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Write Endpoints

Note that access to the Comet REST endpoints require the {'Authorization': ${COMET_API_KEY}} header. To get your API key, see Comet Python API Setup.

Create Workspace

POST/api/rest/v2/write/workspace/new

Create a new workspace

Example Request

{
    "name: required": "someName",
    "plan: optional": "PLAN"
}

Example Response

{
    "msg": "saved",
    "workspace_name": "new-workspace-name",
    "workspace_id": "fa2c4010-017f-4c9c-9121-98e8cb0b1e65",
    "code": 200
}
Note: added 2022/02/01

Create Experiment

POST/api/rest/v2/write/experiment/create

Create an experiment.

Example Request

{
    "workspaceName: required": "someTeamName",
    "projectName: required": "someProjectName",
    "experimentName, optional": "someExperimentName"
}

Example Response

{
    "experimentKey": "someExperimentKey",
    "workspaceName": "someTeamName",
    "projectName": "someProjectName",
    "link": "link to experiment"
}

Stop Experiment

GET/api/rest/v2/write/experiment/stop?experimentKey=KEY

Stop an experiment.

Example Response

{
    "msg": "Stop Requested"
}

Archive Experiment

GET/api/rest/v2/write/experiment/archive?experimentKey=KEY

Archive an experiment.

Example Response

{
    "msg": "Archived"
}

Move an Experiment to another Project

POST/api/rest/v2/write/experiment/move

Move (or symlink) an experiment to another project.

Example Request

{
    "targetWorkspaceName: required": "TARGET_WORKSPACE",
    "targetProjectName: required": "TARGET_PROJECT_NAME",
    "experimentKeys: required": "[THE_KEY,ANOTHER_KEY]",
    "symlink: required": true
}

Example Response

"[response]"
Note: added 2022/02/01
GET/api/rest/v2/write/project/symlink?exerimentKey=KEY&projectName=someProjectName

Add a symlink to an experiment.

Example Response

{
    "link": "symlink to experiment under the new project"
}

Delete Experiment

GET/api/rest/v2/write/experiment/delete?experimentKey=KEY

Delete an experiment.

Example Response

{
    "msg": "Deleted"
}

Restore Experiment

GET/api/rest/v2/write/experiment/restore?experimentKey=KEY

Restore an experiment.

Example Response

{
    "msg": "Restore"
}

Create Project

POST/api/rest/v2/write/project/create

Create a project.

Example Request

{
    "workspaceName: required": "someTeamName",
    "projectName: required": "someProjectName",
    "projectDescription: required": "someProjectDescription",
    "isPublic: required": "[Boolean for whether the new project should be public]"
}

Example Response

{
    "projectId": "someProjectId"
}

Delete Project

POST/api/rest/v2/write/project/delete

Delete a project.

Example Request

{
    "workspaceName: required": "someTeamName",
    "projectName: required": "someProjectName",
    "deleteAllExperiments: required": "[Boolean for whether to also delete all the experiments in the project]"
}

Example Response

{
    "msg": "Deleted"
}

Update Project

POSTapi/rest/v2/write/project/update?projectId=someProjectId
POSTapi/rest/v2/write/project/update?workspaceName=wsname&projectName=pname

Update a project's metadata. Either projectId should be non null, Or both projectName and workspaceName should be non null. They should not all be null or all be non null

Example Request

{
    "projectId": "someProjectId",
    "projectName": "someProjectName",
    "workspaceName": "someTeamName",
    "newProjectName: optional": "someProjectDescription",
    "newProjectDescription: optional": "someProjectDescription",
    "isPublic: optional": "[Boolean for whether the new project should be public]"
}

Example Response

{
    "msg": "Updated"
}

Update notes for Project

POST/api/rest/v2/write/project/notes

Update the notes for a project.

Example Request

{
    "projectId: required": "someProjectId",
    "notes: required": "someNotesString"
}

Example Response

{
    "msg": "Saved"
}

GET/api/rest/v2/write/project/add-share-link?projectId=theProjectId

Add a share-link to a project

Example Response

{
    "shareCode": "the-code"
}
Note: added 2022/02/01
GET/api/rest/v2/write/project/delete-project-share-link?projectId=ID&shareCode=CODE

Delete an existing share-link

Example Response

"[response]"
Note: added 2022/02/01

Create Registry Model

POST/api/rest/v2/write/registry-model

Create a new Registry Model.

Example Request

{
    "experimentModelId": "someExperimentModelId",
    "registryModelName": "someRegistryModelName",
    "description": "Some Description",
    "isPublic": "[Boolean]",
    "version": "someVersion",
    "comment": "Some Comment",
    "stages": [
        "production",
        "staging"
    ]
}

Example Response

{
    "registryModelId": "someRegistryModelId",
    "registryModelItemId": "someRegistryModelItemId"
}

Promote Experiment Model to Registry Model

POST/api/rest/v2/write/registry-model/item

Promote a model from an experiment to a Registry Model as a new version.

Example Request

{
    "experimentModelId": "someExperimentModelId",
    "registryModelName": "someRegistryModelName",
    "version": "someVersion",
    "comment": "Some Comment",
    "stages": [
        "production",
        "staging"
    ]
}

Example Response

{
    "registryModelId": "someRegistryModelId",
    "registryModelItemId": "someRegistryModelItemId"
}

Update Registry Model Version

POST/api/rest/v2/write/registry-model/item/update

Update a Registry Model version's comment and/or stages.

Example Request

{
    "registryModelItemId": "someRegistryModelItemId",
    "comment": "Some Comment",
    "stages": [
        "production",
        "staging"
    ]
}

Example Response

"200 Ok"

Delete Registry Model Version

GET/api/rest/v2/write/registry-model/item/delete?modelItemId=someRegistryModelItemId

Delete a Registry Model version.

Example Response

"200 Ok"

Update Registry Model

POST/api/rest/v2/write/registry-model/update

Update a Registry Model's name, description, and/or visibility.

Example Request

{
    "registryModelId": "someRegistryModelId",
    "registryModelName": "newRegistryModelName",
    "description": "New Description",
    "isPublic": "[Boolean]"
}

Example Response

"200 Ok"

Update Registry Model Notes

POST/api/rest/v2/write/registry-model/notes

Update the notes for a Registry Model.

Example Request

{
    "workspaceName": "someWorkspaceName",
    "registryModelName": "someRegistryModelName",
    "notes": "A potentially very long notes string"
}

Example Response

"200 Ok"

Delete Registry Model

GET/api/rest/v2/write/registry-model/delete?workspaceName=someWorkspaceName&modelName=someRegistryModelName

Delete a Registry Model

Example Response

"200 Ok"

Get Model Registry Count

GET/api/rest/v2/write/registry-model/count?workspaceName=teamA

Get Model Registry count

Example Response

{
    "registryModelCount": 17
}

Add Registry Model Version Stage

GET/api/rest/v2/write/registry-model/item/stage?modelItemId=someRegistryModelItemId&stage=production

Add a stage to a Registry Model Version.

Example Response

"200 Ok"

Remove Registry Model Version Stage

GET/api/rest/v2/write/registry-model/item/stage/delete?modelItemId=someRegistryModelItemId&stage=production

Remove a stage from a Registry Model Version.

Example Response

"200 Ok"

Send Experiment Keep-Alive Signal

GET/api/rest/v2/write/experiment/set-status?experimentKey=KEY

Send an experiment's keep-alive signal. The response tells the client how often to send the keep-alive signal, and how often to report CPU and GPU usage. Typically, a live experiment requests that the isAliveBeatDurationMillis is around 10 seconds, and an offline experiment requests about 10 minutes. In any event, the return status will send the suggested time intervals. The isAliveBeatDurationMillis determines when an experiment is no longer shown as processing in the frontend GUI.

Example Response

{
    "isAliveBeatDurationMillis": 10000,
    "gpuMonitorIntervalMillis": 60000,
    "cpuMonitorIntervalMillis": 68000
}

Set Experiment Start and End Time

POST/api/rest/v2/write/experiment/set-start-end-time

Set an experiment's start and end time.

Example Request

{
    "experimentKey: required": "someExperimentKey",
    "startTimeMillis, optional": "[Long milliseconds since the Epoch at experiment start]",
    "endTimeMillis, optional": "[Long milliseconds since the Epoch at experiment end]"
}

Example Response

{
    "msg": "Saved"
}

Log Other

POST/api/rest/v2/write/experiment/log-other

Log a key/value other data (not a metric, system, or parameter). Note that you can only retrieve others summary data (e.g., this is not recorded as a full time series).

Example Request

{
    "experimentKey: required": "someExperimentKey",
    "key: required": "someKey",
    "value: required": "someValue",
    "timestamp, optional": "[Long milliseconds since the Epoch]"
}

Example Response

{
    "msg": "Saved"
}

Log Parameter

POST/api/rest/v2/write/experiment/parameter

Log a parameter name and value. Note that you can only retrieve parameters summary data (e.g., this is not recorded as a full time series).

Example Request

{
    "experimentKey: required": "someExperimentKey",
    "parameterName: required": "someParamName",
    "parameterValue: required": "someParamValue",
    "step, optional": "[Long experiment step]",
    "timestamp: optional": "[Long milliseconds since the Epoch]"
}

Example Response

{
    "msg": "Saved"
}

Log Metric

POST/api/rest/v2/write/experiment/metric

Log a metric name and value. Metrics are the only items that are logged as a full time series. However, even metrics can be throttled if too much data (either by rate or by count) is attempted to be logged.

Example Request

{
    "experimentKey: required": "someExperimentKey",
    "metricName: required": "someMetricName",
    "metricValue: required": "someMetricValue",
    "context, optional": "someContext",
    "step, optional": "[Long experiment step]",
    "epoch, optional": "[Long experiment epoch]",
    "timestamp, optional": "[Long milliseconds since the Epoch]"
}

Example Response

{
    "msg": "Saved"
}

Set HTML

POST/api/rest/v2/write/experiment/html

Set (or append onto) an experiment's HTML.

Example Request

{
    "experimentKey: required": "someExperimentKey",
    "html: required": "someHtml",
    "override, optional": "[Boolean if true overwrite old html, if false append]",
    "timestamp: optional": "[Long milliseconds since the Epoch]"
}

Example Response

{
    "msg": "Saved"
}

Upload Asset

POST/api/rest/v2/write/experiment/upload-asset?experimentKey=theKey&extension=optional&step=optional&fileName=optional&context=optional&type=optional&metadata=[optional 64 bit encoded metadata blob]&overwrite=false

Upload an asset.

Example Response

{
    "msg": "Saved"
}

Upload Text Sample

POST/api/rest/v2/write/experiment/upload-text-sample

Upload a text sample.

Example Request

{
    "apiKey": "someApiKey",
    "experimentKey: required": "someExperimentKey",
    "step, optional": "[Int step]",
    "context, optional": "someContext",
    "metadata, optional": "[64 bit encoded metadata blob]",
    "content": "The text sample"
}

Example Response

{
    "msg": "Saved"
}

Upload Git Patch

POST/api/rest/v2/write/experiment/git/patch?experimentKey=theKey

Upload a git patch for this experiment.

Example Response

{
    "msg": "Saved"
}

Set System Details

POST/api/rest/v2/write/experiment/system-details

Set some or all of the system details.

Example Request

{
    "experimentKey: required": "someExperimentKey",
    "user, optional": "someUser",
    "pythonVersion, optional": "somePythonVersion",
    "pythonVersionVerbose, optional": "somePythonVersionVerbose",
    "pid, optional": "[Int pid]",
    "osType, optional": "someOsType",
    "os, optional": "someOs",
    "ip, optional": "someIp",
    "hostname, optional": "someHostname",
    "gpuStaticInfoList, optional, optional": [
        {
            "gpuIndex: required": "[Int index]",
            "name: required": "gpu name",
            "uuid: required": "gpu uuid",
            "totalMemory: required": "[Int gpu total memory]",
            "powerLimit: required": "[Int gpu power limit]"
        }
    ],
    "logAdditionalSystemInfoList": [
        {
            "key: required": "someKey",
            "value: required": "someValue"
        }
    ],
    "networkInterfaceIps, optional, optional": [
        "a network interface ip",
        "another network interface ip"
    ],
    "command, and arguments, optional, optional": [
        "myScript.py",
        "-arg",
        "theArgument"
    ],
    "executable": "/usr/local/bin/python",
    "osPackages, optional, optional": [
        "an os packages",
        "another os package"
    ],
    "installedPackages": [
        "an installed packages",
        "another installed package"
    ]
}

Example Response

{
    "msg": "Saved"
}

Set Git Metadata

POST/api/rest/v2/write/experiment/git/metadata

Set an experiment's git metadata.

Example Request

{
    "experimentKey: required": "someExperimentKey",
    "user: required": "gitUser",
    "root: required": "gitRoot",
    "branch: required": "gitBranch",
    "parent: required": "gitParent",
    "origin: required": "gitOrigin"
}

Example Response

{
    "msg": "Saved"
}

Log Output

POST/api/rest/v2/write/experiment/output

Log a line of standard output or standard error.

Example Request

{
    "experimentKey: required": "someExperimentKey",
    "context": "someContext",
    "outputLines, required: required": [
        {
            "output": "someOutput",
            "stderr": "[Boolean true is this was stdout, false if this was stderr]",
            "localTimestamp": "[Long timestamp for this line of output]",
            "offset": "[Long used to order lines of output]"
        }
    ]
}

Example Response

{
    "msg": "Saved"
}

Log Graph

POST/api/rest/v2/write/experiment/graph

Log an experiment's associated model graph.

Example Request

{
    "experimentKey": "someExperimentKey",
    "graph": "someGraph"
}

Example Response

{
    "msg": "Saved"
}

Set Code

POST/api/rest/v2/write/experiment/code

Set an experiment's associated source code.

Example Request

{
    "experimentKey": "someExperimentKey",
    "code": "someCode"
}

Example Response

{
    "msg": "Saved"
}

Add Tags

POST/api/rest/v2/write/experiment/tags

Add a list of tags to an experiment.

Example Request

{
    "experimentKey": "someExperimentKey",
    "addedTags, optional": [
        "someTag",
        "anotherTag"
    ]
}

Example Response

{
    "msg": "Saved"
}

Set a Cloud Detail Item

POST/api/rest/v2/write/experiment/cloud-details

Set one of the cloud detail items

Example Request

{
    "experimentKey": "someExperimentKey",
    "provider": "aws",
    "metadata": {
        "key": "value"
    }
}

Example Response

"[response]"
Note: added 2022/02/01

Set an Experiment's File-path

POST/api/rest/v2/write/experiment/file-path

Set the file-path of an experiment

Example Request

{
    "experimentKey": "someExperimentKey",
    "filePath": "/tmp/1.py"
}

Example Response

"[response]"
Note: added 2022/02/01

Add GPU Metrics

POST/api/rest/v2/write/experiment/gpu-metrics

Add an instance of GPU usage metrics.

Example Request

{
    "experimentKey: required": "someExperimentKey",
    "gpus": [
        {
            "gpuId: required": "[Int identifier]",
            "freeMemory: required": "[Long]",
            "usedMemory: required": "[Long]",
            "gpuUtilization: required": "[Int percentage utilization]",
            "totalMemory: required": "[Long]"
        }
    ],
    "context: optional": "someContext",
    "step: optional": "[Long experiment step]",
    "epoch: optional": "[Long experiment epoch]",
    "timestamp: optional": "[Long milliseconds since the Epoch]"
}

Example Response

{
    "msg": "Saved"
}

Add RAM Metrics

POST/api/rest/v2/write/experiment/ram-metrics

Add an instance of RAM usage metrics.

Example Request

{
    "experimentKey: required": "someExperimentKey",
    "totalRam: required": "[Long]",
    "usedRam: required": "[Long]",
    "context: optional": "someContext",
    "step: optional": "[Long experiment step]",
    "epoch: optional": "[Long experiment epoch]",
    "timestamp: optional": "[Long milliseconds since the Epoch]"
}

Example Response

{
    "msg": "Saved"
}

Add CPU Metrics

POST/api/rest/v2/write/experiment/cpu-metrics

Add an instance of CPU usage metrics.

Example Request

{
    "experimentKey: required": "someExperimentKey",
    "cpuPercentUtilization: required": [
        "12",
        "99",
        "[Int percentage, ordered by cpu]"
    ],
    "context: optional": "someContext",
    "step: optional": "[Long experiment step]",
    "epoch: optional": "[Long experiment epoch]",
    "timestamp: optional": "[Long milliseconds since the Epoch]"
}

Example Response

{
    "msg": "Saved"
}

Add Processor Load Metrics

POST/api/rest/v2/write/experiment/load-metrics

Add an instance of processor load metrics.

Example Request

{
    "experimentKey: required": "someExperimentKey",
    "loadAverage: required": "[Double]",
    "context: optional": "someContext",
    "step: optional": "[Long experiment step]",
    "epoch: optional": "[Long experiment epoch]",
    "timestamp: optional": "[Long milliseconds since the Epoch]"
}

Example Response

{
    "msg": "Saved"
}

Update or Insert Artifact

POST/api/rest/v2/write/artifacts/upsert

Update an existing artifact or insert a new artifact

Example Request

{
    "artifactName": "someArtifactName",
    "experimentKey": "someExperimentKey",
    "version": "1.0.0",
    "artifactType": "dataframe",
    "isPublic": false
}

Example Response

"[response]"
Note: added 2022/02/01

Set Artifact State

POST/api/rest/v2/write/artifacts/state

Set the state of an artifact

Example Request

{
    "experimentKey": "someExperimentKey",
    "artifactVersionId": "8bb9aa15-12d8-4068-ae85-5474232ccb00",
    "isPublic": false,
    "state": "CLOSED"
}

Example Response

"[response]"
Note: added 2022/02/01

Save Store

POST/api/rest/v2/write/viz-instance/store/save

Save an entire store.

Example Request

{
    "instanceId: required": "INSTANCE_ID",
    "projectId: required": "PROJECT_ID",
    "store: required": "\"{'store': '{key1: value1, ...}'}\""
}

Example Response

{
    "msg": "Stored"
}

Upload Remote Assets

POST/api/rest/v2/write/experiment/assets/remote/batch

Upload remote assets

Example Request

{
    "remoteAssets": [
        {
            "artifactId": "39ea3587-991f-43f7-be44-6add8cee282c",
            "artifactVersionId": "692dd29d-086e-4dd8-852a-ed002ace1654",
            "assetId": "someAssetId",
            "type": "3d-points",
            "fileName": "file.py",
            "metadata": "{\"some\":\"metadata\"}",
            "link": "some.com/source?test=123"
        }
    ]
}

Example Response

"[response]"
Note: added 2022/02/01

Delete an Asset

POST/api/rest/v2/write/experiment/asset/delete?experimentKey=KEY&assetId=ID

Delete an experiment's asset

Example Response

"[response]"
Note: added 2022/02/01

Add an Asset Tag

POST/api/rest/v2/write/experiment/asset/tag

Add a tag to an asset

Example Request

{
    "experimentKey": "someExperimentKey",
    "assetId": "cctWICTpuNVmtICxj6zjlveoz",
    "tags": [
        "otherTag"
    ]
}

Example Response

"[response]"
Note: added 2022/02/01

Delete an Asset Tag

GET/api/rest/v2/write/experiment/asset/tag/delete?experimentKey=KEY&assetId=ID&tag=TAG

Delete a tag from an asset

Example Response

"[response]"
Note: added 2022/02/01

Upload a Panel

POST/api/rest/v2/write/template/upload

Upload a Panel to a workspace

Example Response

"[response]"
Note: added 2022/02/01

Remote Procedure Call

POST/api/rest/v2/write/experiment/rpc/send

Create a Remote Procedure Call (RPC) on an experiment

Example Response

"[response]"
Note: added 2022/02/01

Update Webhook Configuration

POST/api/rest/v2/webhooks/config

Update webhook configuration. The webhook notifies about any change in the Stage status of a specific registered model, or of any registered model in a specific workspace.

Example Request

{
    "webhookConfigs": [
        {
            "workspaceName": "some-workspace",
            "modelName": "some-model",
            "webhookUrls": [
                {
                    "url": "https://{customer-webhook-url-a}",
                    "header": {
                        "Authorization": "secret_token",
                        "Other": "other_info"
                    }
                }
            ]
        }
    ]
}

Example Response

"204"

Override Webhook Configuration

PUT/api/rest/v2/webhooks/config

Configure a webhook. The webhook notifies about any change in the Stage status of a specific registered model, or of any registered model in a specific workspace.

Example Request

{
    "webhookConfigs": [
        {
            "workspaceName": "some-workspace",
            "modelName": "some-model",
            "webhookUrls": [
                {
                    "url": "https://{customer-webhook-url-a}",
                    "header": {
                        "Authorization": "secret_token",
                        "Other": "other_info"
                    }
                }
            ]
        }
    ]
}

Example Response

"204"

Mar. 27, 2024