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 Experiment¶
Create an experiment.
Example Request
{ "experimentName, optional": "someExperimentName", "projectName: required": "someProjectName", "workspaceName: required": "someTeamName" }
Example Response
{ "experimentKey": "someExperimentKey", "link": "link to experiment", "projectName": "someProjectName", "workspaceName": "someTeamName" }
Stop Experiment¶
Stop an experiment.
Example Response
{ "msg": "Stop Requested" }
Archive Experiment¶
Archive an experiment.
Example Response
{ "msg": "Archived" }
Delete Experiment¶
Delete an experiment.
Example Response
{ "msg": "Deleted" }
Restore Experiment¶
Restore an experiment.
Example Response
{ "msg": "Restore" }
Create Project¶
Create a project.
Example Request
{ "isPublic: required": "[Boolean for whether the new project should be public]", "projectDescription: required": "someProjectDescription", "projectName: required": "someProjectName", "workspaceName: required": "someTeamName" }
Example Response
{ "projectId": "someProjectId" }
Delete Project¶
Delete a project.
Example Request
{ "deleteAllExperiments: required": "[Boolean for whether to also delete all the experiments in the project]", "projectName: required": "someProjectName", "workspaceName: required": "someTeamName" }
Example Response
{ "msg": "Deleted" }
Add Symlink to Experiment¶
Add a symlink to an experiment.
Example Response
{ "link": "symlink to experiment under the new project" }
Update notes for Project¶
Update the notes for a project.
Example Request
{ "notes: required": "someNotesString", "projectId: required": "someProjectId" }
Example Response
{ "msg": "Saved" }
Create Registry Model¶
Create a new Registry Model.
Example Request
{ "comment": "Some Comment", "description": "Some Description", "experimentModelId": "someExperimentModelId", "isPublic": "[Boolean]", "registryModelName": "someRegistryModelName", "stages": [ "production", "staging" ], "version": "someVersion" }
Example Response
{ "registryModelId": "someRegistryModelId", "registryModelItemId": "someRegistryModelItemId" }
Promote Experiment Model to Registry Model¶
Promote a model from an experiment to a Registry Model as a new version.
Example Request
{ "comment": "Some Comment", "experimentModelId": "someExperimentModelId", "registryModelName": "someRegistryModelName", "stages": [ "production", "staging" ], "version": "someVersion" }
Example Response
{ "registryModelId": "someRegistryModelId", "registryModelItemId": "someRegistryModelItemId" }
Update Registry Model Version¶
Update a Registry Model version's comment and/or stages.
Example Request
{ "comment": "Some Comment", "registryModelItemId": "someRegistryModelItemId", "stages": [ "production", "staging" ] }
Example Response
"200 Ok"
Delete Registry Model Version¶
Delete a Registry Model version.
Example Response
"200 Ok"
Update Registry Model¶
Update a Registry Model's name, description, and/or visibility.
Example Request
{ "description": "New Description", "isPublic": "[Boolean]", "registryModelId": "someRegistryModelId", "registryModelName": "newRegistryModelName" }
Example Response
"200 Ok"
Update Registry Model Notes¶
Update the notes for a Registry Model.
Example Request
{ "notes": "A potentially very long notes string", "registryModelName": "someRegistryModelName", "workspaceName": "someWorkspaceName" }
Example Response
"200 Ok"
Delete Registry Model¶
Delete a Registry Model
Example Response
"200 Ok"
Add Registry Model Version Stage¶
Add a stage to a Registry Model Version.
Example Response
"200 Ok"
Remove Registry Model Version Stage¶
Remove a stage from a Registry Model Version.
Example Response
"200 Ok"
Send Experiment Keep-Alive Signal¶
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
{ "cpuMonitorIntervalMillis": 68000, "gpuMonitorIntervalMillis": 60000, "isAliveBeatDurationMillis": 10000 }
Set Experiment Start and End Time¶
Set an experiment's start and end time.
Example Request
{ "endTimeMillis, optional": "[Long milliseconds since the Epoch at experiment end]", "experimentKey: required": "someExperimentKey", "startTimeMillis, optional": "[Long milliseconds since the Epoch at experiment start]" }
Example Response
{ "msg": "Saved" }
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", "timestamp, optional": "[Long milliseconds since the Epoch]", "value: required": "someValue" }
Example Response
{ "msg": "Saved" }
Log 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¶
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
{ "context, optional": "someContext", "epoch, optional": "[Long experiment epoch]", "experimentKey: required": "someExperimentKey", "metricName: required": "someMetricName", "metricValue: required": "someMetricValue", "step, optional": "[Long experiment step]", "timestamp, optional": "[Long milliseconds since the Epoch]" }
Example Response
{ "msg": "Saved" }
Set 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¶
Upload an asset.
Example Request
{ "context, optional": "someContext", "experimentKey: required": "someExperimentKey", "extension, optional": "jpg", "fileName, optional": "myAsset.jpg", "metadata, optional": "[64 bit encoded metadata blob]", "overwrite, optional": "[Boolean should overwrite previous file of the same name]", "step, optional": "[Int step]", "type, optional": "someType" }
Example Response
{ "msg": "Saved" }
Upload Text Sample¶
Upload a text sample.
Example Request
{ "apiKey": "someApiKey", "content": "The text sample", "context, optional": "someContext", "experimentKey: required": "someExperimentKey", "metadata, optional": "[64 bit encoded metadata blob]", "step, optional": "[Int step]" }
Example Response
{ "msg": "Saved" }
Upload Git Patch¶
Upload a git patch for this experiment.
Example Request
{ "experimentKey: required": "someExperimentKey" }
Example Response
{ "msg": "Saved" }
Set System Details¶
Set some or all of the system details.
Example Request
{ "command, and arguments, optional, optional": [ "myScript.py", "-arg", "theArgument" ], "executable": "/usr/local/bin/python", "experimentKey: required": "someExperimentKey", "gpuStaticInfoList, optional, optional": [ { "gpuIndex: required": "[Int index]", "name: required": "gpu name", "powerLimit: required": "[Int gpu power limit]", "totalMemory: required": "[Int gpu total memory]", "uuid: required": "gpu uuid" } ], "hostname, optional": "someHostname", "installedPackages": [ "an installed packages", "another installed package" ], "ip, optional": "someIp", "logAdditionalSystemInfoList": [ { "key: required": "someKey", "value: required": "someValue" } ], "networkInterfaceIps, optional, optional": [ "a network interface ip", "another network interface ip" ], "os, optional": "someOs", "osPackages, optional, optional": [ "an os packages", "another os package" ], "osType, optional": "someOsType", "pid, optional": "[Int pid]", "pythonVersion, optional": "somePythonVersion", "pythonVersionVerbose, optional": "somePythonVersionVerbose", "user, optional": "someUser" }
Example Response
{ "msg": "Saved" }
Set Git Metadata¶
Set an experiment's git metadata.
Example Request
{ "branch: required": "gitBranch", "experimentKey: required": "someExperimentKey", "origin: required": "gitOrigin", "parent: required": "gitParent", "root: required": "gitRoot", "user: required": "gitUser" }
Example Response
{ "msg": "Saved" }
Log Output¶
Log a line of standard output or standard error.
Example Request
{ "context": "someContext", "experimentKey: required": "someExperimentKey", "outputLines, required: required": [ { "localTimestamp": "[Long timestamp for this line of output]", "offset": "[Long used to order lines of output]", "output": "someOutput", "stderr": "[Boolean true is this was stdout, false if this was stderr]" } ] }
Example Response
{ "msg": "Saved" }
Log Graph¶
Log an experiment's associated model graph.
Example Request
{ "experimentKey": "someExperimentKey", "graph": "someGraph" }
Example Response
{ "msg": "Saved" }
Set Code¶
Set an experiment's associated source code.
Example Request
{ "code": "someCode", "experimentKey": "someExperimentKey" }
Example Response
{ "msg": "Saved" }
Add Tags¶
Add a list of tags to an experiment.
Example Request
{ "addedTags, optional": [ "someTag", "anotherTag" ], "experimentKey": "someExperimentKey" }
Example Response
{ "msg": "Saved" }
Update Project¶
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
{ "isPublic: optional": "[Boolean for whether the new project should be public]", "newProjectDescription: optional": "someProjectDescription", "newProjectName: optional": "someProjectDescription", "projectId": "someProjectId", "projectName": "someProjectName", "workspaceName": "someTeamName" }
Example Response
{ "msg": "Updated" }
Add GPU Metrics¶
Add an instance of GPU usage metrics.
Example Request
{ "context: optional": "someContext", "epoch: optional": "[Long experiment epoch]", "experimentKey: required": "someExperimentKey", "gpus": [ { "freeMemory: required": "[Long]", "gpuId: required": "[Int identifier]", "gpuUtilization: required": "[Int percentage utilization]", "totalMemory: required": "[Long]", "usedMemory: required": "[Long]" } ], "step: optional": "[Long experiment step]", "timestamp: optional": "[Long milliseconds since the Epoch]" }
Example Response
{ "msg": "Saved" }
Add RAM Metrics¶
Add an instance of RAM usage metrics.
Example Request
{ "context: optional": "someContext", "epoch: optional": "[Long experiment epoch]", "experimentKey: required": "someExperimentKey", "step: optional": "[Long experiment step]", "timestamp: optional": "[Long milliseconds since the Epoch]", "totalRam: required": "[Long]", "usedRam: required": "[Long]" }
Example Response
{ "msg": "Saved" }
Add CPU Metrics¶
Add an instance of CPU usage metrics.
Example Request
{ "context: optional": "someContext", "cpuPercentUtilization: required": [ "12", "99", "[Int percentage, ordered by cpu]" ], "epoch: optional": "[Long experiment epoch]", "experimentKey: required": "someExperimentKey", "step: optional": "[Long experiment step]", "timestamp: optional": "[Long milliseconds since the Epoch]" }
Example Response
{ "msg": "Saved" }
Add Processor Load Metrics¶
Add an instance of processor load metrics.
Example Request
{ "context: optional": "someContext", "epoch: optional": "[Long experiment epoch]", "experimentKey: required": "someExperimentKey", "loadAverage: required": "[Double]", "step: optional": "[Long experiment step]", "timestamp: optional": "[Long milliseconds since the Epoch]" }
Example Response
{ "msg": "Saved" }
Save Store¶
Save an entire store.
Example Request
{ "instanceId: required": "INSTANCE_ID", "projectId: required": "PROJECT_ID", "store: required": "\"{'store': '{key1: value1, ...}'}\"" }
Example Response
{ "msg": "Stored" }
Model Registry Count¶
Get Model Registry count
Example Response
{ "registryModelCount": 17 }