organization_name
or
project_name
as **kwargs
.
Args
sweep_name
(str) : Sweep name.organization_name
or
project_name
as **kwargs
.
Example
organization_name
or
project_name
as **kwargs
. Pass use_git_diff=True
if you want to run
experiment with uncommitted changes and pass use_git_diff_untracked=True
if you want to run untracked changes(only valid if use_git_diff
is set).
Args
name
(str) : Nameobjective
(Optional[vessl.SweepObjective]) : A sweep objective including goal, metric,
and type.max_experiment_count
(Optional[int]) : The maximum number of experiments to run.
Required unless grid search.parallel_experiment_count
(Optional[int]) : The number of experiments to run in
parallel. Default: 1.max_failed_experiment_count
(Optional[int]) : The maximum number of experiments to
allow to fail. Default: 1.algorithm
(str) : Parameter suggestion algorithm. grid
, random
, or
bayesian
.parameters
(List[vessl.SweepParameter]) : A list of parameters to search.
int
, double
, categorical
.list
is given, min
, max
and step
will be ignored.cluster_name
(str) : Cluster name(must be specified before other options).command
(str) : Start command to execute in experiment container.resource_spec_name
(str) : Resource type to run an experiment (for
managed cluster only). Defaults to None.cpu_limit
(float) : Number of vCPUs (for custom cluster only). Defaults to
None.memory_limit
(str) : Memory limit (for custom cluster only).
Defaults to None. Example: “100Gi”, “500Mi”gpu_type
(str) : GPU type(name) (for custom cluster only). Defaults to “Any”.
processor_type(str) cpu or gpu (for custom cluster only). Defaults to
None.
Examplegpu_limit
(int) : Number of GPU cores (for custom cluster only). Defaults
to None.image_url
(str) : Kernel docker image URL. Defaults to None.early_stopping_name
(str) : Early stopping algorithm name. Defaults to
None.early_stopping_settings
(List[Tuple[str, str]]) : Early stopping algorithm
settings. Defaults to None.message
(str) : Message. Defaults to None.hyperparameters
(List[str]) : A list of fixed hyperparameters. Defaults to None.dataset_mounts
(List[str]) : A list of dataset mounts. Defaults to None.git_ref_mounts
(List[str]) : A list of git repository mounts. Defaults to
None.git_diff_mount
(str) : Git diff mounts. Defaults to None.archive_file_mount
(str) : Local archive file mounts. Defaults to None.object_storage_mount
(str) : Object storage mounts. Defaults to None.root_volume_size
(str) : Root volume size. Defaults to None.working_dir
(str) : Working directory path. Defaults to None.output_dir
(str) : Output directory path. Defaults to “/output/”.organization_name
or
project_name
as **kwargs
.
Args
sweep_name
(str) : Sweep name.organization_name
or
project_name
as **kwargs
.
Args
sweep_name
(str) : Sweep name.tail
(int) : The number of lines to display from the end. Display all if
-1. Defaults to 200.organization_name
or project_name
as
**kwargs
.
Args
sweep_name
(str) : Sweep name.