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# system: Don't make assumptions about what values to plug into functions. Ask for clarification if a user request is ambiguous. # user: {{prev_question}} # assistant: {{prev_answer}} # function: ## name: {{name}} ## content: {{result}} # user: {{question}}
promptflow/src/promptflow-tools/tests/test_configs/prompt_templates/prompt_with_function.jinja2/0
{ "file_path": "promptflow/src/promptflow-tools/tests/test_configs/prompt_templates/prompt_with_function.jinja2", "repo_id": "promptflow", "token_count": 82 }
34
# --------------------------------------------------------- # Copyright (c) Microsoft Corporation. All rights reserved. # --------------------------------------------------------- from promptflow._sdk._configuration import Configuration # This logic is copied from: https://github.com/microsoft/knack/blob/dev/knack/hel...
promptflow/src/promptflow/promptflow/_cli/_pf/help.py/0
{ "file_path": "promptflow/src/promptflow/promptflow/_cli/_pf/help.py", "repo_id": "promptflow", "token_count": 563 }
35
{ "package": {}, "code": { {% for key, prompt_obj in prompt_params.items() %} "{{ key }}": { "type": "prompt", "inputs": { {% for input_name, value in prompt_obj.get("inputs", {}).items() %} "{{ input_name }}": { "type": [ ...
promptflow/src/promptflow/promptflow/_cli/data/entry_flow/flow.tools.json.jinja2/0
{ "file_path": "promptflow/src/promptflow/promptflow/_cli/data/entry_flow/flow.tools.json.jinja2", "repo_id": "promptflow", "token_count": 779 }
36
$schema: https://azuremlschemas.azureedge.net/promptflow/latest/Flow.schema.json inputs: text: type: string outputs: output_prompt: type: string reference: ${echo_my_prompt.output} nodes: - name: hello_prompt type: prompt source: type: code path: hello.jinja2 inputs: text: ${inputs.tex...
promptflow/src/promptflow/promptflow/_cli/data/standard_flow/flow.dag.yaml/0
{ "file_path": "promptflow/src/promptflow/promptflow/_cli/data/standard_flow/flow.dag.yaml", "repo_id": "promptflow", "token_count": 205 }
37
# --------------------------------------------------------- # Copyright (c) Microsoft Corporation. All rights reserved. # --------------------------------------------------------- from contextvars import ContextVar from typing import Type, TypeVar T = TypeVar("T") class ThreadLocalSingleton: # Use context varia...
promptflow/src/promptflow/promptflow/_core/thread_local_singleton.py/0
{ "file_path": "promptflow/src/promptflow/promptflow/_core/thread_local_singleton.py", "repo_id": "promptflow", "token_count": 370 }
38
# --------------------------------------------------------- # Copyright (c) Microsoft Corporation. All rights reserved. # --------------------------------------------------------- import time from functools import partial, wraps from typing import Tuple, Union from sqlalchemy.exc import OperationalError def retry(e...
promptflow/src/promptflow/promptflow/_sdk/_orm/retry.py/0
{ "file_path": "promptflow/src/promptflow/promptflow/_sdk/_orm/retry.py", "repo_id": "promptflow", "token_count": 868 }
39
{ "swagger": "2.0", "basePath": "/v1.0", "paths": { "/Connections/": { "get": { "responses": { "403": { "description": "This service is available for local user only, please specify X-Remote-User in headers." ...
promptflow/src/promptflow/promptflow/_sdk/_service/swagger.json/0
{ "file_path": "promptflow/src/promptflow/promptflow/_sdk/_service/swagger.json", "repo_id": "promptflow", "token_count": 16309 }
40
# --------------------------------------------------------- # Copyright (c) Microsoft Corporation. All rights reserved. # --------------------------------------------------------- class FlowDataCollector: """FlowDataCollector is used to collect flow data via MDC for monitoring.""" def __init__(self, logger): ...
promptflow/src/promptflow/promptflow/_sdk/_serving/monitor/data_collector.py/0
{ "file_path": "promptflow/src/promptflow/promptflow/_sdk/_serving/monitor/data_collector.py", "repo_id": "promptflow", "token_count": 912 }
41
# --------------------------------------------------------- # Copyright (c) Microsoft Corporation. All rights reserved. # --------------------------------------------------------- import logging import os import platform import sys from opencensus.ext.azure.log_exporter import AzureEventHandler from promptflow._sdk._...
promptflow/src/promptflow/promptflow/_sdk/_telemetry/logging_handler.py/0
{ "file_path": "promptflow/src/promptflow/promptflow/_sdk/_telemetry/logging_handler.py", "repo_id": "promptflow", "token_count": 2042 }
42
#!/bin/bash echo "$(date -uIns) - promptflow-serve/finish $@" echo "$(date -uIns) - Stopped all Gunicorn processes"
promptflow/src/promptflow/promptflow/_sdk/data/docker_csharp/runit/promptflow-serve/finish.jinja2/0
{ "file_path": "promptflow/src/promptflow/promptflow/_sdk/data/docker_csharp/runit/promptflow-serve/finish.jinja2", "repo_id": "promptflow", "token_count": 45 }
43
# --------------------------------------------------------- # Copyright (c) Microsoft Corporation. All rights reserved. # --------------------------------------------------------- import abc import json from os import PathLike from pathlib import Path from typing import Dict, Optional, Tuple, Union from marshmallow i...
promptflow/src/promptflow/promptflow/_sdk/entities/_flow.py/0
{ "file_path": "promptflow/src/promptflow/promptflow/_sdk/entities/_flow.py", "repo_id": "promptflow", "token_count": 5217 }
44
# --------------------------------------------------------- # Copyright (c) Microsoft Corporation. All rights reserved. # --------------------------------------------------------- __path__ = __import__("pkgutil").extend_path(__path__, __name__) # type: ignore
promptflow/src/promptflow/promptflow/_sdk/schemas/__init__.py/0
{ "file_path": "promptflow/src/promptflow/promptflow/_sdk/schemas/__init__.py", "repo_id": "promptflow", "token_count": 54 }
45
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 = "E2...
promptflow/src/promptflow/promptflow/_utils/feature_utils.py/0
{ "file_path": "promptflow/src/promptflow/promptflow/_utils/feature_utils.py", "repo_id": "promptflow", "token_count": 447 }
46
# --------------------------------------------------------- # Copyright (c) Microsoft Corporation. All rights reserved. # --------------------------------------------------------- from pathlib import Path RESOURCE_FOLDER = Path(__file__).parent.parent / "resources" COMMAND_COMPONENT_SPEC_TEMPLATE = RESOURCE_FOLDER / ...
promptflow/src/promptflow/promptflow/azure/_constants/_component.py/0
{ "file_path": "promptflow/src/promptflow/promptflow/azure/_constants/_component.py", "repo_id": "promptflow", "token_count": 102 }
47
# coding=utf-8 # -------------------------------------------------------------------------- # Code generated by Microsoft (R) AutoRest Code Generator (autorest: 3.8.0, generator: @autorest/python@5.12.2) # Changes may cause incorrect behavior and will be lost if the code is regenerated. # ------------------------------...
promptflow/src/promptflow/promptflow/azure/_restclient/flow/aio/_azure_machine_learning_designer_service_client.py/0
{ "file_path": "promptflow/src/promptflow/promptflow/azure/_restclient/flow/aio/_azure_machine_learning_designer_service_client.py", "repo_id": "promptflow", "token_count": 1947 }
48
# coding=utf-8 # -------------------------------------------------------------------------- # Code generated by Microsoft (R) AutoRest Code Generator (autorest: 3.8.0, generator: @autorest/python@5.12.2) # Changes may cause incorrect behavior and will be lost if the code is regenerated. # ------------------------------...
promptflow/src/promptflow/promptflow/azure/_restclient/flow/models/_azure_machine_learning_designer_service_client_enums.py/0
{ "file_path": "promptflow/src/promptflow/promptflow/azure/_restclient/flow/models/_azure_machine_learning_designer_service_client_enums.py", "repo_id": "promptflow", "token_count": 22758 }
49
# --------------------------------------------------------- # Copyright (c) Microsoft Corporation. All rights reserved. # --------------------------------------------------------- """service_caller.py, module for interacting with the AzureML service.""" import json import os import sys import time import uuid from func...
promptflow/src/promptflow/promptflow/azure/_restclient/flow_service_caller.py/0
{ "file_path": "promptflow/src/promptflow/promptflow/azure/_restclient/flow_service_caller.py", "repo_id": "promptflow", "token_count": 11276 }
50
$schema: https://azuremlschemas.azureedge.net/latest/commandComponent.schema.json # will be changed to flow to support parallelism type: command outputs: output: # PRS team will always aggregate all the outputs into a single file under this folder for now type: uri_folder
promptflow/src/promptflow/promptflow/azure/resources/component_spec_template.yaml/0
{ "file_path": "promptflow/src/promptflow/promptflow/azure/resources/component_spec_template.yaml", "repo_id": "promptflow", "token_count": 85 }
51
# --------------------------------------------------------- # Copyright (c) Microsoft Corporation. All rights reserved. # --------------------------------------------------------- from enum import Enum class RunMode(str, Enum): """An enumeration of possible run modes.""" Test = "Test" SingleNode = "Sing...
promptflow/src/promptflow/promptflow/contracts/run_mode.py/0
{ "file_path": "promptflow/src/promptflow/promptflow/contracts/run_mode.py", "repo_id": "promptflow", "token_count": 374 }
52
# --------------------------------------------------------- # Copyright (c) Microsoft Corporation. All rights reserved. # --------------------------------------------------------- from dataclasses import dataclass from typing import Any, Dict, Mapping from promptflow.contracts.run_info import FlowRunInfo, RunInfo @...
promptflow/src/promptflow/promptflow/executor/_result.py/0
{ "file_path": "promptflow/src/promptflow/promptflow/executor/_result.py", "repo_id": "promptflow", "token_count": 669 }
53
from pathlib import Path PROMOTFLOW_ROOT = Path(__file__).parent.parent RUNTIME_TEST_CONFIGS_ROOT = Path(PROMOTFLOW_ROOT / "tests/test_configs/runtime") EXECUTOR_REQUESTS_ROOT = Path(PROMOTFLOW_ROOT / "tests/test_configs/executor_api_requests") MODEL_ROOT = Path(PROMOTFLOW_ROOT / "tests/test_configs/e2e_samples") CONN...
promptflow/src/promptflow/tests/_constants.py/0
{ "file_path": "promptflow/src/promptflow/tests/_constants.py", "repo_id": "promptflow", "token_count": 322 }
54
from pathlib import Path from tempfile import mkdtemp import pytest from promptflow.batch import BatchEngine from promptflow.batch._result import BatchResult from ..utils import get_flow_folder, get_flow_inputs_file, get_yaml_file @pytest.mark.usefixtures("use_secrets_config_file", "dev_connections") @pytest.mark....
promptflow/src/promptflow/tests/executor/e2etests/test_langchain.py/0
{ "file_path": "promptflow/src/promptflow/tests/executor/e2etests/test_langchain.py", "repo_id": "promptflow", "token_count": 530 }
55
inputs: {} outputs: {} nodes: - name: tool_with_conn type: python source: type: package tool: tool_with_connection inputs: conn: test_conn
promptflow/src/promptflow/tests/executor/package_tools/tool_with_connection/flow.dag.yaml/0
{ "file_path": "promptflow/src/promptflow/tests/executor/package_tools/tool_with_connection/flow.dag.yaml", "repo_id": "promptflow", "token_count": 63 }
56
import inspect import pytest from promptflow._core.generator_proxy import GeneratorProxy from promptflow._core.tracer import Tracer, _create_trace_from_function_call, _traced, trace from promptflow.connections import AzureOpenAIConnection from promptflow.contracts.trace import Trace, TraceType def generator(): ...
promptflow/src/promptflow/tests/executor/unittests/_core/test_tracer.py/0
{ "file_path": "promptflow/src/promptflow/tests/executor/unittests/_core/test_tracer.py", "repo_id": "promptflow", "token_count": 5794 }
57
import json from pathlib import Path from tempfile import mkdtemp from typing import Optional from unittest.mock import AsyncMock, patch import httpx import pytest from promptflow._utils.exception_utils import ExceptionPresenter from promptflow.batch._base_executor_proxy import APIBasedExecutorProxy from promptflow.b...
promptflow/src/promptflow/tests/executor/unittests/batch/test_base_executor_proxy.py/0
{ "file_path": "promptflow/src/promptflow/tests/executor/unittests/batch/test_base_executor_proxy.py", "repo_id": "promptflow", "token_count": 4370 }
58
import pytest from promptflow._core.tool_meta_generator import PythonLoadError from promptflow.exceptions import ErrorTarget from promptflow.executor._errors import ResolveToolError def code_with_bug(): 1 / 0 def raise_resolve_tool_error(func, target=None, module=None): try: func() except Excep...
promptflow/src/promptflow/tests/executor/unittests/executor/test_errors.py/0
{ "file_path": "promptflow/src/promptflow/tests/executor/unittests/executor/test_errors.py", "repo_id": "promptflow", "token_count": 773 }
59
# --------------------------------------------------------- # Copyright (c) Microsoft Corporation. All rights reserved. # --------------------------------------------------------- import logging import os import uuid from concurrent.futures import ThreadPoolExecutor from pathlib import Path from typing import Callable...
promptflow/src/promptflow/tests/sdk_cli_azure_test/conftest.py/0
{ "file_path": "promptflow/src/promptflow/tests/sdk_cli_azure_test/conftest.py", "repo_id": "promptflow", "token_count": 7579 }
60
# --------------------------------------------------------- # Copyright (c) Microsoft Corporation. All rights reserved. # --------------------------------------------------------- import base64 import json from typing import Dict from vcr.request import Request from .constants import AzureMLResourceTypes, SanitizedV...
promptflow/src/promptflow/tests/sdk_cli_azure_test/recording_utilities/processors.py/0
{ "file_path": "promptflow/src/promptflow/tests/sdk_cli_azure_test/recording_utilities/processors.py", "repo_id": "promptflow", "token_count": 4397 }
61
# --------------------------------------------------------- # Copyright (c) Microsoft Corporation. All rights reserved. # --------------------------------------------------------- import pytest from promptflow import PFClient from promptflow._sdk._configuration import Configuration AZUREML_RESOURCE_PROVIDER = "Micro...
promptflow/src/promptflow/tests/sdk_cli_global_config_test/conftest.py/0
{ "file_path": "promptflow/src/promptflow/tests/sdk_cli_global_config_test/conftest.py", "repo_id": "promptflow", "token_count": 293 }
62
import json import os import re import pytest from promptflow._core.operation_context import OperationContext @pytest.mark.usefixtures("recording_injection", "setup_local_connection") @pytest.mark.e2etest def test_swagger(flow_serving_client): swagger_dict = json.loads(flow_serving_client.get("/swagger.json").d...
promptflow/src/promptflow/tests/sdk_cli_test/e2etests/test_flow_serve.py/0
{ "file_path": "promptflow/src/promptflow/tests/sdk_cli_test/e2etests/test_flow_serve.py", "repo_id": "promptflow", "token_count": 6615 }
63
from pathlib import Path import pytest from sdk_cli_test.conftest import MODEL_ROOT from promptflow._cli._pf._flow import _resolve_python_flow_additional_includes @pytest.mark.unittest def test_flow_serve_resolve_additional_includes(): # Assert flow path not changed if no additional includes flow_path = (Pa...
promptflow/src/promptflow/tests/sdk_cli_test/unittests/test_flow_serve.py/0
{ "file_path": "promptflow/src/promptflow/tests/sdk_cli_test/unittests/test_flow_serve.py", "repo_id": "promptflow", "token_count": 346 }
64
# --------------------------------------------------------- # Copyright (c) Microsoft Corporation. All rights reserved. # --------------------------------------------------------- import pytest from ..utils import PFSOperations, check_activity_end_telemetry @pytest.mark.usefixtures("use_secrets_config_file") @pytes...
promptflow/src/promptflow/tests/sdk_pfs_test/e2etests/test_telemetry_apis.py/0
{ "file_path": "promptflow/src/promptflow/tests/sdk_pfs_test/e2etests/test_telemetry_apis.py", "repo_id": "promptflow", "token_count": 1088 }
65
$schema: https://azuremlschemas.azureedge.net/promptflow/latest/SerpConnection.schema.json name: my_serp_connection type: serp api_key: "<to-be-replaced>"
promptflow/src/promptflow/tests/test_configs/connections/serp_connection.yaml/0
{ "file_path": "promptflow/src/promptflow/tests/test_configs/connections/serp_connection.yaml", "repo_id": "promptflow", "token_count": 61 }
66
{"name": "Red", "id_text": "1.0", "id_int": 1, "id_float": 1.0 } {"name": "Blue", "id_text": "3.0", "id_int": 3, "id_float": 3.0 } {"name": "Yellow", "id_text": "2.0", "id_int": 2, "id_float": 2.0 }
promptflow/src/promptflow/tests/test_configs/datas/load_data_cases/colors.jsonl/0
{ "file_path": "promptflow/src/promptflow/tests/test_configs/datas/load_data_cases/colors.jsonl", "repo_id": "promptflow", "token_count": 98 }
67
import asyncio from promptflow import trace @trace async def wait(n: int): await asyncio.sleep(n) @trace async def dummy_llm(prompt: str, model: str, wait_seconds: int): await wait(wait_seconds) return prompt async def my_flow(text: str, models: list = []): tasks = [] for i, model in enumerat...
promptflow/src/promptflow/tests/test_configs/eager_flows/dummy_flow_with_trace/entry.py/0
{ "file_path": "promptflow/src/promptflow/tests/test_configs/eager_flows/dummy_flow_with_trace/entry.py", "repo_id": "promptflow", "token_count": 180 }
68
# --------------------------------------------------------- # Copyright (c) Microsoft Corporation. All rights reserved. # --------------------------------------------------------- def my_flow1(): """Simple flow without yaml.""" print("Hello world!") def my_flow2(): """Simple flow without yaml.""" pri...
promptflow/src/promptflow/tests/test_configs/eager_flows/multiple_entries/entry1.py/0
{ "file_path": "promptflow/src/promptflow/tests/test_configs/eager_flows/multiple_entries/entry1.py", "repo_id": "promptflow", "token_count": 83 }
69
from promptflow import tool @tool def summary_result(input1: str="Node A not executed.", input2: str="Node B not executed.") -> str: return input1 + ' ' + input2
promptflow/src/promptflow/tests/test_configs/flows/activate_condition_always_met/summary_result.py/0
{ "file_path": "promptflow/src/promptflow/tests/test_configs/flows/activate_condition_always_met/summary_result.py", "repo_id": "promptflow", "token_count": 50 }
70
{ "text": "hi" }
promptflow/src/promptflow/tests/test_configs/flows/all_depedencies_bypassed_with_activate_met/inputs.json/0
{ "file_path": "promptflow/src/promptflow/tests/test_configs/flows/all_depedencies_bypassed_with_activate_met/inputs.json", "repo_id": "promptflow", "token_count": 13 }
71
inputs: text: type: string default: dummy_input outputs: output_prompt: type: string reference: ${async_fail.output} nodes: - name: async_fail type: python source: type: code path: async_fail.py inputs: s: ${inputs.text}
promptflow/src/promptflow/tests/test_configs/flows/async_tools_failures/flow.dag.yaml/0
{ "file_path": "promptflow/src/promptflow/tests/test_configs/flows/async_tools_failures/flow.dag.yaml", "repo_id": "promptflow", "token_count": 110 }
72
environment: python_requirements_txt: requirements.txt version: 2 inputs: chat_history: type: list is_chat_history: true default: [] question: type: string is_chat_input: true default: I am going to swim today for 30 min in Guangzhou city, how much calories will I burn? assistant_i...
promptflow/src/promptflow/tests/test_configs/flows/chat-with-assistant-no-file/flow.dag.yaml/0
{ "file_path": "promptflow/src/promptflow/tests/test_configs/flows/chat-with-assistant-no-file/flow.dag.yaml", "repo_id": "promptflow", "token_count": 420 }
73
inputs: chat_history: type: list question: type: string is_chat_input: true default: What is ChatGPT? outputs: answer: type: string reference: ${show_answer.output} is_chat_output: true nodes: - inputs: deployment_name: gpt-35-turbo max_tokens: "256" temperature: "0.7" ...
promptflow/src/promptflow/tests/test_configs/flows/chat_flow_with_exception/flow.dag.yaml/0
{ "file_path": "promptflow/src/promptflow/tests/test_configs/flows/chat_flow_with_exception/flow.dag.yaml", "repo_id": "promptflow", "token_count": 272 }
74
from promptflow import tool @tool def extract_incident_id(incident_content: str, incident_id: int): if incident_id >= 0 and incident_id < 3: return { "has_incident_id": True, "incident_id": incident_id, "incident_content": incident_content } return { ...
promptflow/src/promptflow/tests/test_configs/flows/conditional_flow_with_activate/incident_id_extractor.py/0
{ "file_path": "promptflow/src/promptflow/tests/test_configs/flows/conditional_flow_with_activate/incident_id_extractor.py", "repo_id": "promptflow", "token_count": 196 }
75
from promptflow import tool @tool def square(input: int) -> int: return input*input
promptflow/src/promptflow/tests/test_configs/flows/conditional_flow_with_aggregate_bypassed/square.py/0
{ "file_path": "promptflow/src/promptflow/tests/test_configs/flows/conditional_flow_with_aggregate_bypassed/square.py", "repo_id": "promptflow", "token_count": 27 }
76
inputs: image_list: type: list default: - data:image/jpg;path: logo.jpg - data:image/png;path: logo_2.png image_dict: type: object default: image_1: data:image/jpg;path: logo.jpg image_2: data:image/png;path: logo_2.png outputs: output: type: list refere...
promptflow/src/promptflow/tests/test_configs/flows/eval_flow_with_composite_image/flow.dag.yaml/0
{ "file_path": "promptflow/src/promptflow/tests/test_configs/flows/eval_flow_with_composite_image/flow.dag.yaml", "repo_id": "promptflow", "token_count": 439 }
77
*.ipynb .venv/ .data/ .env .vscode/ outputs/ connection.json .gitignore README.md eval_cli.md data/
promptflow/src/promptflow/tests/test_configs/flows/export/linux/flow/.amlignore/0
{ "file_path": "promptflow/src/promptflow/tests/test_configs/flows/export/linux/flow/.amlignore", "repo_id": "promptflow", "token_count": 49 }
78
import os import openai from dotenv import load_dotenv from promptflow import tool # The inputs section will change based on the arguments of the tool function, after you save the code # Adding type to arguments and return value will help the system show the types properly # Please update the function name/signature ...
promptflow/src/promptflow/tests/test_configs/flows/failed_flow/hello.py/0
{ "file_path": "promptflow/src/promptflow/tests/test_configs/flows/failed_flow/hello.py", "repo_id": "promptflow", "token_count": 127 }
79
tensorflow
promptflow/src/promptflow/tests/test_configs/flows/flow_with_environment/requirements/0
{ "file_path": "promptflow/src/promptflow/tests/test_configs/flows/flow_with_environment/requirements", "repo_id": "promptflow", "token_count": 3 }
80
import os from langchain.chat_models import AzureChatOpenAI from langchain_core.messages import HumanMessage from langchain.agents.agent_types import AgentType from langchain.agents.initialize import initialize_agent from langchain.agents.load_tools import load_tools from promptflow import tool from promptflow.connec...
promptflow/src/promptflow/tests/test_configs/flows/flow_with_langchain_traces/test_langchain_traces.py/0
{ "file_path": "promptflow/src/promptflow/tests/test_configs/flows/flow_with_langchain_traces/test_langchain_traces.py", "repo_id": "promptflow", "token_count": 434 }
81
{"text": "Hello World!"}
promptflow/src/promptflow/tests/test_configs/flows/flow_with_script_tool_with_custom_strong_type_connection/data.jsonl/0
{ "file_path": "promptflow/src/promptflow/tests/test_configs/flows/flow_with_script_tool_with_custom_strong_type_connection/data.jsonl", "repo_id": "promptflow", "token_count": 9 }
82
from promptflow import tool from char_generator import character_generator @tool def echo(text): """Echo the input string.""" echo_text = "Echo - " + "".join(character_generator(text)) return echo_text
promptflow/src/promptflow/tests/test_configs/flows/generator_tools/echo.py/0
{ "file_path": "promptflow/src/promptflow/tests/test_configs/flows/generator_tools/echo.py", "repo_id": "promptflow", "token_count": 71 }
83
from promptflow import tool from promptflow.connections import AzureOpenAIConnection @tool def conn_tool(conn: AzureOpenAIConnection): assert isinstance(conn, AzureOpenAIConnection) return conn.api_base
promptflow/src/promptflow/tests/test_configs/flows/llm_connection_override/conn_tool.py/0
{ "file_path": "promptflow/src/promptflow/tests/test_configs/flows/llm_connection_override/conn_tool.py", "repo_id": "promptflow", "token_count": 68 }
84
inputs: number: type: int outputs: output: type: int reference: ${mod_three.output.value} nodes: - name: mod_three type: python source: type: code path: mod_three.py inputs: number: ${inputs.number}
promptflow/src/promptflow/tests/test_configs/flows/mod-n/three/flow.dag.yaml/0
{ "file_path": "promptflow/src/promptflow/tests/test_configs/flows/mod-n/three/flow.dag.yaml", "repo_id": "promptflow", "token_count": 99 }
85
{ "question": "What is the capital of the United States of America?", "chat_history": [] }
promptflow/src/promptflow/tests/test_configs/flows/openai_chat_api_flow/samples.json/0
{ "file_path": "promptflow/src/promptflow/tests/test_configs/flows/openai_chat_api_flow/samples.json", "repo_id": "promptflow", "token_count": 33 }
86
import os from promptflow import tool from promptflow.connections import CustomConnection @tool def print_secret(text: str, connection: CustomConnection): print(connection["key1"]) print(connection["key2"]) return text
promptflow/src/promptflow/tests/test_configs/flows/print_secret_flow/print_secret.py/0
{ "file_path": "promptflow/src/promptflow/tests/test_configs/flows/print_secret_flow/print_secret.py", "repo_id": "promptflow", "token_count": 69 }
87
inputs: image_list: type: list default: - data:image/jpg;path: logo.jpg - data:image/png;path: logo_2.png image_dict: type: object default: image_1: data:image/jpg;path: logo.jpg image_2: data:image/png;path: logo_2.png outputs: output: type: list refere...
promptflow/src/promptflow/tests/test_configs/flows/python_tool_with_composite_image/flow.dag.yaml/0
{ "file_path": "promptflow/src/promptflow/tests/test_configs/flows/python_tool_with_composite_image/flow.dag.yaml", "repo_id": "promptflow", "token_count": 468 }
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system: Don't make assumptions about what values to plug into functions. Ask for clarification if a user request is ambiguous. {% for item in chat_history %} user: {{item.inputs.question}} {% if 'function_call' in item.outputs.llm_output %} assistant: Function generation requested, function = {{item.outputs.llm_outpu...
promptflow/src/promptflow/tests/test_configs/flows/sample_flow_with_functions/use_functions_with_chat_models.jinja2/0
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from promptflow import tool @tool def print_special_character(input1: str) -> str: # Add special character to test if file read is working. return "https://www.bing.com//"
promptflow/src/promptflow/tests/test_configs/flows/script_with_special_character/script_with_special_character.py/0
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[ { "input": "atom", "index": 0 }, { "input": "atom", "index": 6 }, { "input": "atom", "index": 12 },{ "input": "atom", "index": 18 },{ "input": "atom", "index": 24 },{ "input": "atom", "index": 30 },{ "input": "atom", "index": 36 },{ ...
promptflow/src/promptflow/tests/test_configs/flows/simple_flow_with_ten_inputs/samples.json/0
{ "file_path": "promptflow/src/promptflow/tests/test_configs/flows/simple_flow_with_ten_inputs/samples.json", "repo_id": "promptflow", "token_count": 239 }
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{"url": "https://www.youtube.com/watch?v=kYqRtjDBci8", "answer": "Channel", "evidence": "Both"} {"url": "https://arxiv.org/abs/2307.04767", "answer": "Academic", "evidence": "Both"} {"url": "https://play.google.com/store/apps/details?id=com.twitter.android", "answer": "App", "evidence": "Both"}
promptflow/src/promptflow/tests/test_configs/flows/web_classification/data.jsonl/0
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#!/bin/bash # Install your packages here.
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Your task is to classify a given url into one of the following types: Movie, App, Academic, Channel, Profile, PDF or None based on the text content information. The classification will be based on the url, the webpage text content summary, or both. Here are a few examples: {% for ex in examples %} URL: {{ex.url}} Text...
promptflow/src/promptflow/tests/test_configs/flows/web_classification_no_variants_unordered/classify_with_llm.jinja2/0
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Please summarize some keywords of this paragraph and have some details of each keywords. Do not add any information that is not in the text. Text: {{text}} Summary:
promptflow/src/promptflow/tests/test_configs/flows/web_classification_v1/summarize_text_content__variant_1.jinja2/0
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from promptflow import tool @tool def convert_to_dict(input_str: str): raise Exception("mock exception")
promptflow/src/promptflow/tests/test_configs/flows/web_classification_with_exception/convert_to_dict.py/0
{ "file_path": "promptflow/src/promptflow/tests/test_configs/flows/web_classification_with_exception/convert_to_dict.py", "repo_id": "promptflow", "token_count": 36 }
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interactions: - request: body: null headers: Accept: - application/json Accept-Encoding: - gzip, deflate Connection: - keep-alive User-Agent: - promptflow-sdk/0.0.1 azure-ai-ml/1.12.1 azsdk-python-mgmt-machinelearningservices/0.1.0 Python/3.10.13 (Windows-...
promptflow/src/promptflow/tests/test_configs/recordings/test_run_operations_TestFlowRun_test_cancel_run.yaml/0
{ "file_path": "promptflow/src/promptflow/tests/test_configs/recordings/test_run_operations_TestFlowRun_test_cancel_run.yaml", "repo_id": "promptflow", "token_count": 26473 }
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interactions: - request: body: null headers: Accept: - application/json Accept-Encoding: - gzip, deflate Connection: - keep-alive User-Agent: - promptflow-sdk/0.0.1 azure-ai-ml/1.12.1 azsdk-python-mgmt-machinelearningservices/0.1.0 Python/3.10.13 (Windows-...
promptflow/src/promptflow/tests/test_configs/recordings/test_run_operations_TestFlowRun_test_stream_failed_run_logs.yaml/0
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flow: ../flows/web_classification data: ../datas/webClassification1.jsonl column_mapping: url: "${data.url}" variant: ${summarize_text_content.variant_0} # run config: env related environment_variables: env_file connections: classify_with_llm: connection: new_ai_connection # model is also supported ...
promptflow/src/promptflow/tests/test_configs/runs/run_with_connections_model.yaml/0
{ "file_path": "promptflow/src/promptflow/tests/test_configs/runs/run_with_connections_model.yaml", "repo_id": "promptflow", "token_count": 131 }
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import bs4 import requests from promptflow import tool @tool def fetch_text_content_from_url(url: str): # Send a request to the URL try: headers = { "User-Agent": "Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) " "Chrome/113.0.0.0 Safari/537.3...
promptflow/src/promptflow/tests/test_configs/runs/web_classification_variant_0_20231205_120253_104100/snapshot/fetch_text_content_from_url.py/0
{ "file_path": "promptflow/src/promptflow/tests/test_configs/runs/web_classification_variant_0_20231205_120253_104100/snapshot/fetch_text_content_from_url.py", "repo_id": "promptflow", "token_count": 484 }
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from pathlib import Path import importlib.util from promptflow import PFClient package_name = "tool_package" def list_package_tools(raise_error=False): """ List the meta of all tools in the package. The key of meta dict is the module name of tools and value is the meta data of the tool. """ # Th...
promptflow/src/promptflow/tests/test_configs/tools/tool_package/tool_package/utils.py/0
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inputs: num: type: int outputs: content: type: string reference: ${divide_num.output} nodes: - name: divide_num type: python source: type: code path: divide_num.py inputs: num: ${inputs.num} activate: when: ${inputs.num} > 0
promptflow/src/promptflow/tests/test_configs/wrong_flows/invalid_activate_config/flow.dag.yaml/0
{ "file_path": "promptflow/src/promptflow/tests/test_configs/wrong_flows/invalid_activate_config/flow.dag.yaml", "repo_id": "promptflow", "token_count": 115 }
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inputs: num: type: int outputs: content: type: string reference: ${another_stringify_num.output} nodes: - name: stringify_num type: python source: type: code path: stringify_num.py inputs: num: ${inputs.num}
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{ "file_path": "promptflow/src/promptflow/tests/test_configs/wrong_flows/outputs_reference_not_valid/flow.dag.yaml", "repo_id": "promptflow", "token_count": 103 }
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inputs: text: type: string outputs: output: type: string reference: ${search_by_text.output.search_metadata} nodes: - name: search_by_text type: python source: type: package tool: promptflow.tools.serpapi.SerpAPI.search_11 inputs: connection: serp_connection query: ${inputs.text} ...
promptflow/src/promptflow/tests/test_configs/wrong_flows/wrong_tool_in_package_tools/flow.dag.yaml/0
{ "file_path": "promptflow/src/promptflow/tests/test_configs/wrong_flows/wrong_tool_in_package_tools/flow.dag.yaml", "repo_id": "promptflow", "token_count": 132 }
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# Manage flows :::{admonition} Experimental feature This is an experimental feature, and may change at any time. Learn [more](../../how-to-guides/faq.md#stable-vs-experimental). ::: This documentation will walk you through how to manage your flow with CLI and SDK on [Azure AI](https://learn.microsoft.com/en-us/azure/...
promptflow/docs/cloud/azureai/manage-flows.md/0
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# Deploy a flow using Docker :::{admonition} Experimental feature This is an experimental feature, and may change at any time. Learn [more](../faq.md#stable-vs-experimental). ::: There are two steps to deploy a flow using docker: 1. Build the flow as docker format. 2. Build and run the docker image. ## Build a flow ...
promptflow/docs/how-to-guides/deploy-a-flow/deploy-using-docker.md/0
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# Develop a tool We provide guides on how to develop a tool and use it. ```{toctree} :maxdepth: 1 :hidden: create-and-use-tool-package add-a-tool-icon add-category-and-tags-for-tool use-file-path-as-tool-input customize_an_llm_tool create-cascading-tool-inputs create-your-own-custom-strong-type-connection create-dyna...
promptflow/docs/how-to-guides/develop-a-tool/index.md/0
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# Integrations The Integrations section contains documentation on custom extensions created by the community that expand prompt flow's capabilities. These include tools that enrich flows, as well as tutorials on innovative ways to use prompt flow. ```{toctree} :maxdepth: 1 tools/index llms/index ```
promptflow/docs/integrations/index.md/0
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# Prompt ## Introduction The Prompt Tool in PromptFlow offers a collection of textual templates that serve as a starting point for creating prompts. These templates, based on the Jinja2 template engine, facilitate the definition of prompts. The tool proves useful when prompt tuning is required prior to feeding the p...
promptflow/docs/reference/tools-reference/prompt-tool.md/0
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$schema: https://azuremlschemas.azureedge.net/promptflow/latest/Flow.schema.json environment: python_requirements_txt: requirements.txt inputs: chat_history: type: list is_chat_history: true default: [] question: type: string is_chat_input: true default: '1+1=?' outputs: answer: type...
promptflow/examples/flows/chat/chat-math-variant/flow.dag.yaml/0
{ "file_path": "promptflow/examples/flows/chat/chat-math-variant/flow.dag.yaml", "repo_id": "promptflow", "token_count": 977 }
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import PyPDF2 import faiss import os from pathlib import Path from utils.oai import OAIEmbedding from utils.index import FAISSIndex from utils.logging import log from utils.lock import acquire_lock from constants import INDEX_DIR def create_faiss_index(pdf_path: str) -> str: chunk_size = int(os.environ.get("CHU...
promptflow/examples/flows/chat/chat-with-pdf/chat_with_pdf/build_index.py/0
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from promptflow import tool from chat_with_pdf.main import chat_with_pdf @tool def chat_with_pdf_tool(question: str, pdf_url: str, history: list, ready: str): history = convert_chat_history_to_chatml_messages(history) stream, context = chat_with_pdf(question, pdf_url, history) answer = "" for str in...
promptflow/examples/flows/chat/chat-with-pdf/chat_with_pdf_tool.py/0
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import unittest import promptflow.azure as azure from azure.identity import DefaultAzureCredential, InteractiveBrowserCredential from base_test import BaseTest import os from promptflow._sdk._errors import InvalidRunStatusError class TestChatWithPDFAzure(BaseTest): def setUp(self): super().setUp() ...
promptflow/examples/flows/chat/chat-with-pdf/tests/azure_chat_with_pdf_test.py/0
{ "file_path": "promptflow/examples/flows/chat/chat-with-pdf/tests/azure_chat_with_pdf_test.py", "repo_id": "promptflow", "token_count": 1653 }
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from promptflow import tool import json def get_current_weather(location, unit="fahrenheit"): """Get the current weather in a given location""" weather_info = { "location": location, "temperature": "72", "unit": unit, "forecast": ["sunny", "windy"], } return weather_inf...
promptflow/examples/flows/chat/use_functions_with_chat_models/run_function.py/0
{ "file_path": "promptflow/examples/flows/chat/use_functions_with_chat_models/run_function.py", "repo_id": "promptflow", "token_count": 474 }
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from promptflow import tool def string_to_number(raw_string: str) -> float: ''' Try to parse the prediction string and groundtruth string to float number. Support parse int, float, fraction and recognize non-numeric string with wrong format. Wrong format cases: 'the answer is \box{2/3}', '0, 5, or any num...
promptflow/examples/flows/evaluation/eval-chat-math/line_process.py/0
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# Groundedness Evaluation This is a flow leverage llm to eval groundedness: whether answer is stating facts that are all present in the given context. Tools used in this flow: - `python` tool - built-in `llm` tool ### 0. Setup connection Prepare your Azure Open AI resource follow this [instruction](https://learn.mi...
promptflow/examples/flows/evaluation/eval-groundedness/README.md/0
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$schema: https://azuremlschemas.azureedge.net/promptflow/latest/Flow.schema.json environment: python_requirements_txt: requirements.txt inputs: document_path: type: string default: ./document1.txt language: type: string default: en outputs: extractive_summary: type: string reference: ${E...
promptflow/examples/flows/integrations/azure-ai-language/analyze_documents/flow.dag.yaml/0
{ "file_path": "promptflow/examples/flows/integrations/azure-ai-language/analyze_documents/flow.dag.yaml", "repo_id": "promptflow", "token_count": 1037 }
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from promptflow import tool @tool def functions_format() -> list: functions = [ { "name": "search", "description": """The action will search this entity name on Wikipedia and returns the first {count} sentences if it exists. If not, it will return some related entities ...
promptflow/examples/flows/standard/autonomous-agent/functions.py/0
{ "file_path": "promptflow/examples/flows/standard/autonomous-agent/functions.py", "repo_id": "promptflow", "token_count": 1183 }
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from promptflow import tool @tool def product_recommendation(query: str) -> str: print(f"Your query is {query}.\nRecommending products...") return "I recommend promptflow to you, which can solve your problem very well."
promptflow/examples/flows/standard/conditional-flow-for-switch/product_recommendation.py/0
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import io from promptflow import tool from promptflow.contracts.multimedia import Image from PIL import Image as PIL_Image @tool def passthrough(input_image: Image) -> Image: image_stream = io.BytesIO(input_image) pil_image = PIL_Image.open(image_stream) flipped_image = pil_image.transpose(PIL_Image.FLIP_...
promptflow/examples/flows/standard/describe-image/flip_image.py/0
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# Generate Python docstring This example can help you automatically generate Python code's docstring and return the modified code. Tools used in this flow: - `load_code` tool, it can load code from a file path. - Load content from a local file. - Loading content from a remote URL, currently loading HTML content, n...
promptflow/examples/flows/standard/gen-docstring/README.md/0
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from typing import Union from promptflow import tool from typing import Dict, List from promptflow.connections import AzureOpenAIConnection, OpenAIConnection, CognitiveSearchConnection def generate_index_json( index_type: str, index: str = "", index_connection: CognitiveSearchConnection = "", index_n...
promptflow/examples/tools/tool-package-quickstart/my_tool_package/tools/tool_with_generated_by_input.py/0
{ "file_path": "promptflow/examples/tools/tool-package-quickstart/my_tool_package/tools/tool_with_generated_by_input.py", "repo_id": "promptflow", "token_count": 1712 }
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import pytest import unittest from my_tool_package.tools.tool_with_custom_strong_type_connection import MyCustomConnection, my_tool @pytest.fixture def my_custom_connection() -> MyCustomConnection: my_custom_connection = MyCustomConnection( { "api_key" : "my-api-key", "api_base" :...
promptflow/examples/tools/tool-package-quickstart/tests/test_tool_with_custom_strong_type_connection.py/0
{ "file_path": "promptflow/examples/tools/tool-package-quickstart/tests/test_tool_with_custom_strong_type_connection.py", "repo_id": "promptflow", "token_count": 257 }
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$schema: https://azuremlschemas.azureedge.net/promptflow/latest/Flow.schema.json inputs: text: type: string default: Microsoft outputs: my_output: type: string reference: ${my_script_tool.output} nodes: - name: my_script_tool type: python source: type: code path: my_script_tool.py inpu...
promptflow/examples/tools/use-cases/custom-strong-type-connection-script-tool-showcase/flow.dag.yaml/0
{ "file_path": "promptflow/examples/tools/use-cases/custom-strong-type-connection-script-tool-showcase/flow.dag.yaml", "repo_id": "promptflow", "token_count": 157 }
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# Deploy flow as applications This folder contains examples of how to build & deploy flow as applications like Web Application packaged in Docker format.
promptflow/examples/tutorials/flow-deploy/README.md/0
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--- resources: examples/connections/azure_openai.yml, examples/flows/standard/web-classification --- # Deploy flow using Kubernetes This example demos how to deploy flow as a Kubernetes app. We will use [web-classification](../../../flows/standard/web-classification/README.md) as example in this tutorial. Please ensu...
promptflow/examples/tutorials/flow-deploy/kubernetes/README.md/0
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name: release-env channels: - defaults - conda-forge dependencies: - pip - pip: - setuptools - twine==4.0.0 - portalocker~=1.2 - setuptools_rust - pytest - pytest-xdist - pytest-sugar - pytest-timeout - azure-keyvault - azure-identity
promptflow/scripts/building/release-env.yml/0
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promptflow.connections package ============================== .. autoclass:: promptflow.connections.AzureContentSafetyConnection :members: :undoc-members: :show-inheritance: :noindex: .. autoclass:: promptflow.connections.AzureOpenAIConnection :members: :undoc-members: :show-inheritance: :noin...
promptflow/scripts/docs/promptflow.connections.rst/0
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# -*- mode: python ; coding: utf-8 -*- from PyInstaller.utils.hooks import collect_data_files from PyInstaller.utils.hooks import copy_metadata datas = [('../resources/CLI_LICENSE.rtf', '.'), ('../../../../src/promptflow/NOTICE.txt', '.'), ('../../../../src/promptflow/promptflow/_sdk/data/executable/', './promptflow/_...
promptflow/scripts/installer/windows/scripts/promptflow.spec/0
{ "file_path": "promptflow/scripts/installer/windows/scripts/promptflow.spec", "repo_id": "promptflow", "token_count": 788 }
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class Telemetry(object): pass
promptflow/scripts/readme/ghactions_driver/telemetry_obj.py/0
{ "file_path": "promptflow/scripts/readme/ghactions_driver/telemetry_obj.py", "repo_id": "promptflow", "token_count": 12 }
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{% extends "workflow_skeleton.yml.jinja2" %} {% block steps %} runs-on: ubuntu-latest steps: - name: Checkout repository uses: actions/checkout@v4 - name: Generate config.json for canary workspace (scheduled runs only) if: github.event_name == 'schedule' run: echo '${{ '{{' }} secrets.TEST_WORKSPACE_CON...
promptflow/scripts/readme/ghactions_driver/workflow_templates/workflow_config_json.yml.jinja2/0
{ "file_path": "promptflow/scripts/readme/ghactions_driver/workflow_templates/workflow_config_json.yml.jinja2", "repo_id": "promptflow", "token_count": 647 }
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import argparse import ast import importlib import json import os import sys from ruamel.yaml import YAML sys.path.append("src/promptflow-tools") sys.path.append(os.getcwd()) from utils.generate_tool_meta_utils import generate_custom_llm_tools_in_module_as_dict, generate_python_tools_in_module_as_dict # noqa: E402,...
promptflow/scripts/tool/generate_package_tool_meta.py/0
{ "file_path": "promptflow/scripts/tool/generate_package_tool_meta.py", "repo_id": "promptflow", "token_count": 2007 }
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import json import os import shutil import subprocess from datetime import datetime from pathlib import Path import requests scripts_dir = os.path.join(os.getcwd(), "scripts") index_url = "https://azuremlsdktestpypi.azureedge.net/test-promptflow/promptflow-tools" ado_promptflow_repo_url_format = "https://{0}@dev.azur...
promptflow/scripts/tool/utils/repo_utils.py/0
{ "file_path": "promptflow/scripts/tool/utils/repo_utils.py", "repo_id": "promptflow", "token_count": 1625 }
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