NeuralNetworkApi¶

class NeuralNetworkApi[source]¶

Bases: supervisely.api.module_api.CloneableModuleApi, supervisely.api.module_api.RemoveableModuleApi

Methods

`clone`	Clones the entity with the given ID to the given workspace with the given name.
`clone_by_shared_link`	Clones the entity with the given shared link to the given workspace with the given name.
`clone_from_explore`	Clones the entity with the given explore path to the given workspace with the given name.
`convert_info_to_json`	_convert_info_to_json
`create_from_checkpoint`
`download`
`download_to_dir`
`download_to_tar`
`exists`	Checks if an entity with the given parent_id and name exists
`generate_hash`
`get_deploy_tasks`
`get_free_name`	Generates a free name for an entity with the given parent_id and name.
`get_info_by_id`
`get_info_by_name`	Get information about an entity by its name from the Supervisely server.
`get_list`
`get_list_all_pages`	Get list of all or limited quantity entities from the Supervisely server.
`get_list_all_pages_generator`	This generator function retrieves a list of all or a limited quantity of entities from the Supervisely server, yielding batches of entities as they are retrieved
`get_list_idx_page_async`	Get the list of items for a given page number.
`get_list_page_generator_async`	Yields list of images in dataset asynchronously page by page.
`get_or_clone_from_explore`
`get_output_meta`
`get_training_metrics`
`inference`
`inference_remote_image`
`info_sequence`
`info_tuple_name`
`remove`	Remove an entity with the specified ID from the Supervisely server.
`remove_batch`	Remove entities with given IDs from the Supervisely server.
`upload`

Attributes

`MAX_WAIT_ATTEMPTS`	Maximum number of attempts that will be made to wait for a certain condition to be met.
`WAIT_ATTEMPT_TIMEOUT_SEC`	Number of seconds for intervals between attempts.

InfoType¶: alias of supervisely.api.module_api.ModelInfo

clone(id, dst_workspace_id, dst_name)¶

Clones the entity with the given ID to the given workspace with the given name. Returns the ID of the task that is created to perform the cloning operation.

Parameters

id : int: ID of the entity to clone.
dst_workspace_id : int: ID of the workspace to clone to.
dst_name : str: Name of the cloned entity.

Returns

Returns the ID of the task that is created to perform the cloning operation.

Return type

int

Usage example

import os
from dotenv import load_dotenv

import supervisely as sly

os.environ['SERVER_ADDRESS'] = 'https://app.supervisely.com'
os.environ['API_TOKEN'] = 'Your Supervisely API Token'

# Load secrets and create API object from .env file (recommended)
# Learn more here: https://developer.supervisely.com/getting-started/basics-of-authentication
load_dotenv(os.path.expanduser("~/supervisely.env"))
api = sly.Api.from_env()

# ID of the entity to clone
project_id = 123456

# ID of the destination workspace
workspace_id = 123456

# Create a task to clone the project
task_id = api.project.clone(project_id, workspace_id, "my_cloned_project")

# Wait until the task is finished
api.task.wait(task_id, api.task.Status.FINISHED)

task_info = api.task.get_info_by_id(task_id)

dst_project_id = task_info["meta"]["output"]["project"]["id"]
print(f"Cloned project ID: {dst_project_id}")

clone_by_shared_link(shared_link, dst_workspace_id, dst_name)¶

Clones the entity with the given shared link to the given workspace with the given name. Returns the ID of the task that is created to perform the cloning operation.

Parameters

shared_link : str: Shared link of the entity to clone.
dst_workspace_id : int: ID of the workspace to clone to.
dst_name : str: Name of the cloned entity.

Returns

Returns the ID of the task that is created to perform the cloning operation.

Return type

int

clone_from_explore(explore_path, dst_workspace_id, dst_name)¶

Clones the entity with the given explore path to the given workspace with the given name. Returns the ID of the task that is created to perform the cloning operation.

Parameters

explore_path : str: Explore path of the entity to clone.
dst_workspace_id : int: ID of the workspace to clone to.
dst_name : str: Name of the cloned entity.

Returns

Returns the ID of the task that is created to perform the cloning operation.

Return type

int

classmethod convert_info_to_json(info)¶

_convert_info_to_json

Return type: Dict

create_from_checkpoint(task_id, checkpoint_id, model_name, change_name_if_conflict=True)[source]¶

download(id)[source]¶

download_to_dir(workspace_id, name, directory, progress_cb=None)[source]¶

download_to_tar(workspace_id, name, tar_path, progress_cb=None)[source]¶

exists(parent_id, name)¶

Checks if an entity with the given parent_id and name exists

Parameters

parent_id : int: ID of the parent entity.
name : str: Name of the entity.

Returns

Returns True if entity exists, and False if not

Return type

bool

Usage example

import supervisely as sly

# You can connect to API directly
address = 'https://app.supervise.ly/'
token = 'Your Supervisely API Token'
api = sly.Api(address, token)

# Or you can use API from environment
os.environ['SERVER_ADDRESS'] = 'https://app.supervisely.com'
os.environ['API_TOKEN'] = 'Your Supervisely API Token'
api = sly.Api.from_env()


name = "IMG_0315.jpeg"
dataset_id = 55832
exists = api.image.exists(dataset_id, name)
print(exists) # True

get_deploy_tasks(model_id)[source]¶

get_free_name(parent_id, name)¶

Generates a free name for an entity with the given parent_id and name. Adds an increasing suffix to original name until a unique name is found.

Parameters

parent_id : int: ID of the parent entity.
name : str: Name of the entity.

Returns

Returns free name.

Return type

str

Usage example

import supervisely as sly

# You can connect to API directly
address = 'https://app.supervise.ly/'
token = 'Your Supervisely API Token'
api = sly.Api(address, token)

# Or you can use API from environment
os.environ['SERVER_ADDRESS'] = 'https://app.supervisely.com'
os.environ['API_TOKEN'] = 'Your Supervisely API Token'
api = sly.Api.from_env()


name = "IMG_0315.jpeg"
dataset_id = 55832
free_name = api.image.get_free_name(dataset_id, name)
print(free_name) # IMG_0315_001.jpeg

get_info_by_id(id)[source]¶

get_info_by_name(parent_id, name, fields=[])¶

Get information about an entity by its name from the Supervisely server.

Parameters

parent_id : int: ID of the parent entity.
name : str: Name of the entity for which the information is being retrieved.
fields : List[str]: The list of api fields which will be returned with the response.

Usage example

import supervisely as sly

# You can connect to API directly
address = 'https://app.supervise.ly/'
token = 'Your Supervisely API Token'
api = sly.Api(address, token)

# Or you can use API from environment
os.environ['SERVER_ADDRESS'] = 'https://app.supervisely.com'
os.environ['API_TOKEN'] = 'Your Supervisely API Token'
api = sly.Api.from_env()


dataset_id = 55832
name = "IMG_0315.jpeg"
info = api.image.get_info_by_name(dataset_id, name)
print(info)
# Output: ImageInfo(id=19369643, name='IMG_0315.jpeg', ...)

get_list(workspace_id, filters=None)[source]¶

get_list_all_pages(method, data, progress_cb=None, convert_json_info_cb=None, limit=None, return_first_response=False)¶

Get list of all or limited quantity entities from the Supervisely server.

Parameters

method : str: Request method name
data : dict: Dictionary with request body info
progress_cb : Progress, optional: Function for tracking download progress.
convert_json_info_cb : Callable, optional: Function for convert json info
limit : int, optional: Number of entity to retrieve
return_first_response : bool, optional: Specify if return first response

get_list_all_pages_generator(method, data, progress_cb=None, convert_json_info_cb=None, limit=None, return_first_response=False)¶

This generator function retrieves a list of all or a limited quantity of entities from the Supervisely server, yielding batches of entities as they are retrieved

Parameters

method : str: Request method name
data : dict: Dictionary with request body info
progress_cb : Progress, optional: Function for tracking download progress.
convert_json_info_cb : Callable, optional: Function for convert json info
limit : int, optional: Number of entity to retrieve
return_first_response : bool, optional: Specify if return first response

async get_list_idx_page_async(method, data)¶

Get the list of items for a given page number. Page number is specified in the data dictionary.

Parameters

method : str: Method to call for listing items.
data : dict: Data to pass to the API method.

Returns

List of items.

Return type

Tuple[int, List[NamedTuple]]

async get_list_page_generator_async(method, data, pages_count=None, semaphore=None)¶

Yields list of images in dataset asynchronously page by page.

Parameters

method : str: Method to call for listing items.
data : dict: Data to pass to the API method.
pages_count : int, optional: Preferred number of pages to retrieve if used with a per_page limit. Will be automatically adjusted if the pagesCount differs from the requested number.
semaphore : asyncio.Semaphore, optional: Semaphore for limiting the number of simultaneous requests.
kwargs: Additional arguments.

Returns

List of images in dataset.

Return type

AsyncGenerator[List[ImageInfo]]

Usage example

import supervisely as sly
import asyncio

os.environ['SERVER_ADDRESS'] = 'https://app.supervisely.com'
os.environ['API_TOKEN'] = 'Your Supervisely API Token'
api = sly.Api.from_env()

method = 'images.list'
data = {
    'datasetId': 123456
}

loop = sly.utils.get_or_create_event_loop()
images = loop.run_until_complete(api.image.get_list_generator_async(method, data))

get_or_clone_from_explore(explore_path, dst_workspace_id, dst_name)¶

get_output_meta(id, input_meta=None, inference_mode=None)[source]¶

get_training_metrics(model_id)[source]¶

inference(id, img, ann=None, meta=None, mode=None, ext=None)[source]¶

inference_remote_image(id, image_hash, ann=None, meta=None, mode=None)[source]¶

static info_sequence()[source]¶

static info_tuple_name()[source]¶

remove(id)¶

Remove an entity with the specified ID from the Supervisely server.

Parameters

id : int: Entity ID in Supervisely

remove_batch(ids, progress_cb=None)¶

Remove entities with given IDs from the Supervisely server.

Parameters

ids : List[int]: IDs of entities in Supervisely.
progress_cb : Callable: Function for control remove progress.

upload(hash, archive_path, progress_cb=None)[source]¶