mirror of
https://github.com/clearml/clearml-server
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1049 lines
35 KiB
Plaintext
1049 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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skip_validation {
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description: "If set then plot_str is not checked for a valid json. The default is False"
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type: boolean
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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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"2.9" {
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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, unless order='asc'). Otherwise from the earliest to the latest ones (in timestamp ascending order, unless order='desc'). The default is True"
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}
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from_timestamp {
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type: number
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description: "Epoch time in UTC ms to use as the navigation start. Optional. If not provided, reference timestamp is determined by the 'navigate_earlier' parameter (if true, reference timestamp is the last timestamp and if false, reference timestamp is the first timestamp)"
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}
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|
order {
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type: string
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description: "If set, changes the order in which log events are returned based on the value of 'navigate_earlier'"
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enum: [asc, desc]
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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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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"
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}
|
|
total {
|
|
type: number
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|
description: "Total number of log events available for this query"
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}
|
|
}
|
|
}
|
|
}
|
|
}
|
|
get_task_events {
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"2.1" {
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description: "Scroll through task events, sorted by timestamp"
|
|
request {
|
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type: object
|
|
required: [
|
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task
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|
]
|
|
properties {
|
|
task {
|
|
type: string
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|
description: "Task ID"
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|
}
|
|
order {
|
|
type:string
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|
description: "'asc' (default) or 'desc'."
|
|
enum: [
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asc
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|
desc
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|
]
|
|
}
|
|
scroll_id {
|
|
type: string
|
|
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 {
|
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type: string
|
|
description: "Return only events of this type"
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}
|
|
}
|
|
}
|
|
response {
|
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type: object
|
|
properties {
|
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events {
|
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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 6000."
|
|
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
|
|
"""
|
|
"$ref": "#/definitions/scalar_key_enum"
|
|
}
|
|
}
|
|
}
|
|
response {
|
|
type: object
|
|
properties {
|
|
images {
|
|
type: array
|
|
items {
|
|
type: object
|
|
}
|
|
}
|
|
|
|
}
|
|
}
|
|
}
|
|
}
|
|
multi_task_scalar_metrics_iter_histogram {
|
|
"2.1" {
|
|
description: "Used to compare scalar stats histogram of multiple tasks"
|
|
request {
|
|
type: object
|
|
required: [
|
|
tasks
|
|
]
|
|
properties {
|
|
tasks {
|
|
description: "List of task Task IDs. Maximum amount of tasks is 10"
|
|
type: array
|
|
items {
|
|
type: string
|
|
description: "List of task Task IDs"
|
|
}
|
|
}
|
|
samples {
|
|
description: "The amount of histogram points to return. Optional, the default value is 6000"
|
|
type: integer
|
|
}
|
|
key {
|
|
description: """
|
|
Histogram x axis to use:
|
|
iter - iteration number
|
|
iso_time - event time as ISO formatted string
|
|
timestamp - event timestamp as milliseconds since epoch
|
|
"""
|
|
"$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)"
|
|
}
|
|
}
|
|
}
|
|
}
|
|
}
|
|
}
|