launch_add
3 minute read
Enqueue a W&B launch experiment with a source uri
, job
or docker_image
.
launch_add(
uri: Optional[str] = None,
job: Optional[str] = None,
config: Optional[Dict[str, Any]] = None,
template_variables: Optional[Dict[str, Union[float, int, str]]] = None,
project: Optional[str] = None,
entity: Optional[str] = None,
queue_name: Optional[str] = None,
resource: Optional[str] = None,
entry_point: Optional[List[str]] = None,
name: Optional[str] = None,
version: Optional[str] = None,
docker_image: Optional[str] = None,
project_queue: Optional[str] = None,
resource_args: Optional[Dict[str, Any]] = None,
run_id: Optional[str] = None,
build: Optional[bool] = (False),
repository: Optional[str] = None,
sweep_id: Optional[str] = None,
author: Optional[str] = None,
priority: Optional[int] = None
) -> "public.QueuedRun"
Arguments | |
---|---|
uri |
URI of experiment to run. A wandb run uri or a Git repository URI. |
job |
string reference to a wandb.Job eg: wandb/test/my-job:latest |
config |
A dictionary containing the configuration for the run. May also contain resource specific arguments under the key “resource_args” |
template_variables |
A dictionary containing values of template variables for a run queue. Expected format of {"VAR_NAME": VAR_VALUE} |
project |
Target project to send launched run to |
entity |
Target entity to send launched run to |
queue |
the name of the queue to enqueue the run to |
priority |
the priority level of the job, where 1 is the highest priority |
resource |
Execution backend for the run: W&B provides built-in support for “local-container” backend |
entry_point |
Entry point to run within the project. Defaults to using the entry point used in the original run for wandb URIs, or main.py for git repository URIs. |
name |
Name run under which to launch the run. |
version |
For Git-based projects, either a commit hash or a branch name. |
docker_image |
The name of the docker image to use for the run. |
resource_args |
Resource related arguments for launching runs onto a remote backend. Will be stored on the construc ted launch config under resource_args . |
run_id |
optional string indicating the id of the launched run |
build |
optional flag defaulting to false, requires queue to be set if build, an image is created, creates a job ar tifact, pushes a reference to that job artifact to queue |
repository |
optional string to control the name of the remote repository, used when pushing images to a registry |
project_queue |
optional string to control the name of the project for the queue. Primarily used for back compatibility with project scoped queues |
Example:
from wandb.sdk.launch import launch_add
project_uri = "https://github.com/wandb/examples"
params = {"alpha": 0.5, "l1_ratio": 0.01}
# Run W&B project and create a reproducible docker environment
# on a local host
api = wandb.apis.internal.Api()
launch_add(uri=project_uri, parameters=params)
Returns | |
---|---|
an instance of wandb.api.public.QueuedRun which gives information about the queued run, or if wait_until_started or wait_until_finished are called, gives access to the underlying Run information. |
Raises | |
---|---|
wandb.exceptions.LaunchError if unsuccessful |
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