id int64 0 190k | prompt stringlengths 21 13.4M | docstring stringlengths 1 12k ⌀ |
|---|---|---|
27,020 | from mage_ai.data_cleaner.transformer_actions.spark.constants import (
COLUMN_TYPE_MAPPING,
GROUP_MOD_COLUMN,
ROW_NUMBER_COLUMN,
ROW_NUMBER_LIT_COLUMN,
)
from mage_ai.data_cleaner.transformer_actions.utils import clean_column_name
from pyspark.sql import functions as F
from pyspark.sql.functions import ... | null |
27,021 | from mage_ai.data_cleaner.transformer_actions.spark.constants import (
COLUMN_TYPE_MAPPING,
GROUP_MOD_COLUMN,
ROW_NUMBER_COLUMN,
ROW_NUMBER_LIT_COLUMN,
)
from mage_ai.data_cleaner.transformer_actions.utils import clean_column_name
from pyspark.sql import functions as F
from pyspark.sql.functions import ... | null |
27,022 | from mage_ai.data_cleaner.transformer_actions.spark.constants import (
COLUMN_TYPE_MAPPING,
GROUP_MOD_COLUMN,
ROW_NUMBER_COLUMN,
ROW_NUMBER_LIT_COLUMN,
)
from mage_ai.data_cleaner.transformer_actions.utils import clean_column_name
from pyspark.sql import functions as F
from pyspark.sql.functions import ... | null |
27,023 | import numpy as np
from mage_ai.data_cleaner.column_types.constants import ColumnType
from mage_ai.data_cleaner.shared.utils import parse_list
from mage_ai.data_cleaner.transformer_actions.constants import ActionType, VariableType
class ColumnType(str, Enum):
CATEGORY = 'category'
CATEGORY_HIGH_CARDINALITY = '... | null |
27,024 | import numpy as np
from mage_ai.data_cleaner.column_types.constants import ColumnType
from mage_ai.data_cleaner.shared.utils import parse_list
from mage_ai.data_cleaner.transformer_actions.constants import ActionType, VariableType
def drop_na(df):
return df.replace(r'^\s*$', np.nan, regex=True).dropna() | null |
27,025 | import numpy as np
from mage_ai.data_cleaner.column_types.constants import ColumnType
from mage_ai.data_cleaner.shared.utils import parse_list
from mage_ai.data_cleaner.transformer_actions.constants import ActionType, VariableType
class ActionType(str, Enum):
ADD = 'add'
AVERAGE = 'average'
CLEAN_COLUMN_NA... | null |
27,026 | from mage_ai.data_cleaner.transformer_actions.constants import VariableType
import re
class VariableType(str, Enum):
FEATURE = 'feature'
FEATURE_SET = 'feature_set'
FEATURE_SET_VERSION = 'feature_set_version'
The provided code snippet includes necessary dependencies for implementing the `interpolate` func... | text: string to operate on key: key to search within text variable_data: dictionary containing data used to interpolate |
27,027 | from mage_ai.data_cleaner.transformer_actions.constants import VariableType
import re
def replace_true_false(action_code):
regex_pattern_true = re.compile(' true')
regex_pattern_false = re.compile(' false')
return re.sub(
regex_pattern_true,
' True',
re.sub(regex_pattern_false, ' F... | null |
27,028 | from mage_ai.data_cleaner.column_types.column_type_detector import find_syntax_errors
from mage_ai.data_cleaner.column_types.constants import NUMBER_TYPES, ColumnType
from mage_ai.data_cleaner.estimators.outlier_removal import OutlierRemover
from mage_ai.data_cleaner.transformer_actions.action_code import query_with_ac... | null |
27,029 | from mage_ai.data_cleaner.column_types.column_type_detector import find_syntax_errors
from mage_ai.data_cleaner.column_types.constants import NUMBER_TYPES, ColumnType
from mage_ai.data_cleaner.estimators.outlier_removal import OutlierRemover
from mage_ai.data_cleaner.transformer_actions.action_code import query_with_ac... | null |
27,030 | from mage_ai.data_cleaner.column_types.column_type_detector import find_syntax_errors
from mage_ai.data_cleaner.column_types.constants import NUMBER_TYPES, ColumnType
from mage_ai.data_cleaner.estimators.outlier_removal import OutlierRemover
from mage_ai.data_cleaner.transformer_actions.action_code import query_with_ac... | null |
27,031 | from mage_ai.data_cleaner.column_types.column_type_detector import find_syntax_errors
from mage_ai.data_cleaner.column_types.constants import NUMBER_TYPES, ColumnType
from mage_ai.data_cleaner.estimators.outlier_removal import OutlierRemover
from mage_ai.data_cleaner.transformer_actions.action_code import query_with_ac... | null |
27,032 | from mage_ai.data_cleaner.column_types.column_type_detector import find_syntax_errors
from mage_ai.data_cleaner.column_types.constants import NUMBER_TYPES, ColumnType
from mage_ai.data_cleaner.estimators.outlier_removal import OutlierRemover
from mage_ai.data_cleaner.transformer_actions.action_code import query_with_ac... | null |
27,033 | from mage_ai.data_cleaner.column_types.column_type_detector import find_syntax_errors
from mage_ai.data_cleaner.column_types.constants import NUMBER_TYPES, ColumnType
from mage_ai.data_cleaner.estimators.outlier_removal import OutlierRemover
from mage_ai.data_cleaner.transformer_actions.action_code import query_with_ac... | null |
27,034 | from mage_ai.data_cleaner.column_types.column_type_detector import find_syntax_errors
from mage_ai.data_cleaner.column_types.constants import NUMBER_TYPES, ColumnType
from mage_ai.data_cleaner.estimators.outlier_removal import OutlierRemover
from mage_ai.data_cleaner.transformer_actions.action_code import query_with_ac... | null |
27,035 | from mage_ai.data_cleaner.column_types.column_type_detector import find_syntax_errors
from mage_ai.data_cleaner.column_types.constants import NUMBER_TYPES, ColumnType
from mage_ai.data_cleaner.estimators.outlier_removal import OutlierRemover
from mage_ai.data_cleaner.transformer_actions.action_code import query_with_ac... | null |
27,036 | from mage_ai.data_cleaner.column_types.column_type_detector import find_syntax_errors
from mage_ai.data_cleaner.column_types.constants import NUMBER_TYPES, ColumnType
from mage_ai.data_cleaner.estimators.outlier_removal import OutlierRemover
from mage_ai.data_cleaner.transformer_actions.action_code import query_with_ac... | null |
27,037 | from mage_ai.data_cleaner.column_types.column_type_detector import find_syntax_errors
from mage_ai.data_cleaner.column_types.constants import NUMBER_TYPES, ColumnType
from mage_ai.data_cleaner.estimators.outlier_removal import OutlierRemover
from mage_ai.data_cleaner.transformer_actions.action_code import query_with_ac... | null |
27,038 | from mage_ai.data_cleaner.column_types.column_type_detector import find_syntax_errors
from mage_ai.data_cleaner.column_types.constants import NUMBER_TYPES, ColumnType
from mage_ai.data_cleaner.estimators.outlier_removal import OutlierRemover
from mage_ai.data_cleaner.transformer_actions.action_code import query_with_ac... | null |
27,039 | from mage_ai.data_cleaner.column_types.column_type_detector import find_syntax_errors
from mage_ai.data_cleaner.column_types.constants import NUMBER_TYPES, ColumnType
from mage_ai.data_cleaner.estimators.outlier_removal import OutlierRemover
from mage_ai.data_cleaner.transformer_actions.action_code import query_with_ac... | null |
27,040 | from mage_ai.data_cleaner.column_types.column_type_detector import find_syntax_errors
from mage_ai.data_cleaner.column_types.constants import NUMBER_TYPES, ColumnType
from mage_ai.data_cleaner.estimators.outlier_removal import OutlierRemover
from mage_ai.data_cleaner.transformer_actions.action_code import query_with_ac... | null |
27,041 | from mage_ai.data_cleaner.column_types.column_type_detector import find_syntax_errors
from mage_ai.data_cleaner.column_types.constants import NUMBER_TYPES, ColumnType
from mage_ai.data_cleaner.estimators.outlier_removal import OutlierRemover
from mage_ai.data_cleaner.transformer_actions.action_code import query_with_ac... | null |
27,042 | from mage_ai.data_cleaner.column_types.column_type_detector import find_syntax_errors
from mage_ai.data_cleaner.column_types.constants import NUMBER_TYPES, ColumnType
from mage_ai.data_cleaner.estimators.outlier_removal import OutlierRemover
from mage_ai.data_cleaner.transformer_actions.action_code import query_with_ac... | null |
27,043 | from mage_ai.data_cleaner.column_types.column_type_detector import find_syntax_errors
from mage_ai.data_cleaner.column_types.constants import NUMBER_TYPES, ColumnType
from mage_ai.data_cleaner.estimators.outlier_removal import OutlierRemover
from mage_ai.data_cleaner.transformer_actions.action_code import query_with_ac... | null |
27,044 | from mage_ai.data_cleaner.column_types.column_type_detector import find_syntax_errors
from mage_ai.data_cleaner.column_types.constants import NUMBER_TYPES, ColumnType
from mage_ai.data_cleaner.estimators.outlier_removal import OutlierRemover
from mage_ai.data_cleaner.transformer_actions.action_code import query_with_ac... | null |
27,045 | from mage_ai.data_cleaner.column_types.column_type_detector import find_syntax_errors
from mage_ai.data_cleaner.column_types.constants import NUMBER_TYPES, ColumnType
from mage_ai.data_cleaner.estimators.outlier_removal import OutlierRemover
from mage_ai.data_cleaner.transformer_actions.action_code import query_with_ac... | null |
27,046 | from mage_ai.data_cleaner.column_types.column_type_detector import find_syntax_errors
from mage_ai.data_cleaner.column_types.constants import NUMBER_TYPES, ColumnType
from mage_ai.data_cleaner.estimators.outlier_removal import OutlierRemover
from mage_ai.data_cleaner.transformer_actions.action_code import query_with_ac... | null |
27,047 | from mage_ai.data_cleaner.column_types.column_type_detector import find_syntax_errors
from mage_ai.data_cleaner.column_types.constants import NUMBER_TYPES, ColumnType
from mage_ai.data_cleaner.estimators.outlier_removal import OutlierRemover
from mage_ai.data_cleaner.transformer_actions.action_code import query_with_ac... | null |
27,048 | from mage_ai.data_cleaner.column_types.column_type_detector import find_syntax_errors
from mage_ai.data_cleaner.column_types.constants import NUMBER_TYPES, ColumnType
from mage_ai.data_cleaner.estimators.outlier_removal import OutlierRemover
from mage_ai.data_cleaner.transformer_actions.action_code import query_with_ac... | null |
27,049 | from mage_ai.data_cleaner.column_types.column_type_detector import find_syntax_errors
from mage_ai.data_cleaner.column_types.constants import NUMBER_TYPES, ColumnType
from mage_ai.data_cleaner.estimators.outlier_removal import OutlierRemover
from mage_ai.data_cleaner.transformer_actions.action_code import query_with_ac... | null |
27,050 | from mage_ai.data_cleaner.column_types.constants import NUMBER_TYPES
from mage_ai.data_cleaner.transformer_actions.action_code import query_with_action_code
from mage_ai.data_cleaner.transformer_actions.custom_action import execute_custom_action
import pandas as pd
def execute_custom_action(df, action, **kwargs):
... | null |
27,051 | from mage_ai.data_cleaner.column_types.constants import NUMBER_TYPES
from mage_ai.data_cleaner.transformer_actions.action_code import query_with_action_code
from mage_ai.data_cleaner.transformer_actions.custom_action import execute_custom_action
import pandas as pd
def drop_duplicates(df, action, **kwargs):
keep =... | null |
27,052 | from mage_ai.data_cleaner.column_types.constants import NUMBER_TYPES
from mage_ai.data_cleaner.transformer_actions.action_code import query_with_action_code
from mage_ai.data_cleaner.transformer_actions.custom_action import execute_custom_action
import pandas as pd
def query_with_action_code(df, action_code, kwargs):
... | df: Pandas DataFrame action: TransformerAction serialized into a dictionary |
27,053 | from mage_ai.data_cleaner.column_types.constants import NUMBER_TYPES
from mage_ai.data_cleaner.transformer_actions.action_code import query_with_action_code
from mage_ai.data_cleaner.transformer_actions.custom_action import execute_custom_action
import pandas as pd
NUMBER_TYPES = frozenset([ColumnType.NUMBER, ColumnTy... | null |
27,054 | from mage_ai.data_cleaner.column_types.constants import NUMBER_TYPES
from mage_ai.data_cleaner.transformer_actions.action_code import query_with_action_code
from mage_ai.data_cleaner.transformer_actions.custom_action import execute_custom_action
import pandas as pd
def remove_row(df, action, **kwargs):
row_indices... | null |
27,055 | import os
import shutil
import uuid
from typing import List, Optional, Tuple
from cryptography.fernet import Fernet, InvalidToken
from mage_ai.data_preparation.models.project import Project
from mage_ai.orchestration.constants import Entity
from mage_ai.orchestration.db import safe_db_query
from mage_ai.settings.repo i... | null |
27,056 | import os
import shutil
import uuid
from typing import List, Optional, Tuple
from cryptography.fernet import Fernet, InvalidToken
from mage_ai.data_preparation.models.project import Project
from mage_ai.orchestration.constants import Entity
from mage_ai.orchestration.db import safe_db_query
from mage_ai.settings.repo i... | null |
27,057 | import os
import shutil
import uuid
from typing import List, Optional, Tuple
from cryptography.fernet import Fernet, InvalidToken
from mage_ai.data_preparation.models.project import Project
from mage_ai.orchestration.constants import Entity
from mage_ai.orchestration.db import safe_db_query
from mage_ai.settings.repo i... | null |
27,058 | import os
import shutil
import uuid
from typing import List, Optional, Tuple
from cryptography.fernet import Fernet, InvalidToken
from mage_ai.data_preparation.models.project import Project
from mage_ai.orchestration.constants import Entity
from mage_ai.orchestration.db import safe_db_query
from mage_ai.settings.repo i... | This method still only returns secrets for the current repo. This will need to be updated in the future to return secrets based on the parameters passed in. |
27,059 | import os
import shutil
import uuid
from typing import List, Optional, Tuple
from cryptography.fernet import Fernet, InvalidToken
from mage_ai.data_preparation.models.project import Project
from mage_ai.orchestration.constants import Entity
from mage_ai.orchestration.db import safe_db_query
from mage_ai.settings.repo i... | Calls get_secret_value only if the db has already been initialized. |
27,060 | import os
import shutil
import uuid
from typing import List, Optional, Tuple
from cryptography.fernet import Fernet, InvalidToken
from mage_ai.data_preparation.models.project import Project
from mage_ai.orchestration.constants import Entity
from mage_ai.orchestration.db import safe_db_query
from mage_ai.settings.repo i... | null |
27,061 | import os
from datetime import datetime
from typing import Any, Dict, List
import pandas as pd
from mage_ai.data_cleaner.shared.utils import is_geo_dataframe, is_spark_dataframe
from mage_ai.data_preparation.models.variable import (
VARIABLE_DIR,
Variable,
VariableType,
)
from mage_ai.data_preparation.repo_... | Set global variable by key. Global variables are stored together with project's code. |
27,062 | import os
from datetime import datetime
from typing import Any, Dict, List
import pandas as pd
from mage_ai.data_cleaner.shared.utils import is_geo_dataframe, is_spark_dataframe
from mage_ai.data_preparation.models.variable import (
VARIABLE_DIR,
Variable,
VariableType,
)
from mage_ai.data_preparation.repo_... | Delete global variable by key. Global variables are stored together with project's code. |
27,063 | from os import path
from pandas import DataFrame
from mage_ai.settings.repo import get_repo_path
from mage_ai.io.config import ConfigFileLoader
from mage_ai.io.algolia import Algolia
def get_repo_path(
file_path: str = None,
root_project: bool = False,
absolute_path: bool = True,
) -> str:
"""
Retr... | Template to export data into Algolia. |
27,064 | from os import path
from pandas import DataFrame
from mage_ai.settings.repo import get_repo_path
from mage_ai.io.config import ConfigFileLoader
from mage_ai.io.weaviate import Weaviate
def get_repo_path(
file_path: str = None,
root_project: bool = False,
absolute_path: bool = True,
) -> str:
"""
Re... | Template to export data to Weaviate. |
27,065 | from mage_ai.settings.repo import get_repo_path
from mage_ai.io.config import ConfigFileLoader
from mage_ai.io.snowflake import Snowflake
from pandas import DataFrame
from os import path
def get_repo_path(
file_path: str = None,
root_project: bool = False,
absolute_path: bool = True,
) -> str:
"""
... | Template for exporting data to a Snowflake warehouse. Specify your configuration settings in 'io_config.yaml'. Docs: https://docs.mage.ai/design/data-loading#snowflake |
27,066 | from mage_ai.settings.repo import get_repo_path
from mage_ai.io.config import ConfigFileLoader
from mage_ai.io.mssql import MSSQL
from pandas import DataFrame
from os import path
def get_repo_path(
file_path: str = None,
root_project: bool = False,
absolute_path: bool = True,
) -> str:
"""
Retrieve... | Template for exporting data to a MSSQL database. Specify your configuration settings in 'io_config.yaml'. Set the following in your io_config: Docs: https://docs.mage.ai/integrations/databases/MicrosoftSQLServer |
27,067 | from mage_ai.io.file import FileIO
from pandas import DataFrame
class FileIO(BaseFile):
"""
Handles data transfer between the filesystem and the Mage app.
"""
def load(
self,
filepath: Union[str, os.PathLike] = None,
format: Union[FileFormat, str, None] = None,
file_dir... | Template for exporting data to filesystem. Docs: https://docs.mage.ai/design/data-loading#fileio |
27,068 | from mage_ai.settings.repo import get_repo_path
from mage_ai.io.config import ConfigFileLoader
from mage_ai.io.redshift import Redshift
from pandas import DataFrame
from os import path
def get_repo_path(
file_path: str = None,
root_project: bool = False,
absolute_path: bool = True,
) -> str:
"""
Re... | Template for exporting data to a Redshift cluster. Specify your configuration settings in 'io_config.yaml'. Docs: https://docs.mage.ai/design/data-loading#redshift |
27,069 | from mage_ai.settings.repo import get_repo_path
from mage_ai.io.config import ConfigFileLoader
from mage_ai.io.google_cloud_storage import GoogleCloudStorage
from pandas import DataFrame
from os import path
def get_repo_path(
file_path: str = None,
root_project: bool = False,
absolute_path: bool = True,
) ... | Template for exporting data to a Google Cloud Storage bucket. Specify your configuration settings in 'io_config.yaml'. Docs: https://docs.mage.ai/design/data-loading#googlecloudstorage |
27,070 | from mage_ai.settings.repo import get_repo_path
from mage_ai.io.config import ConfigFileLoader
from mage_ai.io.mysql import MySQL
from pandas import DataFrame
from os import path
def get_repo_path(
file_path: str = None,
root_project: bool = False,
absolute_path: bool = True,
) -> str:
"""
Retrieve... | Template for exporting data to a MySQL database. Specify your configuration settings in 'io_config.yaml'. Docs: https://docs.mage.ai/design/data-loading#mysql |
27,071 | from mage_ai.settings.repo import get_repo_path
from mage_ai.io.azure_blob_storage import AzureBlobStorage
from mage_ai.io.config import ConfigFileLoader
from pandas import DataFrame
from os import path
def get_repo_path(
file_path: str = None,
root_project: bool = False,
absolute_path: bool = True,
) -> s... | Template for exporting data to a Azure Blob Storage. Specify your configuration settings in 'io_config.yaml'. Docs: https://docs.mage.ai/design/data-loading |
27,072 | from mage_ai.settings.repo import get_repo_path
from mage_ai.io.config import ConfigFileLoader
from mage_ai.io.google_sheets import GoogleSheets
from pandas import DataFrame
from os import path
def get_repo_path(
file_path: str = None,
root_project: bool = False,
absolute_path: bool = True,
) -> str:
"... | Template for exporting data to a worksheet in a Google Sheet. Specify your configuration settings in 'io_config.yaml'. Sheet Name or ID may also be used instead of URL sheet_id = "your_sheet_id" sheet_name = "your_sheet_name" Worksheet position or name may also be specified worksheet_position = 0 worksheet_name = "your... |
27,073 | from mage_ai.settings.repo import get_repo_path
from mage_ai.io.config import ConfigFileLoader
from mage_ai.io.s3 import S3
from pandas import DataFrame
from os import path
def get_repo_path(
file_path: str = None,
root_project: bool = False,
absolute_path: bool = True,
) -> str:
"""
Retrieve the r... | Template for exporting data to a S3 bucket. Specify your configuration settings in 'io_config.yaml'. Docs: https://docs.mage.ai/design/data-loading#s3 |
27,074 | from os import path
from pandas import DataFrame
from mage_ai.settings.repo import get_repo_path
from mage_ai.io.config import ConfigFileLoader
from mage_ai.io.mongodb import MongoDB
def get_repo_path(
file_path: str = None,
root_project: bool = False,
absolute_path: bool = True,
) -> str:
"""
Retr... | null |
27,075 | from os import path
from pandas import DataFrame
from mage_ai.settings.repo import get_repo_path
from mage_ai.io.config import ConfigFileLoader
from mage_ai.io.chroma import Chroma
def get_repo_path(
file_path: str = None,
root_project: bool = False,
absolute_path: bool = True,
) -> str:
"""
Retrie... | null |
27,076 |
The provided code snippet includes necessary dependencies for implementing the `export_data_to_s3` function. Write a Python function `def export_data_to_s3(df, **kwargs)` to solve the following problem:
Template for exporting data to a S3 bucket.
Here is the function:
def export_data_to_s3(df, **kwargs):
"""
... | Template for exporting data to a S3 bucket. |
27,077 | from os import path
from pandas import DataFrame
from mage_ai.settings.repo import get_repo_path
from mage_ai.io.config import ConfigFileLoader
from mage_ai.io.qdrant import Qdrant
def get_repo_path(
file_path: str = None,
root_project: bool = False,
absolute_path: bool = True,
) -> str:
"""
Retrie... | Template to write data into Qdrant. |
27,078 | from mage_ai.settings.repo import get_repo_path
from mage_ai.io.config import ConfigFileLoader
from mage_ai.io.duckdb import DuckDB
from pandas import DataFrame
from os import path
def get_repo_path(
file_path: str = None,
root_project: bool = False,
absolute_path: bool = True,
) -> str:
"""
Retrie... | Template for exporting data to DuckDB database. Specify your configuration settings in 'io_config.yaml'. Docs: https://docs.mage.ai/design/data-loading#duckdb |
27,079 | from mage_ai.settings.repo import get_repo_path
from mage_ai.io.bigquery import BigQuery
from mage_ai.io.config import ConfigFileLoader
from pandas import DataFrame
from os import path
def get_repo_path(
file_path: str = None,
root_project: bool = False,
absolute_path: bool = True,
) -> str:
"""
Re... | Template for exporting data to a BigQuery warehouse. Specify your configuration settings in 'io_config.yaml'. Docs: https://docs.mage.ai/design/data-loading#bigquery |
27,080 | from mage_ai.settings.repo import get_repo_path
from mage_ai.io.config import ConfigFileLoader
from mage_ai.io.postgres import Postgres
from pandas import DataFrame
from os import path
def get_repo_path(
file_path: str = None,
root_project: bool = False,
absolute_path: bool = True,
) -> str:
"""
Re... | Template for exporting data to a PostgreSQL database. Specify your configuration settings in 'io_config.yaml'. Docs: https://docs.mage.ai/design/data-loading#postgresql |
27,081 | from mage_ai.settings.repo import get_repo_path
from mage_ai.io.config import ConfigFileLoader
from mage_ai.io.algolia import Algolia
from os import path
def get_repo_path(
file_path: str = None,
root_project: bool = False,
absolute_path: bool = True,
) -> str:
"""
Retrieve the repository path base... | Template for loading data from Algolia. |
27,082 | from mage_ai.settings.repo import get_repo_path
from mage_ai.io.config import ConfigFileLoader
from mage_ai.io.weaviate import Weaviate
from os import path
def get_repo_path(
file_path: str = None,
root_project: bool = False,
absolute_path: bool = True,
) -> str:
"""
Retrieve the repository path ba... | Template to load data from Weaviate. |
27,083 | import io
import pandas as pd
import requests
The provided code snippet includes necessary dependencies for implementing the `load_data_from_api` function. Write a Python function `def load_data_from_api(*args, **kwargs)` to solve the following problem:
Template for loading data from API
Here is the function:
def lo... | Template for loading data from API |
27,084 | from mage_ai.settings.repo import get_repo_path
from mage_ai.io.config import ConfigFileLoader
from mage_ai.io.snowflake import Snowflake
from os import path
def get_repo_path(
file_path: str = None,
root_project: bool = False,
absolute_path: bool = True,
) -> str:
"""
Retrieve the repository path ... | Template for loading data from a Snowflake warehouse. Specify your configuration settings in 'io_config.yaml'. Docs: https://docs.mage.ai/design/data-loading#example-loading-data-from-snowflake-warehouse |
27,085 | from mage_ai.settings.repo import get_repo_path
from mage_ai.io.config import ConfigFileLoader
from mage_ai.io.mssql import MSSQL
from os import path
def get_repo_path(
file_path: str = None,
root_project: bool = False,
absolute_path: bool = True,
) -> str:
"""
Retrieve the repository path based on... | Template for loading data from a MSSQL database. Specify your configuration settings in 'io_config.yaml'. Set the following in your io_config: Docs: https://docs.mage.ai/integrations/databases/MicrosoftSQLServer |
27,086 | from mage_ai.io.file import FileIO
class FileIO(BaseFile):
"""
Handles data transfer between the filesystem and the Mage app.
"""
def load(
self,
filepath: Union[str, os.PathLike] = None,
format: Union[FileFormat, str, None] = None,
file_directories: List[str] = None,
... | Template for loading data from filesystem. Load data from 1 file or multiple file directories. For multiple directories, use the following: FileIO().load(file_directories=['dir_1', 'dir_2']) Docs: https://docs.mage.ai/design/data-loading#fileio |
27,087 | from mage_ai.settings.repo import get_repo_path
from mage_ai.io.config import ConfigFileLoader
from mage_ai.io.redshift import Redshift
from os import path
def get_repo_path(
file_path: str = None,
root_project: bool = False,
absolute_path: bool = True,
) -> str:
"""
Retrieve the repository path ba... | Template for loading data from a Redshift cluster. Specify your configuration settings in 'io_config.yaml'. Docs: https://docs.mage.ai/design/data-loading#redshift |
27,088 | from mage_ai.settings.repo import get_repo_path
from mage_ai.io.config import ConfigFileLoader
from mage_ai.io.google_cloud_storage import GoogleCloudStorage
from os import path
def get_repo_path(
file_path: str = None,
root_project: bool = False,
absolute_path: bool = True,
) -> str:
"""
Retrieve ... | Template for loading data from a Google Cloud Storage bucket. Specify your configuration settings in 'io_config.yaml'. Docs: https://docs.mage.ai/design/data-loading#googlecloudstorage |
27,089 | from mage_ai.settings.repo import get_repo_path
from mage_ai.io.config import ConfigFileLoader
from mage_ai.io.mysql import MySQL
from os import path
def get_repo_path(
file_path: str = None,
root_project: bool = False,
absolute_path: bool = True,
) -> str:
"""
Retrieve the repository path based on... | Template for loading data from a MySQL database. Specify your configuration settings in 'io_config.yaml'. Docs: https://docs.mage.ai/design/data-loading#mysql |
27,090 | from mage_ai.settings.repo import get_repo_path
from mage_ai.io.config import ConfigFileLoader
from mage_ai.io.azure_blob_storage import AzureBlobStorage
from os import path
def get_repo_path(
file_path: str = None,
root_project: bool = False,
absolute_path: bool = True,
) -> str:
"""
Retrieve the ... | Template for loading data from a Azure Blob Storage. Specify your configuration settings in 'io_config.yaml'. Docs: https://docs.mage.ai/design/data-loading#azureblobstorage |
27,091 | from mage_ai.settings.repo import get_repo_path
from mage_ai.io.config import ConfigFileLoader
from mage_ai.io.google_sheets import GoogleSheets
from os import path
def get_repo_path(
file_path: str = None,
root_project: bool = False,
absolute_path: bool = True,
) -> str:
"""
Retrieve the repositor... | Template for loading data from a worksheet in a Google Sheet. Specify your configuration settings in 'io_config.yaml'. Sheet Name or ID may also be used instead of URL sheet_id = "your_sheet_id" sheet_name = "your_sheet_name" Worksheet position or name may also be specified worksheet_position = 0 worksheet_name = "your... |
27,092 | from mage_ai.settings.repo import get_repo_path
from mage_ai.io.config import ConfigFileLoader
from mage_ai.io.s3 import S3
from os import path
def get_repo_path(
file_path: str = None,
root_project: bool = False,
absolute_path: bool = True,
) -> str:
"""
Retrieve the repository path based on the g... | Template for loading data from a S3 bucket. Specify your configuration settings in 'io_config.yaml'. Docs: https://docs.mage.ai/design/data-loading#s3 |
27,093 | from mage_ai.settings.repo import get_repo_path
from mage_ai.io.config import ConfigFileLoader
from mage_ai.io.mongodb import MongoDB
from os import path
def get_repo_path(
file_path: str = None,
root_project: bool = False,
absolute_path: bool = True,
) -> str:
"""
Retrieve the repository path base... | null |
27,094 | from mage_ai.settings.repo import get_repo_path
from mage_ai.io.config import ConfigFileLoader
from mage_ai.io.oracledb import OracleDB
from os import path
def get_repo_path(
file_path: str = None,
root_project: bool = False,
absolute_path: bool = True,
) -> str:
"""
Retrieve the repository path ba... | Template for loading data from a OracleDB database. Specify your configuration settings in 'io_config.yaml'. |
27,095 | from mage_ai.settings.repo import get_repo_path
from mage_ai.io.config import ConfigFileLoader
from mage_ai.io.chroma import Chroma
from os import path
def get_repo_path(
file_path: str = None,
root_project: bool = False,
absolute_path: bool = True,
) -> str:
"""
Retrieve the repository path based ... | Template for loading data from Chroma. |
27,096 |
The provided code snippet includes necessary dependencies for implementing the `load_from_s3_bucket` function. Write a Python function `def load_from_s3_bucket(**kwargs)` to solve the following problem:
Template for loading data from a S3 bucket.
Here is the function:
def load_from_s3_bucket(**kwargs):
"""
... | Template for loading data from a S3 bucket. |
27,097 | from mage_ai.settings.repo import get_repo_path
from mage_ai.io.config import ConfigFileLoader
from mage_ai.io.qdrant import Qdrant
from sentence_transformers import SentenceTransformer
from os import path
DEFAULT_MODEL = 'all-MiniLM-L6-v2'
def get_repo_path(
file_path: str = None,
root_project: bool = False,
... | Template to load data from Qdrant. |
27,098 | from mage_ai.settings.repo import get_repo_path
from mage_ai.io.config import ConfigFileLoader
from mage_ai.io.duckdb import DuckDB
from os import path
def get_repo_path(
file_path: str = None,
root_project: bool = False,
absolute_path: bool = True,
) -> str:
"""
Retrieve the repository path based ... | Template for loading data from DuckDB database. Specify your configuration settings in 'io_config.yaml'. Docs: https://docs.mage.ai/design/data-loading#duckdb |
27,099 | from mage_ai.data_preparation.repo_manager import get_repo_path
from mage_ai.io.config import ConfigFileLoader
from mage_ai.io.pinot import Pinot
from os import path
def get_repo_path() -> str:
warn(
'repo_manager.get_repo_path is deprecated. Please use mage_ai.settings.repo.get_repo_path',
Depreca... | Template for loading data from a Pinot warehouse. Specify your configuration settings in 'io_config.yaml'. Docs: https://docs.mage.ai/design/data-loading#pinot |
27,100 | from mage_ai.settings.repo import get_repo_path
from mage_ai.io.bigquery import BigQuery
from mage_ai.io.config import ConfigFileLoader
from os import path
def get_repo_path(
file_path: str = None,
root_project: bool = False,
absolute_path: bool = True,
) -> str:
"""
Retrieve the repository path ba... | Template for loading data from a BigQuery warehouse. Specify your configuration settings in 'io_config.yaml'. Docs: https://docs.mage.ai/design/data-loading#bigquery |
27,101 | from mage_ai.settings.repo import get_repo_path
from mage_ai.io.config import ConfigFileLoader
from mage_ai.io.druid import Druid
from os import path
def get_repo_path(
file_path: str = None,
root_project: bool = False,
absolute_path: bool = True,
) -> str:
"""
Retrieve the repository path based on... | Template for loading data from a Druid warehouse. Specify your configuration settings in 'io_config.yaml'. Docs: https://docs.mage.ai/design/data-loading#druid |
27,102 | from mage_ai.settings.repo import get_repo_path
from mage_ai.io.config import ConfigFileLoader
from mage_ai.io.postgres import Postgres
from os import path
def get_repo_path(
file_path: str = None,
root_project: bool = False,
absolute_path: bool = True,
) -> str:
"""
Retrieve the repository path ba... | Template for loading data from a PostgreSQL database. Specify your configuration settings in 'io_config.yaml'. Docs: https://docs.mage.ai/design/data-loading#postgresql |
27,103 | from mage_ai.settings.repo import get_repo_path
from mage_ai.io.config import ConfigFileLoader
from mage_ai.io.snowflake import Snowflake
from os import path
def get_repo_path(
file_path: str = None,
root_project: bool = False,
absolute_path: bool = True,
) -> str:
"""
Retrieve the repository path ... | Template code for checking the results of a Snowflake query. Specify your configuration settings in 'io_config.yaml'. Return: True if the sensor should complete, False if it should keep waiting |
27,104 | from mage_ai.settings.repo import get_repo_path
from mage_ai.io.config import ConfigFileLoader
from mage_ai.io.redshift import Redshift
from os import path
def get_repo_path(
file_path: str = None,
root_project: bool = False,
absolute_path: bool = True,
) -> str:
"""
Retrieve the repository path ba... | Template code for checking the results of a Redshift query. Specify your configuration settings in 'io_config.yaml'. Return: True if the sensor should complete, False if it should keep waiting |
27,105 | from mage_ai.orchestration.run_status_checker import check_status
def check_status(
pipeline_uuid: str,
execution_date: datetime,
block_uuid: str = None,
hours: int = 24,
) -> bool:
__validate_pipeline_and_block(pipeline_uuid, block_uuid)
execution_date = execution_date.replace(tzinfo=timezone... | Template code for checking if block or pipeline run completed. |
27,106 | from mage_ai.settings.repo import get_repo_path
from mage_ai.io.config import ConfigFileLoader
from mage_ai.io.google_cloud_storage import GoogleCloudStorage
from os import path
def get_repo_path(
file_path: str = None,
root_project: bool = False,
absolute_path: bool = True,
) -> str:
"""
Retrieve ... | Template code for checking if a file or folder exists in a Google Cloud Storage bucket. Specify your configuration settings in 'io_config.yaml'. Docs: https://docs.mage.ai/design/data-loading#googlecloudstorage |
27,107 | from mage_ai.settings.repo import get_repo_path
from mage_ai.io.config import ConfigFileLoader
from mage_ai.io.mysql import MySQL
from os import path
def get_repo_path(
file_path: str = None,
root_project: bool = False,
absolute_path: bool = True,
) -> str:
"""
Retrieve the repository path based on... | Template code for checking the results of a MySQL query. Specify your configuration settings in 'io_config.yaml'. Return: True if the sensor should complete, False if it should keep waiting |
27,108 | from mage_ai.settings.repo import get_repo_path
from mage_ai.io.config import ConfigFileLoader
from mage_ai.io.s3 import S3
from os import path
def get_repo_path(
file_path: str = None,
root_project: bool = False,
absolute_path: bool = True,
) -> str:
"""
Retrieve the repository path based on the g... | Template code for checking if a file or folder exists in a S3 bucket You will also need to fill out the following AWS related fields in `io_config.yaml`: - AWS_ACCESS_KEY_ID - AWS_SECRET_ACCESS_KEY - AWS_REGION |
27,109 | from mage_ai.settings.repo import get_repo_path
from mage_ai.io.bigquery import BigQuery
from mage_ai.io.config import ConfigFileLoader
from os import path
def get_repo_path(
file_path: str = None,
root_project: bool = False,
absolute_path: bool = True,
) -> str:
"""
Retrieve the repository path ba... | Template code for checking the results of a BigQuery query. Specify your configuration settings in 'io_config.yaml'. Return: True if the sensor should complete, False if it should keep waiting |
27,110 | from mage_ai.settings.repo import get_repo_path
from mage_ai.io.config import ConfigFileLoader
from mage_ai.io.postgres import Postgres
from os import path
def get_repo_path(
file_path: str = None,
root_project: bool = False,
absolute_path: bool = True,
) -> str:
"""
Retrieve the repository path ba... | Template code for checking the results of a Postgres query. Specify your configuration settings in 'io_config.yaml'. Return: True if the sensor should complete, False if it should keep waiting |
27,111 | from typing import Dict, List, Mapping, Union
from mage_ai.data_integrations.destinations.constants import DESTINATIONS
from mage_ai.data_integrations.sources.constants import SOURCES
from mage_ai.data_integrations.utils.settings import get_uuid
from mage_ai.data_preparation.models.constants import (
BLOCK_LANGUAGE... | null |
27,112 | from typing import Dict, List
def destination(*args, **kwargs) -> str:
return {{ data_integration_uuid }}
def config(*args, **kwargs) -> Dict:
destination: str = kwargs.get('destination', None) | null |
27,113 | from typing import Callable, Dict, List
def source(*args, **kwargs) -> str:
return {{ data_integration_uuid }}
def config(*args, **kwargs) -> Dict:
source: str = kwargs.get('source', None) | null |
27,114 | from mage_ai.io.file import FileIO
from pandas import DataFrame
class FileIO(BaseFile):
"""
Handles data transfer between the filesystem and the Mage app.
"""
def load(
self,
filepath: Union[str, os.PathLike] = None,
format: Union[FileFormat, str, None] = None,
file_dir... | Template for exporting data to filesystem. Docs: https://docs.mage.ai/design/data-loading#example-loading-data-from-a-file |
27,115 | import io
import pandas as pd
import requests
from pandas import DataFrame
The provided code snippet includes necessary dependencies for implementing the `load_data_from_api` function. Write a Python function `def load_data_from_api(**kwargs) -> DataFrame` to solve the following problem:
Template for loading data from... | Template for loading data from API |
27,116 | import io
import pandas as pd
import requests
from pandas import DataFrame
The provided code snippet includes necessary dependencies for implementing the `test_output` function. Write a Python function `def test_output(df) -> None` to solve the following problem:
Template code for testing the output of the block.
Her... | Template code for testing the output of the block. |
27,117 | from pandas import DataFrame
import math
def select_number_columns(df: DataFrame) -> DataFrame:
return df[['Age', 'Fare', 'Parch', 'Pclass', 'SibSp', 'Survived']]
def fill_missing_values_with_median(df: DataFrame) -> DataFrame:
for col in df.columns:
values = sorted(df[col].dropna().tolist())
me... | Template code for a transformer block. Add more parameters to this function if this block has multiple parent blocks. There should be one parameter for each output variable from each parent block. Args: df (DataFrame): Data frame from parent block. Returns: DataFrame: Transformed data frame |
27,118 | from pandas import DataFrame
import math
The provided code snippet includes necessary dependencies for implementing the `test_output` function. Write a Python function `def test_output(df) -> None` to solve the following problem:
Template code for testing the output of the block.
Here is the function:
def test_outpu... | Template code for testing the output of the block. |
27,119 |
def on_success_callback(**kwargs):
pass | null |
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