttle": "string",
          "total_auto_throttle_in_bytes": 42.0,
          "total_docs": 42.0,
          "total_size": "string",
          "total_size_in_bytes": 42.0,
          "total_stopped_time": "string",
          "total_throttled_time": "string",
          "total_time": "string"
        },
        "shard_path": {
          "data_path": "string",
          "is_custom_data_path": true,
          "state_path": "string"
        },
        "query_cache": {
          "cache_count": 42.0,
          "cache_size": 42.0,
          "evictions": 42.0,
          "hit_count": 42.0,
          "memory_size_in_bytes": 42.0,
          "miss_count": 42.0,
          "total_count": 42.0
        },
        "recovery": {
          "current_as_source": 42.0,
          "current_as_target": 42.0,
          "throttle_time": "string"
        },
        "refresh": {
          "external_total": 42.0,
          "listeners": 42.0,
          "total": 42.0,
          "total_time": "string"
        },
        "request_cache": {
          "evictions": 42.0,
          "hit_count": 42.0,
          "memory_size": "string",
          "memory_size_in_bytes": 42.0,
          "miss_count": 42.0
        },
        "retention_leases": {
          "primary_term": 42.0,
          "version": 42.0,
          "leases": [
            {}
          ]
        },
        "routing": {
          "node": "string",
          "primary": true,
          "state": "UNASSIGNED"
        },
        "search": {
          "fetch_current": 42.0,
          "fetch_time": "string",
          "fetch_total": 42.0,
          "open_contexts": 42.0,
          "query_current": 42.0,
          "query_time": "string",
          "query_total": 42.0,
          "scroll_current": 42.0,
          "scroll_time": "string",
          "scroll_total": 42.0,
          "suggest_current": 42.0,
          "suggest_time": "string",
          "suggest_total": 42.0,
          "groups": {}
        },
        "segments": {
          "count": 42.0,
          "doc_values_memory_in_bytes": 42.0,
          "file_sizes": {},
          "fixed_bit_set_memory_in_bytes": 42.0,
          "index_writer_max_memory_in_bytes": 42.0,
          "index_writer_memory_in_bytes": 42.0,
          "max_unsafe_auto_id_timestamp": 42.0,
          "memory_in_bytes": 42.0,
          "norms_memory_in_bytes": 42.0,
          "points_memory_in_bytes": 42.0,
          "stored_fields_memory_in_bytes": 42.0,
          "terms_memory_in_bytes": 42.0,
          "term_vectors_memory_in_bytes": 42.0,
          "version_map_memory_in_bytes": 42.0
        },
        "seq_no": {
          "global_checkpoint": 42.0,
          "local_checkpoint": 42.0,
          "max_seq_no": 42.0
        },
        "store": {
          "size_in_bytes": 42.0,
          "reserved_in_bytes": 42.0,
          "total_data_set_size_in_bytes": 42.0
        },
        "translog": {
          "earliest_last_modified_age": 42.0,
          "operations": 42.0,
          "size": "string",
          "size_in_bytes": 42.0,
          "uncommitted_operations": 42.0,
          "uncommitted_size": "string",
          "uncommitted_size_in_bytes": 42.0
        },
        "warmer": {
          "current": 42.0,
          "total": 42.0,
          "total_time": "string"
        },
        "bulk": {
          "total_operations": 42.0,
          "total_time": "string",
          "total_size_in_bytes": 42.0,
          "avg_time": "string",
          "avg_size_in_bytes": 42.0
        },
        "shards": {
          "additionalProperty1": {},
          "additionalProperty2": {}
        },
        "shard_stats": {
          "total_count": 42.0
        },
        "additionalProperty1": {
          "primaries": {},
          "shards": {},
          "total": {},
          "uuid": "string",
          "health": "green",
          "status": "open"
        },
        "additionalProperty2": {
          "primaries": {},
          "shards": {},
          "total": {},
          "uuid": "string",
          "health": "green",
          "status": "open"
        }
      }
    }
  }
}




















Get feature usage information Added in 6.0.0

GET /_nodes/{node_id}/usage/{metric}

Path parameters

  • node_id string | array[string] Required

    A comma-separated list of node IDs or names to limit the returned information; use _local to return information from the node you're connecting to, leave empty to get information from all nodes

  • metric string | array[string] Required

    Limits the information returned to the specific metrics. A comma-separated list of the following options: _all, rest_actions.

Query parameters

  • timeout string

    Period to wait for a response. If no response is received before the timeout expires, the request fails and returns an error.

Responses

  • 200 application/json
    Hide response attributes Show response attributes object
    • _nodes object
      Hide _nodes attributes Show _nodes attributes object
      • failures array[object]
        Hide failures attributes Show failures attributes object
      • total number Required

        Total number of nodes selected by the request.

      • successful number Required

        Number of nodes that responded successfully to the request.

      • failed number Required

        Number of nodes that rejected the request or failed to respond. If this value is not 0, a reason for the rejection or failure is included in the response.

    • cluster_name string Required
    • nodes object Required
      Hide nodes attribute Show nodes attribute object
      • * object Additional properties
        Hide * attributes Show * attributes object
        • rest_actions object Required
          Hide rest_actions attribute Show rest_actions attribute object
          • * number Additional properties
        • Time unit for milliseconds

        • Time unit for milliseconds

        • aggregations object Required
          Hide aggregations attribute Show aggregations attribute object
          • * object Additional properties
GET /_nodes/{node_id}/usage/{metric}
curl \
 --request GET 'http://api.example.com/_nodes/{node_id}/usage/{metric}' \
 --header "Authorization: $API_KEY"
Response examples (200)
{
  "_nodes": {
    "failures": [
      {
        "type": "string",
        "reason": "string",
        "stack_trace": "string",
        "caused_by": {},
        "root_cause": [
          {}
        ],
        "suppressed": [
          {}
        ]
      }
    ],
    "total": 42.0,
    "successful": 42.0,
    "failed": 42.0
  },
  "cluster_name": "string",
  "nodes": {
    "additionalProperty1": {
      "rest_actions": {
        "additionalProperty1": 42.0,
        "additionalProperty2": 42.0
      },
      "": 42.0,
      "aggregations": {
        "additionalProperty1": {},
        "additionalProperty2": {}
      }
    },
    "additionalProperty2": {
      "rest_actions": {
        "additionalProperty1": 42.0,
        "additionalProperty2": 42.0
      },
      "": 42.0,
      "aggregations": {
        "additionalProperty1": {},
        "additionalProperty2": {}
      }
    }
  }
}






































































































































































































































































































































































































































































































Run a Fleet search Technical preview

GET /{index}/_fleet/_fleet_search

The purpose of the Fleet search API is to provide an API where the search will be run only after the provided checkpoint has been processed and is visible for searches inside of Elasticsearch.

Path parameters

  • index string Required

    A single target to search. If the target is an index alias, it must resolve to a single index.

Query parameters

application/json

Body

  • collapse object
    Hide collapse attributes Show collapse attributes object
    • field string Required

      Path to field or array of paths. Some API's support wildcards in the path to select multiple fields.

    • inner_hits object | array[object]

      The number of inner hits and their sort order

      One of:
      Hide attributes Show attributes
      • name string
      • size number

        The maximum number of hits to return per inner_hits.

      • from number

        Inner hit starting document offset.

      • collapse object
      • docvalue_fields array[object]
        Hide docvalue_fields attributes Show docvalue_fields attributes object
        • field string Required

          Path to field or array of paths. Some API's support wildcards in the path to select multiple fields.

        • format string

          The format in which the values are returned.

      • explain boolean
      • Hide highlight attributes Show highlight attributes object
        • A string that contains each boundary character.

        • How far to scan for boundary characters.

        • Values are chars, sentence, or word.

        • Controls which locale is used to search for sentence and word boundaries. This parameter takes a form of a language tag, for example: "en-US", "fr-FR", "ja-JP".

        • force_source boolean Deprecated
        • Values are simple or span.

        • The size of the highlighted fragment in characters.

        • An Elasticsearch Query DSL (Domain Specific Language) object that defines a query.

          External documentation
        • If set to a non-negative value, highlighting stops at this defined maximum limit. The rest of the text is not processed, thus not highlighted and no error is returned The max_analyzed_offset query setting does not override the index.highlight.max_analyzed_offset setting, which prevails when it’s set to lower value than the query setting.

        • The amount of text you want to return from the beginning of the field if there are no matching fragments to highlight.

        • The maximum number of fragments to return. If the number of fragments is set to 0, no fragments are returned. Instead, the entire field contents are highlighted and returned. This can be handy when you need to highlight short texts such as a title or address, but fragmentation is not required. If number_of_fragments is 0, fragment_size is ignored.

        • options object
          Hide options attribute Show options attribute object
          • * object Additional properties
        • order string

          Value is score.

        • Controls the number of matching phrases in a document that are considered. Prevents the fvh highlighter from analyzing too many phrases and consuming too much memory. When using matched_fields, phrase_limit phrases per matched field are considered. Raising the limit increases query time and consumes more memory. Only supported by the fvh highlighter.

        • post_tags array[string]

          Use in conjunction with pre_tags to define the HTML tags to use for the highlighted text. By default, highlighted text is wrapped in <em> and </em> tags.

        • pre_tags array[string]

          Use in conjunction with post_tags to define the HTML tags to use for the highlighted text. By default, highlighted text is wrapped in <em> and </em> tags.

        • By default, only fields that contains a query match are highlighted. Set to false to highlight all fields.

        • Value is styled.

        • encoder string

          Values are default or html.

        • fields object Required
      • Hide script_fields attribute Show script_fields attribute object
        • * object Additional properties
          Hide * attributes Show * attributes object
          • script object Required
            Hide script attributes Show script attributes object
            • id string
            • params object

              Specifies any named parameters that are passed into the script as variables. Use parameters instead of hard-coded values to decrease compile time.

            • options object
      • fields string | array[string]
      • sort string | object | array[string | object]

        One of:

        Path to field or array of paths. Some API's support wildcards in the path to select multiple fields.

      • _source boolean | object

        Defines how to fetch a source. Fetching can be disabled entirely, or the source can be filtered.

        One of:
      • stored_fields string | array[string]
      • version boolean
    • The number of concurrent requests allowed to retrieve the inner_hits per group

    • collapse object
  • explain boolean

    If true, returns detailed information about score computation as part of a hit.

  • ext object

    Configuration of search extensions defined by Elasticsearch plugins.

    Hide ext attribute Show ext attribute object
    • * object Additional properties
  • from number

    Starting document offset. By default, you cannot page through more than 10,000 hits using the from and size parameters. To page through more hits, use the search_after parameter.

  • Hide highlight attributes Show highlight attributes object
    • A string that contains each boundary character.

    • How far to scan for boundary characters.

    • Values are chars, sentence, or word.

    • Controls which locale is used to search for sentence and word boundaries. This parameter takes a form of a language tag, for example: "en-US", "fr-FR", "ja-JP".

    • force_source boolean Deprecated
    • Values are simple or span.

    • The size of the highlighted fragment in characters.

    • An Elasticsearch Query DSL (Domain Specific Language) object that defines a query.

      External documentation
    • If set to a non-negative value, highlighting stops at this defined maximum limit. The rest of the text is not processed, thus not highlighted and no error is returned The max_analyzed_offset query setting does not override the index.highlight.max_analyzed_offset setting, which prevails when it’s set to lower value than the query setting.

    • The amount of text you want to return from the beginning of the field if there are no matching fragments to highlight.

    • The maximum number of fragments to return. If the number of fragments is set to 0, no fragments are returned. Instead, the entire field contents are highlighted and returned. This can be handy when you need to highlight short texts such as a title or address, but fragmentation is not required. If number_of_fragments is 0, fragment_size is ignored.

    • options object
      Hide options attribute Show options attribute object
      • * object Additional properties
    • order string

      Value is score.

    • Controls the number of matching phrases in a document that are considered. Prevents the fvh highlighter from analyzing too many phrases and consuming too much memory. When using matched_fields, phrase_limit phrases per matched field are considered. Raising the limit increases query time and consumes more memory. Only supported by the fvh highlighter.

    • post_tags array[string]

      Use in conjunction with pre_tags to define the HTML tags to use for the highlighted text. By default, highlighted text is wrapped in <em> and </em> tags.

    • pre_tags array[string]

      Use in conjunction with post_tags to define the HTML tags to use for the highlighted text. By default, highlighted text is wrapped in <em> and </em> tags.

    • By default, only fields that contains a query match are highlighted. Set to false to highlight all fields.

    • Value is styled.

    • encoder string

      Values are default or html.

    • fields object Required
  • track_total_hits boolean | number

    Number of hits matching the query to count accurately. If true, the exact number of hits is returned at the cost of some performance. If false, the response does not include the total number of hits matching the query. Defaults to 10,000 hits.

  • indices_boost array[object]

    Boosts the _score of documents from specified indices.

    Hide indices_boost attribute Show indices_boost attribute object
    • * number Additional properties
  • docvalue_fields array[object]

    Array of wildcard (*) patterns. The request returns doc values for field names matching these patterns in the hits.fields property of the response.

    Hide docvalue_fields attributes Show docvalue_fields attributes object
    • field string Required

      Path to field or array of paths. Some API's support wildcards in the path to select multiple fields.

    • format string

      The format in which the values are returned.

  • Minimum _score for matching documents. Documents with a lower _score are not included in search results and results collected by aggregations.

  • An Elasticsearch Query DSL (Domain Specific Language) object that defines a query.

    External documentation
  • profile boolean
  • query object

    An Elasticsearch Query DSL (Domain Specific Language) object that defines a query.

    External documentation
  • rescore object | array[object]

    One of:
    Hide attributes Show attributes
    • query object
      Hide query attributes Show query attributes object
    • Hide learning_to_rank attributes Show learning_to_rank attributes object
      • model_id string Required

        The unique identifier of the trained model uploaded to Elasticsearch

      • params object

        Named parameters to be passed to the query templates used for feature

        Hide params attribute Show params attribute object
        • * object Additional properties
  • Retrieve a script evaluation (based on different fields) for each hit.

    Hide script_fields attribute Show script_fields attribute object
  • search_after array[number | string | boolean | null]

    A field value.

  • size number

    The number of hits to return. By default, you cannot page through more than 10,000 hits using the from and size parameters. To page through more hits, use the search_after parameter.

  • slice object
    Hide slice attributes Show slice attributes object
    • field string

      Path to field or array of paths. Some API's support wildcards in the path to select multiple fields.

    • id string Required
    • max number Required
  • sort string | object | array[string | object]

    One of:

    Path to field or array of paths. Some API's support wildcards in the path to select multiple fields.

  • _source boolean | object

    Defines how to fetch a source. Fetching can be disabled entirely, or the source can be filtered.

    One of:
  • fields array[object]

    Array of wildcard (*) patterns. The request returns values for field names matching these patterns in the hits.fields property of the response.

    Hide fields attributes Show fields attributes object
    • field string Required

      Path to field or array of paths. Some API's support wildcards in the path to select multiple fields.

    • format string

      The format in which the values are returned.

  • suggest object
    Hide suggest attribute Show suggest attribute object
    • text string

      Global suggest text, to avoid repetition when the same text is used in several suggesters

  • Maximum number of documents to collect for each shard. If a query reaches this limit, Elasticsearch terminates the query early. Elasticsearch collects documents before sorting. Defaults to 0, which does not terminate query execution early.

  • timeout string

    Specifies the period of time to wait for a response from each shard. If no response is received before the timeout expires, the request fails and returns an error. Defaults to no timeout.

  • If true, calculate and return document scores, even if the scores are not used for sorting.

  • version boolean

    If true, returns document version as part of a hit.

  • If true, returns sequence number and primary term of the last modification of each hit. See Optimistic concurrency control.

  • stored_fields string | array[string]
  • pit object
    Hide pit attributes Show pit attributes object
    • id string Required
    • A duration. Units can be nanos, micros, ms (milliseconds), s (seconds), m (minutes), h (hours) and d (days). Also accepts "0" without a unit and "-1" to indicate an unspecified value.

  • Hide runtime_mappings attribute Show runtime_mappings attribute object
    • * object Additional properties
      Hide * attributes Show * attributes object
      • fields object

        For type composite

        Hide fields attribute Show fields attribute object
        • * object Additional properties
          Hide * attribute Show * attribute object
          • type string Required

            Values are boolean, composite, date, double, geo_point, geo_shape, ip, keyword, long, or lookup.

      • fetch_fields array[object]

        For type lookup

        Hide fetch_fields attributes Show fetch_fields attributes object
        • field string Required

          Path to field or array of paths. Some API's support wildcards in the path to select multiple fields.

        • format string
      • format string

        A custom format for date type runtime fields.

      • Path to field or array of paths. Some API's support wildcards in the path to select multiple fields.

      • Path to field or array of paths. Some API's support wildcards in the path to select multiple fields.

      • script object
        Hide script attributes Show script attributes object
      • type string Required

        Values are boolean, composite, date, double, geo_point, geo_shape, ip, keyword, long, or lookup.

  • stats array[string]

    Stats groups to associate with the search. Each group maintains a statistics aggregation for its associated searches. You can retrieve these stats using the indices stats API.

Responses

GET /{index}/_fleet/_fleet_search
curl \
 --request GET 'http://api.example.com/{index}/_fleet/_fleet_search' \
 --header "Authorization: $API_KEY" \
 --header "Content-Type: application/json" \
 --data '{"aggregations":{},"collapse":{"field":"string","inner_hits":{"name":"string","size":42.0,"from":42.0,"collapse":{},"docvalue_fields":[{"field":"string","format":"string","include_unmapped":true}],"explain":true,"highlight":{"":"plain","boundary_chars":"string","boundary_max_scan":42.0,"boundary_scanner":"chars","boundary_scanner_locale":"string","force_source":true,"fragmenter":"simple","fragment_size":42.0,"highlight_filter":true,"highlight_query":{},"max_fragment_length":42.0,"max_analyzed_offset":42.0,"no_match_size":42.0,"number_of_fragments":42.0,"options":{"additionalProperty1":{},"additionalProperty2":{}},"order":"score","phrase_limit":42.0,"post_tags":["string"],"pre_tags":["string"],"require_field_match":true,"tags_schema":"styled","encoder":"default","fields":{}},"ignore_unmapped":true,"script_fields":{"additionalProperty1":{"script":{"id":"string","params":{},"options":{}},"ignore_failure":true},"additionalProperty2":{"script":{"id":"string","params":{},"options":{}},"ignore_failure":true}},"seq_no_primary_term":true,"fields":"string","":true,"stored_fields":"string","track_scores":true,"version":true},"max_concurrent_group_searches":42.0,"collapse":{}},"explain":true,"ext":{"additionalProperty1":{},"additionalProperty2":{}},"from":42.0,"highlight":{"":"plain","boundary_chars":"string","boundary_max_scan":42.0,"boundary_scanner":"chars","boundary_scanner_locale":"string","force_source":true,"fragmenter":"simple","fragment_size":42.0,"highlight_filter":true,"highlight_query":{},"max_fragment_length":42.0,"max_analyzed_offset":42.0,"no_match_size":42.0,"number_of_fragments":42.0,"options":{"additionalProperty1":{},"additionalProperty2":{}},"order":"score","phrase_limit":42.0,"post_tags":["string"],"pre_tags":["string"],"require_field_match":true,"tags_schema":"styled","encoder":"default","fields":{}},"track_total_hits":true,"indices_boost":[{"additionalProperty1":42.0,"additionalProperty2":42.0}],"docvalue_fields":[{"field":"string","format":"string","include_unmapped":true}],"min_score":42.0,"post_filter":{},"profile":true,"query":{},"rescore":{"window_size":42.0,"query":{"rescore_query":{},"query_weight":42.0,"rescore_query_weight":42.0,"score_mode":"avg"},"learning_to_rank":{"model_id":"string","params":{"additionalProperty1":{},"additionalProperty2":{}}}},"script_fields":{"additionalProperty1":{"script":{"":"painless","id":"string","params":{"additionalProperty1":{},"additionalProperty2":{}},"options":{"additionalProperty1":"string","additionalProperty2":"string"}},"ignore_failure":true},"additionalProperty2":{"script":{"":"painless","id":"string","params":{"additionalProperty1":{},"additionalProperty2":{}},"options":{"additionalProperty1":"string","additionalProperty2":"string"}},"ignore_failure":true}},"search_after":[42.0],"size":42.0,"slice":{"field":"string","id":"string","max":42.0},"":true,"fields":[{"field":"string","format":"string","include_unmapped":true}],"suggest":{"text":"string"},"terminate_after":42.0,"timeout":"string","track_scores":true,"version":true,"seq_no_primary_term":true,"stored_fields":"string","pit":{"id":"string","keep_alive":"string"},"runtime_mappings":{"additionalProperty1":{"fields":{"additionalProperty1":{"type":"boolean"},"additionalProperty2":{"type":"boolean"}},"fetch_fields":[{"field":"string","format":"string"}],"format":"string","input_field":"string","target_field":"string","target_index":"string","script":{"":"painless","id":"string","params":{"additionalProperty1":{},"additionalProperty2":{}},"options":{"additionalProperty1":"string","additionalProperty2":"string"}},"type":"boolean"},"additionalProperty2":{"fields":{"additionalProperty1":{"type":"boolean"},"additionalProperty2":{"type":"boolean"}},"fetch_fields":[{"field":"string","format":"string"}],"format":"string","input_field":"string","target_field":"string","target_index":"string","script":{"":"painless","id":"string","params":{"additionalProperty1":{},"additionalProperty2":{}},"options":{"additionalProperty1":"string","additionalProperty2":"string"}},"type":"boolean"}},"stats":["string"]}'
Request examples
{
  "aggregations": {},
  "collapse": {
    "field": "string",
    "inner_hits": {
      "name": "string",
      "size": 42.0,
      "from": 42.0,
      "collapse": {},
      "docvalue_fields": [
        {
          "field": "string",
          "format": "string",
          "include_unmapped": true
        }
      ],
      "explain": true,
      "highlight": {
        "": "plain",
        "boundary_chars": "string",
        "boundary_max_scan": 42.0,
        "boundary_scanner": "chars",
        "boundary_scanner_locale": "string",
        "force_source": true,
        "fragmenter": "simple",
        "fragment_size": 42.0,
        "highlight_filter": true,
        "highlight_query": {},
        "max_fragment_length": 42.0,
        "max_analyzed_offset": 42.0,
        "no_match_size": 42.0,
        "number_of_fragments": 42.0,
        "options": {
          "additionalProperty1": {},
          "additionalProperty2": {}
        },
        "order": "score",
        "phrase_limit": 42.0,
        "post_tags": [
          "string"
        ],
        "pre_tags": [
          "string"
        ],
        "require_field_match": true,
        "tags_schema": "styled",
        "encoder": "default",
        "fields": {}
      },
      "ignore_unmapped": true,
      "script_fields": {
        "additionalProperty1": {
          "script": {
            "id": "string",
            "params": {},
            "options": {}
          },
          "ignore_failure": true
        },
        "additionalProperty2": {
          "script": {
            "id": "string",
            "params": {},
            "options": {}
          },
          "ignore_failure": true
        }
      },
      "seq_no_primary_term": true,
      "fields": "string",
      "": true,
      "stored_fields": "string",
      "track_scores": true,
      "version": true
    },
    "max_concurrent_group_searches": 42.0,
    "collapse": {}
  },
  "explain": true,
  "ext": {
    "additionalProperty1": {},
    "additionalProperty2": {}
  },
  "from": 42.0,
  "highlight": {
    "": "plain",
    "boundary_chars": "string",
    "boundary_max_scan": 42.0,
    "boundary_scanner": "chars",
    "boundary_scanner_locale": "string",
    "force_source": true,
    "fragmenter": "simple",
    "fragment_size": 42.0,
    "highlight_filter": true,
    "highlight_query": {},
    "max_fragment_length": 42.0,
    "max_analyzed_offset": 42.0,
    "no_match_size": 42.0,
    "number_of_fragments": 42.0,
    "options": {
      "additionalProperty1": {},
      "additionalProperty2": {}
    },
    "order": "score",
    "phrase_limit": 42.0,
    "post_tags": [
      "string"
    ],
    "pre_tags": [
      "string"
    ],
    "require_field_match": true,
    "tags_schema": "styled",
    "encoder": "default",
    "fields": {}
  },
  "track_total_hits": true,
  "indices_boost": [
    {
      "additionalProperty1": 42.0,
      "additionalProperty2": 42.0
    }
  ],
  "docvalue_fields": [
    {
      "field": "string",
      "format": "string",
      "include_unmapped": true
    }
  ],
  "min_score": 42.0,
  "post_filter": {},
  "profile": true,
  "query": {},
  "rescore": {
    "window_size": 42.0,
    "query": {
      "rescore_query": {},
      "query_weight": 42.0,
      "rescore_query_weight": 42.0,
      "score_mode": "avg"
    },
    "learning_to_rank": {
      "model_id": "string",
      "params": {
        "additionalProperty1": {},
        "additionalProperty2": {}
      }
    }
  },
  "script_fields": {
    "additionalProperty1": {
      "script": {
        "": "painless",
        "id": "string",
        "params": {
          "additionalProperty1": {},
          "additionalProperty2": {}
        },
        "options": {
          "additionalProperty1": "string",
          "additionalProperty2": "string"
        }
      },
      "ignore_failure": true
    },
    "additionalProperty2": {
      "script": {
        "": "painless",
        "id": "string",
        "params": {
          "additionalProperty1": {},
          "additionalProperty2": {}
        },
        "options": {
          "additionalProperty1": "string",
          "additionalProperty2": "string"
        }
      },
      "ignore_failure": true
    }
  },
  "search_after": [
    42.0
  ],
  "size": 42.0,
  "slice": {
    "field": "string",
    "id": "string",
    "max": 42.0
  },
  "": true,
  "fields": [
    {
      "field": "string",
      "format": "string",
      "include_unmapped": true
    }
  ],
  "suggest": {
    "text": "string"
  },
  "terminate_after": 42.0,
  "timeout": "string",
  "track_scores": true,
  "version": true,
  "seq_no_primary_term": true,
  "stored_fields": "string",
  "pit": {
    "id": "string",
    "keep_alive": "string"
  },
  "runtime_mappings": {
    "additionalProperty1": {
      "fields": {
        "additionalProperty1": {
          "type": "boolean"
        },
        "additionalProperty2": {
          "type": "boolean"
        }
      },
      "fetch_fields": [
        {
          "field": "string",
          "format": "string"
        }
      ],
      "format": "string",
      "input_field": "string",
      "target_field": "string",
      "target_index": "string",
      "script": {
        "": "painless",
        "id": "string",
        "params": {
          "additionalProperty1": {},
          "additionalProperty2": {}
        },
        "options": {
          "additionalProperty1": "string",
          "additionalProperty2": "string"
        }
      },
      "type": "boolean"
    },
    "additionalProperty2": {
      "fields": {
        "additionalProperty1": {
          "type": "boolean"
        },
        "additionalProperty2": {
          "type": "boolean"
        }
      },
      "fetch_fields": [
        {
          "field": "string",
          "format": "string"
        }
      ],
      "format": "string",
      "input_field": "string",
      "target_field": "string",
      "target_index": "string",
      "script": {
        "": "painless",
        "id": "string",
        "params": {
          "additionalProperty1": {},
          "additionalProperty2": {}
        },
        "options": {
          "additionalProperty1": "string",
          "additionalProperty2": "string"
        }
      },
      "type": "boolean"
    }
  },
  "stats": [
    "string"
  ]
}
Response examples (200)
{
  "took": 42.0,
  "timed_out": true,
  "_shards": {
    "failed": 42.0,
    "successful": 42.0,
    "total": 42.0,
    "failures": [
      {
        "index": "string",
        "node": "string",
        "reason": {
          "type": "string",
          "reason": "string",
          "stack_trace": "string",
          "caused_by": {},
          "root_cause": [
            {}
          ],
          "suppressed": [
            {}
          ]
        },
        "shard": 42.0,
        "status": "string"
      }
    ],
    "skipped": 42.0
  },
  "hits": {
    "total": {
      "relation": "eq",
      "value": 42.0
    },
    "hits": [
      {
        "_index": "string",
        "_id": "string",
        "_score": 42.0,
        "_explanation": {
          "description": "string",
          "details": [
            {}
          ],
          "value": 42.0
        },
        "fields": {
          "additionalProperty1": {},
          "additionalProperty2": {}
        },
        "highlight": {
          "additionalProperty1": [
            "string"
          ],
          "additionalProperty2": [
            "string"
          ]
        },
        "inner_hits": {
          "additionalProperty1": {
            "hits": {}
          },
          "additionalProperty2": {
            "hits": {}
          }
        },
        "matched_queries": [
          "string"
        ],
        "_nested": {
          "field": "string",
          "offset": 42.0,
          "_nested": {}
        },
        "_ignored": [
          "string"
        ],
        "ignored_field_values": {
          "additionalProperty1": [
            {}
          ],
          "additionalProperty2": [
            {}
          ]
        },
        "_shard": "string",
        "_node": "string",
        "_routing": "string",
        "_source": {},
        "_rank": 42.0,
        "_seq_no": 42.0,
        "_primary_term": 42.0,
        "_version": 42.0,
        "sort": [
          42.0
        ]
      }
    ],
    "max_score": 42.0
  },
  "aggregations": {},
  "_clusters": {
    "skipped": 42.0,
    "successful": 42.0,
    "total": 42.0,
    "running": 42.0,
    "partial": 42.0,
    "failed": 42.0,
    "details": {
      "additionalProperty1": {
        "status": "running",
        "indices": "string",
        "": 42.0,
        "timed_out": true,
        "_shards": {
          "failed": 42.0,
          "successful": 42.0,
          "total": 42.0,
          "failures": [
            {}
          ],
          "skipped": 42.0
        },
        "failures": [
          {
            "index": "string",
            "node": "string",
            "reason": {},
            "shard": 42.0,
            "status": "string"
          }
        ]
      },
      "additionalProperty2": {
        "status": "running",
        "indices": "string",
        "": 42.0,
        "timed_out": true,
        "_shards": {
          "failed": 42.0,
          "successful": 42.0,
          "total": 42.0,
          "failures": [
            {}
          ],
          "skipped": 42.0
        },
        "failures": [
          {
            "index": "string",
            "node": "string",
            "reason": {},
            "shard": 42.0,
            "status": "string"
          }
        ]
      }
    }
  },
  "fields": {
    "additionalProperty1": {},
    "additionalProperty2": {}
  },
  "max_score": 42.0,
  "num_reduce_phases": 42.0,
  "profile": {
    "shards": [
      {
        "aggregations": [
          {
            "breakdown": {},
            "description": "string",
            "type": "string",
            "debug": {},
            "children": [
              {}
            ]
          }
        ],
        "cluster": "string",
        "dfs": {
          "statistics": {
            "type": "string",
            "description": "string",
            "time": "string",
            "breakdown": {},
            "debug": {},
            "children": [
              {}
            ]
          },
          "knn": [
            {}
          ]
        },
        "fetch": {
          "type": "string",
          "description": "string",
          "": 42.0,
          "breakdown": {
            "load_source": 42.0,
            "load_source_count": 42.0,
            "load_stored_fields": 42.0,
            "load_stored_fields_count": 42.0,
            "next_reader": 42.0,
            "next_reader_count": 42.0,
            "process_count": 42.0,
            "process": 42.0
          },
          "debug": {
            "stored_fields": [
              "string"
            ],
            "fast_path": 42.0
          },
          "children": [
            {}
          ]
        },
        "id": "string",
        "index": "string",
        "node_id": "string",
        "searches": [
          {
            "collector": [
              {}
            ],
            "query": [
              {}
            ],
            "rewrite_time": 42.0
          }
        ],
        "shard_id": 42.0
      }
    ]
  },
  "pit_id": "string",
  "_scroll_id": "string",
  "suggest": {
    "additionalProperty1": [
      {
        "length": 42.0,
        "offset": 42.0,
        "text": "string"
      }
    ],
    "additionalProperty2": [
      {
        "length": 42.0,
        "offset": 42.0,
        "text": "string"
      }
    ]
  },
  "terminated_early": true
}






























































































































































































































Get aliases

GET /_alias

Retrieves information for one or more data stream or index aliases.

Query parameters

  • If false, the request returns an error if any wildcard expression, index alias, or _all value targets only missing or closed indices. This behavior applies even if the request targets other open indices.

  • expand_wildcards string | array[string]

    Type of index that wildcard patterns can match. If the request can target data streams, this argument determines whether wildcard expressions match hidden data streams. Supports comma-separated values, such as open,hidden. Valid values are: all, open, closed, hidden, none.

  • If false, the request returns an error if it targets a missing or closed index.

  • Period to wait for a connection to the master node. If no response is received before the timeout expires, the request fails and returns an error.

Responses

  • 200 application/json
    Hide response attribute Show response attribute object
    • * object Additional properties
      Hide * attribute Show * attribute object
      • aliases object Required
        Hide aliases attribute Show aliases attribute object
        • * object Additional properties
          Hide * attributes Show * attributes object
          • filter object

            An Elasticsearch Query DSL (Domain Specific Language) object that defines a query.

            External documentation
          • Value used to route indexing operations to a specific shard. If specified, this overwrites the routing value for indexing operations.

          • If true, the index is the write index for the alias.

          • routing string

            Value used to route indexing and search operations to a specific shard.

          • Value used to route search operations to a specific shard. If specified, this overwrites the routing value for search operations.

          • is_hidden boolean

            If true, the alias is hidden. All indices for the alias must have the same is_hidden value.

GET /_alias
curl \
 --request GET 'http://api.example.com/_alias' \
 --header "Authorization: $API_KEY"
Response examples (200)
{
  "additionalProperty1": {
    "aliases": {
      "additionalProperty1": {
        "filter": {},
        "index_routing": "string",
        "is_write_index": true,
        "routing": "string",
        "search_routing": "string",
        "is_hidden": true
      },
      "additionalProperty2": {
        "filter": {},
        "index_routing": "string",
        "is_write_index": true,
        "routing": "string",
        "search_routing": "string",
        "is_hidden": true
      }
    }
  },
  "additionalProperty2": {
    "aliases": {
      "additionalProperty1": {
        "filter": {},
        "index_routing": "string",
        "is_write_index": true,
        "routing": "string",
        "search_routing": "string",
        "is_hidden": true
      },
      "additionalProperty2": {
        "filter": {},
        "index_routing": "string",
        "is_write_index": true,
        "routing": "string",
        "search_routing": "string",
        "is_hidden": true
      }
    }
  }
}





























































































































































































































































































































































































































































































































































































































































































































































































































































Get data frame analytics job configuration info Added in 7.3.0

GET /_ml/data_frame/analytics/{id}

You can get information for multiple data frame analytics jobs in a single API request by using a comma-separated list of data frame analytics jobs or a wildcard expression.

Path parameters

  • id string Required

    Identifier for the data frame analytics job. If you do not specify this option, the API returns information for the first hundred data frame analytics jobs.

Query parameters

  • Specifies what to do when the request:

    1. Contains wildcard expressions and there are no data frame analytics jobs that match.
    2. Contains the _all string or no identifiers and there are no matches.
    3. Contains wildcard expressions and there are only partial matches.

    The default value returns an empty data_frame_analytics array when there are no matches and the subset of results when there are partial matches. If this parameter is false, the request returns a 404 status code when there are no matches or only partial matches.

  • from number

    Skips the specified number of data frame analytics jobs.

  • size number

    Specifies the maximum number of data frame analytics jobs to obtain.

  • Indicates if certain fields should be removed from the configuration on retrieval. This allows the configuration to be in an acceptable format to be retrieved and then added to another cluster.

Responses

  • 200 application/json
    Hide response attributes Show response attributes object
    • count number Required
    • data_frame_analytics array[object] Required

      An array of data frame analytics job resources, which are sorted by the id value in ascending order.

      Hide data_frame_analytics attributes Show data_frame_analytics attributes object
      • analysis object Required
        Hide analysis attributes Show analysis attributes object
        • Hide classification attributes Show classification attributes object
          • alpha number

            Advanced configuration option. Machine learning uses loss guided tree growing, which means that the decision trees grow where the regularized loss decreases most quickly. This parameter affects loss calculations by acting as a multiplier of the tree depth. Higher alpha values result in shallower trees and faster training times. By default, this value is calculated during hyperparameter optimization. It must be greater than or equal to zero.

          • dependent_variable string Required

            Defines which field of the document is to be predicted. It must match one of the fields in the index being used to train. If this field is missing from a document, then that document will not be used for training, but a prediction with the trained model will be generated for it. It is also known as continuous target variable. For classification analysis, the data type of the field must be numeric (integer, short, long, byte), categorical (ip or keyword), or boolean. There must be no more than 30 different values in this field. For regression analysis, the data type of the field must be numeric.

          • Advanced configuration option. Controls the fraction of data that is used to compute the derivatives of the loss function for tree training. A small value results in the use of a small fraction of the data. If this value is set to be less than 1, accuracy typically improves. However, too small a value may result in poor convergence for the ensemble and so require more trees. By default, this value is calculated during hyperparameter optimization. It must be greater than zero and less than or equal to 1.

          • Advanced configuration option. Specifies whether the training process should finish if it is not finding any better performing models. If disabled, the training process can take significantly longer and the chance of finding a better performing model is unremarkable.

          • eta number

            Advanced configuration option. The shrinkage applied to the weights. Smaller values result in larger forests which have a better generalization error. However, larger forests cause slower training. By default, this value is calculated during hyperparameter optimization. It must be a value between 0.001 and 1.

          • Advanced configuration option. Specifies the rate at which eta increases for each new tree that is added to the forest. For example, a rate of 1.05 increases eta by 5% for each extra tree. By default, this value is calculated during hyperparameter optimization. It must be between 0.5 and 2.

          • Advanced configuration option. Defines the fraction of features that will be used when selecting a random bag for each candidate split. By default, this value is calculated during hyperparameter optimization.

          • feature_processors array[object]

            Advanced configuration option. A collection of feature preprocessors that modify one or more included fields. The analysis uses the resulting one or more features instead of the original document field. However, these features are ephemeral; they are not stored in the destination index. Multiple feature_processors entries can refer to the same document fields. Automatic categorical feature encoding still occurs for the fields that are unprocessed by a custom processor or that have categorical values. Use this property only if you want to override the automatic feature encoding of the specified fields.

          • gamma number

            Advanced configuration option. Regularization parameter to prevent overfitting on the training data set. Multiplies a linear penalty associated with the size of individual trees in the forest. A high gamma value causes training to prefer small trees. A small gamma value results in larger individual trees and slower training. By default, this value is calculated during hyperparameter optimization. It must be a nonnegative value.

          • lambda number

            Advanced configuration option. Regularization parameter to prevent overfitting on the training data set. Multiplies an L2 regularization term which applies to leaf weights of the individual trees in the forest. A high lambda value causes training to favor small leaf weights. This behavior makes the prediction function smoother at the expense of potentially not being able to capture relevant relationships between the features and the dependent variable. A small lambda value results in large individual trees and slower training. By default, this value is calculated during hyperparameter optimization. It must be a nonnegative value.

          • Advanced configuration option. A multiplier responsible for determining the maximum number of hyperparameter optimization steps in the Bayesian optimization procedure. The maximum number of steps is determined based on the number of undefined hyperparameters times the maximum optimization rounds per hyperparameter. By default, this value is calculated during hyperparameter optimization.

          • Advanced configuration option. Defines the maximum number of decision trees in the forest. The maximum value is 2000. By default, this value is calculated during hyperparameter optimization.

          • Advanced configuration option. Specifies the maximum number of feature importance values per document to return. By default, no feature importance calculation occurs.

          • Path to field or array of paths. Some API's support wildcards in the path to select multiple fields.

          • Defines the seed for the random generator that is used to pick training data. By default, it is randomly generated. Set it to a specific value to use the same training data each time you start a job (assuming other related parameters such as source and analyzed_fields are the same).

          • Advanced configuration option. Machine learning uses loss guided tree growing, which means that the decision trees grow where the regularized loss decreases most quickly. This soft limit combines with the soft_tree_depth_tolerance to penalize trees that exceed the specified depth; the regularized loss increases quickly beyond this depth. By default, this value is calculated during hyperparameter optimization. It must be greater than or equal to 0.

          • Advanced configuration option. This option controls how quickly the regularized loss increases when the tree depth exceeds soft_tree_depth_limit. By default, this value is calculated during hyperparameter optimization. It must be greater than or equal to 0.01.

          • Defines the number of categories for which the predicted probabilities are reported. It must be non-negative or -1. If it is -1 or greater than the total number of categories, probabilities are reported for all categories; if you have a large number of categories, there could be a significant effect on the size of your destination index. NOTE: To use the AUC ROC evaluation method, num_top_classes must be set to -1 or a value greater than or equal to the total number of categories.

        • Hide outlier_detection attributes Show outlier_detection attributes object
          • Specifies whether the feature influence calculation is enabled.

          • The minimum outlier score that a document needs to have in order to calculate its feature influence score. Value range: 0-1.

          • method string

            The method that outlier detection uses. Available methods are lof, ldof, distance_kth_nn, distance_knn, and ensemble. The default value is ensemble, which means that outlier detection uses an ensemble of different methods and normalises and combines their individual outlier scores to obtain the overall outlier score.

          • Defines the value for how many nearest neighbors each method of outlier detection uses to calculate its outlier score. When the value is not set, different values are used for different ensemble members. This default behavior helps improve the diversity in the ensemble; only override it if you are confident that the value you choose is appropriate for the data set.

          • The proportion of the data set that is assumed to be outlying prior to outlier detection. For example, 0.05 means it is assumed that 5% of values are real outliers and 95% are inliers.

          • If true, the following operation is performed on the columns before computing outlier scores: (x_i - mean(x_i)) / sd(x_i).

        • Hide regression attributes Show regression attributes object
          • alpha number

            Advanced configuration option. Machine learning uses loss guided tree growing, which means that the decision trees grow where the regularized loss decreases most quickly. This parameter affects loss calculations by acting as a multiplier of the tree depth. Higher alpha values result in shallower trees and faster training times. By default, this value is calculated during hyperparameter optimization. It must be greater than or equal to zero.

          • dependent_variable string Required

            Defines which field of the document is to be predicted. It must match one of the fields in the index being used to train. If this field is missing from a document, then that document will not be used for training, but a prediction with the trained model will be generated for it. It is also known as continuous target variable. For classification analysis, the data type of the field must be numeric (integer, short, long, byte), categorical (ip or keyword), or boolean. There must be no more than 30 different values in this field. For regression analysis, the data type of the field must be numeric.

          • Advanced configuration option. Controls the fraction of data that is used to compute the derivatives of the loss function for tree training. A small value results in the use of a small fraction of the data. If this value is set to be less than 1, accuracy typically improves. However, too small a value may result in poor convergence for the ensemble and so require more trees. By default, this value is calculated during hyperparameter optimization. It must be greater than zero and less than or equal to 1.

          • Advanced configuration option. Specifies whether the training process should finish if it is not finding any better performing models. If disabled, the training process can take significantly longer and the chance of finding a better performing model is unremarkable.

          • eta number

            Advanced configuration option. The shrinkage applied to the weights. Smaller values result in larger forests which have a better generalization error. However, larger forests cause slower training. By default, this value is calculated during hyperparameter optimization. It must be a value between 0.001 and 1.

          • Advanced configuration option. Specifies the rate at which eta increases for each new tree that is added to the forest. For example, a rate of 1.05 increases eta by 5% for each extra tree. By default, this value is calculated during hyperparameter optimization. It must be between 0.5 and 2.

          • Advanced configuration option. Defines the fraction of features that will be used when selecting a random bag for each candidate split. By default, this value is calculated during hyperparameter optimization.

          • feature_processors array[object]

            Advanced configuration option. A collection of feature preprocessors that modify one or more included fields. The analysis uses the resulting one or more features instead of the original document field. However, these features are ephemeral; they are not stored in the destination index. Multiple feature_processors entries can refer to the same document fields. Automatic categorical feature encoding still occurs for the fields that are unprocessed by a custom processor or that have categorical values. Use this property only if you want to override the automatic feature encoding of the specified fields.

          • gamma number

            Advanced configuration option. Regularization parameter to prevent overfitting on the training data set. Multiplies a linear penalty associated with the size of individual trees in the forest. A high gamma value causes training to prefer small trees. A small gamma value results in larger individual trees and slower training. By default, this value is calculated during hyperparameter optimization. It must be a nonnegative value.

          • lambda number

            Advanced configuration option. Regularization parameter to prevent overfitting on the training data set. Multiplies an L2 regularization term which applies to leaf weights of the individual trees in the forest. A high lambda value causes training to favor small leaf weights. This behavior makes the prediction function smoother at the expense of potentially not being able to capture relevant relationships between the features and the dependent variable. A small lambda value results in large individual trees and slower training. By default, this value is calculated during hyperparameter optimization. It must be a nonnegative value.

          • Advanced configuration option. A multiplier responsible for determining the maximum number of hyperparameter optimization steps in the Bayesian optimization procedure. The maximum number of steps is determined based on the number of undefined hyperparameters times the maximum optimization rounds per hyperparameter. By default, this value is calculated during hyperparameter optimization.

          • Advanced configuration option. Defines the maximum number of decision trees in the forest. The maximum value is 2000. By default, this value is calculated during hyperparameter optimization.

          • Advanced configuration option. Specifies the maximum number of feature importance values per document to return. By default, no feature importance calculation occurs.

          • Path to field or array of paths. Some API's support wildcards in the path to select multiple fields.

          • Defines the seed for the random generator that is used to pick training data. By default, it is randomly generated. Set it to a specific value to use the same training data each time you start a job (assuming other related parameters such as source and analyzed_fields are the same).

          • Advanced configuration option. Machine learning uses loss guided tree growing, which means that the decision trees grow where the regularized loss decreases most quickly. This soft limit combines with the soft_tree_depth_tolerance to penalize trees that exceed the specified depth; the regularized loss increases quickly beyond this depth. By default, this value is calculated during hyperparameter optimization. It must be greater than or equal to 0.

          • Advanced configuration option. This option controls how quickly the regularized loss increases when the tree depth exceeds soft_tree_depth_limit. By default, this value is calculated during hyperparameter optimization. It must be greater than or equal to 0.01.

          • The loss function used during regression. Available options are mse (mean squared error), msle (mean squared logarithmic error), huber (Pseudo-Huber loss).

          • A positive number that is used as a parameter to the loss_function.

      • Hide analyzed_fields attributes Show analyzed_fields attributes object
        • includes array[string]

          An array of strings that defines the fields that will be excluded from the analysis. You do not need to add fields with unsupported data types to excludes, these fields are excluded from the analysis automatically.

        • excludes array[string]

          An array of strings that defines the fields that will be included in the analysis.

      • Hide authorization attributes Show authorization attributes object
        • api_key object
          Hide api_key attributes Show api_key attributes object
          • id string Required

            The identifier for the API key.

          • name string Required

            The name of the API key.

        • roles array[string]

          If a user ID was used for the most recent update to the job, its roles at the time of the update are listed in the response.

        • If a service account was used for the most recent update to the job, the account name is listed in the response.

      • Time unit for milliseconds

      • dest object Required
        Hide dest attributes Show dest attributes object
        • index string Required
        • Path to field or array of paths. Some API's support wildcards in the path to select multiple fields.

      • id string Required
      • source object Required
        Hide source attributes Show source attributes object
        • index string | array[string] Required
        • Hide runtime_mappings attribute Show runtime_mappings attribute object
          • * object Additional properties
            Hide * attributes Show * attributes object
            • fields object

              For type composite

            • fetch_fields array[object]

              For type lookup

            • format string

              A custom format for date type runtime fields.

            • Path to field or array of paths. Some API's support wildcards in the path to select multiple fields.

            • Path to field or array of paths. Some API's support wildcards in the path to select multiple fields.

            • script object
            • type string Required

              Values are boolean, composite, date, double, geo_point, geo_shape, ip, keyword, long, or lookup.

        • _source object
          Hide _source attributes Show _source attributes object
          • includes array[string]

            An array of strings that defines the fields that will be excluded from the analysis. You do not need to add fields with unsupported data types to excludes, these fields are excluded from the analysis automatically.

          • excludes array[string]

            An array of strings that defines the fields that will be included in the analysis.

        • query object

          The Elasticsearch query domain-specific language (DSL). This value corresponds to the query object in an Elasticsearch search POST body. All the options that are supported by Elasticsearch can be used, as this object is passed verbatim to Elasticsearch. By default, this property has the following value: {"match_all": {}}.

          Query DSL
      • version string
      • _meta object
        Hide _meta attribute Show _meta attribute object
        • * object Additional properties
GET /_ml/data_frame/analytics/{id}
curl \
 --request GET 'http://api.example.com/_ml/data_frame/analytics/{id}' \
 --header "Authorization: $API_KEY"
Response examples (200)
{
  "count": 42.0,
  "data_frame_analytics": [
    {
      "allow_lazy_start": true,
      "analysis": {
        "classification": {
          "alpha": 42.0,
          "dependent_variable": "string",
          "downsample_factor": 42.0,
          "early_stopping_enabled": true,
          "eta": 42.0,
          "eta_growth_rate_per_tree": 42.0,
          "feature_bag_fraction": 42.0,
          "feature_processors": [
            {}
          ],
          "gamma": 42.0,
          "lambda": 42.0,
          "max_optimization_rounds_per_hyperparameter": 42.0,
          "max_trees": 42.0,
          "num_top_feature_importance_values": 42.0,
          "prediction_field_name": "string",
          "randomize_seed": 42.0,
          "soft_tree_depth_limit": 42.0,
          "soft_tree_depth_tolerance": 42.0,
          "class_assignment_objective": "string",
          "num_top_classes": 42.0
        },
        "outlier_detection": {
          "compute_feature_influence": true,
          "feature_influence_threshold": 42.0,
          "method": "string",
          "n_neighbors": 42.0,
          "outlier_fraction": 42.0,
          "standardization_enabled": true
        },
        "regression": {
          "alpha": 42.0,
          "dependent_variable": "string",
          "downsample_factor": 42.0,
          "early_stopping_enabled": true,
          "eta": 42.0,
          "eta_growth_rate_per_tree": 42.0,
          "feature_bag_fraction": 42.0,
          "feature_processors": [
            {}
          ],
          "gamma": 42.0,
          "lambda": 42.0,
          "max_optimization_rounds_per_hyperparameter": 42.0,
          "max_trees": 42.0,
          "num_top_feature_importance_values": 42.0,
          "prediction_field_name": "string",
          "randomize_seed": 42.0,
          "soft_tree_depth_limit": 42.0,
          "soft_tree_depth_tolerance": 42.0,
          "loss_function": "string",
          "loss_function_parameter": 42.0
        }
      },
      "analyzed_fields": {
        "includes": [
          "string"
        ],
        "excludes": [
          "string"
        ]
      },
      "authorization": {
        "api_key": {
          "id": "string",
          "name": "string"
        },
        "roles": [
          "string"
        ],
        "service_account": "string"
      },
      "": 42.0,
      "description": "string",
      "dest": {
        "index": "string",
        "results_field": "string"
      },
      "id": "string",
      "max_num_threads": 42.0,
      "model_memory_limit": "string",
      "source": {
        "index": "string",
        "runtime_mappings": {
          "additionalProperty1": {
            "fields": {},
            "fetch_fields": [
              {}
            ],
            "format": "string",
            "input_field": "string",
            "target_field": "string",
            "target_index": "string",
            "script": {},
            "type": "boolean"
          },
          "additionalProperty2": {
            "fields": {},
            "fetch_fields": [
              {}
            ],
            "format": "string",
            "input_field": "string",
            "target_field": "string",
            "target_index": "string",
            "script": {},
            "type": "boolean"
          }
        },
        "_source": {
          "includes": [
            "string"
          ],
          "excludes": [
            "string"
          ]
        },
        "query": {}
      },
      "version": "string",
      "_meta": {
        "additionalProperty1": {},
        "additionalProperty2": {}
      }
    }
  ]
}


























































































































































































































































































































































































































































































































































































































Authenticate a user Added in 5.5.0

GET /_security/_authenticate

Authenticates a user and returns information about the authenticated user. Include the user information in a basic auth header. A successful call returns a JSON structure that shows user information such as their username, the roles that are assigned to the user, any assigned metadata, and information about the realms that authenticated and authorized the user. If the user cannot be authenticated, this API returns a 401 status code.

Responses

GET /_security/_authenticate
curl \
 --request GET 'http://api.example.com/_security/_authenticate' \
 --header "Authorization: $API_KEY"
Response examples (200)
A successful response from `GET /_security/_authenticate`.
{
  "username": "rdeniro",
  "roles": [
    "admin"
  ],
  "full_name": null,
  "email":  null,
  "metadata": { },
  "enabled": true,
  "authentication_realm": {
    "name" : "file",
    "type" : "file"
  },
  "lookup_realm": {
    "name" : "file",
    "type" : "file"
  },
  "authentication_type": "realm"
}
































































































































































































































































































































Authenticate SAML Added in 7.5.0

POST /_security/saml/authenticate

Submit a SAML response message to Elasticsearch for consumption.

NOTE: This API is intended for use by custom web applications other than Kibana. If you are using Kibana, refer to the documentation for configuring SAML single-sign-on on the Elastic Stack.

The SAML message that is submitted can be:

  • A response to a SAML authentication request that was previously created using the SAML prepare authentication API.
  • An unsolicited SAML message in the case of an IdP-initiated single sign-on (SSO) flow.

In either case, the SAML message needs to be a base64 encoded XML document with a root element of <Response>.

After successful validation, Elasticsearch responds with an Elasticsearch internal access token and refresh token that can be subsequently used for authentication. This API endpoint essentially exchanges SAML responses that indicate successful authentication in the IdP for Elasticsearch access and refresh tokens, which can be used for authentication against Elasticsearch.

External documentation
application/json

Body Required

  • content string Required

    The SAML response as it was sent by the user's browser, usually a Base64 encoded XML document.

  • realm string

    The name of the realm that should authenticate the SAML response. Useful in cases where many SAML realms are defined.

Responses

  • 200 application/json
    Hide response attributes Show response attributes object
    • access_token string Required

      The access token that was generated by Elasticsearch.

    • username string Required

      The authenticated user's name.

    • expires_in number Required

      The amount of time (in seconds) left until the token expires.

    • refresh_token string Required

      The refresh token that was generated by Elasticsearch.

    • realm string Required

      The name of the realm where the user was authenticated.

POST /_security/saml/authenticate
curl \
 --request POST 'http://api.example.com/_security/saml/authenticate' \
 --header "Authorization: $API_KEY" \
 --header "Content-Type: application/json" \
 --data '"{\n  \"content\" : \"PHNhbWxwOlJlc3BvbnNlIHhtbG5zOnNhbWxwPSJ1cm46b2FzaXM6bmFtZXM6dGM6U0FNTDoyLjA6cHJvdG9jb2wiIHhtbG5zOnNhbWw9InVybjpvYXNpczpuYW1lczp0YzpTQU1MOjIuMD.....\",\n  \"ids\" : [\"4fee3b046395c4e751011e97f8900b5273d56685\"]\n}"'
Request example
Run `POST /_security/saml/authenticate` to exchange a SAML Response indicating a successful authentication at the SAML IdP for an Elasticsearch access token and refresh token to be used in subsequent requests.
{
  "content" : "PHNhbWxwOlJlc3BvbnNlIHhtbG5zOnNhbWxwPSJ1cm46b2FzaXM6bmFtZXM6dGM6U0FNTDoyLjA6cHJvdG9jb2wiIHhtbG5zOnNhbWw9InVybjpvYXNpczpuYW1lczp0YzpTQU1MOjIuMD.....",
  "ids" : ["4fee3b046395c4e751011e97f8900b5273d56685"]
}
Response examples (200)
A successful response from `POST /_security/saml/authenticate`.
{
  "access_token" : "46ToAxZVaXVVZTVKOVF5YU04ZFJVUDVSZlV3",
  "username" : "Bearer",
  "expires_in" : 1200,
  "refresh_token": "mJdXLtmvTUSpoLwMvdBt_w",
  "realm": "saml1"
}


























































































































Get policy information Added in 7.4.0

GET /_slm/policy/{policy_id}

Get snapshot lifecycle policy definitions and information about the latest snapshot attempts.

Path parameters

  • policy_id string | array[string] Required

    Comma-separated list of snapshot lifecycle policies to retrieve

Query parameters

  • The period to wait for a connection to the master node. If no response is received before the timeout expires, the request fails and returns an error.

  • timeout string

    The period to wait for a response. If no response is received before the timeout expires, the request fails and returns an error.

Responses

  • 200 application/json
    Hide response attribute Show response attribute object
    • * object Additional properties
      Hide * attributes Show * attributes object
      • Hide in_progress attributes Show in_progress attributes object
      • Hide last_failure attributes Show last_failure attributes object
        • snapshot_name string Required
        • time string | number Required

          A date and time, either as a string whose format can depend on the context (defaulting to ISO 8601), or a number of milliseconds since the Epoch. Elasticsearch accepts both as input, but will generally output a string representation.

      • Hide last_success attributes Show last_success attributes object
        • snapshot_name string Required
        • time string | number Required

          A date and time, either as a string whose format can depend on the context (defaulting to ISO 8601), or a number of milliseconds since the Epoch. Elasticsearch accepts both as input, but will generally output a string representation.

      • modified_date string | number

        A date and time, either as a string whose format can depend on the context (defaulting to ISO 8601), or a number of milliseconds since the Epoch. Elasticsearch accepts both as input, but will generally output a string representation.

      • Time unit for milliseconds

      • next_execution string | number

        A date and time, either as a string whose format can depend on the context (defaulting to ISO 8601), or a number of milliseconds since the Epoch. Elasticsearch accepts both as input, but will generally output a string representation.

      • Time unit for milliseconds

      • policy object Required
        Hide policy attributes Show policy attributes object
        • config object
          Hide config attributes Show config attributes object
          • If false, the snapshot fails if any data stream or index in indices is missing or closed. If true, the snapshot ignores missing or closed data streams and indices.

          • indices string | array[string]
          • If true, the current global state is included in the snapshot.

          • feature_states array[string]

            A list of feature states to be included in this snapshot. A list of features available for inclusion in the snapshot and their descriptions be can be retrieved using the get features API. Each feature state includes one or more system indices containing data necessary for the function of that feature. Providing an empty array will include no feature states in the snapshot, regardless of the value of include_global_state. By default, all available feature states will be included in the snapshot if include_global_state is true, or no feature states if include_global_state is false.

          • metadata object
            Hide metadata attribute Show metadata attribute object
            • * object Additional properties
          • partial boolean

            If false, the entire snapshot will fail if one or more indices included in the snapshot do not have all primary shards available.

        • name string Required
        • repository string Required
        • Hide retention attributes Show retention attributes object
          • expire_after string Required

            A duration. Units can be nanos, micros, ms (milliseconds), s (seconds), m (minutes), h (hours) and d (days). Also accepts "0" without a unit and "-1" to indicate an unspecified value.

          • max_count number Required

            Maximum number of snapshots to retain, even if the snapshots have not yet expired. If the number of snapshots in the repository exceeds this limit, the policy retains the most recent snapshots and deletes older snapshots.

          • min_count number Required

            Minimum number of snapshots to retain, even if the snapshots have expired.

        • schedule string Required
      • version number Required
      • stats object Required
        Hide stats attributes Show stats attributes object
GET /_slm/policy/{policy_id}
curl \
 --request GET 'http://api.example.com/_slm/policy/{policy_id}' \
 --header "Authorization: $API_KEY"
Response examples (200)
A successful response from `GET _slm/policy/daily-snapshots?human`.
{
  "daily-snapshots": {
    "version": 1,
    "modified_date": "2099-05-06T01:30:00.000Z",
    "modified_date_millis": 4081757400000,
    "policy" : {
      "schedule": "0 30 1 * * ?",
      "name": "<daily-snap-{now/d}>",
      "repository": "my_repository",
      "config": {
        "indices": ["data-*", "important"],
        "ignore_unavailable": false,
        "include_global_state": false
      },
      "retention": {
        "expire_after": "30d",
        "min_count": 5,
        "max_count": 50
      }
    },
    "stats": {
      "policy": "daily-snapshots",
      "snapshots_taken": 0,
      "snapshots_failed": 0,
      "snapshots_deleted": 0,
      "snapshot_deletion_failures": 0
    },
    "next_execution": "2099-05-07T01:30:00.000Z",
    "next_execution_millis": 4081843800000
  }
}