def new(details, **kwargs):
"""Record a new Treasure Chest in the framework"""
CMD.run(API,
'new',
**kwargs,
details=assert_dict(details, allow_none=True))
def update(details, **kwargs):
"""Update a Treasure Chest"""
CMD.run(API,
'update',
**kwargs,
details=assert_dict(details, allow_none=True))
def new(model_files, data_files, **kwargs):
"""Record a new model in the database"""
CMD.run(API,
'new',
**kwargs,
model_files=[assert_dict(f) for f in model_files],
data_files=[assert_dict(f) for f in data_files])
def setup(ctx, **kwargs):
"""Start and configure this plugin"""
CMD.run(
API, 'setup', **kwargs,
name=ctx.obj['ISLE_NAME']
)
def new(details, path=None, **kwargs):
"""Record a new model version in the framework"""
CMD.run(API,
'new',
**kwargs,
path=path or os.getcwd(),
details=assert_dict(details, allow_none=True))
def update(details, path=None, **kwargs):
"""Update a model version's details or files"""
CMD.run(API,
'update',
**kwargs,
path=path,
details=assert_dict(details, allow_none=True))
def info(**kwargs):
"""Information about a deployment"""
def callback(x):
avail = x.get('availability', 0)
x['availability'] = '{}%'.format(int(100 * avail))
return x
CMD.run(API, 'info', _response_callback=callback, **kwargs)
def _list(_filter, expand):
"""List model records"""
CMD.run(API,
'lyst',
_filter=assert_dict(_filter, allow_none=True),
_response_callback=ListingCallback(obj_title='Model Record',
expand=expand))
def _list(_filter, expand, **kwargs):
"""List training executions"""
CMD.run(
API, 'lyst', **kwargs,
_filter=assert_dict(_filter, allow_none=True),
_response_callback=ListingCallback(obj_title='Training Execution', expand=expand)
)
def _list(_filter, expand, **kwargs):
"""List datasets"""
CMD.run(
API, 'lyst', **kwargs,
_filter=assert_dict(_filter, allow_none=True),
_response_callback=ListingCallback(obj_title='Dataset', expand=expand)
)
def new(details, path=None, **kwargs):
"""Add a new dataset"""
CMD.run(
API, 'new', **kwargs,
path=path or os.getcwd(),
details=assert_dict(details, allow_none=True)
)
def new(params, env_vars, mounts, **kwargs):
"""Execute a new training"""
CMD.run(
API, 'new', **kwargs,
params=assert_dict(params, allow_none=True),
env_vars=kv_list_to_dict(env_vars),
mounts=list(mounts)
)
def new(params, env_vars, mounts, port: int, n_tasks: int = 1, **kwargs):
"""Setup a deployment"""
CMD.run(API,
'new',
**kwargs,
params=assert_dict(params, allow_none=True),
env_vars=kv_list_to_dict(env_vars),
mounts=list(mounts),
port=None if port is None else int(port),
tasks=int(n_tasks))
def update(model_files,
data_files,
no_model_files: bool = False,
no_ds_files: bool = False,
**kwargs):
"""Update a model record"""
CMD.run(
API,
'update',
**kwargs,
model_files=[]
if no_model_files else [assert_dict(f) for f in model_files] or None,
data_files=[] if no_ds_files else [assert_dict(f)
for f in data_files] or None)
def note(env_vars: list,
mounts: list,
port: int,
edit: bool = False,
**kwargs):
"""Access to the Jupyter Notebook (IDE)"""
edit_mount = ['{}:{}:rw'.format(os.getcwd(), OnBoard.APP_HOME)
] if edit else []
CMD.run(API,
'__call__',
**kwargs,
env_vars=kv_list_to_dict(env_vars),
mounts=list(mounts) + edit_mount,
port=int(port))
def rm(**kwargs):
"""Remove a training's metadata"""
CMD.run(API, 'rm', **kwargs)
def rm(**kwargs):
"""Remove a model along with all of it's versions and datasets"""
CMD.run(API, 'rm', **kwargs)
def new(**kwargs):
"""Host a new project in the framework"""
CMD.run(API, 'new', **kwargs)
def info(**kwargs):
"""Information about a training execution"""
CMD.run(API, 'info', **kwargs)
def info(**kwargs):
"""Information about a model version"""
CMD.run(API, 'info', **kwargs)
def rm(**kwargs):
"""Remove a project and everything related to it"""
CMD.run(API, 'rm', **kwargs)
def info(**kwargs):
"""Information about a dataset"""
CMD.run(API, 'info', **kwargs)
def rm(**kwargs):
"""Remove a dataset and all of its files"""
CMD.run(API, 'rm', **kwargs)
def build(**kwargs):
"""Encapsulates the project in a new Docker image"""
CMD.run(API, 'build', **kwargs)
def rm(**kwargs):
"""Remove a deployment"""
CMD.run(API, 'rm', **kwargs)
def rm(**kwargs):
"""Remove a model version and all of its files"""
CMD.run(API, 'rm', **kwargs)
def info(**kwargs):
"""Information about a project"""
CMD.run(API, 'info', **kwargs)
def rm(**kwargs):
"""Remove a Treasure Chest"""
CMD.run(API, 'rm', **kwargs)
def info(**kwargs):
"""Information about a Treasure Chest"""
CMD.run(API, 'info', **kwargs)
def update(**kwargs):
"""Updates a projects in the database"""
CMD.run(API, 'update', **kwargs)