id
int64
0
190k
prompt
stringlengths
21
13.4M
docstring
stringlengths
1
12k
3,975
def get_default_azure_credential(): from azure.identity import DefaultAzureCredential try: from azure.ai.ml._azure_environments import _get_default_cloud_name, EndpointURLS, _get_cloud, AzureEnvironments except ImportError: return DefaultAzureCredential() # Support sovereign cloud case...
null
3,976
import re from typing import Any, Dict, Mapping from promptflow._constants import LINE_NUMBER_KEY from promptflow._utils.logger_utils import LoggerFactory from promptflow.batch._errors import InputMappingError The provided code snippet includes necessary dependencies for implementing the `apply_inputs_mapping` functio...
Apply input mapping to inputs for new contract. .. admonition:: Examples .. code-block:: python inputs: { "data": {"answer": "I'm fine, thank you.", "question": "How are you?"}, "baseline": {"answer": "The weather is good."}, } inputs_mapping: { "question": "${data.question}", "groundtruth": "${data.answer}", "baseline...
3,977
import hashlib import os from os import PathLike from pathlib import Path from typing import Union from promptflow._sdk._constants import DAG_FILE_NAME, DEFAULT_ENCODING from promptflow._utils.logger_utils import LoggerFactory from promptflow._utils.yaml_utils import dump_yaml, load_yaml logger = LoggerFactory.get_logg...
Get the lineage id for flow. The flow lineage id will be same for same flow in same GIT repo or device. If the flow locates in GIT repo: use Repo name + relative path to flow_dir as session id Otherwise: use device id + absolute path to flow_dir as session id :param flow_dir: flow directory
3,978
import hashlib import os from os import PathLike from pathlib import Path from typing import Union from promptflow._sdk._constants import DAG_FILE_NAME, DEFAULT_ENCODING from promptflow._utils.logger_utils import LoggerFactory from promptflow._utils.yaml_utils import dump_yaml, load_yaml def resolve_flow_path(flow_path...
Load flow dag from given flow path.
3,979
import hashlib import os from os import PathLike from pathlib import Path from typing import Union from promptflow._sdk._constants import DAG_FILE_NAME, DEFAULT_ENCODING from promptflow._utils.logger_utils import LoggerFactory from promptflow._utils.yaml_utils import dump_yaml, load_yaml def resolve_flow_path(flow_path...
Dump flow dag to given flow path.
3,980
import contextlib import contextvars import functools import importlib import json import logging import os import re import shutil import time import traceback from datetime import datetime from pathlib import Path from typing import Any, Dict, Iterable, Iterator, List, Optional, TypeVar, Union from promptflow._consta...
null
3,981
import contextlib import contextvars import functools import importlib import json import logging import os import re import shutil import time import traceback from datetime import datetime from pathlib import Path from typing import Any, Dict, Iterable, Iterator, List, Optional, TypeVar, Union from promptflow._consta...
null
3,982
import contextlib import contextvars import functools import importlib import json import logging import os import re import shutil import time import traceback from datetime import datetime from pathlib import Path from typing import Any, Dict, Iterable, Iterator, List, Optional, TypeVar, Union from promptflow._consta...
null
3,983
import contextlib import contextvars import functools import importlib import json import logging import os import re import shutil import time import traceback from datetime import datetime from pathlib import Path from typing import Any, Dict, Iterable, Iterator, List, Optional, TypeVar, Union from promptflow._consta...
null
3,984
import contextlib import contextvars import functools import importlib import json import logging import os import re import shutil import time import traceback from datetime import datetime from pathlib import Path from typing import Any, Dict, Iterable, Iterator, List, Optional, TypeVar, Union from promptflow._consta...
null
3,985
import contextlib import contextvars import functools import importlib import json import logging import os import re import shutil import time import traceback from datetime import datetime from pathlib import Path from typing import Any, Dict, Iterable, Iterator, List, Optional, TypeVar, Union from promptflow._consta...
null
3,986
import contextlib import contextvars import functools import importlib import json import logging import os import re import shutil import time import traceback from datetime import datetime from pathlib import Path from typing import Any, Dict, Iterable, Iterator, List, Optional, TypeVar, Union from promptflow._consta...
null
3,987
import contextlib import contextvars import functools import importlib import json import logging import os import re import shutil import time import traceback from datetime import datetime from pathlib import Path from typing import Any, Dict, Iterable, Iterator, List, Optional, TypeVar, Union from promptflow._consta...
null
3,988
import contextlib import contextvars import functools import importlib import json import logging import os import re import shutil import time import traceback from datetime import datetime from pathlib import Path from typing import Any, Dict, Iterable, Iterator, List, Optional, TypeVar, Union from promptflow._consta...
null
3,989
import contextlib import contextvars import functools import importlib import json import logging import os import re import shutil import time import traceback from datetime import datetime from pathlib import Path from typing import Any, Dict, Iterable, Iterator, List, Optional, TypeVar, Union from promptflow._consta...
null
3,990
import contextlib import contextvars import functools import importlib import json import logging import os import re import shutil import time import traceback from datetime import datetime from pathlib import Path from typing import Any, Dict, Iterable, Iterator, List, Optional, TypeVar, Union from promptflow._consta...
null
3,991
import contextlib import contextvars import functools import importlib import json import logging import os import re import shutil import time import traceback from datetime import datetime from pathlib import Path from typing import Any, Dict, Iterable, Iterator, List, Optional, TypeVar, Union from promptflow._consta...
null
3,992
import contextlib import contextvars import functools import importlib import json import logging import os import re import shutil import time import traceback from datetime import datetime from pathlib import Path from typing import Any, Dict, Iterable, Iterator, List, Optional, TypeVar, Union from promptflow._consta...
null
3,993
import contextlib import contextvars import functools import importlib import json import logging import os import re import shutil import time import traceback from datetime import datetime from pathlib import Path from typing import Any, Dict, Iterable, Iterator, List, Optional, TypeVar, Union from promptflow._consta...
null
3,994
import contextlib import contextvars import functools import importlib import json import logging import os import re import shutil import time import traceback from datetime import datetime from pathlib import Path from typing import Any, Dict, Iterable, Iterator, List, Optional, TypeVar, Union from promptflow._consta...
Use this function to convert inputs_mapping to a string that can be passed to component as a string parameter, we have to do this since we can't pass a dict as a parameter to component. # TODO: Finalize the format of inputs_mapping
3,995
import contextlib import contextvars import functools import importlib import json import logging import os import re import shutil import time import traceback from datetime import datetime from pathlib import Path from typing import Any, Dict, Iterable, Iterator, List, Optional, TypeVar, Union from promptflow._consta...
null
3,996
import contextlib import contextvars import functools import importlib import json import logging import os import re import shutil import time import traceback from datetime import datetime from pathlib import Path from typing import Any, Dict, Iterable, Iterator, List, Optional, TypeVar, Union from promptflow._consta...
Resolve directory to absolute path with base_dir as root
3,997
import contextlib import contextvars import functools import importlib import json import logging import os import re import shutil import time import traceback from datetime import datetime from pathlib import Path from typing import Any, Dict, Iterable, Iterator, List, Optional, TypeVar, Union from promptflow._consta...
Parse string user agent to dict with name as ua name and value as ua version.
3,998
import contextlib import contextvars import functools import importlib import json import logging import os import re import shutil import time import traceback from datetime import datetime from pathlib import Path from typing import Any, Dict, Iterable, Iterator, List, Optional, TypeVar, Union from promptflow._consta...
The function `get_int_env_var` retrieves an integer environment variable value, with an optional default value if the variable is not set or cannot be converted to an integer. :param env_var_name: The name of the environment variable you want to retrieve the value of :param default_value: The default value is the value...
3,999
import contextlib import contextvars import functools import importlib import json import logging import os import re import shutil import time import traceback from datetime import datetime from pathlib import Path from typing import Any, Dict, Iterable, Iterator, List, Optional, TypeVar, Union from promptflow._consta...
null
4,000
import contextlib import contextvars import functools import importlib import json import logging import os import re import shutil import time import traceback from datetime import datetime from pathlib import Path from typing import Any, Dict, Iterable, Iterator, List, Optional, TypeVar, Union from promptflow._consta...
null
4,001
import contextlib import contextvars import functools import importlib import json import logging import os import re import shutil import time import traceback from datetime import datetime from pathlib import Path from typing import Any, Dict, Iterable, Iterator, List, Optional, TypeVar, Union from promptflow._consta...
null
4,002
import contextlib import contextvars import functools import importlib import json import logging import os import re import shutil import time import traceback from datetime import datetime from pathlib import Path from typing import Any, Dict, Iterable, Iterator, List, Optional, TypeVar, Union from promptflow._consta...
Copy all files from src_dir to dst_dir recursively, excluding a specific file directly under the root of src_dir. :param src_dir: Source directory path :type src_dir: str :param dst_dir: Destination directory path :type dst_dir: str :param exclude_file: Name of the file to exclude from copying :type exclude_file: str
4,003
import contextlib import contextvars import functools import importlib import json import logging import os import re import shutil import time import traceback from datetime import datetime from pathlib import Path from typing import Any, Dict, Iterable, Iterator, List, Optional, TypeVar, Union from promptflow._consta...
Checks if user is using a Jupyter Notebook. This is necessary because logging is not allowed in non-Jupyter contexts. Adapted from https://stackoverflow.com/a/22424821
4,004
import contextlib import contextvars import functools import importlib import json import logging import os import re import shutil import time import traceback from datetime import datetime from pathlib import Path from typing import Any, Dict, Iterable, Iterator, List, Optional, TypeVar, Union from promptflow._consta...
null
4,005
import contextlib import contextvars import functools import importlib import json import logging import os import re import shutil import time import traceback from datetime import datetime from pathlib import Path from typing import Any, Dict, Iterable, Iterator, List, Optional, TypeVar, Union from promptflow._consta...
Create folder if not exists and return the folder path.
4,006
import time from functools import wraps from typing import Tuple, Type, Union from requests import Response from promptflow._utils.logger_utils import LoggerFactory logger = LoggerFactory.get_logger(__name__) The provided code snippet includes necessary dependencies for implementing the `retry` function. Write a Pytho...
From https://www.saltycrane.com/blog/2009/11/trying-out-retry-decorator-python/ Retry calling the decorated function using an exponential backoff. http://www.saltycrane.com/blog/2009/11/trying-out-retry-decorator-python/ original from: http://wiki.python.org/moin/PythonDecoratorLibrary#Retry :param exception_to_check: ...
4,007
import time from functools import wraps from typing import Tuple, Type, Union from requests import Response from promptflow._utils.logger_utils import LoggerFactory logger = LoggerFactory.get_logger(__name__) HTTP_RETRY_CODES = set(range(999)) - HTTP_SAFE_CODES The provided code snippet includes necessary dependencies...
:param f: function to be retried, should return a Response object. :type f: Callable :param tries: number of times to try (not retry) before giving up :type tries: int :param delay: initial delay between retries in seconds :type delay: int :param backoff: backoff multiplier e.g. value of 2 will double the delay each re...
4,008
import logging import os import signal import psutil from promptflow._utils.logger_utils import bulk_logger The provided code snippet includes necessary dependencies for implementing the `block_terminate_signal_to_parent` function. Write a Python function `def block_terminate_signal_to_parent()` to solve the following...
In uvicorn app, the main process listens for requests and handles graceful shutdowns through signal listeners set up at initialization. These listeners use a file descriptor for event notifications. However, when a child process is forked within the application, it inherits this file descriptor, leading to an issue whe...
4,009
import logging import os import signal import psutil from promptflow._utils.logger_utils import bulk_logger The provided code snippet includes necessary dependencies for implementing the `get_available_max_worker_count` function. Write a Python function `def get_available_max_worker_count(logger: logging.Logger = bulk...
When creating processes using the spawn method, it consumes certain resources. So we can use this method to determine how many workers can be maximally created.
4,010
import logging import os from pathlib import Path from typing import Any, Dict, List, Tuple, Union from promptflow.exceptions import ErrorTarget, UserErrorException def load_df(local_path: Union[str, Path], logger: logging.Logger = None, max_rows_count: int = None) -> "DataFrame": """load data from local file to df...
load data from local file
4,011
from dataclasses import fields, is_dataclass from datetime import datetime from enum import Enum from typing import Any, Callable, Dict, List, Type, TypeVar from promptflow._constants import DEFAULT_OUTPUT_NAME from promptflow._core.generator_proxy import GeneratorProxy from promptflow.contracts.tool import ConnectionT...
null
4,012
from dataclasses import fields, is_dataclass from datetime import datetime from enum import Enum from typing import Any, Callable, Dict, List, Type, TypeVar from promptflow._constants import DEFAULT_OUTPUT_NAME from promptflow._core.generator_proxy import GeneratorProxy from promptflow.contracts.tool import ConnectionT...
null
4,013
from dataclasses import fields, is_dataclass from datetime import datetime from enum import Enum from typing import Any, Callable, Dict, List, Type, TypeVar from promptflow._constants import DEFAULT_OUTPUT_NAME from promptflow._core.generator_proxy import GeneratorProxy from promptflow.contracts.tool import ConnectionT...
Convert the output of eager flow to a dict. Since the output of eager flow may not be a dict, we need to convert it to a dict in batch mode. Examples: 1. If the output is a dict, return it directly: value = {"output": 1} -> {"output": 1} 2. If the output is a dataclass, convert it to a dict: value = SampleDataClass(out...
4,014
import datetime import json import logging from promptflow._constants import ( CLI_PACKAGE_NAME, CURRENT_VERSION, GET_PYPI_INTERVAL_DAY, HINT_INTERVAL_DAY, LAST_CHECK_TIME, LAST_HINT_TIME, LATEST_VERSION, PF_VERSION_CHECK, ) from promptflow._sdk._constants import HOME_PROMPT_FLOW_DIR def...
Get the latest versions from a cached file
4,015
import datetime import json import logging from promptflow._constants import ( CLI_PACKAGE_NAME, CURRENT_VERSION, GET_PYPI_INTERVAL_DAY, HINT_INTERVAL_DAY, LAST_CHECK_TIME, LAST_HINT_TIME, LATEST_VERSION, PF_VERSION_CHECK, ) from promptflow._sdk._constants import HOME_PROMPT_FLOW_DIR log...
Check if there is a new version of prompt flow available every 7 days. IF yes, log debug info to hint customer to upgrade package.
4,016
import json import os from datetime import datetime from enum import Enum from traceback import TracebackException, format_tb from types import TracebackType, FrameType from promptflow.exceptions import PromptflowException, SystemErrorException, UserErrorException, ValidationException The provided code snippet include...
Return the nth tb_next of input tb. If the tb does not have n tb_next, return the last tb which has a value. n = next_cnt
4,017
import json import os from datetime import datetime from enum import Enum from traceback import TracebackException, format_tb from types import TracebackType, FrameType from promptflow.exceptions import PromptflowException, SystemErrorException, UserErrorException, ValidationException The provided code snippet include...
Return the line number where the error occurred.
4,018
import json import os from datetime import datetime from enum import Enum from traceback import TracebackException, format_tb from types import TracebackType, FrameType from promptflow.exceptions import PromptflowException, SystemErrorException, UserErrorException, ValidationException class RootErrorCode: USER_ERRO...
null
4,019
import json import os from datetime import datetime from enum import Enum from traceback import TracebackException, format_tb from types import TracebackType, FrameType from promptflow.exceptions import PromptflowException, SystemErrorException, UserErrorException, ValidationException The provided code snippet include...
Check if the frame is from promptflow core code.
4,020
import json import os from datetime import datetime from enum import Enum from traceback import TracebackException, format_tb from types import TracebackType, FrameType from promptflow.exceptions import PromptflowException, SystemErrorException, UserErrorException, ValidationException The provided code snippet include...
Given a string, removes specified suffix, if it has. >>> remove_suffix('hello world', 'world') 'hello ' >>> remove_suffix('hello world', 'hello ') 'hello world' >>> remove_suffix('NoColumnFoundError', 'Error') 'NoColumnFound' :param text: string from which prefix will be removed. :param suffix: suffix to be removed. :r...
4,021
import importlib import inspect import logging import re from dataclasses import asdict, fields, is_dataclass from enum import Enum, EnumMeta from typing import Any, Callable, Dict, List, Union, get_args, get_origin from jinja2 import Environment, meta from promptflow._constants import PF_MAIN_MODULE_NAME from promptfl...
null
4,022
import importlib import inspect import logging import re from dataclasses import asdict, fields, is_dataclass from enum import Enum, EnumMeta from typing import Any, Callable, Dict, List, Union, get_args, get_origin from jinja2 import Environment, meta from promptflow._constants import PF_MAIN_MODULE_NAME from promptfl...
Translate a function to tool definition. :param f: Function to be translated. :param type: Tool type :param initialize_inputs: The initialize() func inputs get by get_initialize_inputs() when function defined in class. We will merge those inputs with f() inputs. :return: The tool definition.
4,023
import importlib import inspect import logging import re from dataclasses import asdict, fields, is_dataclass from enum import Enum, EnumMeta from typing import Any, Callable, Dict, List, Union, get_args, get_origin from jinja2 import Environment, meta from promptflow._constants import PF_MAIN_MODULE_NAME from promptfl...
Get all input variable names and definitions from a jinja2 template string. : param template_str: template string : type t: str : return: the input name to InputDefinition dict : rtype t: Dict[str, ~promptflow.contracts.tool.InputDefinition] Example: >>> get_inputs_for_prompt_template( template_str="A simple prompt wit...
4,024
import importlib import inspect import logging import re from dataclasses import asdict, fields, is_dataclass from enum import Enum, EnumMeta from typing import Any, Callable, Dict, List, Union, get_args, get_origin from jinja2 import Environment, meta from promptflow._constants import PF_MAIN_MODULE_NAME from promptfl...
Get the param name of prompt template on provider.
4,025
import importlib import inspect import logging import re from dataclasses import asdict, fields, is_dataclass from enum import Enum, EnumMeta from typing import Any, Callable, Dict, List, Union, get_args, get_origin from jinja2 import Environment, meta from promptflow._constants import PF_MAIN_MODULE_NAME from promptfl...
null
4,026
import importlib import inspect import logging import re from dataclasses import asdict, fields, is_dataclass from enum import Enum, EnumMeta from typing import Any, Callable, Dict, List, Union, get_args, get_origin from jinja2 import Environment, meta from promptflow._constants import PF_MAIN_MODULE_NAME from promptfl...
Append workspace triple to func input params. :param func_sig_params: function signature parameters, full params. :param func_input_params_dict: user input param key-values for dynamic list function. :param ws_triple_dict: workspace triple dict, including subscription_id, resource_group_name, workspace_name. :return: c...
4,027
import importlib import inspect import logging import re from dataclasses import asdict, fields, is_dataclass from enum import Enum, EnumMeta from typing import Any, Callable, Dict, List, Union, get_args, get_origin from jinja2 import Environment, meta from promptflow._constants import PF_MAIN_MODULE_NAME from promptfl...
Load a function from a function path. The function path should be in the format of "module_name.function_name".
4,028
import importlib import inspect import logging import re from dataclasses import asdict, fields, is_dataclass from enum import Enum, EnumMeta from typing import Any, Callable, Dict, List, Union, get_args, get_origin from jinja2 import Environment, meta from promptflow._constants import PF_MAIN_MODULE_NAME from promptfl...
Automatically adds an index to the inputs of a tool based on their order in the tool's YAML. This function directly modifies the tool without returning any value. Example: - tool (dict): A dictionary representing a tool configuration. Inputs do not contain 'ui_hints': { 'name': 'My Custom LLM Tool', 'type': 'custom_llm...
4,029
import importlib import inspect import logging import re from dataclasses import asdict, fields, is_dataclass from enum import Enum, EnumMeta from typing import Any, Callable, Dict, List, Union, get_args, get_origin from jinja2 import Environment, meta from promptflow._constants import PF_MAIN_MODULE_NAME from promptfl...
null
4,030
import importlib import inspect import logging import re from dataclasses import asdict, fields, is_dataclass from enum import Enum, EnumMeta from typing import Any, Callable, Dict, List, Union, get_args, get_origin from jinja2 import Environment, meta from promptflow._constants import PF_MAIN_MODULE_NAME from promptfl...
null
4,031
import asyncio import contextvars from concurrent.futures import ThreadPoolExecutor from promptflow._utils.utils import set_context def _has_running_loop() -> bool: """Check if the current thread has a running event loop.""" # When using asyncio.get_running_loop(), a RuntimeError is raised if there is no runnin...
Run an async function in a new thread, allowing the current thread to have a running event loop. When run in an async environment (e.g., in a notebook), because each thread allows only one event loop, using asyncio.run directly leads to a RuntimeError ("asyncio.run() cannot be called from a running event loop"). To add...
4,032
from typing import AbstractSet, Any, Dict, List, Mapping from promptflow._utils.logger_utils import logger from promptflow.contracts.flow import Flow, FlowInputDefinition, InputAssignment, InputValueType from promptflow.contracts.run_info import FlowRunInfo, Status from promptflow.executor import _input_assignment_pars...
null
4,033
from typing import AbstractSet, Any, Dict, List, Mapping from promptflow._utils.logger_utils import logger from promptflow.contracts.flow import Flow, FlowInputDefinition, InputAssignment, InputValueType from promptflow.contracts.run_info import FlowRunInfo, Status from promptflow.executor import _input_assignment_pars...
Handle line failures in batch run
4,034
from typing import AbstractSet, Any, Dict, List, Mapping from promptflow._utils.logger_utils import logger from promptflow.contracts.flow import Flow, FlowInputDefinition, InputAssignment, InputValueType from promptflow.contracts.run_info import FlowRunInfo, Status from promptflow.executor import _input_assignment_pars...
Collect the values from the kvs according to the indexes.
4,035
from typing import AbstractSet, Any, Dict, List, Mapping from promptflow._utils.logger_utils import logger from promptflow.contracts.flow import Flow, FlowInputDefinition, InputAssignment, InputValueType from promptflow.contracts.run_info import FlowRunInfo, Status from promptflow.executor import _input_assignment_pars...
Extract the aggregation inputs of a flow from the nodes outputs.
4,036
import contextlib import os import sys The provided code snippet includes necessary dependencies for implementing the `_change_working_dir` function. Write a Python function `def _change_working_dir(path, mkdir=True)` to solve the following problem: Context manager for changing the current working directory Here is t...
Context manager for changing the current working directory
4,037
import contextlib import os import sys def inject_sys_path(path): original_sys_path = sys.path.copy() sys.path.insert(0, str(path)) try: yield finally: sys.path = original_sys_path
null
4,038
from dataclasses import dataclass from enum import Enum from typing import Optional class FeatureState(Enum): """The enum of feature state. READY: The feature is ready to use. E2ETEST: The feature is not ready to be shipped to customer and is in e2e testing. """ READY = "Ready" E2ETEST = "E2ETes...
null
4,039
import io import re from jinja2 import Template from .yaml_utils import dump_yaml, load_yaml_string def generate_custom_strong_type_connection_spec(cls, package, package_version): connection_spec = { "connectionCategory": "CustomKeys", "flowValueType": "CustomConnection", "connectionType": ...
null
4,040
import io import re from jinja2 import Template from .yaml_utils import dump_yaml, load_yaml_string def render_comments(connection_template, cls, secrets, configs): if cls.__doc__ is not None: data = load_yaml_string(connection_template) comments_map = extract_comments_mapping(list(secrets) + list(c...
null
4,041
import base64 import os import re import uuid from functools import partial from pathlib import Path from typing import Any, Callable, Dict from urllib.parse import urlparse import requests from promptflow._utils._errors import InvalidImageInput, LoadMultimediaDataError from promptflow.contracts.flow import FlowInputDe...
null
4,042
import base64 import os import re import uuid from functools import partial from pathlib import Path from typing import Any, Callable, Dict from urllib.parse import urlparse import requests from promptflow._utils._errors import InvalidImageInput, LoadMultimediaDataError from promptflow.contracts.flow import FlowInputDe...
null
4,043
import base64 import os import re import uuid from functools import partial from pathlib import Path from typing import Any, Callable, Dict from urllib.parse import urlparse import requests from promptflow._utils._errors import InvalidImageInput, LoadMultimediaDataError from promptflow.contracts.flow import FlowInputDe...
null
4,044
import base64 import os import re import uuid from functools import partial from pathlib import Path from typing import Any, Callable, Dict from urllib.parse import urlparse import requests from promptflow._utils._errors import InvalidImageInput, LoadMultimediaDataError from promptflow.contracts.flow import FlowInputDe...
null
4,045
import base64 import os import re import uuid from functools import partial from pathlib import Path from typing import Any, Callable, Dict from urllib.parse import urlparse import requests from promptflow._utils._errors import InvalidImageInput, LoadMultimediaDataError from promptflow.contracts.flow import FlowInputDe...
null
4,046
from copy import deepcopy from promptflow._core.generator_proxy import GeneratorProxy The provided code snippet includes necessary dependencies for implementing the `_deep_copy_and_extract_items_from_generator_proxy` function. Write a Python function `def _deep_copy_and_extract_items_from_generator_proxy(value: object...
Deep copy value, and if there is a GeneratorProxy, deepcopy the items from it. :param value: Any object. :type value: Object :return: Deep copied value. :rtype: Object
4,047
import json import logging import os import sys from contextvars import ContextVar from dataclasses import dataclass from functools import partial from typing import List, Optional from promptflow._constants import PF_LOGGING_LEVEL from promptflow._utils.credential_scrubber import CredentialScrubber from promptflow._ut...
null
4,048
import json import logging import os import sys from contextvars import ContextVar from dataclasses import dataclass from functools import partial from typing import List, Optional from promptflow._constants import PF_LOGGING_LEVEL from promptflow._utils.credential_scrubber import CredentialScrubber from promptflow._ut...
Scrub credentials in string s. For example, for input string: "print accountkey=accountKey", the output will be: "print accountkey=**data_scrubbed**"
4,049
import json import logging import os import sys from contextvars import ContextVar from dataclasses import dataclass from functools import partial from typing import List, Optional from promptflow._constants import PF_LOGGING_LEVEL from promptflow._utils.credential_scrubber import CredentialScrubber from promptflow._ut...
Get logger used by CLI SDK.
4,050
import inspect import json import jsonschema from promptflow._constants import ICON, ICON_DARK, ICON_LIGHT, SKIP_FUNC_PARAMS, TOOL_SCHEMA def _validate_input_settings(tool_inputs, input_settings): """ Check whether input settings of the tool are legitimate. :param tool_inputs: Tool inputs :type tool_inp...
Check whether the icon and input settings of the tool are legitimate. :param tool: The tool object :type tool: Tool :param input_settings: Input settings of the tool :type input_settings: Dict[str, InputSetting] :param extra_info: Extra info about the tool :type extra_info: Dict[str, obj] :return: Validation result of ...
4,051
import inspect import json import jsonschema from promptflow._constants import ICON, ICON_DARK, ICON_LIGHT, SKIP_FUNC_PARAMS, TOOL_SCHEMA The provided code snippet includes necessary dependencies for implementing the `_validate_tool_schema` function. Write a Python function `def _validate_tool_schema(tool_dict)` to so...
Check whether the generated schema of the tool are legitimate. :param tool_dict: The generated tool dict :type tool_dict: Dict[str, obj] :return: Validation result of the tool :rtype: str
4,052
import importlib.util import inspect import json import logging import multiprocessing import os import re import types from pathlib import Path from traceback import TracebackException from typing import Mapping from jinja2 import TemplateSyntaxError from jinja2.environment import COMMENT_END_STRING, COMMENT_START_STR...
null
4,053
import importlib.util import inspect import json import logging import multiprocessing import os import re import types from pathlib import Path from traceback import TracebackException from typing import Mapping from jinja2 import TemplateSyntaxError from jinja2.environment import COMMENT_END_STRING, COMMENT_START_STR...
null
4,054
import importlib.util import inspect import json import logging import multiprocessing import os import re import types from pathlib import Path from traceback import TracebackException from typing import Mapping from jinja2 import TemplateSyntaxError from jinja2.environment import COMMENT_END_STRING, COMMENT_START_STR...
null
4,055
import importlib.util import inspect import json import logging import multiprocessing import os import re import types from pathlib import Path from traceback import TracebackException from typing import Mapping from jinja2 import TemplateSyntaxError from jinja2.environment import COMMENT_END_STRING, COMMENT_START_STR...
:param working_dir: The working directory where the tools are located. :type working_dir: Path :param tools: A dictionary of tool sources and their configurations. :type tools: Mapping[str, Mapping[str, str]] :param input_logger: The logger to log the input. :type input_logger: logging.Logger :param timeout: The timeou...
4,056
import importlib.util import inspect import json import logging import multiprocessing import os import re import types from pathlib import Path from traceback import TracebackException from typing import Mapping from jinja2 import TemplateSyntaxError from jinja2.environment import COMMENT_END_STRING, COMMENT_START_STR...
null
4,057
import inspect import logging from abc import ABC from dataclasses import InitVar, asdict, dataclass, field from enum import Enum from typing import Callable, Dict, List, Optional, Union from promptflow.tracing._trace import _traced from promptflow.tracing.contracts.trace import TraceType STREAMING_OPTION_PARAMETER_ATT...
Decorator for tool functions. The decorated function will be registered as a tool and can be used in a flow. :param name: The tool name. :type name: str :param description: The tool description. :type description: str :param type: The tool type. :type type: str :param input_settings: Dict of input setting. :type input_...
4,058
import inspect import logging from abc import ABC from dataclasses import InitVar, asdict, dataclass, field from enum import Enum from typing import Callable, Dict, List, Optional, Union from promptflow.tracing._trace import _traced from promptflow.tracing.contracts.trace import TraceType The provided code snippet inc...
Parse args + kwargs to kwargs.
4,059
import inspect from typing import Callable class MetricLoggerManager: _instance = None def __init__(self): self._metric_loggers = [] def get_instance() -> "MetricLoggerManager": if MetricLoggerManager._instance is None: MetricLoggerManager._instance = MetricLoggerManager() ...
Log a metric for current promptflow run. :param key: Metric name. :type key: str :param value: Metric value. :type value: float :param variant_id: Variant id for the metric. :type variant_id: str
4,060
import inspect from typing import Callable class MetricLoggerManager: def __init__(self): def get_instance() -> "MetricLoggerManager": def log_metric(self, key, value, variant_id=None): def add_metric_logger(self, logger_func: Callable): def remove_metric_logger(self, logger_func: Callable): d...
null
4,061
import inspect from typing import Callable class MetricLoggerManager: _instance = None def __init__(self): self._metric_loggers = [] def get_instance() -> "MetricLoggerManager": if MetricLoggerManager._instance is None: MetricLoggerManager._instance = MetricLoggerManager() ...
null
4,062
import hashlib import json from dataclasses import dataclass from typing import Callable, List from promptflow._utils.logger_utils import flow_logger from promptflow.contracts.run_info import RunInfo from promptflow.storage import AbstractCacheStorage, AbstractRunStorage PROMPTFLOW_HASH_ATTR = "__promptflow_hash_func" ...
null
4,063
import hashlib import json from dataclasses import dataclass from typing import Callable, List from promptflow._utils.logger_utils import flow_logger from promptflow.contracts.run_info import RunInfo from promptflow.storage import AbstractCacheStorage, AbstractRunStorage def set_calculate_cache_func(tool_func, calculat...
null
4,064
import importlib import importlib.util import inspect import logging import traceback import types from functools import partial from pathlib import Path from typing import Callable, Dict, List, Mapping, Optional, Tuple, Union from promptflow._core._errors import ( InputTypeMismatch, InvalidSource, MissingR...
null
4,065
import importlib import importlib.util import inspect import logging import traceback import types from functools import partial from pathlib import Path from typing import Callable, Dict, List, Mapping, Optional, Tuple, Union from promptflow._core._errors import ( InputTypeMismatch, InvalidSource, MissingR...
Collect all tools from all installed packages.
4,066
import importlib import importlib.util import inspect import logging import traceback import types from functools import partial from pathlib import Path from typing import Callable, Dict, List, Mapping, Optional, Tuple, Union from promptflow._core._errors import ( InputTypeMismatch, InvalidSource, MissingR...
Collect all tools and custom strong type connections from all installed packages.
4,067
import importlib import importlib.util import inspect import logging import traceback import types from functools import partial from pathlib import Path from typing import Callable, Dict, List, Mapping, Optional, Tuple, Union from promptflow._core._errors import ( InputTypeMismatch, InvalidSource, MissingR...
null
4,068
import importlib import importlib.util import inspect import logging import traceback import types from functools import partial from pathlib import Path from typing import Callable, Dict, List, Mapping, Optional, Tuple, Union from promptflow._core._errors import ( InputTypeMismatch, InvalidSource, MissingR...
null
4,069
import importlib import importlib.util import inspect import logging import traceback import types from functools import partial from pathlib import Path from typing import Callable, Dict, List, Mapping, Optional, Tuple, Union from promptflow._core._errors import ( InputTypeMismatch, InvalidSource, MissingR...
null
4,070
import importlib import importlib.util import inspect import logging import traceback import types from functools import partial from pathlib import Path from typing import Callable, Dict, List, Mapping, Optional, Tuple, Union from promptflow._core._errors import ( InputTypeMismatch, InvalidSource, MissingR...
null
4,071
import importlib import importlib.util import inspect import logging import traceback import types from functools import partial from pathlib import Path from typing import Callable, Dict, List, Mapping, Optional, Tuple, Union from promptflow._core._errors import ( InputTypeMismatch, InvalidSource, MissingR...
null
4,072
import importlib import importlib.util import inspect import logging import traceback import types from functools import partial from pathlib import Path from typing import Callable, Dict, List, Mapping, Optional, Tuple, Union from promptflow._core._errors import ( InputTypeMismatch, InvalidSource, MissingR...
null
4,073
import importlib import importlib.util import inspect import logging import traceback import types from functools import partial from pathlib import Path from typing import Callable, Dict, List, Mapping, Optional, Tuple, Union from promptflow._core._errors import ( InputTypeMismatch, InvalidSource, MissingR...
null
4,074
import io from pathlib import Path from promptflow._constants import ICON, ICON_DARK, ICON_LIGHT from promptflow._utils.multimedia_utils import convert_multimedia_data_to_base64 from promptflow._utils.tool_utils import asdict_without_none from promptflow.contracts.multimedia import Image from promptflow.exceptions impo...
Parser input settings to dict :param tool_inputs: Tool inputs :type tool_inputs: Dict[str, obj] :param input_settings: Input settings of the tool :type input_settings: Dict[str, obj]