oumi.cli#
Submodules#
oumi.cli.cli_utils module#
- class oumi.cli.cli_utils.LogLevel(value, names=None, *, module=None, qualname=None, type=None, start=1, boundary=None)[source]#
Bases:
str
,Enum
The available logging levels.
- CRITICAL = 'CRITICAL'#
- DEBUG = 'DEBUG'#
- ERROR = 'ERROR'#
- INFO = 'INFO'#
- WARNING = 'WARNING'#
- oumi.cli.cli_utils.configure_common_env_vars() None [source]#
Sets common environment variables if needed.
oumi.cli.distributed_run module#
- oumi.cli.distributed_run.accelerate(ctx: ~typer.models.Context, level: ~typing.Annotated[~oumi.cli.cli_utils.LogLevel | None, <typer.models.OptionInfo object at 0x7fc3bb636c50>] = None) None [source]#
Starts accelerate sub-process w/ automatically configured common params.
- Parameters:
ctx – The Typer context object.
level – The logging level for the specified command.
- oumi.cli.distributed_run.torchrun(ctx: ~typer.models.Context, level: ~typing.Annotated[~oumi.cli.cli_utils.LogLevel | None, <typer.models.OptionInfo object at 0x7fc3bb636c50>] = None) None [source]#
Starts torchrun sub-process w/ automatically configured common params.
- Parameters:
ctx – The Typer context object.
level – The logging level for the specified command.
oumi.cli.env module#
oumi.cli.evaluate module#
- oumi.cli.evaluate.evaluate(ctx: ~typer.models.Context, config: ~typing.Annotated[str, <typer.models.OptionInfo object at 0x7fc3bb18c790>], level: ~typing.Annotated[~oumi.cli.cli_utils.LogLevel | None, <typer.models.OptionInfo object at 0x7fc3bb636c50>] = None)[source]#
Evaluate a model.
- Parameters:
ctx – The Typer context object.
config – Path to the configuration file for evaluation.
level – The logging level for the specified command.
oumi.cli.infer module#
- oumi.cli.infer.infer(ctx: ~typer.models.Context, config: ~typing.Annotated[str | None, <typer.models.OptionInfo object at 0x7fc3bb260d90>] = None, interactive: ~typing.Annotated[bool, <typer.models.OptionInfo object at 0x7fc3bb2608d0>] = False, image: ~typing.Annotated[str | None, <typer.models.OptionInfo object at 0x7fc3bb260550>] = None, level: ~typing.Annotated[~oumi.cli.cli_utils.LogLevel | None, <typer.models.OptionInfo object at 0x7fc3bb636c50>] = None)[source]#
Run inference on a model.
If input_filepath is provided in the configuration file, inference will run on those input examples. Otherwise, inference will run interactively with user-provided inputs.
- Parameters:
ctx – The Typer context object.
config – Path to the configuration file for inference.
interactive – Whether to run in an interactive session.
image – Path to the input image for image+text VLLMs.
level – The logging level for the specified command.
oumi.cli.judge module#
- oumi.cli.judge.conversations(ctx: ~typer.models.Context, config: ~typing.Annotated[str, <typer.models.OptionInfo object at 0x7fc3bb3cfb10>], input_file: ~typing.Annotated[str | None, <typer.models.OptionInfo object at 0x7fc3bb3cfc10>] = None, output_file: ~typing.Annotated[str | None, <typer.models.OptionInfo object at 0x7fc3bb3cfcd0>] = None, level: ~typing.Annotated[~oumi.cli.cli_utils.LogLevel | None, <typer.models.OptionInfo object at 0x7fc3bb636c50>] = None)[source]#
Judge a list of conversations.
- oumi.cli.judge.dataset(ctx: ~typer.models.Context, config: ~typing.Annotated[str, <typer.models.OptionInfo object at 0x7fc3bb3cf790>], dataset_name: ~typing.Annotated[str | None, <typer.models.OptionInfo object at 0x7fc3bb3cf850>] = None, dataset_subset: ~typing.Annotated[str | None, <typer.models.OptionInfo object at 0x7fc3bb3cf910>] = None, dataset_split: ~typing.Annotated[str | None, <typer.models.OptionInfo object at 0x7fc3bb3cf9d0>] = 'train', output_file: ~typing.Annotated[str | None, <typer.models.OptionInfo object at 0x7fc3bb3cfa50>] = None, level: ~typing.Annotated[~oumi.cli.cli_utils.LogLevel | None, <typer.models.OptionInfo object at 0x7fc3bb636c50>] = None)[source]#
Judge a dataset.
- oumi.cli.judge.model(ctx: ~typer.models.Context, config: ~typing.Annotated[str, <typer.models.OptionInfo object at 0x7fc3bb3cfd10>], inference_config: ~typing.Annotated[str, <typer.models.OptionInfo object at 0x7fc3bb3cfe50>], input_file: ~typing.Annotated[str | None, <typer.models.OptionInfo object at 0x7fc3bb3cff10>] = None, output_file: ~typing.Annotated[str | None, <typer.models.OptionInfo object at 0x7fc3bb3cff90>] = None, level: ~typing.Annotated[~oumi.cli.cli_utils.LogLevel | None, <typer.models.OptionInfo object at 0x7fc3bb636c50>] = None)[source]#
Judge the outputs of a model on a dataset.
oumi.cli.launch module#
- oumi.cli.launch.cancel(cloud: ~typing.Annotated[str, <typer.models.OptionInfo object at 0x7fc3bb41b790>], cluster: ~typing.Annotated[str, <typer.models.OptionInfo object at 0x7fc3bb418e90>], id: ~typing.Annotated[str, <typer.models.OptionInfo object at 0x7fc3bb4185d0>], level: ~typing.Annotated[~oumi.cli.cli_utils.LogLevel | None, <typer.models.OptionInfo object at 0x7fc3bb636c50>] = None) None [source]#
Cancels a job.
- Parameters:
cloud – Filter results by this cloud.
cluster – Filter results by clusters matching this name.
id – Filter results by jobs matching this job ID.
level – The logging level for the specified command.
- oumi.cli.launch.down(cluster: ~typing.Annotated[str, <typer.models.OptionInfo object at 0x7fc3bb4184d0>], cloud: ~typing.Annotated[str | None, <typer.models.OptionInfo object at 0x7fc3bb418490>] = None, level: ~typing.Annotated[~oumi.cli.cli_utils.LogLevel | None, <typer.models.OptionInfo object at 0x7fc3bb636c50>] = None) None [source]#
Turns down a cluster.
- Parameters:
cluster – The cluster to turn down.
cloud – If specified, only clusters on this cloud will be affected.
level – The logging level for the specified command.
- oumi.cli.launch.run(ctx: ~typer.models.Context, config: ~typing.Annotated[str, <typer.models.OptionInfo object at 0x7fc3bb4192d0>], cluster: ~typing.Annotated[str | None, <typer.models.OptionInfo object at 0x7fc3bb4190d0>] = None, detach: ~typing.Annotated[bool, <typer.models.OptionInfo object at 0x7fc3bb42df50>] = False, level: ~typing.Annotated[~oumi.cli.cli_utils.LogLevel | None, <typer.models.OptionInfo object at 0x7fc3bb636c50>] = None) None [source]#
Runs a job on the target cluster.
- Parameters:
ctx – The Typer context object.
config – Path to the configuration file for the job.
cluster – The cluster to use for this job. If no such cluster exists, a new cluster will be created. If unspecified, a new cluster will be created with a unique name.
detach – Run the job in the background.
level – The logging level for the specified command.
- oumi.cli.launch.status(cloud: ~typing.Annotated[str | None, <typer.models.OptionInfo object at 0x7fc3bb42d610>] = None, cluster: ~typing.Annotated[str | None, <typer.models.OptionInfo object at 0x7fc3bb42e910>] = None, id: ~typing.Annotated[str | None, <typer.models.OptionInfo object at 0x7fc3bb42c050>] = None, level: ~typing.Annotated[~oumi.cli.cli_utils.LogLevel | None, <typer.models.OptionInfo object at 0x7fc3bb636c50>] = None) None [source]#
Prints the status of jobs launched from Oumi.
Optionally, the caller may specify a job id, cluster, or cloud to further filter results.
- Parameters:
cloud – Filter results by this cloud.
cluster – Filter results by clusters matching this name.
id – Filter results by jobs matching this job ID.
level – The logging level for the specified command.
- oumi.cli.launch.stop(cluster: ~typing.Annotated[str, <typer.models.OptionInfo object at 0x7fc3bb666450>], cloud: ~typing.Annotated[str | None, <typer.models.OptionInfo object at 0x7fc3bb666510>] = None, level: ~typing.Annotated[~oumi.cli.cli_utils.LogLevel | None, <typer.models.OptionInfo object at 0x7fc3bb636c50>] = None) None [source]#
Stops a cluster.
- Parameters:
cluster – The cluster to stop.
cloud – If specified, only clusters on this cloud will be affected.
level – The logging level for the specified command.
- oumi.cli.launch.up(ctx: ~typer.models.Context, config: ~typing.Annotated[str, <typer.models.OptionInfo object at 0x7fc3bb57b110>], cluster: ~typing.Annotated[str | None, <typer.models.OptionInfo object at 0x7fc3bb572f90>] = None, detach: ~typing.Annotated[bool, <typer.models.OptionInfo object at 0x7fc3bb167ed0>] = False, level: ~typing.Annotated[~oumi.cli.cli_utils.LogLevel | None, <typer.models.OptionInfo object at 0x7fc3bb636c50>] = None)[source]#
Launches a job.
- Parameters:
ctx – The Typer context object.
config – Path to the configuration file for the job.
cluster – The cluster to use for this job. If no such cluster exists, a new cluster will be created. If unspecified, a new cluster will be created with a unique name.
detach – Run the job in the background.
level – The logging level for the specified command.
oumi.cli.main module#
oumi.cli.train module#
- oumi.cli.train.train(ctx: ~typer.models.Context, config: ~typing.Annotated[str, <typer.models.OptionInfo object at 0x7fc3bb21e4d0>], level: ~typing.Annotated[~oumi.cli.cli_utils.LogLevel | None, <typer.models.OptionInfo object at 0x7fc3bb636c50>] = None)[source]#
Train a model.
- Parameters:
ctx – The Typer context object.
config – Path to the configuration file for training.
level – The logging level for the specified command.