-
Notifications
You must be signed in to change notification settings - Fork 443
Commit
This commit does not belong to any branch on this repository, and may belong to a fork outside of the repository.
- Loading branch information
1 parent
0eaf409
commit 68ba3e6
Showing
31 changed files
with
278 additions
and
95 deletions.
There are no files selected for viewing
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
Original file line number | Diff line number | Diff line change |
---|---|---|
@@ -1,11 +1,15 @@ | ||
{ | ||
"packageName" : "katib", | ||
"projectName" : "katib", | ||
"packageName": "katib", | ||
"projectName": "katib", | ||
"packageVersion": "0.1", | ||
"importMappings": { | ||
"V1Container": "from kubernetes.client import V1Container", | ||
"V1ListMeta": "from kubernetes.client import V1ListMeta", | ||
"V1ObjectMeta": "from kubernetes.client import V1ObjectMeta", | ||
"V1HTTPGetAction": "from kubernetes.client import V1HTTPGetAction" | ||
}, | ||
"typeMappings": { | ||
"V1Time": "datetime", | ||
"V1UnstructuredUnstructured": "dict()" | ||
} | ||
} |
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
Original file line number | Diff line number | Diff line change |
---|---|---|
@@ -0,0 +1,157 @@ | ||
# KatibClient | ||
|
||
> KatibClient(config_file=None, context=None, client_configuration=None, persist_config=True) | ||
User can load authentication and cluster information from kube-config file and stores them in kubernetes.client.configuration. Parameters are as following: | ||
|
||
| Parameter | Description | | ||
| --- | --- | | ||
| config_file | Location of kube-config file. Defaults to `~/.kube/config`. Note that the config_file is needed if user want to operate katib SDK in another remote cluster, user must set `config_file` to load kube-config file explicitly, e.g. `KatibClient(config_file="~/.kube/config")`. | | ||
| context | Set the active context. If is set to None, current_context from config file will be used. | | ||
| client_configuration | The kubernetes.client.Configuration to set configs to. | | ||
| persist_config | If True, config file will be updated when changed (e.g GCP token refresh). | | ||
|
||
The APIs for KatibClient are as following: | ||
|
||
| Class | Method | Description | | ||
| ----------- | ----------------------------------------------------------- | ------------------------------------------------------------------------- | | ||
| KatibClient | [create_experiment](#create_experiment) | Create Katib Experiment | | ||
| KatibClient | [get_experiment](#get_experiment) | Get or watch the specified Experiment or all Experiments in the namespace | | ||
| KatibClient | [delete_experiment](#delete_experiment) | Delete specified Experiment | | ||
| KatibClient | [list_experiments](#list_experiments) | List all Experiments with status | | ||
| KatibClient | [get_experiment_status](#get_experiment_status) | Get Experiment status | | ||
| KatibClient | [is_experiment_succeeded](#is_experiment_succeeded) | Check if Experiment status is Succeeded | | ||
| KatibClient | [list_trials](#list_trials) | List all Trials of specified Experiment with status | | ||
| KatibClient | [get_optimal_hyperparameters](#get_optimal_hyperparameters) | Get currentOptimalTrial with parameterAssignments of an Experiment | | ||
|
||
## create_experiment | ||
|
||
> create_experiment(experiment, namespace=None) | ||
### Parameters | ||
|
||
| Name | Type | Description | Notes | | ||
| --- | --- | --- | --- | | ||
| experiment | [V1beta1Experiment](V1beta1Experiment.md) | experiment definition | Required | | ||
| namespace | str | Namespace for experiment deploying to. If the `namespace` is not defined, will align with experiment definition, or use current or default namespace if namespace is not specified in experiment definition. | Optional | | ||
|
||
|
||
### Return type | ||
|
||
object | ||
|
||
## get_experiment | ||
|
||
> get_experiment(name=None, namespace=None) | ||
Get Experiment in the specified namespace | ||
|
||
### Parameters | ||
|
||
| Name | Type | Description | Notes | | ||
| --- | --- | --- | --- | | ||
| name | str | Experiment name. If the `name` is not specified, will get all experiments in the namespace. | Optional | | ||
| namespace | str | Experiment's namespace. Defaults to current or default namespace. | Optional | | ||
|
||
### Return type | ||
|
||
object | ||
|
||
## delete_experiment | ||
|
||
> delete_experiment(name, namespace=None) | ||
### Parameters | ||
|
||
| Name | Type | Description | Notes | | ||
| --------- | ---- | --------------------------------------------------------------- | -------- | | ||
| name | str | Experiment name. | Required | | ||
| namespace | str | Experiment namespace. Defaults to current or default namespace. | Optional | | ||
|
||
### Return type | ||
|
||
object | ||
|
||
## list_experiments | ||
|
||
> list_experiments(namespace=None) | ||
List all Experiments with status | ||
|
||
### Parameters | ||
|
||
| Name | Type | Description | Notes | | ||
| --------- | ---- | --------------------------------------------------------------- | -------- | | ||
| namespace | str | Experiment namespace. Defaults to current or default namespace. | Optional | | ||
|
||
### Return type | ||
|
||
List | ||
|
||
## get_experiment_status | ||
|
||
> get_experiment_status(name, namespace=None) | ||
Returns Experiment status, such as Created, Running, Failed, Succeeded or Restarting. | ||
|
||
### Parameters | ||
|
||
| Name | Type | Description | Notes | | ||
| --------- | ---- | --------------------------------------------------------------- | -------- | | ||
| name | str | Experiment name. | Required | | ||
| namespace | str | Experiment namespace. Defaults to current or default namespace. | Optional | | ||
|
||
### Return type | ||
|
||
Str | ||
|
||
## is_experiment_succeeded | ||
|
||
> is_experiment_succeeded(name, namespace=None) | ||
Returns True if Experiment succeeded; false otherwise. | ||
|
||
### Parameters | ||
|
||
| Name | Type | Description | Notes | | ||
| --------- | ---- | --------------------------------------------------------------- | -------- | | ||
| name | str | Experiment name. | Required | | ||
| namespace | str | Experiment namespace. Defaults to current or default namespace. | Optional | | ||
|
||
### Return type | ||
|
||
Bool | ||
|
||
## list_trials | ||
|
||
> list_trials(name, namespace=None) | ||
List all Trials of an Experiment with status | ||
|
||
### Parameters | ||
|
||
| Name | Type | Description | Notes | | ||
| --------- | ---- | --------------------------------------------------------------- | -------- | | ||
| name | str | Experiment name. | Required | | ||
| namespace | str | Experiment namespace. Defaults to current or default namespace. | Optional | | ||
|
||
### Return type | ||
|
||
List | ||
|
||
## get_optimal_hyperparameters | ||
|
||
> get_optimal_hyperparameters(name, namespace=None) | ||
Get currentOptimalTrial with parameterAssignments of an Experiment | ||
|
||
### Parameters | ||
|
||
| Name | Type | Description | Notes | | ||
| --------- | ---- | --------------------------------------------------------------- | -------- | | ||
| name | str | Experiment name. | Required | | ||
| namespace | str | Experiment namespace. Defaults to current or default namespace. | Optional | | ||
|
||
### Return type | ||
|
||
Dict |
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
Oops, something went wrong.