From e072a870b173ba0e0fcba1c06b30e3c2380c9b75 Mon Sep 17 00:00:00 2001 From: Alex Strick van Linschoten Date: Thu, 25 Apr 2024 14:06:28 +0200 Subject: [PATCH 01/34] initial structure and changes --- src/zenml/integrations/__init__.py | 1 + src/zenml/integrations/constants.py | 1 + src/zenml/integrations/pigeon/__init__.py | 47 ++ .../pigeon/annotators/__init__.py | 20 + .../pigeon/annotators/pigeon_annotator.py | 788 ++++++++++++++++++ .../integrations/pigeon/flavors/__init__.py | 24 + .../pigeon/flavors/pigeon_annotator_flavor.py | 103 +++ 7 files changed, 984 insertions(+) create mode 100644 src/zenml/integrations/pigeon/__init__.py create mode 100644 src/zenml/integrations/pigeon/annotators/__init__.py create mode 100644 src/zenml/integrations/pigeon/annotators/pigeon_annotator.py create mode 100644 src/zenml/integrations/pigeon/flavors/__init__.py create mode 100644 src/zenml/integrations/pigeon/flavors/pigeon_annotator_flavor.py diff --git a/src/zenml/integrations/__init__.py b/src/zenml/integrations/__init__.py index 7c3635641d..b25f56839f 100644 --- a/src/zenml/integrations/__init__.py +++ b/src/zenml/integrations/__init__.py @@ -49,6 +49,7 @@ from zenml.integrations.neptune import NeptuneIntegration # noqa from zenml.integrations.neural_prophet import NeuralProphetIntegration # noqa from zenml.integrations.openai import OpenAIIntegration # noqa +from zenml.integrations.pigeon import PigeonIntegration # noqa from zenml.integrations.pillow import PillowIntegration # noqa from zenml.integrations.polars import PolarsIntegration from zenml.integrations.pycaret import PyCaretIntegration # noqa diff --git a/src/zenml/integrations/constants.py b/src/zenml/integrations/constants.py index 335f57d84f..1035e264e2 100644 --- a/src/zenml/integrations/constants.py +++ b/src/zenml/integrations/constants.py @@ -44,6 +44,7 @@ NEPTUNE = "neptune" NEURAL_PROPHET = "neural_prophet" OPEN_AI = "openai" +PIGEON = "pigeon" PILLOW = "pillow" PLOTLY = "plotly" POLARS = "polars" diff --git a/src/zenml/integrations/pigeon/__init__.py b/src/zenml/integrations/pigeon/__init__.py new file mode 100644 index 0000000000..48060dd1c7 --- /dev/null +++ b/src/zenml/integrations/pigeon/__init__.py @@ -0,0 +1,47 @@ +# Copyright (c) ZenML GmbH 2024. All Rights Reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at: +# +# https://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express +# or implied. See the License for the specific language governing +# permissions and limitations under the License. +"""Initialization of the Pigeon integration.""" +from typing import List, Type + +from zenml.enums import StackComponentType +from zenml.integrations.constants import PIGEON +from zenml.integrations.integration import Integration +from zenml.stack import Flavor + +PIGEON_ANNOTATOR_FLAVOR = "pigeon" + + +class PigeonIntegration(Integration): + """Definition of Pigeon integration for ZenML.""" + + NAME = PIGEON + REQUIREMENTS = [ + "pigeon-jupyter~=0.1.0", + ] + + @classmethod + def flavors(cls) -> List[Type[Flavor]]: + """Declare the stack component flavors for the Pigeon integration. + + Returns: + List of stack component flavors for this integration. + """ + from zenml.integrations.pigeon.flavors import ( + PigeonAnnotatorFlavor, + ) + + return [PigeonAnnotatorFlavor] + + +PigeonIntegration.check_installation() diff --git a/src/zenml/integrations/pigeon/annotators/__init__.py b/src/zenml/integrations/pigeon/annotators/__init__.py new file mode 100644 index 0000000000..822203d880 --- /dev/null +++ b/src/zenml/integrations/pigeon/annotators/__init__.py @@ -0,0 +1,20 @@ +# Copyright (c) ZenML GmbH 2022. All Rights Reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at: +# +# https://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express +# or implied. See the License for the specific language governing +# permissions and limitations under the License. +"""Initialization of the Pigeon annotators submodule.""" + +from zenml.integrations.label_studio.annotators.label_studio_annotator import ( + LabelStudioAnnotator, +) + +__all__ = ["LabelStudioAnnotator"] diff --git a/src/zenml/integrations/pigeon/annotators/pigeon_annotator.py b/src/zenml/integrations/pigeon/annotators/pigeon_annotator.py new file mode 100644 index 0000000000..73258e0934 --- /dev/null +++ b/src/zenml/integrations/pigeon/annotators/pigeon_annotator.py @@ -0,0 +1,788 @@ +# Copyright (c) ZenML GmbH 2022. All Rights Reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at: +# +# https://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express +# or implied. See the License for the specific language governing +# permissions and limitations under the License. +"""Implementation of the Pigeon annotation integration.""" + +import json +import os +import webbrowser +from pathlib import Path +from typing import Any, Dict, List, Optional, Tuple, cast + +from label_studio_sdk import Client, Project # type: ignore[import-not-found] + +from zenml.annotators.base_annotator import BaseAnnotator +from zenml.artifact_stores.base_artifact_store import BaseArtifactStore +from zenml.config.global_config import GlobalConfiguration +from zenml.integrations.label_studio.flavors.label_studio_annotator_flavor import ( + LabelStudioAnnotatorConfig, +) +from zenml.integrations.label_studio.steps.label_studio_standard_steps import ( + LabelStudioDatasetSyncParameters, +) +from zenml.io import fileio +from zenml.logger import get_logger +from zenml.stack.authentication_mixin import AuthenticationMixin + +logger = get_logger(__name__) + + +class LabelStudioAnnotator(BaseAnnotator, AuthenticationMixin): + """Class to interact with the Pigeon annotation interface.""" + + @property + def config(self) -> LabelStudioAnnotatorConfig: + """Returns the `LabelStudioAnnotatorConfig` config. + + Returns: + The configuration. + """ + return cast(LabelStudioAnnotatorConfig, self._config) + + def get_url(self) -> str: + """Gets the top-level URL of the annotation interface. + + Returns: + The URL of the annotation interface. + """ + return f"{self.config.instance_url}:{self.config.port}" + + def get_url_for_dataset(self, dataset_name: str) -> str: + """Gets the URL of the annotation interface for the given dataset. + + Args: + dataset_name: The name of the dataset. + + Returns: + The URL of the annotation interface. + """ + project_id = self.get_id_from_name(dataset_name) + return f"{self.get_url()}/projects/{project_id}/" + + def get_id_from_name(self, dataset_name: str) -> Optional[int]: + """Gets the ID of the given dataset. + + Args: + dataset_name: The name of the dataset. + + Returns: + The ID of the dataset. + """ + projects = self.get_datasets() + for project in projects: + if project.get_params()["title"] == dataset_name: + return cast(int, project.get_params()["id"]) + return None + + def get_datasets(self) -> List[Any]: + """Gets the datasets currently available for annotation. + + Returns: + A list of datasets. + """ + datasets = self._get_client().get_projects() + return cast(List[Any], datasets) + + def get_dataset_names(self) -> List[str]: + """Gets the names of the datasets. + + Returns: + A list of dataset names. + """ + return [ + dataset.get_params()["title"] for dataset in self.get_datasets() + ] + + def get_dataset_stats(self, dataset_name: str) -> Tuple[int, int]: + """Gets the statistics of the given dataset. + + Args: + dataset_name: The name of the dataset. + + Returns: + A tuple containing (labeled_task_count, unlabeled_task_count) for + the dataset. + + Raises: + IndexError: If the dataset does not exist. + """ + for project in self.get_datasets(): + if dataset_name in project.get_params()["title"]: + labeled_task_count = len(project.get_labeled_tasks()) + unlabeled_task_count = len(project.get_unlabeled_tasks()) + return (labeled_task_count, unlabeled_task_count) + raise IndexError( + f"Dataset {dataset_name} not found. Please use " + f"`zenml annotator dataset list` to list all available datasets." + ) + + def launch(self, url: Optional[str]) -> None: + """Launches the annotation interface. + + Args: + url: The URL of the annotation interface. + """ + if not url: + url = self.get_url() + if self._connection_available(): + webbrowser.open(url, new=1, autoraise=True) + else: + logger.warning( + "Could not launch annotation interface" + "because the connection could not be established." + ) + + def _get_client(self) -> Client: + """Gets Pigeon client. + + Returns: + Pigeon client. + + Raises: + ValueError: when unable to access the Pigeon API key. + """ + secret = self.get_authentication_secret() + if not secret: + raise ValueError( + "Unable to access predefined secret to access Pigeon API key." + ) + api_key = secret.secret_values.get("api_key") + if not api_key: + raise ValueError( + "Unable to access Pigeon API key from secret." + ) + return Client(url=self.get_url(), api_key=api_key) + + def _connection_available(self) -> bool: + """Checks if the connection to the annotation server is available. + + Returns: + True if the connection is available, False otherwise. + """ + try: + result = self._get_client().check_connection() + return result.get("status") == "UP" # type: ignore[no-any-return] + # TODO: [HIGH] refactor to use a more specific exception + except Exception: + logger.error( + "Connection error: No connection was able to be established to the Pigeon backend." + ) + return False + + def add_dataset(self, **kwargs: Any) -> Any: + """Registers a dataset for annotation. + + Args: + **kwargs: Additional keyword arguments to pass to the Pigeon client. + + Returns: + A Pigeon Project object. + + Raises: + ValueError: if 'dataset_name' and 'label_config' aren't provided. + """ + dataset_name = kwargs.get("dataset_name") + label_config = kwargs.get("label_config") + if not dataset_name: + raise ValueError("`dataset_name` keyword argument is required.") + elif not label_config: + raise ValueError("`label_config` keyword argument is required.") + + return self._get_client().start_project( + title=dataset_name, + label_config=label_config, + ) + + def delete_dataset(self, **kwargs: Any) -> None: + """Deletes a dataset from the annotation interface. + + Args: + **kwargs: Additional keyword arguments to pass to the Pigeon + client. + + Raises: + ValueError: If the dataset name is not provided or if the dataset + does not exist. + """ + ls = self._get_client() + dataset_name = kwargs.get("dataset_name") + if not dataset_name: + raise ValueError("`dataset_name` keyword argument is required.") + + dataset_id = self.get_id_from_name(dataset_name) + if not dataset_id: + raise ValueError( + f"Dataset name '{dataset_name}' has no corresponding `dataset_id` in Pigeon." + ) + ls.delete_project(dataset_id) + + def get_dataset(self, **kwargs: Any) -> Any: + """Gets the dataset with the given name. + + Args: + **kwargs: Additional keyword arguments to pass to the Pigeon client. + + Returns: + The LabelStudio Dataset object (a 'Project') for the given name. + + Raises: + ValueError: If the dataset name is not provided or if the dataset + does not exist. + """ + # TODO: check for and raise error if client unavailable + dataset_name = kwargs.get("dataset_name") + if not dataset_name: + raise ValueError("`dataset_name` keyword argument is required.") + + dataset_id = self.get_id_from_name(dataset_name) + if not dataset_id: + raise ValueError( + f"Dataset name '{dataset_name}' has no corresponding `dataset_id` in Pigeon." + ) + return self._get_client().get_project(dataset_id) + + def get_converted_dataset( + self, dataset_name: str, output_format: str + ) -> Dict[Any, Any]: + """Extract annotated tasks in a specific converted format. + + Args: + dataset_name: Id of the dataset. + output_format: Output format. + + Returns: + A dictionary containing the converted dataset. + """ + project = self.get_dataset(dataset_name=dataset_name) + return project.export_tasks(export_type=output_format) # type: ignore[no-any-return] + + def get_labeled_data(self, **kwargs: Any) -> Any: + """Gets the labeled data for the given dataset. + + Args: + **kwargs: Additional keyword arguments to pass to the Pigeon client. + + Returns: + The labeled data. + + Raises: + ValueError: If the dataset name is not provided or if the dataset + does not exist. + """ + dataset_name = kwargs.get("dataset_name") + if not dataset_name: + raise ValueError("`dataset_name` keyword argument is required.") + + dataset_id = self.get_id_from_name(dataset_name) + if not dataset_id: + raise ValueError( + f"Dataset name '{dataset_name}' has no corresponding `dataset_id` in Pigeon." + ) + return self._get_client().get_project(dataset_id).get_labeled_tasks() + + def get_unlabeled_data(self, **kwargs: str) -> Any: + """Gets the unlabeled data for the given dataset. + + Args: + **kwargs: Additional keyword arguments to pass to the Pigeon client. + + Returns: + The unlabeled data. + + Raises: + ValueError: If the dataset name is not provided. + """ + dataset_name = kwargs.get("dataset_name") + if not dataset_name: + raise ValueError("`dataset_name` keyword argument is required.") + + dataset_id = self.get_id_from_name(dataset_name) + if not dataset_id: + raise ValueError( + f"Dataset name '{dataset_name}' has no corresponding `dataset_id` in Pigeon." + ) + return self._get_client().get_project(dataset_id).get_unlabeled_tasks() + + def register_dataset_for_annotation( + self, + label_config: str, + dataset_name: str, + ) -> Any: + """Registers a dataset for annotation. + + Args: + label_config: The label config to use for the annotation interface. + dataset_name: Name of the dataset to register. + + Returns: + A Pigeon Project object. + """ + project_id = self.get_id_from_name(dataset_name) + if project_id: + dataset = self._get_client().get_project(project_id) + else: + dataset = self.add_dataset( + dataset_name=dataset_name, + label_config=label_config, + ) + + return dataset + + def _get_azure_import_storage_sources( + self, dataset_id: int + ) -> List[Dict[str, Any]]: + """Gets a list of all Azure import storage sources. + + Args: + dataset_id: Id of the dataset. + + Returns: + A list of Azure import storage sources. + + Raises: + ConnectionError: If the connection to the Pigeon backend is unavailable. + """ + # TODO: check if client actually is connected etc + query_url = f"/api/storages/azure?project={dataset_id}" + response = self._get_client().make_request(method="GET", url=query_url) + if response.status_code == 200: + return cast(List[Dict[str, Any]], response.json()) + else: + raise ConnectionError( + f"Unable to get list of import storage sources. Client raised HTTP error {response.status_code}." + ) + + def _get_gcs_import_storage_sources( + self, dataset_id: int + ) -> List[Dict[str, Any]]: + """Gets a list of all Google Cloud Storage import storage sources. + + Args: + dataset_id: Id of the dataset. + + Returns: + A list of Google Cloud Storage import storage sources. + + Raises: + ConnectionError: If the connection to the Pigeon backend is unavailable. + """ + # TODO: check if client actually is connected etc + query_url = f"/api/storages/gcs?project={dataset_id}" + response = self._get_client().make_request(method="GET", url=query_url) + if response.status_code == 200: + return cast(List[Dict[str, Any]], response.json()) + else: + raise ConnectionError( + f"Unable to get list of import storage sources. Client raised HTTP error {response.status_code}." + ) + + def _get_s3_import_storage_sources( + self, dataset_id: int + ) -> List[Dict[str, Any]]: + """Gets a list of all AWS S3 import storage sources. + + Args: + dataset_id: Id of the dataset. + + Returns: + A list of AWS S3 import storage sources. + + Raises: + ConnectionError: If the connection to the Pigeon backend is unavailable. + """ + # TODO: check if client actually is connected etc + query_url = f"/api/storages/s3?project={dataset_id}" + response = self._get_client().make_request(method="GET", url=query_url) + if response.status_code == 200: + return cast(List[Dict[str, Any]], response.json()) + else: + raise ConnectionError( + f"Unable to get list of import storage sources. Client raised HTTP error {response.status_code}." + ) + + def _storage_source_already_exists( + self, + uri: str, + params: LabelStudioDatasetSyncParameters, + dataset: Project, + ) -> bool: + """Returns whether a storage source already exists. + + Args: + uri: URI of the storage source. + params: Parameters for the dataset. + dataset: Pigeon dataset. + + Returns: + True if the storage source already exists, False otherwise. + + Raises: + NotImplementedError: If the storage source type is not supported. + """ + # TODO: check we are already connected + dataset_id = int(dataset.get_params()["id"]) + if params.storage_type == "azure": + storage_sources = self._get_azure_import_storage_sources( + dataset_id + ) + elif params.storage_type == "gcs": + storage_sources = self._get_gcs_import_storage_sources(dataset_id) + elif params.storage_type == "s3": + storage_sources = self._get_s3_import_storage_sources(dataset_id) + else: + raise NotImplementedError( + f"Storage type '{params.storage_type}' not implemented." + ) + return any( + ( + source.get("presign") == params.presign + and source.get("bucket") == uri + and source.get("regex_filter") == params.regex_filter + and source.get("use_blob_urls") == params.use_blob_urls + and source.get("title") == dataset.get_params()["title"] + and source.get("description") == params.description + and source.get("presign_ttl") == params.presign_ttl + and source.get("project") == dataset_id + ) + for source in storage_sources + ) + + def get_parsed_label_config(self, dataset_id: int) -> Dict[str, Any]: + """Returns the parsed Pigeon label config for a dataset. + + Args: + dataset_id: Id of the dataset. + + Returns: + A dictionary containing the parsed label config. + + Raises: + ValueError: If no dataset is found for the given id. + """ + # TODO: check if client actually is connected etc + dataset = self._get_client().get_project(dataset_id) + if dataset: + return cast(Dict[str, Any], dataset.parsed_label_config) + raise ValueError("No dataset found for the given id.") + + def populate_artifact_store_parameters( + self, + params: LabelStudioDatasetSyncParameters, + artifact_store: BaseArtifactStore, + ) -> None: + """Populate the dataset sync parameters with the artifact store credentials. + + Args: + params: The dataset sync parameters. + artifact_store: The active artifact store. + + Raises: + RuntimeError: if the artifact store credentials cannot be fetched. + """ + if artifact_store.flavor == "s3": + from zenml.integrations.s3.artifact_stores import S3ArtifactStore + + assert isinstance(artifact_store, S3ArtifactStore) + + params.storage_type = "s3" + + ( + aws_access_key_id, + aws_secret_access_key, + aws_session_token, + ) = artifact_store.get_credentials() + + if aws_access_key_id and aws_secret_access_key: + # Convert the credentials into the format expected by Label + # Studio + params.aws_access_key_id = aws_access_key_id + params.aws_secret_access_key = aws_secret_access_key + params.aws_session_token = aws_session_token + + if artifact_store.config.client_kwargs: + if "endpoint_url" in artifact_store.config.client_kwargs: + params.s3_endpoint = ( + artifact_store.config.client_kwargs["endpoint_url"] + ) + if "region_name" in artifact_store.config.client_kwargs: + params.s3_region_name = str( + artifact_store.config.client_kwargs["region_name"] + ) + + return + + raise RuntimeError( + "No credentials are configured for the active S3 artifact " + "store. The Pigeon annotator needs explicit credentials " + "to be configured for your artifact store to sync data " + "artifacts." + ) + + elif artifact_store.flavor == "gcp": + from zenml.integrations.gcp.artifact_stores import GCPArtifactStore + + assert isinstance(artifact_store, GCPArtifactStore) + + params.storage_type = "gcs" + + gcp_credentials = artifact_store.get_credentials() + + if gcp_credentials: + # Save the credentials to a file in secure location, because + # Pigeon will need to read it from a file + secret_folder = Path( + GlobalConfiguration().config_directory, + "label-studio", + str(self.id), + ) + fileio.makedirs(str(secret_folder)) + file_path = Path( + secret_folder, "google_application_credentials.json" + ) + with os.fdopen( + os.open( + file_path, flags=os.O_RDWR | os.O_CREAT, mode=0o600 + ), + "w", + ) as f: + f.write(json.dumps(gcp_credentials)) + + params.google_application_credentials = str(file_path) + + return + + raise RuntimeError( + "No credentials are configured for the active GCS artifact " + "store. The Pigeon annotator needs explicit credentials " + "to be configured for your artifact store to sync data " + "artifacts." + ) + + elif artifact_store.flavor == "azure": + from zenml.integrations.azure.artifact_stores import ( + AzureArtifactStore, + ) + + assert isinstance(artifact_store, AzureArtifactStore) + + params.storage_type = "azure" + + azure_credentials = artifact_store.get_credentials() + + if azure_credentials: + # Convert the credentials into the format expected by Label + # Studio + if azure_credentials.connection_string is not None: + try: + # We need to extract the account name and key from the + # connection string + tokens = azure_credentials.connection_string.split(";") + token_dict = dict( + [token.split("=", maxsplit=1) for token in tokens] + ) + params.azure_account_name = token_dict["AccountName"] + params.azure_account_key = token_dict["AccountKey"] + except (KeyError, ValueError) as e: + raise RuntimeError( + "The Azure connection string configured for the " + "artifact store expected format." + ) from e + + return + + if ( + azure_credentials.account_name is not None + and azure_credentials.account_key is not None + ): + params.azure_account_name = azure_credentials.account_name + params.azure_account_key = azure_credentials.account_key + + return + + raise RuntimeError( + "The Pigeon annotator could not use the " + "credentials currently configured in the active Azure " + "artifact store because it only supports Azure storage " + "account credentials. " + "Please use Azure storage account credentials for your " + "artifact store." + ) + + raise RuntimeError( + "No credentials are configured for the active Azure artifact " + "store. The Pigeon annotator needs explicit credentials " + "to be configured for your artifact store to sync data " + "artifacts." + ) + + elif artifact_store.flavor == "local": + from zenml.artifact_stores.local_artifact_store import ( + LocalArtifactStore, + ) + + assert isinstance(artifact_store, LocalArtifactStore) + + params.storage_type = "local" + if params.prefix is None: + params.prefix = artifact_store.path + elif not params.prefix.startswith(artifact_store.path.lstrip("/")): + raise RuntimeError( + "The prefix for the local storage must be a subdirectory " + "of the local artifact store path." + ) + return + + raise RuntimeError( + f"The active artifact store type '{artifact_store.flavor}' is not " + "supported by ZenML's Pigeon integration. " + "Please use one of the supported artifact stores (S3, GCP, " + "Azure or local)." + ) + + def connect_and_sync_external_storage( + self, + uri: str, + params: LabelStudioDatasetSyncParameters, + dataset: Project, + ) -> Optional[Dict[str, Any]]: + """Syncs the external storage for the given project. + + Args: + uri: URI of the storage source. + params: Parameters for the dataset. + dataset: Pigeon dataset. + + Returns: + A dictionary containing the sync result. + + Raises: + ValueError: If the storage type is not supported. + """ + # TODO: check if proposed storage source has differing / new data + # if self._storage_source_already_exists(uri, config, dataset): + # return None + + storage_connection_args = { + "prefix": params.prefix, + "regex_filter": params.regex_filter, + "use_blob_urls": params.use_blob_urls, + "presign": params.presign, + "presign_ttl": params.presign_ttl, + "title": dataset.get_params()["title"], + "description": params.description, + } + if params.storage_type == "azure": + if not params.azure_account_name or not params.azure_account_key: + logger.warning( + "Authentication credentials for Azure aren't fully " + "provided. Please update the storage synchronization " + "settings in the Pigeon web UI as per your needs." + ) + storage = dataset.connect_azure_import_storage( + container=uri, + account_name=params.azure_account_name, + account_key=params.azure_account_key, + **storage_connection_args, + ) + elif params.storage_type == "gcs": + if not params.google_application_credentials: + logger.warning( + "Authentication credentials for Google Cloud Storage " + "aren't fully provided. Please update the storage " + "synchronization settings in the Pigeon web UI as " + "per your needs." + ) + storage = dataset.connect_google_import_storage( + bucket=uri, + google_application_credentials=params.google_application_credentials, + **storage_connection_args, + ) + elif params.storage_type == "s3": + if ( + not params.aws_access_key_id + or not params.aws_secret_access_key + ): + logger.warning( + "Authentication credentials for S3 aren't fully provided." + "Please update the storage synchronization settings in the " + "Pigeon web UI as per your needs." + ) + + # temporary fix using client method until LS supports + # recursive_scan in their SDK + # (https://github.com/heartexlabs/label-studio-sdk/pull/130) + ls_client = self._get_client() + payload = { + "bucket": uri, + "prefix": params.prefix, + "regex_filter": params.regex_filter, + "use_blob_urls": params.use_blob_urls, + "aws_access_key_id": params.aws_access_key_id, + "aws_secret_access_key": params.aws_secret_access_key, + "aws_session_token": params.aws_session_token, + "region_name": params.s3_region_name, + "s3_endpoint": params.s3_endpoint, + "presign": params.presign, + "presign_ttl": params.presign_ttl, + "title": dataset.get_params()["title"], + "description": params.description, + "project": dataset.id, + "recursive_scan": True, + } + response = ls_client.make_request( + "POST", "/api/storages/s3", json=payload + ) + storage = response.json() + + elif params.storage_type == "local": + if not params.prefix: + raise ValueError( + "The 'prefix' parameter is required for local storage " + "synchronization." + ) + + # Drop arguments that are not used by the local storage + storage_connection_args.pop("presign") + storage_connection_args.pop("presign_ttl") + storage_connection_args.pop("prefix") + + prefix = params.prefix + if not prefix.startswith("/"): + prefix = f"/{prefix}" + root_path = Path(prefix).parent + + # Set the environment variables required by Pigeon + # to allow local file serving (see https://labelstud.io/guide/storage.html#Prerequisites-2) + os.environ["LABEL_STUDIO_LOCAL_FILES_SERVING_ENABLED"] = "true" + os.environ["LABEL_STUDIO_LOCAL_FILES_DOCUMENT_ROOT"] = str( + root_path + ) + + storage = dataset.connect_local_import_storage( + local_store_path=prefix, + **storage_connection_args, + ) + + del os.environ["LABEL_STUDIO_LOCAL_FILES_SERVING_ENABLED"] + del os.environ["LABEL_STUDIO_LOCAL_FILES_DOCUMENT_ROOT"] + else: + raise ValueError( + f"Invalid storage type. '{params.storage_type}' is not " + "supported by ZenML's Pigeon integration. Please choose " + "between 'azure', 'gcs', 'aws' or 'local'." + ) + + synced_storage = self._get_client().sync_storage( + storage_id=storage["id"], storage_type=storage["type"] + ) + return cast(Dict[str, Any], synced_storage) diff --git a/src/zenml/integrations/pigeon/flavors/__init__.py b/src/zenml/integrations/pigeon/flavors/__init__.py new file mode 100644 index 0000000000..8f218b45d5 --- /dev/null +++ b/src/zenml/integrations/pigeon/flavors/__init__.py @@ -0,0 +1,24 @@ +# Copyright (c) ZenML GmbH 2022. All Rights Reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at: +# +# https://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express +# or implied. See the License for the specific language governing +# permissions and limitations under the License. +"""Pigeon integration flavors.""" + +from zenml.integrations.label_studio.flavors.label_studio_annotator_flavor import ( + LabelStudioAnnotatorConfig, + LabelStudioAnnotatorFlavor, +) + +__all__ = [ + "LabelStudioAnnotatorFlavor", + "LabelStudioAnnotatorConfig", +] diff --git a/src/zenml/integrations/pigeon/flavors/pigeon_annotator_flavor.py b/src/zenml/integrations/pigeon/flavors/pigeon_annotator_flavor.py new file mode 100644 index 0000000000..14b59d75ef --- /dev/null +++ b/src/zenml/integrations/pigeon/flavors/pigeon_annotator_flavor.py @@ -0,0 +1,103 @@ +# Copyright (c) ZenML GmbH 2022. All Rights Reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at: +# +# https://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express +# or implied. See the License for the specific language governing +# permissions and limitations under the License. +"""Pigeon annotator flavor.""" + +from typing import TYPE_CHECKING, Optional, Type + +from zenml.annotators.base_annotator import ( + BaseAnnotatorConfig, + BaseAnnotatorFlavor, +) +from zenml.integrations.label_studio import LABEL_STUDIO_ANNOTATOR_FLAVOR +from zenml.stack.authentication_mixin import AuthenticationConfigMixin + +if TYPE_CHECKING: + from zenml.integrations.label_studio.annotators import LabelStudioAnnotator + + + +class LabelStudioAnnotatorConfig( + BaseAnnotatorConfig, AuthenticationConfigMixin +): + """Config for the Pigeon annotator. + + Attributes: + instance_url: URL of the Pigeon instance. + port: The port to use for the annotation interface. + """ + + instance_url: str = DEFAULT_LOCAL_INSTANCE_URL + port: int = DEFAULT_LOCAL_LABEL_STUDIO_PORT + + +class LabelStudioAnnotatorFlavor(BaseAnnotatorFlavor): + """Pigeon annotator flavor.""" + + @property + def name(self) -> str: + """Name of the flavor. + + Returns: + The name of the flavor. + """ + return LABEL_STUDIO_ANNOTATOR_FLAVOR + + @property + def docs_url(self) -> Optional[str]: + """A url to point at docs explaining this flavor. + + Returns: + A flavor docs url. + """ + return self.generate_default_docs_url() + + @property + def sdk_docs_url(self) -> Optional[str]: + """A url to point at SDK docs explaining this flavor. + + Returns: + A flavor SDK docs url. + """ + return self.generate_default_sdk_docs_url() + + @property + def logo_url(self) -> str: + """A url to represent the flavor in the dashboard. + + Returns: + The flavor logo. + """ + return "https://public-flavor-logos.s3.eu-central-1.amazonaws.com/annotator/label_studio.png" + + @property + def config_class(self) -> Type[LabelStudioAnnotatorConfig]: + """Returns `LabelStudioAnnotatorConfig` config class. + + Returns: + The config class. + """ + return LabelStudioAnnotatorConfig + + @property + def implementation_class(self) -> Type["LabelStudioAnnotator"]: + """Implementation class for this flavor. + + Returns: + The implementation class. + """ + from zenml.integrations.label_studio.annotators import ( + LabelStudioAnnotator, + ) + + return LabelStudioAnnotator From a59c9ebe0930b676706ab4260000778d07a4244f Mon Sep 17 00:00:00 2001 From: Alex Strick van Linschoten Date: Thu, 25 Apr 2024 14:41:20 +0200 Subject: [PATCH 02/34] add implementation --- .../pigeon/annotators/pigeon_annotator.py | 831 +++--------------- .../integrations/pigeon/flavors/__init__.py | 12 +- .../pigeon/flavors/pigeon_annotator_flavor.py | 3 +- 3 files changed, 106 insertions(+), 740 deletions(-) diff --git a/src/zenml/integrations/pigeon/annotators/pigeon_annotator.py b/src/zenml/integrations/pigeon/annotators/pigeon_annotator.py index 73258e0934..40ecd20c9f 100644 --- a/src/zenml/integrations/pigeon/annotators/pigeon_annotator.py +++ b/src/zenml/integrations/pigeon/annotators/pigeon_annotator.py @@ -1,788 +1,155 @@ -# Copyright (c) ZenML GmbH 2022. All Rights Reserved. -# -# Licensed under the Apache License, Version 2.0 (the "License"); -# you may not use this file except in compliance with the License. -# You may obtain a copy of the License at: -# -# https://www.apache.org/licenses/LICENSE-2.0 -# -# Unless required by applicable law or agreed to in writing, software -# distributed under the License is distributed on an "AS IS" BASIS, -# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express -# or implied. See the License for the specific language governing -# permissions and limitations under the License. -"""Implementation of the Pigeon annotation integration.""" - -import json import os -import webbrowser -from pathlib import Path -from typing import Any, Dict, List, Optional, Tuple, cast - -from label_studio_sdk import Client, Project # type: ignore[import-not-found] +from datetime import datetime +from typing import Any, List, Optional, Tuple from zenml.annotators.base_annotator import BaseAnnotator -from zenml.artifact_stores.base_artifact_store import BaseArtifactStore -from zenml.config.global_config import GlobalConfiguration -from zenml.integrations.label_studio.flavors.label_studio_annotator_flavor import ( - LabelStudioAnnotatorConfig, -) -from zenml.integrations.label_studio.steps.label_studio_standard_steps import ( - LabelStudioDatasetSyncParameters, -) -from zenml.io import fileio -from zenml.logger import get_logger -from zenml.stack.authentication_mixin import AuthenticationMixin - -logger = get_logger(__name__) - - -class LabelStudioAnnotator(BaseAnnotator, AuthenticationMixin): - """Class to interact with the Pigeon annotation interface.""" - - @property - def config(self) -> LabelStudioAnnotatorConfig: - """Returns the `LabelStudioAnnotatorConfig` config. - - Returns: - The configuration. - """ - return cast(LabelStudioAnnotatorConfig, self._config) +from zenml.enums import StackComponentType +from zenml.stack.stack_component import StackComponentConfig - def get_url(self) -> str: - """Gets the top-level URL of the annotation interface. +try: + from pigeon import annotate +except ImportError: + raise ImportError( + "The 'pigeon-jupyter' package is not installed. Please install it to use the PigeonAnnotator." + ) - Returns: - The URL of the annotation interface. - """ - return f"{self.config.instance_url}:{self.config.port}" - def get_url_for_dataset(self, dataset_name: str) -> str: - """Gets the URL of the annotation interface for the given dataset. +class PigeonAnnotatorConfig(StackComponentConfig): + """Config for the Pigeon annotator.""" - Args: - dataset_name: The name of the dataset. + notebook_only: bool = True + output_dir: str - Returns: - The URL of the annotation interface. - """ - project_id = self.get_id_from_name(dataset_name) - return f"{self.get_url()}/projects/{project_id}/" - def get_id_from_name(self, dataset_name: str) -> Optional[int]: - """Gets the ID of the given dataset. +class PigeonAnnotator(BaseAnnotator): + """Annotator for using Pigeon in Jupyter notebooks.""" - Args: - dataset_name: The name of the dataset. + @property + def config(self) -> PigeonAnnotatorConfig: + return PigeonAnnotatorConfig(self._config) - Returns: - The ID of the dataset. - """ - projects = self.get_datasets() - for project in projects: - if project.get_params()["title"] == dataset_name: - return cast(int, project.get_params()["id"]) - return None + def get_url(self) -> str: + raise NotImplementedError("Pigeon annotator does not have a URL.") - def get_datasets(self) -> List[Any]: - """Gets the datasets currently available for annotation. + def get_url_for_dataset(self, dataset_name: str) -> str: + raise NotImplementedError("Pigeon annotator does not have a URL.") - Returns: - A list of datasets. - """ - datasets = self._get_client().get_projects() - return cast(List[Any], datasets) + def get_datasets(self) -> List[str]: + """Get a list of datasets (annotation files) in the output directory.""" + output_dir = self.config.output_dir + return [f for f in os.listdir(output_dir) if f.endswith(".txt")] def get_dataset_names(self) -> List[str]: - """Gets the names of the datasets. - - Returns: - A list of dataset names. - """ - return [ - dataset.get_params()["title"] for dataset in self.get_datasets() - ] + """Get a list of dataset names (annotation file names) in the output directory.""" + return self.get_datasets() def get_dataset_stats(self, dataset_name: str) -> Tuple[int, int]: - """Gets the statistics of the given dataset. + """Get the number of labeled and unlabeled examples in a dataset (annotation file). Args: - dataset_name: The name of the dataset. + dataset_name: Name of the dataset (annotation file). Returns: - A tuple containing (labeled_task_count, unlabeled_task_count) for - the dataset. - - Raises: - IndexError: If the dataset does not exist. + A tuple containing (num_labeled_examples, num_unlabeled_examples). """ - for project in self.get_datasets(): - if dataset_name in project.get_params()["title"]: - labeled_task_count = len(project.get_labeled_tasks()) - unlabeled_task_count = len(project.get_unlabeled_tasks()) - return (labeled_task_count, unlabeled_task_count) - raise IndexError( - f"Dataset {dataset_name} not found. Please use " - f"`zenml annotator dataset list` to list all available datasets." - ) + dataset_path = os.path.join(self.config.output_dir, dataset_name) + num_labeled_examples = sum(1 for _ in open(dataset_path)) + num_unlabeled_examples = 0 # Assuming all examples are labeled + return num_labeled_examples, num_unlabeled_examples - def launch(self, url: Optional[str]) -> None: - """Launches the annotation interface. + def launch( + self, + type: str, + data: List[Any], + options: List[str], + display_fn: Optional[Any] = None, + ) -> None: + """Launch the Pigeon annotator in the Jupyter notebook. Args: - url: The URL of the annotation interface. - """ - if not url: - url = self.get_url() - if self._connection_available(): - webbrowser.open(url, new=1, autoraise=True) - else: - logger.warning( - "Could not launch annotation interface" - "because the connection could not be established." - ) - - def _get_client(self) -> Client: - """Gets Pigeon client. - - Returns: - Pigeon client. - - Raises: - ValueError: when unable to access the Pigeon API key. + type: Type of annotation task ('text_classification', 'image_classification', etc.). + data: List of data items to annotate. + options: List of options for classification tasks. + display_fn: Optional function for displaying data items. """ - secret = self.get_authentication_secret() - if not secret: - raise ValueError( - "Unable to access predefined secret to access Pigeon API key." - ) - api_key = secret.secret_values.get("api_key") - if not api_key: - raise ValueError( - "Unable to access Pigeon API key from secret." - ) - return Client(url=self.get_url(), api_key=api_key) - - def _connection_available(self) -> bool: - """Checks if the connection to the annotation server is available. - - Returns: - True if the connection is available, False otherwise. - """ - try: - result = self._get_client().check_connection() - return result.get("status") == "UP" # type: ignore[no-any-return] - # TODO: [HIGH] refactor to use a more specific exception - except Exception: - logger.error( - "Connection error: No connection was able to be established to the Pigeon backend." - ) - return False + annotations = annotate( + examples=data, + options=options, + display_fn=display_fn, + ) + self._save_annotations(annotations) def add_dataset(self, **kwargs: Any) -> Any: - """Registers a dataset for annotation. - - Args: - **kwargs: Additional keyword arguments to pass to the Pigeon client. - - Returns: - A Pigeon Project object. - - Raises: - ValueError: if 'dataset_name' and 'label_config' aren't provided. - """ - dataset_name = kwargs.get("dataset_name") - label_config = kwargs.get("label_config") - if not dataset_name: - raise ValueError("`dataset_name` keyword argument is required.") - elif not label_config: - raise ValueError("`label_config` keyword argument is required.") - - return self._get_client().start_project( - title=dataset_name, - label_config=label_config, + raise NotImplementedError( + "Pigeon annotator does not support adding datasets." ) - def delete_dataset(self, **kwargs: Any) -> None: - """Deletes a dataset from the annotation interface. - - Args: - **kwargs: Additional keyword arguments to pass to the Pigeon - client. - - Raises: - ValueError: If the dataset name is not provided or if the dataset - does not exist. - """ - ls = self._get_client() - dataset_name = kwargs.get("dataset_name") - if not dataset_name: - raise ValueError("`dataset_name` keyword argument is required.") - - dataset_id = self.get_id_from_name(dataset_name) - if not dataset_id: - raise ValueError( - f"Dataset name '{dataset_name}' has no corresponding `dataset_id` in Pigeon." - ) - ls.delete_project(dataset_id) - - def get_dataset(self, **kwargs: Any) -> Any: - """Gets the dataset with the given name. - - Args: - **kwargs: Additional keyword arguments to pass to the Pigeon client. - - Returns: - The LabelStudio Dataset object (a 'Project') for the given name. - - Raises: - ValueError: If the dataset name is not provided or if the dataset - does not exist. - """ - # TODO: check for and raise error if client unavailable - dataset_name = kwargs.get("dataset_name") - if not dataset_name: - raise ValueError("`dataset_name` keyword argument is required.") - - dataset_id = self.get_id_from_name(dataset_name) - if not dataset_id: - raise ValueError( - f"Dataset name '{dataset_name}' has no corresponding `dataset_id` in Pigeon." - ) - return self._get_client().get_project(dataset_id) - - def get_converted_dataset( - self, dataset_name: str, output_format: str - ) -> Dict[Any, Any]: - """Extract annotated tasks in a specific converted format. - - Args: - dataset_name: Id of the dataset. - output_format: Output format. - - Returns: - A dictionary containing the converted dataset. - """ - project = self.get_dataset(dataset_name=dataset_name) - return project.export_tasks(export_type=output_format) # type: ignore[no-any-return] - - def get_labeled_data(self, **kwargs: Any) -> Any: - """Gets the labeled data for the given dataset. + def delete_dataset(self, dataset_name: str) -> None: + """Delete a dataset (annotation file). Args: - **kwargs: Additional keyword arguments to pass to the Pigeon client. - - Returns: - The labeled data. - - Raises: - ValueError: If the dataset name is not provided or if the dataset - does not exist. + dataset_name: Name of the dataset (annotation file) to delete. """ - dataset_name = kwargs.get("dataset_name") - if not dataset_name: - raise ValueError("`dataset_name` keyword argument is required.") - - dataset_id = self.get_id_from_name(dataset_name) - if not dataset_id: - raise ValueError( - f"Dataset name '{dataset_name}' has no corresponding `dataset_id` in Pigeon." - ) - return self._get_client().get_project(dataset_id).get_labeled_tasks() - - def get_unlabeled_data(self, **kwargs: str) -> Any: - """Gets the unlabeled data for the given dataset. - - Args: - **kwargs: Additional keyword arguments to pass to the Pigeon client. + dataset_path = os.path.join(self.config.output_dir, dataset_name) + os.remove(dataset_path) - Returns: - The unlabeled data. - - Raises: - ValueError: If the dataset name is not provided. - """ - dataset_name = kwargs.get("dataset_name") - if not dataset_name: - raise ValueError("`dataset_name` keyword argument is required.") - - dataset_id = self.get_id_from_name(dataset_name) - if not dataset_id: - raise ValueError( - f"Dataset name '{dataset_name}' has no corresponding `dataset_id` in Pigeon." - ) - return self._get_client().get_project(dataset_id).get_unlabeled_tasks() - - def register_dataset_for_annotation( - self, - label_config: str, - dataset_name: str, - ) -> Any: - """Registers a dataset for annotation. + def get_dataset(self, dataset_name: str) -> List[Tuple[Any, Any]]: + """Get the annotated examples from a dataset (annotation file). Args: - label_config: The label config to use for the annotation interface. - dataset_name: Name of the dataset to register. + dataset_name: Name of the dataset (annotation file). Returns: - A Pigeon Project object. + A list of tuples containing (example, label) for each annotated example. """ - project_id = self.get_id_from_name(dataset_name) - if project_id: - dataset = self._get_client().get_project(project_id) - else: - dataset = self.add_dataset( - dataset_name=dataset_name, - label_config=label_config, - ) - - return dataset - - def _get_azure_import_storage_sources( - self, dataset_id: int - ) -> List[Dict[str, Any]]: - """Gets a list of all Azure import storage sources. - - Args: - dataset_id: Id of the dataset. + dataset_path = os.path.join(self.config.output_dir, dataset_name) + with open(dataset_path, "r") as f: + lines = f.readlines() + annotations = [line.strip().split("\t") for line in lines] + return [(example, label) for example, label in annotations] - Returns: - A list of Azure import storage sources. - - Raises: - ConnectionError: If the connection to the Pigeon backend is unavailable. - """ - # TODO: check if client actually is connected etc - query_url = f"/api/storages/azure?project={dataset_id}" - response = self._get_client().make_request(method="GET", url=query_url) - if response.status_code == 200: - return cast(List[Dict[str, Any]], response.json()) - else: - raise ConnectionError( - f"Unable to get list of import storage sources. Client raised HTTP error {response.status_code}." - ) - - def _get_gcs_import_storage_sources( - self, dataset_id: int - ) -> List[Dict[str, Any]]: - """Gets a list of all Google Cloud Storage import storage sources. + def get_labeled_data(self, dataset_name: str) -> List[Tuple[Any, Any]]: + """Get the labeled examples from a dataset (annotation file). Args: - dataset_id: Id of the dataset. + dataset_name: Name of the dataset (annotation file). Returns: - A list of Google Cloud Storage import storage sources. - - Raises: - ConnectionError: If the connection to the Pigeon backend is unavailable. + A list of tuples containing (example, label) for each labeled example. """ - # TODO: check if client actually is connected etc - query_url = f"/api/storages/gcs?project={dataset_id}" - response = self._get_client().make_request(method="GET", url=query_url) - if response.status_code == 200: - return cast(List[Dict[str, Any]], response.json()) - else: - raise ConnectionError( - f"Unable to get list of import storage sources. Client raised HTTP error {response.status_code}." - ) - - def _get_s3_import_storage_sources( - self, dataset_id: int - ) -> List[Dict[str, Any]]: - """Gets a list of all AWS S3 import storage sources. + return self.get_dataset(dataset_name) - Args: - dataset_id: Id of the dataset. - - Returns: - A list of AWS S3 import storage sources. - - Raises: - ConnectionError: If the connection to the Pigeon backend is unavailable. - """ - # TODO: check if client actually is connected etc - query_url = f"/api/storages/s3?project={dataset_id}" - response = self._get_client().make_request(method="GET", url=query_url) - if response.status_code == 200: - return cast(List[Dict[str, Any]], response.json()) - else: - raise ConnectionError( - f"Unable to get list of import storage sources. Client raised HTTP error {response.status_code}." - ) - - def _storage_source_already_exists( - self, - uri: str, - params: LabelStudioDatasetSyncParameters, - dataset: Project, - ) -> bool: - """Returns whether a storage source already exists. - - Args: - uri: URI of the storage source. - params: Parameters for the dataset. - dataset: Pigeon dataset. - - Returns: - True if the storage source already exists, False otherwise. - - Raises: - NotImplementedError: If the storage source type is not supported. - """ - # TODO: check we are already connected - dataset_id = int(dataset.get_params()["id"]) - if params.storage_type == "azure": - storage_sources = self._get_azure_import_storage_sources( - dataset_id - ) - elif params.storage_type == "gcs": - storage_sources = self._get_gcs_import_storage_sources(dataset_id) - elif params.storage_type == "s3": - storage_sources = self._get_s3_import_storage_sources(dataset_id) - else: - raise NotImplementedError( - f"Storage type '{params.storage_type}' not implemented." - ) - return any( - ( - source.get("presign") == params.presign - and source.get("bucket") == uri - and source.get("regex_filter") == params.regex_filter - and source.get("use_blob_urls") == params.use_blob_urls - and source.get("title") == dataset.get_params()["title"] - and source.get("description") == params.description - and source.get("presign_ttl") == params.presign_ttl - and source.get("project") == dataset_id - ) - for source in storage_sources + def get_unlabeled_data(self, **kwargs: Any) -> Any: + raise NotImplementedError( + "Pigeon annotator does not support retrieving unlabeled data." ) - def get_parsed_label_config(self, dataset_id: int) -> Dict[str, Any]: - """Returns the parsed Pigeon label config for a dataset. + def _save_annotations(self, annotations: List[Any]) -> None: + """Save annotations to a file with a unique date-time suffix. Args: - dataset_id: Id of the dataset. - - Returns: - A dictionary containing the parsed label config. - - Raises: - ValueError: If no dataset is found for the given id. + annotations: List of annotated examples. """ - # TODO: check if client actually is connected etc - dataset = self._get_client().get_project(dataset_id) - if dataset: - return cast(Dict[str, Any], dataset.parsed_label_config) - raise ValueError("No dataset found for the given id.") + output_dir = self.config.output_dir + os.makedirs(output_dir, exist_ok=True) + timestamp = datetime.now().strftime("%Y%m%d_%H%M%S") + output_file = os.path.join(output_dir, f"annotations_{timestamp}.txt") + with open(output_file, "w") as f: + for example, label in annotations: + f.write(f"{example}\t{label}\n") - def populate_artifact_store_parameters( - self, - params: LabelStudioDatasetSyncParameters, - artifact_store: BaseArtifactStore, - ) -> None: - """Populate the dataset sync parameters with the artifact store credentials. - Args: - params: The dataset sync parameters. - artifact_store: The active artifact store. - - Raises: - RuntimeError: if the artifact store credentials cannot be fetched. - """ - if artifact_store.flavor == "s3": - from zenml.integrations.s3.artifact_stores import S3ArtifactStore - - assert isinstance(artifact_store, S3ArtifactStore) - - params.storage_type = "s3" - - ( - aws_access_key_id, - aws_secret_access_key, - aws_session_token, - ) = artifact_store.get_credentials() - - if aws_access_key_id and aws_secret_access_key: - # Convert the credentials into the format expected by Label - # Studio - params.aws_access_key_id = aws_access_key_id - params.aws_secret_access_key = aws_secret_access_key - params.aws_session_token = aws_session_token - - if artifact_store.config.client_kwargs: - if "endpoint_url" in artifact_store.config.client_kwargs: - params.s3_endpoint = ( - artifact_store.config.client_kwargs["endpoint_url"] - ) - if "region_name" in artifact_store.config.client_kwargs: - params.s3_region_name = str( - artifact_store.config.client_kwargs["region_name"] - ) - - return - - raise RuntimeError( - "No credentials are configured for the active S3 artifact " - "store. The Pigeon annotator needs explicit credentials " - "to be configured for your artifact store to sync data " - "artifacts." - ) - - elif artifact_store.flavor == "gcp": - from zenml.integrations.gcp.artifact_stores import GCPArtifactStore - - assert isinstance(artifact_store, GCPArtifactStore) - - params.storage_type = "gcs" - - gcp_credentials = artifact_store.get_credentials() - - if gcp_credentials: - # Save the credentials to a file in secure location, because - # Pigeon will need to read it from a file - secret_folder = Path( - GlobalConfiguration().config_directory, - "label-studio", - str(self.id), - ) - fileio.makedirs(str(secret_folder)) - file_path = Path( - secret_folder, "google_application_credentials.json" - ) - with os.fdopen( - os.open( - file_path, flags=os.O_RDWR | os.O_CREAT, mode=0o600 - ), - "w", - ) as f: - f.write(json.dumps(gcp_credentials)) - - params.google_application_credentials = str(file_path) - - return - - raise RuntimeError( - "No credentials are configured for the active GCS artifact " - "store. The Pigeon annotator needs explicit credentials " - "to be configured for your artifact store to sync data " - "artifacts." - ) - - elif artifact_store.flavor == "azure": - from zenml.integrations.azure.artifact_stores import ( - AzureArtifactStore, - ) - - assert isinstance(artifact_store, AzureArtifactStore) - - params.storage_type = "azure" - - azure_credentials = artifact_store.get_credentials() - - if azure_credentials: - # Convert the credentials into the format expected by Label - # Studio - if azure_credentials.connection_string is not None: - try: - # We need to extract the account name and key from the - # connection string - tokens = azure_credentials.connection_string.split(";") - token_dict = dict( - [token.split("=", maxsplit=1) for token in tokens] - ) - params.azure_account_name = token_dict["AccountName"] - params.azure_account_key = token_dict["AccountKey"] - except (KeyError, ValueError) as e: - raise RuntimeError( - "The Azure connection string configured for the " - "artifact store expected format." - ) from e - - return - - if ( - azure_credentials.account_name is not None - and azure_credentials.account_key is not None - ): - params.azure_account_name = azure_credentials.account_name - params.azure_account_key = azure_credentials.account_key - - return - - raise RuntimeError( - "The Pigeon annotator could not use the " - "credentials currently configured in the active Azure " - "artifact store because it only supports Azure storage " - "account credentials. " - "Please use Azure storage account credentials for your " - "artifact store." - ) - - raise RuntimeError( - "No credentials are configured for the active Azure artifact " - "store. The Pigeon annotator needs explicit credentials " - "to be configured for your artifact store to sync data " - "artifacts." - ) - - elif artifact_store.flavor == "local": - from zenml.artifact_stores.local_artifact_store import ( - LocalArtifactStore, - ) - - assert isinstance(artifact_store, LocalArtifactStore) - - params.storage_type = "local" - if params.prefix is None: - params.prefix = artifact_store.path - elif not params.prefix.startswith(artifact_store.path.lstrip("/")): - raise RuntimeError( - "The prefix for the local storage must be a subdirectory " - "of the local artifact store path." - ) - return - - raise RuntimeError( - f"The active artifact store type '{artifact_store.flavor}' is not " - "supported by ZenML's Pigeon integration. " - "Please use one of the supported artifact stores (S3, GCP, " - "Azure or local)." - ) +class PigeonAnnotatorFlavor(StackComponentFlavor): + """Pigeon annotator flavor.""" - def connect_and_sync_external_storage( - self, - uri: str, - params: LabelStudioDatasetSyncParameters, - dataset: Project, - ) -> Optional[Dict[str, Any]]: - """Syncs the external storage for the given project. - - Args: - uri: URI of the storage source. - params: Parameters for the dataset. - dataset: Pigeon dataset. + @property + def type(self) -> StackComponentType: + return StackComponentType.ANNOTATOR - Returns: - A dictionary containing the sync result. + @property + def config_class(self) -> Type[PigeonAnnotatorConfig]: + return PigeonAnnotatorConfig - Raises: - ValueError: If the storage type is not supported. - """ - # TODO: check if proposed storage source has differing / new data - # if self._storage_source_already_exists(uri, config, dataset): - # return None - - storage_connection_args = { - "prefix": params.prefix, - "regex_filter": params.regex_filter, - "use_blob_urls": params.use_blob_urls, - "presign": params.presign, - "presign_ttl": params.presign_ttl, - "title": dataset.get_params()["title"], - "description": params.description, - } - if params.storage_type == "azure": - if not params.azure_account_name or not params.azure_account_key: - logger.warning( - "Authentication credentials for Azure aren't fully " - "provided. Please update the storage synchronization " - "settings in the Pigeon web UI as per your needs." - ) - storage = dataset.connect_azure_import_storage( - container=uri, - account_name=params.azure_account_name, - account_key=params.azure_account_key, - **storage_connection_args, - ) - elif params.storage_type == "gcs": - if not params.google_application_credentials: - logger.warning( - "Authentication credentials for Google Cloud Storage " - "aren't fully provided. Please update the storage " - "synchronization settings in the Pigeon web UI as " - "per your needs." - ) - storage = dataset.connect_google_import_storage( - bucket=uri, - google_application_credentials=params.google_application_credentials, - **storage_connection_args, - ) - elif params.storage_type == "s3": - if ( - not params.aws_access_key_id - or not params.aws_secret_access_key - ): - logger.warning( - "Authentication credentials for S3 aren't fully provided." - "Please update the storage synchronization settings in the " - "Pigeon web UI as per your needs." - ) - - # temporary fix using client method until LS supports - # recursive_scan in their SDK - # (https://github.com/heartexlabs/label-studio-sdk/pull/130) - ls_client = self._get_client() - payload = { - "bucket": uri, - "prefix": params.prefix, - "regex_filter": params.regex_filter, - "use_blob_urls": params.use_blob_urls, - "aws_access_key_id": params.aws_access_key_id, - "aws_secret_access_key": params.aws_secret_access_key, - "aws_session_token": params.aws_session_token, - "region_name": params.s3_region_name, - "s3_endpoint": params.s3_endpoint, - "presign": params.presign, - "presign_ttl": params.presign_ttl, - "title": dataset.get_params()["title"], - "description": params.description, - "project": dataset.id, - "recursive_scan": True, - } - response = ls_client.make_request( - "POST", "/api/storages/s3", json=payload - ) - storage = response.json() - - elif params.storage_type == "local": - if not params.prefix: - raise ValueError( - "The 'prefix' parameter is required for local storage " - "synchronization." - ) - - # Drop arguments that are not used by the local storage - storage_connection_args.pop("presign") - storage_connection_args.pop("presign_ttl") - storage_connection_args.pop("prefix") - - prefix = params.prefix - if not prefix.startswith("/"): - prefix = f"/{prefix}" - root_path = Path(prefix).parent - - # Set the environment variables required by Pigeon - # to allow local file serving (see https://labelstud.io/guide/storage.html#Prerequisites-2) - os.environ["LABEL_STUDIO_LOCAL_FILES_SERVING_ENABLED"] = "true" - os.environ["LABEL_STUDIO_LOCAL_FILES_DOCUMENT_ROOT"] = str( - root_path - ) - - storage = dataset.connect_local_import_storage( - local_store_path=prefix, - **storage_connection_args, - ) - - del os.environ["LABEL_STUDIO_LOCAL_FILES_SERVING_ENABLED"] - del os.environ["LABEL_STUDIO_LOCAL_FILES_DOCUMENT_ROOT"] - else: - raise ValueError( - f"Invalid storage type. '{params.storage_type}' is not " - "supported by ZenML's Pigeon integration. Please choose " - "between 'azure', 'gcs', 'aws' or 'local'." - ) - - synced_storage = self._get_client().sync_storage( - storage_id=storage["id"], storage_type=storage["type"] - ) - return cast(Dict[str, Any], synced_storage) + @property + def implementation_class(self) -> Type[PigeonAnnotator]: + return PigeonAnnotator diff --git a/src/zenml/integrations/pigeon/flavors/__init__.py b/src/zenml/integrations/pigeon/flavors/__init__.py index 8f218b45d5..bbb746c9c9 100644 --- a/src/zenml/integrations/pigeon/flavors/__init__.py +++ b/src/zenml/integrations/pigeon/flavors/__init__.py @@ -1,4 +1,4 @@ -# Copyright (c) ZenML GmbH 2022. All Rights Reserved. +# Copyright (c) ZenML GmbH 2024. All Rights Reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. @@ -13,12 +13,12 @@ # permissions and limitations under the License. """Pigeon integration flavors.""" -from zenml.integrations.label_studio.flavors.label_studio_annotator_flavor import ( - LabelStudioAnnotatorConfig, - LabelStudioAnnotatorFlavor, +from zenml.integrations.pigeon.flavors.pigeon_annotator_flavor import ( + PigeonAnnotatorConfig, + PigeonAnnotatorFlavor, ) __all__ = [ - "LabelStudioAnnotatorFlavor", - "LabelStudioAnnotatorConfig", + "PigeonAnnotatorFlavor", + "PigeonAnnotatorConfig", ] diff --git a/src/zenml/integrations/pigeon/flavors/pigeon_annotator_flavor.py b/src/zenml/integrations/pigeon/flavors/pigeon_annotator_flavor.py index 14b59d75ef..4c8242458e 100644 --- a/src/zenml/integrations/pigeon/flavors/pigeon_annotator_flavor.py +++ b/src/zenml/integrations/pigeon/flavors/pigeon_annotator_flavor.py @@ -1,4 +1,4 @@ -# Copyright (c) ZenML GmbH 2022. All Rights Reserved. +# Copyright (c) ZenML GmbH 2024. All Rights Reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. @@ -26,7 +26,6 @@ from zenml.integrations.label_studio.annotators import LabelStudioAnnotator - class LabelStudioAnnotatorConfig( BaseAnnotatorConfig, AuthenticationConfigMixin ): From d613be23354e899dde5ed2d0304f4db69f9034d6 Mon Sep 17 00:00:00 2001 From: Alex Strick van Linschoten Date: Thu, 25 Apr 2024 15:05:49 +0200 Subject: [PATCH 03/34] update flavor --- .../pigeon/flavors/pigeon_annotator_flavor.py | 36 ++++++++----------- 1 file changed, 14 insertions(+), 22 deletions(-) diff --git a/src/zenml/integrations/pigeon/flavors/pigeon_annotator_flavor.py b/src/zenml/integrations/pigeon/flavors/pigeon_annotator_flavor.py index 4c8242458e..5ecc8380df 100644 --- a/src/zenml/integrations/pigeon/flavors/pigeon_annotator_flavor.py +++ b/src/zenml/integrations/pigeon/flavors/pigeon_annotator_flavor.py @@ -19,28 +19,22 @@ BaseAnnotatorConfig, BaseAnnotatorFlavor, ) -from zenml.integrations.label_studio import LABEL_STUDIO_ANNOTATOR_FLAVOR -from zenml.stack.authentication_mixin import AuthenticationConfigMixin if TYPE_CHECKING: - from zenml.integrations.label_studio.annotators import LabelStudioAnnotator + from zenml.integrations.pigeon.annotators import PigeonAnnotator -class LabelStudioAnnotatorConfig( - BaseAnnotatorConfig, AuthenticationConfigMixin -): +class PigeonAnnotatorConfig(BaseAnnotatorConfig): """Config for the Pigeon annotator. Attributes: - instance_url: URL of the Pigeon instance. - port: The port to use for the annotation interface. + annotations_path: Path where the annotations will be stored. """ - instance_url: str = DEFAULT_LOCAL_INSTANCE_URL - port: int = DEFAULT_LOCAL_LABEL_STUDIO_PORT + annotations_path: str = "annotations" -class LabelStudioAnnotatorFlavor(BaseAnnotatorFlavor): +class PigeonAnnotatorFlavor(BaseAnnotatorFlavor): """Pigeon annotator flavor.""" @property @@ -50,7 +44,7 @@ def name(self) -> str: Returns: The name of the flavor. """ - return LABEL_STUDIO_ANNOTATOR_FLAVOR + return "pigeon" @property def docs_url(self) -> Optional[str]: @@ -77,26 +71,24 @@ def logo_url(self) -> str: Returns: The flavor logo. """ - return "https://public-flavor-logos.s3.eu-central-1.amazonaws.com/annotator/label_studio.png" + return "https://public-flavor-logos.s3.eu-central-1.amazonaws.com/annotator/pigeon.png" @property - def config_class(self) -> Type[LabelStudioAnnotatorConfig]: - """Returns `LabelStudioAnnotatorConfig` config class. + def config_class(self) -> Type[PigeonAnnotatorConfig]: + """Returns `PigeonAnnotatorConfig` config class. Returns: - The config class. + The config class. """ - return LabelStudioAnnotatorConfig + return PigeonAnnotatorConfig @property - def implementation_class(self) -> Type["LabelStudioAnnotator"]: + def implementation_class(self) -> Type["PigeonAnnotator"]: """Implementation class for this flavor. Returns: The implementation class. """ - from zenml.integrations.label_studio.annotators import ( - LabelStudioAnnotator, - ) + from zenml.integrations.pigeon.annotators import PigeonAnnotator - return LabelStudioAnnotator + return PigeonAnnotator From 5216a0619027fb6b2c8b6384d7487e2672af861c Mon Sep 17 00:00:00 2001 From: Alex Strick van Linschoten Date: Thu, 25 Apr 2024 15:07:15 +0200 Subject: [PATCH 04/34] small tweaks --- .../pigeon/annotators/pigeon_annotator.py | 32 +++++++++---------- 1 file changed, 15 insertions(+), 17 deletions(-) diff --git a/src/zenml/integrations/pigeon/annotators/pigeon_annotator.py b/src/zenml/integrations/pigeon/annotators/pigeon_annotator.py index 40ecd20c9f..beb711a425 100644 --- a/src/zenml/integrations/pigeon/annotators/pigeon_annotator.py +++ b/src/zenml/integrations/pigeon/annotators/pigeon_annotator.py @@ -1,3 +1,17 @@ +# Copyright (c) ZenML GmbH 2024. All Rights Reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at: +# +# https://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express +# or implied. See the License for the specific language governing +# permissions and limitations under the License. +"""Pigeon annotator.""" import os from datetime import datetime from typing import Any, List, Optional, Tuple @@ -106,7 +120,7 @@ def get_dataset(self, dataset_name: str) -> List[Tuple[Any, Any]]: with open(dataset_path, "r") as f: lines = f.readlines() annotations = [line.strip().split("\t") for line in lines] - return [(example, label) for example, label in annotations] + return list(annotations) def get_labeled_data(self, dataset_name: str) -> List[Tuple[Any, Any]]: """Get the labeled examples from a dataset (annotation file). @@ -137,19 +151,3 @@ def _save_annotations(self, annotations: List[Any]) -> None: with open(output_file, "w") as f: for example, label in annotations: f.write(f"{example}\t{label}\n") - - -class PigeonAnnotatorFlavor(StackComponentFlavor): - """Pigeon annotator flavor.""" - - @property - def type(self) -> StackComponentType: - return StackComponentType.ANNOTATOR - - @property - def config_class(self) -> Type[PigeonAnnotatorConfig]: - return PigeonAnnotatorConfig - - @property - def implementation_class(self) -> Type[PigeonAnnotator]: - return PigeonAnnotator From 9909fc8f83d410bdb13a3b4ed0235b3633dcbb30 Mon Sep 17 00:00:00 2001 From: Alex Strick van Linschoten Date: Thu, 25 Apr 2024 15:22:29 +0200 Subject: [PATCH 05/34] renaming and init updates --- src/zenml/integrations/__init__.py | 2 +- src/zenml/integrations/pigeon/annotators/__init__.py | 6 +++--- .../integrations/pigeon/annotators/pigeon_annotator.py | 2 +- .../integrations/pigeon/flavors/pigeon_annotator_flavor.py | 3 ++- 4 files changed, 7 insertions(+), 6 deletions(-) diff --git a/src/zenml/integrations/__init__.py b/src/zenml/integrations/__init__.py index b25f56839f..cd2902a785 100644 --- a/src/zenml/integrations/__init__.py +++ b/src/zenml/integrations/__init__.py @@ -51,7 +51,7 @@ from zenml.integrations.openai import OpenAIIntegration # noqa from zenml.integrations.pigeon import PigeonIntegration # noqa from zenml.integrations.pillow import PillowIntegration # noqa -from zenml.integrations.polars import PolarsIntegration +from zenml.integrations.polars import PolarsIntegration # noqa from zenml.integrations.pycaret import PyCaretIntegration # noqa from zenml.integrations.pytorch import PytorchIntegration # noqa from zenml.integrations.pytorch_lightning import ( # noqa diff --git a/src/zenml/integrations/pigeon/annotators/__init__.py b/src/zenml/integrations/pigeon/annotators/__init__.py index 822203d880..5083d17928 100644 --- a/src/zenml/integrations/pigeon/annotators/__init__.py +++ b/src/zenml/integrations/pigeon/annotators/__init__.py @@ -13,8 +13,8 @@ # permissions and limitations under the License. """Initialization of the Pigeon annotators submodule.""" -from zenml.integrations.label_studio.annotators.label_studio_annotator import ( - LabelStudioAnnotator, +from zenml.integrations.pigeon.annotators.pigeon_annotator import ( + PigeonAnnotator, ) -__all__ = ["LabelStudioAnnotator"] +__all__ = ["PigeonAnnotator"] diff --git a/src/zenml/integrations/pigeon/annotators/pigeon_annotator.py b/src/zenml/integrations/pigeon/annotators/pigeon_annotator.py index beb711a425..aed682992f 100644 --- a/src/zenml/integrations/pigeon/annotators/pigeon_annotator.py +++ b/src/zenml/integrations/pigeon/annotators/pigeon_annotator.py @@ -12,12 +12,12 @@ # or implied. See the License for the specific language governing # permissions and limitations under the License. """Pigeon annotator.""" + import os from datetime import datetime from typing import Any, List, Optional, Tuple from zenml.annotators.base_annotator import BaseAnnotator -from zenml.enums import StackComponentType from zenml.stack.stack_component import StackComponentConfig try: diff --git a/src/zenml/integrations/pigeon/flavors/pigeon_annotator_flavor.py b/src/zenml/integrations/pigeon/flavors/pigeon_annotator_flavor.py index 5ecc8380df..6f6e1c7fcd 100644 --- a/src/zenml/integrations/pigeon/flavors/pigeon_annotator_flavor.py +++ b/src/zenml/integrations/pigeon/flavors/pigeon_annotator_flavor.py @@ -19,6 +19,7 @@ BaseAnnotatorConfig, BaseAnnotatorFlavor, ) +from zenml.integrations.pigeon import PIGEON_ANNOTATOR_FLAVOR if TYPE_CHECKING: from zenml.integrations.pigeon.annotators import PigeonAnnotator @@ -44,7 +45,7 @@ def name(self) -> str: Returns: The name of the flavor. """ - return "pigeon" + return PIGEON_ANNOTATOR_FLAVOR @property def docs_url(self) -> Optional[str]: From dd36e99e7f155ccdfd11f37013947fa024a2b1b7 Mon Sep 17 00:00:00 2001 From: Alex Strick van Linschoten Date: Thu, 25 Apr 2024 15:41:08 +0200 Subject: [PATCH 06/34] docstrings --- src/zenml/integrations/pigeon/__init__.py | 1 - .../pigeon/annotators/__init__.py | 2 +- .../pigeon/annotators/pigeon_annotator.py | 61 +++++++++++++------ .../pigeon/flavors/pigeon_annotator_flavor.py | 2 + 4 files changed, 46 insertions(+), 20 deletions(-) diff --git a/src/zenml/integrations/pigeon/__init__.py b/src/zenml/integrations/pigeon/__init__.py index 48060dd1c7..e069249138 100644 --- a/src/zenml/integrations/pigeon/__init__.py +++ b/src/zenml/integrations/pigeon/__init__.py @@ -14,7 +14,6 @@ """Initialization of the Pigeon integration.""" from typing import List, Type -from zenml.enums import StackComponentType from zenml.integrations.constants import PIGEON from zenml.integrations.integration import Integration from zenml.stack import Flavor diff --git a/src/zenml/integrations/pigeon/annotators/__init__.py b/src/zenml/integrations/pigeon/annotators/__init__.py index 5083d17928..bbfd9e96e2 100644 --- a/src/zenml/integrations/pigeon/annotators/__init__.py +++ b/src/zenml/integrations/pigeon/annotators/__init__.py @@ -1,4 +1,4 @@ -# Copyright (c) ZenML GmbH 2022. All Rights Reserved. +# Copyright (c) ZenML GmbH 2024. All Rights Reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. diff --git a/src/zenml/integrations/pigeon/annotators/pigeon_annotator.py b/src/zenml/integrations/pigeon/annotators/pigeon_annotator.py index aed682992f..108baeff97 100644 --- a/src/zenml/integrations/pigeon/annotators/pigeon_annotator.py +++ b/src/zenml/integrations/pigeon/annotators/pigeon_annotator.py @@ -15,24 +15,17 @@ import os from datetime import datetime -from typing import Any, List, Optional, Tuple - -from zenml.annotators.base_annotator import BaseAnnotator -from zenml.stack.stack_component import StackComponentConfig - -try: - from pigeon import annotate -except ImportError: - raise ImportError( - "The 'pigeon-jupyter' package is not installed. Please install it to use the PigeonAnnotator." - ) +from typing import Any, List, Optional, Tuple, cast +from pigeon import annotate -class PigeonAnnotatorConfig(StackComponentConfig): - """Config for the Pigeon annotator.""" +from zenml.annotators.base_annotator import BaseAnnotator +from zenml.integrations.pigeon.flavors.pigeon_annotator_flavor import ( + PigeonAnnotatorConfig, +) +from zenml.logger import get_logger - notebook_only: bool = True - output_dir: str +logger = get_logger(__name__) class PigeonAnnotator(BaseAnnotator): @@ -40,21 +33,48 @@ class PigeonAnnotator(BaseAnnotator): @property def config(self) -> PigeonAnnotatorConfig: - return PigeonAnnotatorConfig(self._config) + """Get the Pigeon annotator config. + + Returns: + The Pigeon annotator config. + """ + return cast(PigeonAnnotatorConfig, self._config) def get_url(self) -> str: + """Get the URL of the Pigeon annotator. + + Raises: + NotImplementedError: Pigeon annotator does not have a URL. + """ raise NotImplementedError("Pigeon annotator does not have a URL.") def get_url_for_dataset(self, dataset_name: str) -> str: + """Get the URL of the Pigeon annotator for a specific dataset. + + Args: + dataset_name: Name of the dataset (annotation file). + + Raises: + NotImplementedError: Pigeon annotator does not have a URL. + """ raise NotImplementedError("Pigeon annotator does not have a URL.") def get_datasets(self) -> List[str]: - """Get a list of datasets (annotation files) in the output directory.""" + """Get a list of datasets (annotation files) in the output directory. + + Returns: + A list of dataset names (annotation file names). + """ output_dir = self.config.output_dir return [f for f in os.listdir(output_dir) if f.endswith(".txt")] def get_dataset_names(self) -> List[str]: - """Get a list of dataset names (annotation file names) in the output directory.""" + """Get a list of dataset names (annotation file names) in the output + directory. + + Returns: + A list of dataset names (annotation file names). + """ return self.get_datasets() def get_dataset_stats(self, dataset_name: str) -> Tuple[int, int]: @@ -134,6 +154,11 @@ def get_labeled_data(self, dataset_name: str) -> List[Tuple[Any, Any]]: return self.get_dataset(dataset_name) def get_unlabeled_data(self, **kwargs: Any) -> Any: + """Get the unlabeled examples from a dataset (annotation file). + + Raises: + NotImplementedError: Pigeon annotator does not support retrieving unlabeled data. + """ raise NotImplementedError( "Pigeon annotator does not support retrieving unlabeled data." ) diff --git a/src/zenml/integrations/pigeon/flavors/pigeon_annotator_flavor.py b/src/zenml/integrations/pigeon/flavors/pigeon_annotator_flavor.py index 6f6e1c7fcd..1781bb9e82 100644 --- a/src/zenml/integrations/pigeon/flavors/pigeon_annotator_flavor.py +++ b/src/zenml/integrations/pigeon/flavors/pigeon_annotator_flavor.py @@ -30,9 +30,11 @@ class PigeonAnnotatorConfig(BaseAnnotatorConfig): Attributes: annotations_path: Path where the annotations will be stored. + notebook_only: Whether the annotator only works within a notebook. """ annotations_path: str = "annotations" + notebook_only: bool = True class PigeonAnnotatorFlavor(BaseAnnotatorFlavor): From dcae059c6aa5af7907c2d1a0f1371e9d07049fd5 Mon Sep 17 00:00:00 2001 From: Alex Strick van Linschoten Date: Thu, 25 Apr 2024 16:09:32 +0200 Subject: [PATCH 07/34] Remove unnecessary import statement in integrations module --- src/zenml/integrations/__init__.py | 2 -- 1 file changed, 2 deletions(-) diff --git a/src/zenml/integrations/__init__.py b/src/zenml/integrations/__init__.py index cd2902a785..4399debe6f 100644 --- a/src/zenml/integrations/__init__.py +++ b/src/zenml/integrations/__init__.py @@ -17,8 +17,6 @@ support. This includes orchestrators like Apache Airflow, visualization tools like the ``facets`` library, as well as deep learning libraries like PyTorch. """ -import sys - from zenml.integrations.airflow import AirflowIntegration # noqa from zenml.integrations.aws import AWSIntegration # noqa from zenml.integrations.azure import AzureIntegration # noqa From 74fee6c81ab6419a56b0bb45a91cb6192dc82bf4 Mon Sep 17 00:00:00 2001 From: Alex Strick van Linschoten Date: Thu, 25 Apr 2024 16:09:46 +0200 Subject: [PATCH 08/34] Refactor get_datasets and get_dataset_names methods in PigeonAnnotator class --- src/zenml/integrations/pigeon/annotators/pigeon_annotator.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/src/zenml/integrations/pigeon/annotators/pigeon_annotator.py b/src/zenml/integrations/pigeon/annotators/pigeon_annotator.py index 108baeff97..ae30e90477 100644 --- a/src/zenml/integrations/pigeon/annotators/pigeon_annotator.py +++ b/src/zenml/integrations/pigeon/annotators/pigeon_annotator.py @@ -61,7 +61,7 @@ def get_url_for_dataset(self, dataset_name: str) -> str: def get_datasets(self) -> List[str]: """Get a list of datasets (annotation files) in the output directory. - + Returns: A list of dataset names (annotation file names). """ @@ -71,7 +71,7 @@ def get_datasets(self) -> List[str]: def get_dataset_names(self) -> List[str]: """Get a list of dataset names (annotation file names) in the output directory. - + Returns: A list of dataset names (annotation file names). """ From d7b3bc94d185cc6314ef72b4200c1b17f7a74272 Mon Sep 17 00:00:00 2001 From: Alex Strick van Linschoten Date: Thu, 25 Apr 2024 16:37:55 +0200 Subject: [PATCH 09/34] add mixin to config --- .../pigeon/flavors/pigeon_annotator_flavor.py | 10 +++++++++- 1 file changed, 9 insertions(+), 1 deletion(-) diff --git a/src/zenml/integrations/pigeon/flavors/pigeon_annotator_flavor.py b/src/zenml/integrations/pigeon/flavors/pigeon_annotator_flavor.py index 1781bb9e82..139813f492 100644 --- a/src/zenml/integrations/pigeon/flavors/pigeon_annotator_flavor.py +++ b/src/zenml/integrations/pigeon/flavors/pigeon_annotator_flavor.py @@ -19,13 +19,21 @@ BaseAnnotatorConfig, BaseAnnotatorFlavor, ) +from zenml.config.base_settings import BaseSettings from zenml.integrations.pigeon import PIGEON_ANNOTATOR_FLAVOR +from zenml.stack.authentication_mixin import AuthenticationConfigMixin if TYPE_CHECKING: from zenml.integrations.pigeon.annotators import PigeonAnnotator -class PigeonAnnotatorConfig(BaseAnnotatorConfig): +class PigeonAnnotatorSettings(BaseSettings): + """Settings for the Pigeon annotator.""" + + +class PigeonAnnotatorConfig( + BaseAnnotatorConfig, PigeonAnnotatorSettings, AuthenticationConfigMixin +): """Config for the Pigeon annotator. Attributes: From ae261c00a5401679d9eeec5cfb691145a3b508c1 Mon Sep 17 00:00:00 2001 From: Alex Strick van Linschoten Date: Thu, 25 Apr 2024 16:55:28 +0200 Subject: [PATCH 10/34] fix annotator --- .../pigeon/annotators/pigeon_annotator.py | 25 ++++++++++++------- .../pigeon/flavors/pigeon_annotator_flavor.py | 4 +-- 2 files changed, 18 insertions(+), 11 deletions(-) diff --git a/src/zenml/integrations/pigeon/annotators/pigeon_annotator.py b/src/zenml/integrations/pigeon/annotators/pigeon_annotator.py index ae30e90477..1ba9400fbb 100644 --- a/src/zenml/integrations/pigeon/annotators/pigeon_annotator.py +++ b/src/zenml/integrations/pigeon/annotators/pigeon_annotator.py @@ -63,10 +63,13 @@ def get_datasets(self) -> List[str]: """Get a list of datasets (annotation files) in the output directory. Returns: - A list of dataset names (annotation file names). + A list of dataset names (annotation file names) (or empty list when no datasets are present). """ output_dir = self.config.output_dir - return [f for f in os.listdir(output_dir) if f.endswith(".txt")] + try: + return [f for f in os.listdir(output_dir) if f.endswith(".txt")] + except FileNotFoundError: + return [] def get_dataset_names(self) -> List[str]: """Get a list of dataset names (annotation file names) in the output @@ -93,7 +96,6 @@ def get_dataset_stats(self, dataset_name: str) -> Tuple[int, int]: def launch( self, - type: str, data: List[Any], options: List[str], display_fn: Optional[Any] = None, @@ -101,16 +103,21 @@ def launch( """Launch the Pigeon annotator in the Jupyter notebook. Args: - type: Type of annotation task ('text_classification', 'image_classification', etc.). data: List of data items to annotate. options: List of options for classification tasks. display_fn: Optional function for displaying data items. """ - annotations = annotate( - examples=data, - options=options, - display_fn=display_fn, - ) + if not display_fn: + annotations = annotate( + examples=data, + options=options, + ) + else: + annotations = annotate( + examples=data, + options=options, + display_fn=display_fn, + ) self._save_annotations(annotations) def add_dataset(self, **kwargs: Any) -> Any: diff --git a/src/zenml/integrations/pigeon/flavors/pigeon_annotator_flavor.py b/src/zenml/integrations/pigeon/flavors/pigeon_annotator_flavor.py index 139813f492..1dfaae6d69 100644 --- a/src/zenml/integrations/pigeon/flavors/pigeon_annotator_flavor.py +++ b/src/zenml/integrations/pigeon/flavors/pigeon_annotator_flavor.py @@ -37,11 +37,11 @@ class PigeonAnnotatorConfig( """Config for the Pigeon annotator. Attributes: - annotations_path: Path where the annotations will be stored. + output_dir: The directory to store the annotations. notebook_only: Whether the annotator only works within a notebook. """ - annotations_path: str = "annotations" + output_dir: str = "annotations" notebook_only: bool = True From 149dedbc47fa6e1683e976212d96a9e8ef4c9723 Mon Sep 17 00:00:00 2001 From: Alex Strick van Linschoten Date: Thu, 25 Apr 2024 17:52:32 +0200 Subject: [PATCH 11/34] use an old version of ipywidgets --- src/zenml/integrations/pigeon/__init__.py | 1 + 1 file changed, 1 insertion(+) diff --git a/src/zenml/integrations/pigeon/__init__.py b/src/zenml/integrations/pigeon/__init__.py index e069249138..d1377e958e 100644 --- a/src/zenml/integrations/pigeon/__init__.py +++ b/src/zenml/integrations/pigeon/__init__.py @@ -27,6 +27,7 @@ class PigeonIntegration(Integration): NAME = PIGEON REQUIREMENTS = [ "pigeon-jupyter~=0.1.0", + "ipywidgets==7.0.0", ] @classmethod From 00c2c6faaab0f0f94fb53d5363a6848d3e66c1af Mon Sep 17 00:00:00 2001 From: Alex Strick van Linschoten Date: Thu, 25 Apr 2024 19:03:24 +0200 Subject: [PATCH 12/34] remove pigeon dependency and fix display --- src/zenml/integrations/pigeon/__init__.py | 5 +- .../pigeon/annotators/pigeon_annotator.py | 138 ++++++++++++++---- 2 files changed, 108 insertions(+), 35 deletions(-) diff --git a/src/zenml/integrations/pigeon/__init__.py b/src/zenml/integrations/pigeon/__init__.py index d1377e958e..7ecb6c00a1 100644 --- a/src/zenml/integrations/pigeon/__init__.py +++ b/src/zenml/integrations/pigeon/__init__.py @@ -25,10 +25,7 @@ class PigeonIntegration(Integration): """Definition of Pigeon integration for ZenML.""" NAME = PIGEON - REQUIREMENTS = [ - "pigeon-jupyter~=0.1.0", - "ipywidgets==7.0.0", - ] + REQUIREMENTS = ["ipywidgets==7.0.0"] @classmethod def flavors(cls) -> List[Type[Flavor]]: diff --git a/src/zenml/integrations/pigeon/annotators/pigeon_annotator.py b/src/zenml/integrations/pigeon/annotators/pigeon_annotator.py index 1ba9400fbb..0cf2e2b237 100644 --- a/src/zenml/integrations/pigeon/annotators/pigeon_annotator.py +++ b/src/zenml/integrations/pigeon/annotators/pigeon_annotator.py @@ -11,13 +11,21 @@ # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express # or implied. See the License for the specific language governing # permissions and limitations under the License. -"""Pigeon annotator.""" +"""Pigeon annotator + +Credit for the implementation of this code to @agermanidis in the pigeon package +and library. This code has been slightly modified to fit the ZenML framework. + +https://github.com/agermanidis/pigeon +""" import os from datetime import datetime +from functools import partial from typing import Any, List, Optional, Tuple, cast -from pigeon import annotate +from IPython.display import clear_output, display +from ipywidgets import HTML, Button, HBox, Output from zenml.annotators.base_annotator import BaseAnnotator from zenml.integrations.pigeon.flavors.pigeon_annotator_flavor import ( @@ -94,6 +102,80 @@ def get_dataset_stats(self, dataset_name: str) -> Tuple[int, int]: num_unlabeled_examples = 0 # Assuming all examples are labeled return num_labeled_examples, num_unlabeled_examples + def _annotate( + self, + data: List[Any], + options: List[str], + display_fn: Optional[Any] = None, + ): + """Internal method to build an interactive widget for annotating. + + Args: + data: List of examples to annotate. + options: List of labels to choose from. + display_fn: Optional function to display examples. + """ + examples = list(data) + annotations = [] + current_index = -1 + out = Output() + + def show_next(): + nonlocal current_index + current_index += 1 + if current_index >= len(examples): + with out: + clear_output(wait=True) + print("Annotation done.") + return + with out: + clear_output(wait=True) + if display_fn: + display_fn(examples[current_index]) + else: + display(examples[current_index]) + + def add_annotation(annotation, btn): + """Add an annotation to the list of annotations. + + Args: + annotation: The label to add. + """ + annotations.append((examples[current_index], annotation)) + show_next() + + def submit_annotations(btn): + """Submit all annotations and save them to a file. + + Args: + btn: The button that triggered the event. + """ + self._save_annotations(annotations) + with out: + clear_output(wait=True) + print("Annotations saved.") + + count_label = HTML() + display(count_label) + + buttons = [] + for label in options: + btn = Button(description=label) + # Use partial from functools to properly pass both the label and the button to the event handler + btn.on_click(partial(add_annotation, label)) + buttons.append(btn) + + submit_btn = Button( + description="Submit All Annotations", button_style="success" + ) + submit_btn.on_click(submit_annotations) + buttons.append(submit_btn) + + navigation_box = HBox(buttons) + display(navigation_box) + display(out) + show_next() + def launch( self, data: List[Any], @@ -103,24 +185,32 @@ def launch( """Launch the Pigeon annotator in the Jupyter notebook. Args: - data: List of data items to annotate. - options: List of options for classification tasks. - display_fn: Optional function for displaying data items. + data: List of examples to annotate. + options: List of labels to choose from. + display_fn: Optional function to display examples. """ - if not display_fn: - annotations = annotate( - examples=data, - options=options, - ) - else: - annotations = annotate( - examples=data, - options=options, - display_fn=display_fn, - ) - self._save_annotations(annotations) + self._annotate(data, options, display_fn) + + def _save_annotations(self, annotations: List[Tuple[Any, Any]]) -> None: + """Save annotations to a file with a unique date-time suffix. + + Args: + annotations: List of tuples containing (example, label) for each annotated example. + """ + output_dir = self.config.output_dir + os.makedirs(output_dir, exist_ok=True) + timestamp = datetime.now().strftime("%Y%m%d_%H%M%S") + output_file = os.path.join(output_dir, f"annotations_{timestamp}.txt") + with open(output_file, "w") as f: + for example, label in annotations: + f.write(f"{example}\t{label}\n") def add_dataset(self, **kwargs: Any) -> Any: + """Add a dataset (annotation file) to the Pigeon annotator. + + Raises: + NotImplementedError: Pigeon annotator does not support adding datasets. + """ raise NotImplementedError( "Pigeon annotator does not support adding datasets." ) @@ -169,17 +259,3 @@ def get_unlabeled_data(self, **kwargs: Any) -> Any: raise NotImplementedError( "Pigeon annotator does not support retrieving unlabeled data." ) - - def _save_annotations(self, annotations: List[Any]) -> None: - """Save annotations to a file with a unique date-time suffix. - - Args: - annotations: List of annotated examples. - """ - output_dir = self.config.output_dir - os.makedirs(output_dir, exist_ok=True) - timestamp = datetime.now().strftime("%Y%m%d_%H%M%S") - output_file = os.path.join(output_dir, f"annotations_{timestamp}.txt") - with open(output_file, "w") as f: - for example, label in annotations: - f.write(f"{example}\t{label}\n") From 235889c9f23b8551bb73fb13a0403fbf5145da58 Mon Sep 17 00:00:00 2001 From: Alex Strick van Linschoten Date: Thu, 25 Apr 2024 19:13:10 +0200 Subject: [PATCH 13/34] update annotator --- .../integrations/pigeon/annotators/pigeon_annotator.py | 10 ++++------ 1 file changed, 4 insertions(+), 6 deletions(-) diff --git a/src/zenml/integrations/pigeon/annotators/pigeon_annotator.py b/src/zenml/integrations/pigeon/annotators/pigeon_annotator.py index 0cf2e2b237..791064c59a 100644 --- a/src/zenml/integrations/pigeon/annotators/pigeon_annotator.py +++ b/src/zenml/integrations/pigeon/annotators/pigeon_annotator.py @@ -19,6 +19,7 @@ https://github.com/agermanidis/pigeon """ +import json import os from datetime import datetime from functools import partial @@ -165,9 +166,7 @@ def submit_annotations(btn): btn.on_click(partial(add_annotation, label)) buttons.append(btn) - submit_btn = Button( - description="Submit All Annotations", button_style="success" - ) + submit_btn = Button(description="Save labels", button_style="success") submit_btn.on_click(submit_annotations) buttons.append(submit_btn) @@ -200,10 +199,9 @@ def _save_annotations(self, annotations: List[Tuple[Any, Any]]) -> None: output_dir = self.config.output_dir os.makedirs(output_dir, exist_ok=True) timestamp = datetime.now().strftime("%Y%m%d_%H%M%S") - output_file = os.path.join(output_dir, f"annotations_{timestamp}.txt") + output_file = os.path.join(output_dir, f"annotations_{timestamp}.json") with open(output_file, "w") as f: - for example, label in annotations: - f.write(f"{example}\t{label}\n") + json.dump(annotations, f) def add_dataset(self, **kwargs: Any) -> Any: """Add a dataset (annotation file) to the Pigeon annotator. From ce9c34d0db02f2ebbf356c4d8cdeb8f598a192a1 Mon Sep 17 00:00:00 2001 From: Alex Strick van Linschoten Date: Thu, 25 Apr 2024 19:14:24 +0200 Subject: [PATCH 14/34] ignore pigeon in CI --- scripts/install-zenml-dev.sh | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/scripts/install-zenml-dev.sh b/scripts/install-zenml-dev.sh index a9fc9e6ec8..f66dd11d7c 100755 --- a/scripts/install-zenml-dev.sh +++ b/scripts/install-zenml-dev.sh @@ -32,7 +32,7 @@ install_integrations() { # figure out the python version python_version=$(python -c "import sys; print('.'.join(map(str, sys.version_info[:2])))") - ignore_integrations="feast label_studio bentoml seldon pycaret skypilot_aws skypilot_gcp skypilot_azure" + ignore_integrations="feast label_studio bentoml seldon pycaret skypilot_aws skypilot_gcp skypilot_azure pigeon" # if python version is 3.11, exclude all integrations depending on kfp # because they are not yet compatible with python 3.11 if [ "$python_version" = "3.11" ]; then From f8a755645da3a928e23853f0ebc3d694b1a85dc7 Mon Sep 17 00:00:00 2001 From: Alex Strick van Linschoten Date: Thu, 25 Apr 2024 19:23:48 +0200 Subject: [PATCH 15/34] fix to use latest ipywidgets --- .../pigeon/annotators/pigeon_annotator.py | 33 ++++++++++--------- 1 file changed, 17 insertions(+), 16 deletions(-) diff --git a/src/zenml/integrations/pigeon/annotators/pigeon_annotator.py b/src/zenml/integrations/pigeon/annotators/pigeon_annotator.py index 791064c59a..0dc6df7a89 100644 --- a/src/zenml/integrations/pigeon/annotators/pigeon_annotator.py +++ b/src/zenml/integrations/pigeon/annotators/pigeon_annotator.py @@ -22,11 +22,10 @@ import json import os from datetime import datetime -from functools import partial from typing import Any, List, Optional, Tuple, cast +import ipywidgets as widgets from IPython.display import clear_output, display -from ipywidgets import HTML, Button, HBox, Output from zenml.annotators.base_annotator import BaseAnnotator from zenml.integrations.pigeon.flavors.pigeon_annotator_flavor import ( @@ -118,12 +117,11 @@ def _annotate( """ examples = list(data) annotations = [] - current_index = -1 - out = Output() + current_index = 0 + out = widgets.Output() def show_next(): nonlocal current_index - current_index += 1 if current_index >= len(examples): with out: clear_output(wait=True) @@ -136,13 +134,16 @@ def show_next(): else: display(examples[current_index]) - def add_annotation(annotation, btn): + def add_annotation(btn): """Add an annotation to the list of annotations. Args: - annotation: The label to add. + btn: The button that triggered the event. """ + nonlocal current_index + annotation = btn.description annotations.append((examples[current_index], annotation)) + current_index += 1 show_next() def submit_annotations(btn): @@ -156,21 +157,22 @@ def submit_annotations(btn): clear_output(wait=True) print("Annotations saved.") - count_label = HTML() + count_label = widgets.Label() display(count_label) buttons = [] for label in options: - btn = Button(description=label) - # Use partial from functools to properly pass both the label and the button to the event handler - btn.on_click(partial(add_annotation, label)) + btn = widgets.Button(description=label) + btn.on_click(add_annotation) buttons.append(btn) - submit_btn = Button(description="Save labels", button_style="success") + submit_btn = widgets.Button( + description="Save labels", button_style="success" + ) submit_btn.on_click(submit_annotations) buttons.append(submit_btn) - navigation_box = HBox(buttons) + navigation_box = widgets.HBox(buttons) display(navigation_box) display(out) show_next() @@ -233,9 +235,8 @@ def get_dataset(self, dataset_name: str) -> List[Tuple[Any, Any]]: """ dataset_path = os.path.join(self.config.output_dir, dataset_name) with open(dataset_path, "r") as f: - lines = f.readlines() - annotations = [line.strip().split("\t") for line in lines] - return list(annotations) + annotations = json.load(f) + return annotations def get_labeled_data(self, dataset_name: str) -> List[Tuple[Any, Any]]: """Get the labeled examples from a dataset (annotation file). From 1ac249331cf4c1ee72eead9afaf3f804a4bc390c Mon Sep 17 00:00:00 2001 From: Alex Strick van Linschoten Date: Thu, 25 Apr 2024 19:26:10 +0200 Subject: [PATCH 16/34] allow modern ipywidgets --- src/zenml/integrations/pigeon/__init__.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/zenml/integrations/pigeon/__init__.py b/src/zenml/integrations/pigeon/__init__.py index 7ecb6c00a1..070eaa7522 100644 --- a/src/zenml/integrations/pigeon/__init__.py +++ b/src/zenml/integrations/pigeon/__init__.py @@ -25,7 +25,7 @@ class PigeonIntegration(Integration): """Definition of Pigeon integration for ZenML.""" NAME = PIGEON - REQUIREMENTS = ["ipywidgets==7.0.0"] + REQUIREMENTS = ["ipywidgets>=8.0.0"] @classmethod def flavors(cls) -> List[Type[Flavor]]: From 1d23e7d1b159912ef4a507b8c32a8fa632c9ed4c Mon Sep 17 00:00:00 2001 From: Alex Strick van Linschoten Date: Thu, 25 Apr 2024 19:29:11 +0200 Subject: [PATCH 17/34] update main page --- .../component-guide/annotators/annotators.md | 11 +++++++---- 1 file changed, 7 insertions(+), 4 deletions(-) diff --git a/docs/book/stacks-and-components/component-guide/annotators/annotators.md b/docs/book/stacks-and-components/component-guide/annotators/annotators.md index 14274356de..26644d8cd1 100644 --- a/docs/book/stacks-and-components/component-guide/annotators/annotators.md +++ b/docs/book/stacks-and-components/component-guide/annotators/annotators.md @@ -55,11 +55,12 @@ The core parts of the annotation workflow include: ### List of available annotators For production use cases, some more flavors can be found in specific `integrations` modules. In terms of annotators, -ZenML features an integration with `label_studio`. +ZenML features integrations with `label_studio` and `pigeon`. | Annotator | Flavor | Integration | Notes | |-----------------------------------------|----------------|----------------|----------------------------------------------------------------------| | [LabelStudioAnnotator](label-studio.md) | `label_studio` | `label_studio` | Connect ZenML with Label Studio | +| [PigeonAnnotator](pigeon.md) | `pigeon` | `pigeon` | Connect ZenML with Pigeon. Notebook only & for image and text classification tasks. | | [Custom Implementation](custom.md) | _custom_ | | Extend the annotator abstraction and provide your own implementation | If you would like to see the available flavors for annotators, you can use the command: @@ -70,9 +71,11 @@ zenml annotator flavor list ### How to use it -The available implementation of the annotator is built on top of the Label Studio integration, which means that using an -annotator currently is no different from what's described on -the [Label Studio page: How to use it?](label-studio.md#how-do-you-use-it). +The available implementation of the annotator is built on top of the Label +Studio integration, which means that using an annotator currently is no +different from what's described on the [Label Studio page: How to use +it?](label-studio.md#how-do-you-use-it). ([Pigeon](pigeon.md) is also supported, but has a +very limited functionality and only works within Jupyter notebooks.) ### A note on names From c00c62ba4812172f29bbbe0566168acbc9149acf Mon Sep 17 00:00:00 2001 From: Alex Strick van Linschoten Date: Thu, 25 Apr 2024 19:40:25 +0200 Subject: [PATCH 18/34] add docs --- Untitled1.ipynb | 130 ++++++++++++++++++ annotations/annotations_20240425_192533.json | 1 + .../component-guide/annotators/pigeon.md | 112 +++++++++++++++ 3 files changed, 243 insertions(+) create mode 100644 Untitled1.ipynb create mode 100644 annotations/annotations_20240425_192533.json create mode 100644 docs/book/stacks-and-components/component-guide/annotators/pigeon.md diff --git a/Untitled1.ipynb b/Untitled1.ipynb new file mode 100644 index 0000000000..f9d8a97e22 --- /dev/null +++ b/Untitled1.ipynb @@ -0,0 +1,130 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "b4609347-4f9b-4432-8fbb-c6e76b548e89", + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "3062a01dd36943c18509c82f95c21d42", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "Label(value='')" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "103714372b4749dfb45fd6be02d6a199", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(Button(description='positive', style=ButtonStyle()), Button(description='negative', style=Butto…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "e6ccec8d7dc04e74944f3e1ef1e972b6", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "Output()" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from zenml.client import Client\n", + "\n", + "annotator = Client().active_stack.annotator\n", + "\n", + "annotations = annotator.launch(data=['I love this movie', 'I was really disappointed by the book'], options=['positive', 'negative'])" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "2193dfc4-0baa-4dc3-98e6-7cc70bc147ca", + "metadata": {}, + "outputs": [], + "source": [ + "annotations" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "d9845798-7d46-4fbe-b6ea-5d8346b35931", + "metadata": {}, + "outputs": [], + "source": [ + "from zenml.client import Client\n", + "from IPython.display import display, Image\n", + "annotator = Client().active_stack.annotator\n", + "\n", + "annotations = annotator.launch(data=['/Users/strickvl/Desktop/pigeon.png', '/Users/strickvl/Desktop/CleanShot 2024-04-24 at 16.02.20@2x.png'], options=['cat', 'dog'], display_fn=lambda filename: display(Image(filename)))\n", + "\n", + "# annotations = annotate(\n", + "# ['assets/pigeon.png', 'assets/pigeon.png'],\n", + "# options=['cat', 'dog', 'horse'],\n", + "# display_fn=lambda filename: display(Image(filename))\n", + "# )" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "fc567f65-7ab1-45de-b4a8-c3fe69cdfa65", + "metadata": {}, + "outputs": [], + "source": [ + "annotations" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "5f4b6a19-e2de-4fbe-bd03-11264113e207", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.12" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/annotations/annotations_20240425_192533.json b/annotations/annotations_20240425_192533.json new file mode 100644 index 0000000000..0c89f555da --- /dev/null +++ b/annotations/annotations_20240425_192533.json @@ -0,0 +1 @@ +[["I love this movie", "positive"], ["I was really disappointed by the book", "negative"]] \ No newline at end of file diff --git a/docs/book/stacks-and-components/component-guide/annotators/pigeon.md b/docs/book/stacks-and-components/component-guide/annotators/pigeon.md new file mode 100644 index 0000000000..fd71eb5fdc --- /dev/null +++ b/docs/book/stacks-and-components/component-guide/annotators/pigeon.md @@ -0,0 +1,112 @@ +--- +description: Annotating data using Pigeon. +--- + +# Pigeon + +Pigeon is a lightweight, open-source annotation tool designed for quick and easy labeling of data directly within Jupyter notebooks. It provides a simple and intuitive interface for annotating various types of data, including: + +* Text Classification +* Image Classification +* Text Captioning + +### When would you want to use it? + +If you need to label a small to medium-sized dataset as part of your ML workflow and prefer the convenience of doing it directly within your Jupyter notebook, Pigeon is a great choice. It is particularly useful for: + +* Quick labeling tasks that don't require a full-fledged annotation platform +* Iterative labeling during the exploratory phase of your ML project +* Collaborative labeling within a Jupyter notebook environment + +### How to deploy it? + +To use the Pigeon annotator, you first need to install the ZenML Pigeon integration: + +````shell +zenml integration install pigeon +```` + +Next, register the Pigeon annotator with ZenML, specifying the output directory where the annotation files will be stored: + +````shell +zenml annotator register pigeon --flavor pigeon --output_dir="annotations" +```` + +Note that the `output_dir` is relative to the repository or notebook root. + +Finally, add the Pigeon annotator to your stack and set it as the active stack: + +````shell +zenml stack update --annotator pigeon +zenml stack set default +```` + +Now you're ready to use the Pigeon annotator in your ML workflow! + +### How do you use it? + +With the Pigeon annotator registered and added to your active stack, you can easily access it using the ZenML client within your Jupyter notebook. + +For text classification tasks, you can launch the Pigeon annotator as follows: + +````python +from zenml.client import Client + +annotator = Client().active_stack.annotator + +annotations = annotator.launch( + data=[ + 'I love this movie', + 'I was really disappointed by the book' + ], + options=[ + 'positive', + 'negative' + ] +) +```` + +For image classification tasks, you can provide a custom display function to render the images: + +````python +from zenml.client import Client +from IPython.display import display, Image + +annotator = Client().active_stack.annotator + +annotations = annotator.launch( + data=[ + '/path/to/image1.png', + '/path/to/image2.png' + ], + options=[ + 'cat', + 'dog' + ], + display_fn=lambda filename: display(Image(filename)) +) +```` + +The `launch` method returns the annotations as a list of tuples, where each tuple contains the data item and its corresponding label. + +You can also use the `zenml annotator dataset` commands to manage your datasets: + +* `zenml annotator dataset list` - List all available datasets +* `zenml annotator dataset delete ` - Delete a specific dataset +* `zenml annotator dataset stats ` - Get statistics for a specific dataset + +Annotation files are saved as JSON files in the specified output directory. Each +annotation file represents a dataset, with the filename serving as the dataset +name. + +## Acknowledgements + +Pigeon was created by [Anastasis Germanidis](https://github.com/agermanidis) and +released as a [Python package](https://pypi.org/project/pigeon-jupyter/) and +[Github repository](https://github.com/agermanidis/pigeon). It is licensed under +the Apache License. It has been updated to work with more recent `ipywidgets` +versions and some small UI improvements were added. We are grateful to Anastasis +for creating this tool and making it available to the community. + + +
ZenML Scarf
From 44536e0f4ffe21df444d8e817c6c734b6bdb1b73 Mon Sep 17 00:00:00 2001 From: Alex Strick van Linschoten Date: Thu, 25 Apr 2024 19:57:54 +0200 Subject: [PATCH 19/34] Refactor PigeonAnnotator class to return annotations --- .../pigeon/annotators/pigeon_annotator.py | 15 ++++++++++++--- 1 file changed, 12 insertions(+), 3 deletions(-) diff --git a/src/zenml/integrations/pigeon/annotators/pigeon_annotator.py b/src/zenml/integrations/pigeon/annotators/pigeon_annotator.py index 0dc6df7a89..78ea5a4fb0 100644 --- a/src/zenml/integrations/pigeon/annotators/pigeon_annotator.py +++ b/src/zenml/integrations/pigeon/annotators/pigeon_annotator.py @@ -107,13 +107,16 @@ def _annotate( data: List[Any], options: List[str], display_fn: Optional[Any] = None, - ): + ) -> List[Tuple[Any, Any]]: """Internal method to build an interactive widget for annotating. Args: data: List of examples to annotate. options: List of labels to choose from. display_fn: Optional function to display examples. + + Returns: + A list of tuples containing (example, label) for each annotated example. """ examples = list(data) annotations = [] @@ -177,20 +180,26 @@ def submit_annotations(btn): display(out) show_next() + return annotations + def launch( self, data: List[Any], options: List[str], display_fn: Optional[Any] = None, - ) -> None: + ) -> List[Tuple[Any, Any]]: """Launch the Pigeon annotator in the Jupyter notebook. Args: data: List of examples to annotate. options: List of labels to choose from. display_fn: Optional function to display examples. + + Returns: + A list of tuples containing (example, label) for each annotated example. """ - self._annotate(data, options, display_fn) + annotations = self._annotate(data, options, display_fn) + return annotations def _save_annotations(self, annotations: List[Tuple[Any, Any]]) -> None: """Save annotations to a file with a unique date-time suffix. From 827ef7140179ecc851913e0cd0060b491e431851 Mon Sep 17 00:00:00 2001 From: Alex Strick van Linschoten Date: Thu, 25 Apr 2024 20:00:01 +0200 Subject: [PATCH 20/34] update docs page --- .../component-guide/annotators/pigeon.md | 31 +++++++++---------- 1 file changed, 15 insertions(+), 16 deletions(-) diff --git a/docs/book/stacks-and-components/component-guide/annotators/pigeon.md b/docs/book/stacks-and-components/component-guide/annotators/pigeon.md index fd71eb5fdc..4eab8b14e1 100644 --- a/docs/book/stacks-and-components/component-guide/annotators/pigeon.md +++ b/docs/book/stacks-and-components/component-guide/annotators/pigeon.md @@ -22,24 +22,23 @@ If you need to label a small to medium-sized dataset as part of your ML workflow To use the Pigeon annotator, you first need to install the ZenML Pigeon integration: -````shell +```shell zenml integration install pigeon -```` +``` Next, register the Pigeon annotator with ZenML, specifying the output directory where the annotation files will be stored: -````shell -zenml annotator register pigeon --flavor pigeon --output_dir="annotations" -```` +```shell +zenml annotator register pigeon --flavor pigeon --output_dir="path/to/dir" +``` Note that the `output_dir` is relative to the repository or notebook root. Finally, add the Pigeon annotator to your stack and set it as the active stack: -````shell -zenml stack update --annotator pigeon -zenml stack set default -```` +```shell +zenml stack update --annotator pigeon +``` Now you're ready to use the Pigeon annotator in your ML workflow! @@ -56,11 +55,11 @@ annotator = Client().active_stack.annotator annotations = annotator.launch( data=[ - 'I love this movie', + 'I love this movie', 'I was really disappointed by the book' - ], + ], options=[ - 'positive', + 'positive', 'negative' ] ) @@ -76,13 +75,13 @@ annotator = Client().active_stack.annotator annotations = annotator.launch( data=[ - '/path/to/image1.png', + '/path/to/image1.png', '/path/to/image2.png' - ], + ], options=[ - 'cat', + 'cat', 'dog' - ], + ], display_fn=lambda filename: display(Image(filename)) ) ```` From dc540402c053de884cb9c1a9456ac2789196cb1a Mon Sep 17 00:00:00 2001 From: Alex Strick van Linschoten Date: Thu, 25 Apr 2024 20:02:13 +0200 Subject: [PATCH 21/34] add image --- 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b/docs/book/stacks-and-components/component-guide/annotators/pigeon.md index 4eab8b14e1..4bd615949c 100644 --- a/docs/book/stacks-and-components/component-guide/annotators/pigeon.md +++ b/docs/book/stacks-and-components/component-guide/annotators/pigeon.md @@ -12,6 +12,8 @@ Pigeon is a lightweight, open-source annotation tool designed for quick and easy ### When would you want to use it? +![Pigeon annotator interface](../../../.gitbook/assets/pigeon.png) + If you need to label a small to medium-sized dataset as part of your ML workflow and prefer the convenience of doing it directly within your Jupyter notebook, Pigeon is a great choice. It is particularly useful for: * Quick labeling tasks that don't require a full-fledged annotation platform From 219fcf3e6f10fe10d96b9afedf7ae991da7e4e7a Mon Sep 17 00:00:00 2001 From: Alex Strick van Linschoten Date: Thu, 25 Apr 2024 20:04:05 +0200 Subject: [PATCH 22/34] linting fix --- .../integrations/pigeon/annotators/pigeon_annotator.py | 7 +++---- 1 file changed, 3 insertions(+), 4 deletions(-) diff --git a/src/zenml/integrations/pigeon/annotators/pigeon_annotator.py b/src/zenml/integrations/pigeon/annotators/pigeon_annotator.py index 78ea5a4fb0..92c27a5c5b 100644 --- a/src/zenml/integrations/pigeon/annotators/pigeon_annotator.py +++ b/src/zenml/integrations/pigeon/annotators/pigeon_annotator.py @@ -11,7 +11,7 @@ # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express # or implied. See the License for the specific language governing # permissions and limitations under the License. -"""Pigeon annotator +"""Pigeon annotator. Credit for the implementation of this code to @agermanidis in the pigeon package and library. This code has been slightly modified to fit the ZenML framework. @@ -80,8 +80,7 @@ def get_datasets(self) -> List[str]: return [] def get_dataset_names(self) -> List[str]: - """Get a list of dataset names (annotation file names) in the output - directory. + """List dataset names (annotation file names) in the output directory. Returns: A list of dataset names (annotation file names). @@ -89,7 +88,7 @@ def get_dataset_names(self) -> List[str]: return self.get_datasets() def get_dataset_stats(self, dataset_name: str) -> Tuple[int, int]: - """Get the number of labeled and unlabeled examples in a dataset (annotation file). + """List labeled and unlabeled examples in a dataset (annotation file). Args: dataset_name: Name of the dataset (annotation file). From 084d4f2962185adda6d2cef22f4bb6e0474231c4 Mon Sep 17 00:00:00 2001 From: Alex Strick van Linschoten Date: Thu, 25 Apr 2024 20:07:00 +0200 Subject: [PATCH 23/34] mypy fix --- .../integrations/pigeon/flavors/pigeon_annotator_flavor.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/zenml/integrations/pigeon/flavors/pigeon_annotator_flavor.py b/src/zenml/integrations/pigeon/flavors/pigeon_annotator_flavor.py index 1dfaae6d69..5e83d68e8d 100644 --- a/src/zenml/integrations/pigeon/flavors/pigeon_annotator_flavor.py +++ b/src/zenml/integrations/pigeon/flavors/pigeon_annotator_flavor.py @@ -31,7 +31,7 @@ class PigeonAnnotatorSettings(BaseSettings): """Settings for the Pigeon annotator.""" -class PigeonAnnotatorConfig( +class PigeonAnnotatorConfig( # type: ignore[misc] # https://github.com/pydantic/pydantic/issues/4173 BaseAnnotatorConfig, PigeonAnnotatorSettings, AuthenticationConfigMixin ): """Config for the Pigeon annotator. 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b/src/zenml/integrations/pigeon/annotators/pigeon_annotator.py index 92c27a5c5b..391edc213c 100644 --- a/src/zenml/integrations/pigeon/annotators/pigeon_annotator.py +++ b/src/zenml/integrations/pigeon/annotators/pigeon_annotator.py @@ -24,8 +24,8 @@ from datetime import datetime from typing import Any, List, Optional, Tuple, cast -import ipywidgets as widgets -from IPython.display import clear_output, display +import ipywidgets as widgets # type: ignore +from IPython.display import clear_output, display # type: ignore from zenml.annotators.base_annotator import BaseAnnotator from zenml.integrations.pigeon.flavors.pigeon_annotator_flavor import ( @@ -122,7 +122,7 @@ def _annotate( current_index = 0 out = widgets.Output() - def show_next(): + def show_next() -> None: nonlocal current_index if current_index >= len(examples): with out: @@ -136,7 +136,7 @@ def show_next(): else: display(examples[current_index]) - def add_annotation(btn): + def add_annotation(btn: widgets.Button) -> None: """Add an annotation to the list of annotations. Args: @@ -148,7 +148,7 @@ def add_annotation(btn): current_index += 1 show_next() - def submit_annotations(btn): + def submit_annotations(btn: widgets.Button) -> None: """Submit all annotations and save them to a file. Args: @@ -181,13 +181,26 @@ def submit_annotations(btn): return annotations - def launch( + def launch(self, url: Optional[str] = None) -> None: + """Launch the Pigeon annotator in the Jupyter notebook. + + Args: + url: Optional URL to launch the annotator with. + + Raises: + NotImplementedError: Pigeon annotator does not support launching with a URL. + """ + raise NotImplementedError( + "Pigeon annotator does not support launching with a URL." + ) + + def annotate( self, data: List[Any], options: List[str], display_fn: Optional[Any] = None, ) -> List[Tuple[Any, Any]]: - """Launch the Pigeon annotator in the Jupyter notebook. + """Annotate with the Pigeon annotator in the Jupyter notebook. Args: data: List of examples to annotate. @@ -223,39 +236,60 @@ def add_dataset(self, **kwargs: Any) -> Any: "Pigeon annotator does not support adding datasets." ) - def delete_dataset(self, dataset_name: str) -> None: + def delete_dataset(self, **kwargs: Any) -> None: """Delete a dataset (annotation file). + Takes the `dataset_name` argument from the kwargs. + Args: - dataset_name: Name of the dataset (annotation file) to delete. + **kwargs: Keyword arguments containing the `dataset_name` to delete. """ + dataset_name = kwargs.get("dataset_name") + if not dataset_name: + raise ValueError( + "Dataset name (`dataset_name`) is required to delete a dataset." + ) dataset_path = os.path.join(self.config.output_dir, dataset_name) os.remove(dataset_path) - def get_dataset(self, dataset_name: str) -> List[Tuple[Any, Any]]: + def get_dataset(self, **kwargs: Any) -> List[Tuple[Any, Any]]: """Get the annotated examples from a dataset (annotation file). + Takes the `dataset_name` argument from the kwargs. + Args: - dataset_name: Name of the dataset (annotation file). + **kwargs: Keyword arguments containing the `dataset_name` to retrieve. Returns: A list of tuples containing (example, label) for each annotated example. """ + dataset_name = kwargs.get("dataset_name") + if not dataset_name: + raise ValueError( + "Dataset name (`dataset_name`) is required to retrieve a dataset." + ) dataset_path = os.path.join(self.config.output_dir, dataset_name) with open(dataset_path, "r") as f: annotations = json.load(f) - return annotations + return cast(List[Tuple[Any, Any]], annotations) - def get_labeled_data(self, dataset_name: str) -> List[Tuple[Any, Any]]: + def get_labeled_data(self, **kwargs: Any) -> List[Tuple[Any, Any]]: """Get the labeled examples from a dataset (annotation file). + Takes the `dataset_name` argument from the kwargs. + Args: - dataset_name: Name of the dataset (annotation file). + **kwargs: Keyword arguments containing the `dataset_name` to retrieve. Returns: A list of tuples containing (example, label) for each labeled example. """ - return self.get_dataset(dataset_name) + if dataset_name := kwargs.get("dataset_name"): + return self.get_dataset(dataset_name=dataset_name) + else: + raise ValueError( + "Dataset name (`dataset_name`) is required to retrieve labeled data." + ) def get_unlabeled_data(self, **kwargs: Any) -> Any: """Get the unlabeled examples from a dataset (annotation file). diff --git a/src/zenml/integrations/pigeon/flavors/pigeon_annotator_flavor.py b/src/zenml/integrations/pigeon/flavors/pigeon_annotator_flavor.py index 5e83d68e8d..43e0f1c6f8 100644 --- a/src/zenml/integrations/pigeon/flavors/pigeon_annotator_flavor.py +++ b/src/zenml/integrations/pigeon/flavors/pigeon_annotator_flavor.py @@ -42,7 +42,6 @@ class PigeonAnnotatorConfig( # type: ignore[misc] # https://github.com/pydantic """ output_dir: str = "annotations" - notebook_only: bool = True class PigeonAnnotatorFlavor(BaseAnnotatorFlavor): From 0279440f729f192b4badd72bc357cf7dea67f9cb Mon Sep 17 00:00:00 2001 From: Alex Strick van Linschoten Date: Thu, 25 Apr 2024 20:53:19 +0200 Subject: [PATCH 25/34] fix formatting --- .../integrations/pigeon/annotators/pigeon_annotator.py | 7 +++++-- 1 file changed, 5 insertions(+), 2 deletions(-) diff --git a/src/zenml/integrations/pigeon/annotators/pigeon_annotator.py b/src/zenml/integrations/pigeon/annotators/pigeon_annotator.py index 391edc213c..0f61a87cbb 100644 --- a/src/zenml/integrations/pigeon/annotators/pigeon_annotator.py +++ b/src/zenml/integrations/pigeon/annotators/pigeon_annotator.py @@ -13,8 +13,11 @@ # permissions and limitations under the License. """Pigeon annotator. -Credit for the implementation of this code to @agermanidis in the pigeon package -and library. This code has been slightly modified to fit the ZenML framework. +Credit for the implementation of this code to @agermanidis in the +Pigeon package and library. This code has been slightly modified to +fit the ZenML framework. We use the modified code directly here because +the original package (and code) is no longer compatible with more recent +versions of ipywidgets. https://github.com/agermanidis/pigeon """ From 7515b81c3abcd0697987c25f4942fb9748c16d15 Mon Sep 17 00:00:00 2001 From: "github-actions[bot]" <41898282+github-actions[bot]@users.noreply.github.com> Date: Thu, 25 Apr 2024 18:57:08 +0000 Subject: [PATCH 26/34] Optimised images with calibre/image-actions --- docs/book/.gitbook/assets/pigeon.png | Bin 148351 -> 133250 bytes 1 file changed, 0 insertions(+), 0 deletions(-) diff --git a/docs/book/.gitbook/assets/pigeon.png b/docs/book/.gitbook/assets/pigeon.png index ce95a868fbf3b97bf9576eb1bcaa7290baaeb692..eea58d0228f87ceca5de582735a73548d39f45cc 100644 GIT binary patch literal 133250 zcmd43cT`i`+coMr9x8-LONdGjUu<=&0A>r?DA=XCy1QMNuO0I}|5QGfQX(ygg*iMZU|+1)5C+;yUl zeFJPa@9kXLSZx9ioE{IJxpe=`&6mF)!uqWqp8Bt?`vRJY>i@B&_kYqBLmCQkeB=v+ 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zs%O=8MP-n!!MbV83^46LA?8=R`H7JKr%eAJ9@rcfa%CT+nQDGN39{1&xjK={EY~BD zf)mKh!H%F%Xd!CTqSO8>)-A;Of}7`97{0`Nnt&UZ7QeNUVfE&P3PU5iodH{z-eOrp zt5lBj9r*6%CqJ(&0qcuVMm6mb>AvAwDq-LD)3^0Bk%c);p)@8uRY^*}LjpK7h34aT z=_hF8*I{#WWjwL&siSTF13a*uavO{kJ2bN{_(Z&&2+Rd6AAv_>`%RV-?C*Z@M+z(# zL;YUIlDN%p^J2G58C{aUV(aRM&kLKY2)`K!&I1(>v|LE@@*25+KWMokW8s5}AG_Nc zo5}?mj3zxBo*}nxV3Kv=%u|kBak`@X4CFj5%WR}^-F)g;=2Yha@;7Ly=FqS+a*BXY zz!#xeU#RV#eL1Sg@b2n?CB{hB6_cMdMD0FfPV_k0vTJ^fy3C$?UW%z@MZor8w~m=gfq?~ z7YMtx1FyyPY!)^qYn(&;bhW+V@Y}P_ZTnXS{O_mO@E5Z7lpPEBLwKj5vZsLU8fNP9kA5G}uea$F<^gLl65SH0V8cqFjgr=*((qD; z{MG^K3~d_Oal^#``6h*CKpx{p$!?y=u_9drj{1X$pZH&{k@(|mGjSudJtfA|*I6xK zHp?wZQcw&dj6kst*<;JBONXBjXdsg9r%@aa{rW4H3d!FWie$I1rT4d<%?B)FEFgbh#{UTaJ-}F}9Wz+?z#<)>@3?FMo?St1=BeD7M_E z$e>94+4GfEDJfG+I$YN^M;BFhxl8ADFnPXR%{sB~Psiiev#bCi5BH{KKb|(sFHsbJ zrRqrZ)SX})?f3q`LHg8v*>XhpOtyjdJ?5$Vjw9h5dp1{|A}G5E48v#->ObV0ocI6M z=YGIhq5E&IX`x0c$(B1po8Sk|;XnOP8bAD{JBx%L{<|B>KWY{&$SC2jUw Date: Thu, 25 Apr 2024 20:59:36 +0200 Subject: [PATCH 27/34] Remove unused Jupyter notebook and annotation file --- Untitled1.ipynb | 130 ------------------- annotations/annotations_20240425_192533.json | 1 - 2 files changed, 131 deletions(-) delete mode 100644 Untitled1.ipynb delete mode 100644 annotations/annotations_20240425_192533.json diff --git a/Untitled1.ipynb b/Untitled1.ipynb deleted file mode 100644 index f9d8a97e22..0000000000 --- a/Untitled1.ipynb +++ /dev/null @@ -1,130 +0,0 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": 1, - "id": "b4609347-4f9b-4432-8fbb-c6e76b548e89", - "metadata": {}, - "outputs": [ - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "3062a01dd36943c18509c82f95c21d42", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "Label(value='')" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "103714372b4749dfb45fd6be02d6a199", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(Button(description='positive', style=ButtonStyle()), Button(description='negative', style=Butto…" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "e6ccec8d7dc04e74944f3e1ef1e972b6", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "Output()" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "from zenml.client import Client\n", - "\n", - "annotator = Client().active_stack.annotator\n", - "\n", - "annotations = annotator.launch(data=['I love this movie', 'I was really disappointed by the book'], options=['positive', 'negative'])" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "2193dfc4-0baa-4dc3-98e6-7cc70bc147ca", - "metadata": {}, - "outputs": [], - "source": [ - "annotations" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "d9845798-7d46-4fbe-b6ea-5d8346b35931", - "metadata": {}, - "outputs": [], - "source": [ - "from zenml.client import Client\n", - "from IPython.display import display, Image\n", - "annotator = Client().active_stack.annotator\n", - "\n", - "annotations = annotator.launch(data=['/Users/strickvl/Desktop/pigeon.png', '/Users/strickvl/Desktop/CleanShot 2024-04-24 at 16.02.20@2x.png'], options=['cat', 'dog'], display_fn=lambda filename: display(Image(filename)))\n", - "\n", - "# annotations = annotate(\n", - "# ['assets/pigeon.png', 'assets/pigeon.png'],\n", - "# options=['cat', 'dog', 'horse'],\n", - "# display_fn=lambda filename: display(Image(filename))\n", - "# )" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "fc567f65-7ab1-45de-b4a8-c3fe69cdfa65", - "metadata": {}, - "outputs": [], - "source": [ - "annotations" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "5f4b6a19-e2de-4fbe-bd03-11264113e207", - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3 (ipykernel)", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.10.12" - } - }, - "nbformat": 4, - "nbformat_minor": 5 -} diff --git a/annotations/annotations_20240425_192533.json b/annotations/annotations_20240425_192533.json deleted file mode 100644 index 0c89f555da..0000000000 --- a/annotations/annotations_20240425_192533.json +++ /dev/null @@ -1 +0,0 @@ -[["I love this movie", "positive"], ["I was really disappointed by the book", "negative"]] \ No newline at end of file From 9d6871e2b936a9f255c49d90724e6b3787235f79 Mon Sep 17 00:00:00 2001 From: Alex Strick van Linschoten Date: Thu, 25 Apr 2024 21:11:37 +0200 Subject: [PATCH 28/34] add pigeon to toc --- docs/book/toc.md | 1 + 1 file changed, 1 insertion(+) diff --git a/docs/book/toc.md b/docs/book/toc.md index 0b6fa351b7..2ea8743516 100644 --- a/docs/book/toc.md +++ b/docs/book/toc.md @@ -161,6 +161,7 @@ * [Develop a Custom Feature Store](stacks-and-components/component-guide/feature-stores/custom.md) * [Annotators](stacks-and-components/component-guide/annotators/annotators.md) * [Label Studio](stacks-and-components/component-guide/annotators/label-studio.md) + * [Pigeon](stacks-and-components/component-guide/annotators/pigeon.md) * [Develop a Custom Annotator](stacks-and-components/component-guide/annotators/custom.md) * [Image Builders](stacks-and-components/component-guide/image-builders/image-builders.md) * [Local Image Builder](stacks-and-components/component-guide/image-builders/local.md) From 97a9b600dbe204c4776a56ac7b581c0ca91245c8 Mon Sep 17 00:00:00 2001 From: Alex Strick van Linschoten Date: Thu, 25 Apr 2024 21:25:18 +0200 Subject: [PATCH 29/34] mypy fixes --- src/zenml/integrations/pigeon/annotators/pigeon_annotator.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/zenml/integrations/pigeon/annotators/pigeon_annotator.py b/src/zenml/integrations/pigeon/annotators/pigeon_annotator.py index 0f61a87cbb..f286a8cb16 100644 --- a/src/zenml/integrations/pigeon/annotators/pigeon_annotator.py +++ b/src/zenml/integrations/pigeon/annotators/pigeon_annotator.py @@ -28,7 +28,7 @@ from typing import Any, List, Optional, Tuple, cast import ipywidgets as widgets # type: ignore -from IPython.display import clear_output, display # type: ignore +from IPython.core.display_functions import clear_output, display from zenml.annotators.base_annotator import BaseAnnotator from zenml.integrations.pigeon.flavors.pigeon_annotator_flavor import ( From 0bf0ae223fb5018938e7f05ed1533ed61ee437bd Mon Sep 17 00:00:00 2001 From: Alex Strick van Linschoten Date: Fri, 26 Apr 2024 09:03:33 +0200 Subject: [PATCH 30/34] docstring fixes --- .../pigeon/annotators/pigeon_annotator.py | 21 +++++++++++++++++-- 1 file changed, 19 insertions(+), 2 deletions(-) diff --git a/src/zenml/integrations/pigeon/annotators/pigeon_annotator.py b/src/zenml/integrations/pigeon/annotators/pigeon_annotator.py index f286a8cb16..b3a1514ce6 100644 --- a/src/zenml/integrations/pigeon/annotators/pigeon_annotator.py +++ b/src/zenml/integrations/pigeon/annotators/pigeon_annotator.py @@ -232,6 +232,9 @@ def _save_annotations(self, annotations: List[Tuple[Any, Any]]) -> None: def add_dataset(self, **kwargs: Any) -> Any: """Add a dataset (annotation file) to the Pigeon annotator. + Args: + **kwargs: keyword arguments. + Raises: NotImplementedError: Pigeon annotator does not support adding datasets. """ @@ -246,6 +249,9 @@ def delete_dataset(self, **kwargs: Any) -> None: Args: **kwargs: Keyword arguments containing the `dataset_name` to delete. + + Raises: + ValueError: Dataset name is required to delete a dataset. """ dataset_name = kwargs.get("dataset_name") if not dataset_name: @@ -264,7 +270,11 @@ def get_dataset(self, **kwargs: Any) -> List[Tuple[Any, Any]]: **kwargs: Keyword arguments containing the `dataset_name` to retrieve. Returns: - A list of tuples containing (example, label) for each annotated example. + A list of tuples containing (example, label) for each annotated + example. + + Raises: + ValueError: Dataset name is required to retrieve a dataset. """ dataset_name = kwargs.get("dataset_name") if not dataset_name: @@ -285,7 +295,11 @@ def get_labeled_data(self, **kwargs: Any) -> List[Tuple[Any, Any]]: **kwargs: Keyword arguments containing the `dataset_name` to retrieve. Returns: - A list of tuples containing (example, label) for each labeled example. + A list of tuples containing (example, label) for each labeled + example. + + Raises: + ValueError: Dataset name is required to retrieve labeled data. """ if dataset_name := kwargs.get("dataset_name"): return self.get_dataset(dataset_name=dataset_name) @@ -297,6 +311,9 @@ def get_labeled_data(self, **kwargs: Any) -> List[Tuple[Any, Any]]: def get_unlabeled_data(self, **kwargs: Any) -> Any: """Get the unlabeled examples from a dataset (annotation file). + Args: + **kwargs: keyword arguments. + Raises: NotImplementedError: Pigeon annotator does not support retrieving unlabeled data. """ From ce2b41d9f7cbb34ef3b87b7b379532101e08f0be Mon Sep 17 00:00:00 2001 From: Alex Strick van Linschoten Date: Wed, 1 May 2024 17:21:01 +0200 Subject: [PATCH 31/34] update pigeon launch signature as per prodigy launch sig update --- src/zenml/annotators/base_annotator.py | 6 +++--- .../integrations/pigeon/annotators/pigeon_annotator.py | 4 ++-- 2 files changed, 5 insertions(+), 5 deletions(-) diff --git a/src/zenml/annotators/base_annotator.py b/src/zenml/annotators/base_annotator.py index 752dccc5b8..5506390a59 100644 --- a/src/zenml/annotators/base_annotator.py +++ b/src/zenml/annotators/base_annotator.py @@ -14,7 +14,7 @@ """Base class for ZenML annotator stack components.""" from abc import ABC, abstractmethod -from typing import Any, ClassVar, List, Optional, Tuple, Type, cast +from typing import Any, ClassVar, List, Tuple, Type, cast from zenml.enums import StackComponentType from zenml.stack import Flavor, StackComponent @@ -91,11 +91,11 @@ def get_dataset_stats(self, dataset_name: str) -> Tuple[int, int]: """ @abstractmethod - def launch(self, url: Optional[str]) -> None: + def launch(self, **kwargs: Any) -> None: """Launches the annotation interface. Args: - url: The URL of the annotation interface. + **kwargs: Additional keyword arguments to pass to the annotation client. """ @abstractmethod diff --git a/src/zenml/integrations/pigeon/annotators/pigeon_annotator.py b/src/zenml/integrations/pigeon/annotators/pigeon_annotator.py index b3a1514ce6..ce49e0d1aa 100644 --- a/src/zenml/integrations/pigeon/annotators/pigeon_annotator.py +++ b/src/zenml/integrations/pigeon/annotators/pigeon_annotator.py @@ -184,11 +184,11 @@ def submit_annotations(btn: widgets.Button) -> None: return annotations - def launch(self, url: Optional[str] = None) -> None: + def launch(self, **kwargs: Any) -> None: """Launch the Pigeon annotator in the Jupyter notebook. Args: - url: Optional URL to launch the annotator with. + **kwargs: Additional keyword arguments to pass to the annotation client. Raises: NotImplementedError: Pigeon annotator does not support launching with a URL. From fffc0090d8f3589074577ba047cb04100256c833 Mon Sep 17 00:00:00 2001 From: Alex Strick van Linschoten Date: Wed, 1 May 2024 19:10:18 +0200 Subject: [PATCH 32/34] pigeon conforms to prodigy updated signature --- .../label_studio/annotators/label_studio_annotator.py | 7 +++---- 1 file changed, 3 insertions(+), 4 deletions(-) diff --git a/src/zenml/integrations/label_studio/annotators/label_studio_annotator.py b/src/zenml/integrations/label_studio/annotators/label_studio_annotator.py index 12494bcf8b..8c9b562d54 100644 --- a/src/zenml/integrations/label_studio/annotators/label_studio_annotator.py +++ b/src/zenml/integrations/label_studio/annotators/label_studio_annotator.py @@ -143,14 +143,13 @@ def get_dataset_stats(self, dataset_name: str) -> Tuple[int, int]: f"`zenml annotator dataset list` to list all available datasets." ) - def launch(self, url: Optional[str]) -> None: + def launch(self, **kwargs: Any) -> None: """Launches the annotation interface. Args: - url: The URL of the annotation interface. + **kwargs: Additional keyword arguments to pass to the annotation client. """ - if not url: - url = self.get_url() + url = kwargs.get("url") or self.get_url() if self._connection_available(): webbrowser.open(url, new=1, autoraise=True) else: From 2328dfa87ee6133af74a6c428b28b08889feb08d Mon Sep 17 00:00:00 2001 From: Alex Strick van Linschoten Date: Mon, 13 May 2024 09:52:17 +0200 Subject: [PATCH 33/34] fix dataset_stats method --- .../pigeon/annotators/pigeon_annotator.py | 12 ++++++++++-- 1 file changed, 10 insertions(+), 2 deletions(-) diff --git a/src/zenml/integrations/pigeon/annotators/pigeon_annotator.py b/src/zenml/integrations/pigeon/annotators/pigeon_annotator.py index ce49e0d1aa..612b041c11 100644 --- a/src/zenml/integrations/pigeon/annotators/pigeon_annotator.py +++ b/src/zenml/integrations/pigeon/annotators/pigeon_annotator.py @@ -100,8 +100,16 @@ def get_dataset_stats(self, dataset_name: str) -> Tuple[int, int]: A tuple containing (num_labeled_examples, num_unlabeled_examples). """ dataset_path = os.path.join(self.config.output_dir, dataset_name) - num_labeled_examples = sum(1 for _ in open(dataset_path)) - num_unlabeled_examples = 0 # Assuming all examples are labeled + num_labeled_examples = 0 + # Placeholder as logic to determine this is not implemented + num_unlabeled_examples = 0 + + try: + with open(dataset_path, "r") as file: + num_labeled_examples = sum(1 for _ in file) + except FileNotFoundError: + logger.error(f"File not found: {dataset_path}") + return num_labeled_examples, num_unlabeled_examples def _annotate( From adb3acb3266961ac019de0b4f549dfcf755195a8 Mon Sep 17 00:00:00 2001 From: Alex Strick van Linschoten Date: Mon, 13 May 2024 09:53:14 +0200 Subject: [PATCH 34/34] print -> logger --- src/zenml/integrations/pigeon/annotators/pigeon_annotator.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/src/zenml/integrations/pigeon/annotators/pigeon_annotator.py b/src/zenml/integrations/pigeon/annotators/pigeon_annotator.py index 612b041c11..f24343300d 100644 --- a/src/zenml/integrations/pigeon/annotators/pigeon_annotator.py +++ b/src/zenml/integrations/pigeon/annotators/pigeon_annotator.py @@ -138,7 +138,7 @@ def show_next() -> None: if current_index >= len(examples): with out: clear_output(wait=True) - print("Annotation done.") + logger.info("Annotation done.") return with out: clear_output(wait=True) @@ -168,7 +168,7 @@ def submit_annotations(btn: widgets.Button) -> None: self._save_annotations(annotations) with out: clear_output(wait=True) - print("Annotations saved.") + logger.info("Annotations saved.") count_label = widgets.Label() display(count_label)