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read_experiment

Read experiment in the default organization/project. If you want to override the default organization/project, then pass organization_name or project_name as **kwargs. Args
  • experiment_number (int) : experiment number.
Example

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list_experiments

List experiments in the default organization/project. If you want to override the default organization/project, then pass organization_name or project_name as **kwargs. Args
  • statuses (List[str]) : A list of status filter. Defaults to None.
Example

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create_experiment

Create experiment in the default organization/project. If you want to override the default organization/project, then pass organization_name or project_name as **kwargs. You can also configure git info by passing git_branch or git_ref 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
  • cluster_name (str) : Cluster name(must be specified before other options).
  • cluster_node_names (List[str]) : Node names. The experiment will run on one of these nodes. Defaults to None(all).
  • start_command (str) : Start command to execute in experiment container.
  • kernel_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 in GiB (for custom cluster only). Defaults to None.
  • gpu_type (str) : GPU type (for custom cluster only). Defaults to None.
  • gpu_limit (int) : Number of GPU cores (for custom cluster only). Defaults to None.
  • kernel_image_url (str) : Kernel docker image URL. Defaults to None.
  • docker_credentials_id (int) : Docker credential id. Defaults to None.
  • message (str) : Message. Defaults to None.
  • termination_protection (bool) : True if termination protection is enabled, False otherwise. Defaults to False.
  • hyperparameters (List[str]) : A list of hyperparameters. Defaults to None.
  • secrets (List[str]) : A list of secrets in form “KEY=VALUE”. Defaults to None.
  • dataset_mounts (List[str]) : A list of dataset mounts. Defaults to None.
  • model_mounts (List[str]) : A list of model 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.
  • local_files (List[str]) : A list of local files to upload. Defaults to None.
  • use_vesslignore (bool) : True if local files matching glob patterns in .vesslignore files should be ignored. Patterns apply relative to the directory containing that .vesslignore file.
  • upload_local_git_diff (bool) : True if local git diff to upload, False otherwise. Defaults to False.
  • archive_file_mount (str) : Local archive file mounts. Defaults to None.
  • object_storage_mounts (List[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/”.
  • worker_count (int) : Number of workers(for distributed experiment only). Defaults to 1.
  • framework_type (str) : Specify “pytorch” or “tensorflow” (for distributed experiment only). Defaults to None.
  • service_account (str) : Service account name. Defaults to "". processor_type(str) cpu or gpu (for custom cluster only). Defaults to None.
Example

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list_experiment_logs

List experiment logs in the default organization/project. If you want to override the default organization/project, then pass organization_name or project_name as **kwargs. Args
  • experiment_name (int) : Experiment number.
  • tail (int) : The number of lines to display from the end. Display all if -1. Defaults to 200.
  • worker_number (int) : Override default worker number (for distributed experiments only). Defaults to 0.
  • after (int) : The number of starting lines to display from the start. Defaults to 0.
Example

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list_experiment_output_files

List experiment output files in the default organization/project. If you want to override the default organization/project, then pass organization_name or project_name as **kwargs. Args
  • experiment_number (int) : Experiment number.
  • need_download_url (bool) : True if you need a download URL, False otherwise. Defaults to False.
  • recursive (bool) : True if list files recursively, False otherwise. Defaults to True.
  • worker_number (int) : Override default worker number (for distributed experiments only). Defaults to 0.
Example

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download_experiment_output_files

Download experiment output files in the default organization/project. If you want to override the default organization/project, then pass organization_name or project_name as **kwargs. Args
  • experiment_number (int) : Experiment number.
  • dest_path (str) : Local download path. Defaults to ”./output”.
  • worker_number (int) : Override default worker number (for distributed experiments only). Defaults to 0.
Example

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upload_experiment_output_files

Upload experiment output files in the default organization/project. If you want to override the default organization/project, then pass organization_name or project_name as **kwargs. Args
  • experiment_number (int) : Experiment number.
  • path (str) : Source path.
Example

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terminate_experiment

Terminate experiment in the default organization/project. If you want to override the default organization/project, then pass organization_name or project_name as **kwargs. Args
  • experiment_number (int) : Experiment number.
Example

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delete_experiment

Delete experiment in the default organization/project. If you want to override the default organization/project, then pass organization_name or project_name as **kwargs. Args
  • experiment_number (int) : Experiment number.
Example