mirror of
https://github.com/clearml/clearml-server
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1048 lines
35 KiB
Plaintext
1048 lines
35 KiB
Plaintext
{
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_description : "Provides an API for running tasks to report events collected by the system."
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_definitions {
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metrics_scalar_event {
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description: "Used for reporting scalar metrics during training task"
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type: object
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required: [ task, type ]
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properties {
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timestamp {
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description: "Epoch milliseconds UTC, will be set by the server if not set."
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type: number
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}
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type {
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description: "training_stats_vector"
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const: "training_stats_scalar"
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}
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task {
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description: "Task ID (required)"
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type: string
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}
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iter {
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description: "Iteration"
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type: integer
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}
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metric {
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description: "Metric name, e.g. 'count', 'loss', 'accuracy'"
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type: string
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}
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variant {
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description: "E.g. 'class_1', 'total', 'average"
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type: string
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}
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value {
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description: ""
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type: number
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}
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}
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}
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metrics_vector_event {
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description: "Used for reporting vector metrics during training task"
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type: object
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required: [ task ]
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properties {
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timestamp {
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description: "Epoch milliseconds UTC, will be set by the server if not set."
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type: number
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}
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type {
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description: "training_stats_vector"
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const: "training_stats_vector"
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}
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task {
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description: "Task ID (required)"
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type: string
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}
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iter {
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description: "Iteration"
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type: integer
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}
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metric {
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description: "Metric name, e.g. 'count', 'loss', 'accuracy'"
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type: string
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}
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variant {
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description: "E.g. 'class_1', 'total', 'average"
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type: string
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}
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values {
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description: "vector of float values"
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type: array
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items { type: number }
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}
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}
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}
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metrics_image_event {
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description: "An image or video was dumped to storage for debugging"
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type: object
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required: [ task, type ]
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properties {
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timestamp {
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description: "Epoch milliseconds UTC, will be set by the server if not set."
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type: number
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}
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type {
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description: ""
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const: "training_debug_image"
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}
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task {
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description: "Task ID (required)"
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type: string
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}
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iter {
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description: "Iteration"
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type: integer
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}
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metric {
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description: "Metric name, e.g. 'count', 'loss', 'accuracy'"
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type: string
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}
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variant {
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description: "E.g. 'class_1', 'total', 'average"
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type: string
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}
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key {
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description: "File key"
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type: string
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}
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url {
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description: "File URL"
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type: string
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}
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}
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}
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metrics_plot_event {
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description: """ An entire plot (not single datapoint) and it's layout.
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Used for plotting ROC curves, confidence matrices, etc. when evaluating the net."""
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type: object
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required: [ task, type ]
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properties {
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timestamp {
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description: "Epoch milliseconds UTC, will be set by the server if not set."
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type: number
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}
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type {
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description: "'plot'"
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const: "plot"
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}
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task {
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description: "Task ID (required)"
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type: string
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}
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iter {
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description: "Iteration"
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type: integer
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}
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metric {
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description: "Metric name, e.g. 'count', 'loss', 'accuracy'"
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type: string
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}
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variant {
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description: "E.g. 'class_1', 'total', 'average"
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type: string
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}
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plot_str {
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description: """An entire plot (not single datapoint) and it's layout.
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Used for plotting ROC curves, confidence matrices, etc. when evaluating the net.
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"""
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type: string
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}
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}
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}
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scalar_key_enum {
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type: string
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enum: [
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iter
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timestamp
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iso_time
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]
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}
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log_level_enum {
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type: string
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enum: [
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notset
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debug
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verbose
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info
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warn
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warning
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error
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fatal
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critical
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]
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}
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event_type_enum {
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type: string
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enum: [
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training_stats_scalar
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training_stats_vector
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training_debug_image
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plot
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log
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]
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}
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task_metric {
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type: object
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required: [task, metric]
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properties {
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task {
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description: "Task ID"
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type: string
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}
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metric {
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description: "Metric name"
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type: string
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}
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}
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}
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task_log_event {
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description: """A log event associated with a task."""
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type: object
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required: [ task, type ]
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properties {
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timestamp {
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description: "Epoch milliseconds UTC, will be set by the server if not set."
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type: number
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}
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type {
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description: "'log'"
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const: "log"
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}
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task {
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description: "Task ID (required)"
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type: string
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}
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level {
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description: "Log level."
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"$ref": "#/definitions/log_level_enum"
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}
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worker {
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description: "Name of machine running the task."
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type: string
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}
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msg {
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description: "Log message."
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type: string
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}
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}
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}
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}
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add {
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"2.1" {
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description: "Adds a single event"
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request {
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type: object
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anyOf: [
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{ "$ref": "#/definitions/metrics_scalar_event" }
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{ "$ref": "#/definitions/metrics_vector_event" }
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{ "$ref": "#/definitions/metrics_image_event" }
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{ "$ref": "#/definitions/metrics_plot_event" }
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{ "$ref": "#/definitions/task_log_event" }
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]
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}
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response {
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type: object
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additionalProperties: true
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}
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}
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}
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add_batch {
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"2.1" {
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description: "Adds a batch of events in a single call (json-lines format, stream-friendly)"
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batch_request: {
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action: add
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version: 1.5
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}
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response {
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type: object
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properties {
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added { type: integer }
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errors { type: integer }
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errors_info { type: object }
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}
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}
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}
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}
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delete_for_task {
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"2.1" {
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description: "Delete all task event. *This cannot be undone!*"
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request {
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type: object
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required: [
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task
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]
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properties {
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task {
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type: string
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description: "Task ID"
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}
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allow_locked {
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type: boolean
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description: "Allow deleting events even if the task is locked"
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default: false
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}
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}
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}
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response {
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type: object
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properties {
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deleted {
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type: boolean
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description: "Number of deleted events"
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}
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}
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}
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}
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}
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debug_images {
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"2.1" {
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description: "Get all debug images of a task"
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request {
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type: object
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required: [
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task
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]
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properties {
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task {
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type: string
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description: "Task ID"
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}
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iters {
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type: integer
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description: "Max number of latest iterations for which to return debug images"
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}
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scroll_id {
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type: string
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description: "Scroll ID of previous call (used for getting more results)"
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}
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}
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}
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response {
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type: object
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properties {
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task {
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type: string
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description: "Task ID"
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}
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images {
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type: array
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items { type: object }
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description: "Images list"
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}
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returned {
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type: integer
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description: "Number of results returned"
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}
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total {
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type: number
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description: "Total number of results available for this query"
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}
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scroll_id {
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type: string
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description: "Scroll ID for getting more results"
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}
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}
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}
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}
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"2.7" {
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description: "Get the debug image events for the requested amount of iterations per each task's metric"
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request {
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type: object
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required: [
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metrics
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]
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properties {
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metrics {
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type: array
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items { "$ref": "#/definitions/task_metric" }
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description: "List metrics for which the envents will be retreived"
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}
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iters {
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type: integer
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description: "Max number of latest iterations for which to return debug images"
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}
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navigate_earlier {
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type: boolean
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description: "If set then events are retreived from latest iterations to earliest ones. Otherwise from earliest iterations to the latest. The default is True"
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}
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refresh {
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type: boolean
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description: "If set then scroll will be moved to the latest iterations. The default is False"
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}
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scroll_id {
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type: string
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description: "Scroll ID of previous call (used for getting more results)"
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}
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}
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}
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response {
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type: object
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properties {
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metrics {
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type: array
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items: { type: object }
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description: "Debug image events grouped by task metrics and iterations"
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}
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scroll_id {
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type: string
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description: "Scroll ID for getting more results"
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}
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}
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}
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}
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}
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get_task_metrics{
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"2.7": {
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description: "For each task, get a list of metrics for which the requested event type was reported"
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request {
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type: object
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required: [
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tasks
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]
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properties {
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tasks {
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type: array
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items { type: string }
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description: "Task IDs"
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}
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event_type {
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"description": "Event type"
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"$ref": "#/definitions/event_type_enum"
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}
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}
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}
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response {
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type: object
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properties {
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metrics {
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type: array
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items { type: object }
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description: "List of task with their metrics"
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}
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}
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}
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}
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}
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get_task_log {
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"1.5" {
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description: "Get all 'log' events for this task"
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request {
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type: object
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required: [
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task
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]
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properties {
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task {
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type: string
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description: "Task ID"
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}
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order {
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type: string
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description: "Timestamp order in which log events will be returned (defaults to ascending)"
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enum: [
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asc
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desc
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]
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}
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scroll_id {
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type: string
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description: ""
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}
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batch_size {
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type: integer
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description: ""
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}
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}
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}
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response {
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type: object
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properties {
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events {
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type: array
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# TODO: items: log event
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items { type: object }
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}
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returned { type: integer }
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total { type: integer }
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scroll_id { type: string }
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}
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}
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}
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"1.7" {
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description: "Get all 'log' events for this task"
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request {
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type: object
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required: [
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task
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]
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properties {
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task {
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type: string
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description: "Task ID"
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}
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order {
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type: string
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description: "Timestamp order in which log events will be returned (defaults to ascending)"
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enum: [
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asc
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desc
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]
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}
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from {
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type: string
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description: "Where will the log entries be taken from (default to the head of the log)"
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enum: [
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head
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tail
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]
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}
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scroll_id {
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type: string
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description: ""
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}
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batch_size {
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type: integer
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description: ""
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}
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}
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}
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response {
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type: object
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properties {
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events {
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type: array
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# TODO: items: log event
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items { type: object }
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description: "Log items list"
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}
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returned {
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type: integer
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description: "Number of results returned"
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}
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|
total {
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type: number
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description: "Total number of results available for this query"
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}
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|
scroll_id {
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type: string
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description: "Scroll ID for getting more results"
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}
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}
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}
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}
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"2.7" {
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description: "Get 'log' events for this task"
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request {
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type: object
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required: [
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task
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]
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properties {
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task {
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type: string
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description: "Task ID"
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}
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|
batch_size {
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type: integer
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description: "The amount of log events to return"
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}
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|
navigate_earlier {
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type: boolean
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description: "If set then log events are retreived from the latest to the earliest ones (in timestamp descending order). Otherwise from the earliest to the latest ones (in timestamp ascending order). The default is True"
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}
|
|
refresh {
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type: boolean
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description: "If set then scroll will be moved to the latest logs (if 'navigate_earlier' is set to True) or to the earliest (otherwise)"
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}
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|
scroll_id {
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type: string
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description: "Scroll ID of previous call (used for getting more results)"
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}
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}
|
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}
|
|
response {
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type: object
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|
properties {
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events {
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type: array
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items { type: object }
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description: "Log items list"
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|
}
|
|
returned {
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type: integer
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|
description: "Number of log events returned"
|
|
}
|
|
total {
|
|
type: number
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|
description: "Total number of log events available for this query"
|
|
}
|
|
scroll_id {
|
|
type: string
|
|
description: "Scroll ID for getting more results"
|
|
}
|
|
}
|
|
}
|
|
}
|
|
}
|
|
get_task_events {
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|
"2.1" {
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description: "Scroll through task events, sorted by timestamp"
|
|
request {
|
|
type: object
|
|
required: [
|
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task
|
|
]
|
|
properties {
|
|
task {
|
|
type: string
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|
description: "Task ID"
|
|
}
|
|
order {
|
|
type:string
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|
description: "'asc' (default) or 'desc'."
|
|
enum: [
|
|
asc
|
|
desc
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|
]
|
|
}
|
|
scroll_id {
|
|
type: string
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|
description: "Pass this value on next call to get next page"
|
|
}
|
|
batch_size {
|
|
type: integer
|
|
description: "Number of events to return each time (default 500)"
|
|
}
|
|
event_type {
|
|
type: string
|
|
description: "Return only events of this type"
|
|
}
|
|
}
|
|
}
|
|
response {
|
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type: object
|
|
properties {
|
|
events {
|
|
type: array
|
|
items { type: object }
|
|
description: "Events list"
|
|
}
|
|
returned {
|
|
type: integer
|
|
description: "Number of results returned"
|
|
}
|
|
total {
|
|
type: number
|
|
description: "Total number of results available for this query"
|
|
}
|
|
scroll_id {
|
|
type: string
|
|
description: "Scroll ID for getting more results"
|
|
}
|
|
}
|
|
}
|
|
}
|
|
}
|
|
|
|
download_task_log {
|
|
"2.1" {
|
|
description: "Get an attachment containing the task's log"
|
|
request {
|
|
type: object
|
|
required: [
|
|
task
|
|
]
|
|
properties {
|
|
task {
|
|
description: "Task ID"
|
|
type: string
|
|
}
|
|
line_type {
|
|
description: "Line format type"
|
|
type: string
|
|
enum: [
|
|
json
|
|
text
|
|
]
|
|
}
|
|
line_format {
|
|
type: string
|
|
description: "Line string format. Used if the line type is 'text'"
|
|
default: "{asctime} {worker} {level} {msg}"
|
|
}
|
|
}
|
|
}
|
|
response {
|
|
type: string
|
|
}
|
|
}
|
|
}
|
|
get_task_plots {
|
|
"2.1" {
|
|
description: "Get all 'plot' events for this task"
|
|
request {
|
|
type: object
|
|
required: [
|
|
task
|
|
]
|
|
properties {
|
|
task {
|
|
type: string
|
|
description: "Task ID"
|
|
}
|
|
iters {
|
|
type: integer
|
|
description: "Max number of latest iterations for which to return debug images"
|
|
}
|
|
scroll_id {
|
|
type: string
|
|
description: "Scroll ID of previous call (used for getting more results)"
|
|
}
|
|
}
|
|
}
|
|
response {
|
|
type: object
|
|
properties {
|
|
plots {
|
|
type: array
|
|
items {
|
|
type: object
|
|
}
|
|
description: "Plots list"
|
|
}
|
|
returned {
|
|
type: integer
|
|
description: "Number of results returned"
|
|
}
|
|
total {
|
|
type: number
|
|
description: "Total number of results available for this query"
|
|
}
|
|
scroll_id {
|
|
type: string
|
|
description: "Scroll ID for getting more results"
|
|
}
|
|
}
|
|
}
|
|
}
|
|
}
|
|
get_multi_task_plots {
|
|
"2.1" {
|
|
description: "Get 'plot' events for the given tasks"
|
|
request {
|
|
type: object
|
|
required: [
|
|
tasks
|
|
]
|
|
properties {
|
|
tasks {
|
|
description: "List of task IDs"
|
|
type: array
|
|
items {
|
|
type: string
|
|
description: "Task ID"
|
|
}
|
|
}
|
|
iters {
|
|
type: integer
|
|
description: "Max number of latest iterations for which to return debug images"
|
|
}
|
|
scroll_id {
|
|
type: string
|
|
description: "Scroll ID of previous call (used for getting more results)"
|
|
}
|
|
}
|
|
}
|
|
response {
|
|
type: object
|
|
properties {
|
|
plots {
|
|
type: object
|
|
description: "Plots mapping (keyed by task name)"
|
|
}
|
|
returned {
|
|
type: integer
|
|
description: "Number of results returned"
|
|
}
|
|
total {
|
|
type: number
|
|
description: "Total number of results available for this query"
|
|
}
|
|
scroll_id {
|
|
type: string
|
|
description: "Scroll ID for getting more results"
|
|
}
|
|
}
|
|
}
|
|
}
|
|
}
|
|
get_vector_metrics_and_variants {
|
|
"2.1" {
|
|
description: ""
|
|
request {
|
|
type: object
|
|
required: [
|
|
task
|
|
]
|
|
properties {
|
|
task {
|
|
type: string
|
|
description: "Task ID"
|
|
}
|
|
}
|
|
}
|
|
response {
|
|
type: object
|
|
properties {
|
|
metrics {
|
|
description: ""
|
|
type: array
|
|
items: { type: object }
|
|
# TODO: items: ???
|
|
}
|
|
}
|
|
}
|
|
}
|
|
}
|
|
vector_metrics_iter_histogram {
|
|
"2.1" {
|
|
description: "Get histogram data of all the scalar metrics and variants in the task"
|
|
request {
|
|
type: object
|
|
required: [
|
|
task
|
|
metric
|
|
variant
|
|
]
|
|
properties {
|
|
task {
|
|
type: string
|
|
description: "Task ID"
|
|
}
|
|
metric {
|
|
type: string
|
|
description: ""
|
|
}
|
|
variant {
|
|
type: string
|
|
description: ""
|
|
}
|
|
}
|
|
}
|
|
response {
|
|
type: object
|
|
properties {
|
|
images {
|
|
type: array
|
|
items {
|
|
type: object
|
|
}
|
|
}
|
|
}
|
|
}
|
|
}
|
|
}
|
|
scalar_metrics_iter_histogram {
|
|
"2.1" {
|
|
description: "Get histogram data of all the vector metrics and variants in the task"
|
|
request {
|
|
type: object
|
|
required: [
|
|
task
|
|
]
|
|
properties {
|
|
task {
|
|
type: string
|
|
description: "Task ID"
|
|
}
|
|
samples {
|
|
description: "The amount of histogram points to return (0 to return all the points). Optional, the default value is 10000."
|
|
type: integer
|
|
}
|
|
key {
|
|
description: """
|
|
Histogram x axis to use:
|
|
iter - iteration number
|
|
iso_time - event time as ISO formatted string
|
|
timestamp - event timestamp as milliseconds since epoch
|
|
"""
|
|
"$ref": "#/definitions/scalar_key_enum"
|
|
}
|
|
}
|
|
}
|
|
response {
|
|
type: object
|
|
properties {
|
|
images {
|
|
type: array
|
|
items {
|
|
type: object
|
|
}
|
|
}
|
|
|
|
}
|
|
}
|
|
}
|
|
}
|
|
multi_task_scalar_metrics_iter_histogram {
|
|
"2.1" {
|
|
description: "Used to compare scalar stats histogram of multiple tasks"
|
|
request {
|
|
type: object
|
|
required: [
|
|
tasks
|
|
]
|
|
properties {
|
|
tasks {
|
|
description: "List of task Task IDs"
|
|
type: array
|
|
items {
|
|
type: string
|
|
description: "List of task Task IDs"
|
|
}
|
|
}
|
|
samples {
|
|
description: "The amount of histogram points to return (0 to return all the points). Optional, the default value is 10000."
|
|
type: integer
|
|
}
|
|
key {
|
|
description: """
|
|
Histogram x axis to use:
|
|
iter - iteration number
|
|
iso_time - event time as ISO formatted string
|
|
timestamp - event timestamp as milliseconds since epoch
|
|
"""
|
|
"$ref": "#/definitions/scalar_key_enum"
|
|
}
|
|
}
|
|
}
|
|
response {
|
|
type: object
|
|
// properties {}
|
|
additionalProperties: true
|
|
}
|
|
}
|
|
}
|
|
get_task_latest_scalar_values {
|
|
"2.1" {
|
|
description: "Get the tasks's latest scalar values"
|
|
request {
|
|
type: object
|
|
required: [
|
|
task
|
|
]
|
|
properties {
|
|
task {
|
|
type: string
|
|
description: "Task ID"
|
|
}
|
|
}
|
|
}
|
|
response {
|
|
type: object
|
|
properties {
|
|
metrics {
|
|
type: array
|
|
items {
|
|
type: object
|
|
properties {
|
|
name {
|
|
type: string
|
|
description: "Metric name"
|
|
}
|
|
variants {
|
|
type: array
|
|
items {
|
|
type: object
|
|
properties {
|
|
name {
|
|
type: string
|
|
description: "Variant name"
|
|
}
|
|
last_value {
|
|
type: number
|
|
description: "Last reported value"
|
|
}
|
|
last_100_value {
|
|
type: number
|
|
description: "Average of 100 last reported values"
|
|
}
|
|
|
|
}
|
|
}
|
|
}
|
|
}
|
|
}
|
|
}
|
|
}
|
|
}
|
|
}
|
|
}
|
|
get_scalar_metrics_and_variants {
|
|
"2.1" {
|
|
description: get task scalar metrics and variants
|
|
request {
|
|
type: object
|
|
required: [ task ]
|
|
properties {
|
|
task {
|
|
description: task ID
|
|
type: string
|
|
}
|
|
}
|
|
}
|
|
response {
|
|
type: object
|
|
properties {
|
|
metrics {
|
|
type: object
|
|
additionalProperties: true
|
|
}
|
|
}
|
|
}
|
|
}
|
|
}
|
|
get_scalar_metric_data {
|
|
"2.1" {
|
|
description: "get scalar metric data for task"
|
|
request {
|
|
type: object
|
|
properties {
|
|
task {
|
|
type: string
|
|
description: task ID
|
|
}
|
|
metric {
|
|
type: string
|
|
description: type of metric
|
|
}
|
|
}
|
|
}
|
|
response {
|
|
type: object
|
|
properties {
|
|
events {
|
|
description: "task scalar metric events"
|
|
type: array
|
|
items {
|
|
type: object
|
|
}
|
|
}
|
|
returned {
|
|
type: integer
|
|
description: "amount of events returned"
|
|
}
|
|
total {
|
|
type: integer
|
|
description: "amount of events in task"
|
|
}
|
|
scroll_id {
|
|
type: string
|
|
description: "Scroll ID of previous call (used for getting more results)"
|
|
}
|
|
}
|
|
}
|
|
}
|
|
}
|
|
}
|