text stringlengths 8 1.72M | id stringlengths 22 143 | metadata dict | __index_level_0__ int64 0 104 |
|---|---|---|---|
# ---------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# ---------------------------------------------------------
# pylint: disable=wrong-import-position
import json
import time
from promptflow._cli._pf._experiment import add_experiment_parser, dispatch... | promptflow/src/promptflow/promptflow/_cli/_pf/entry.py/0 | {
"file_path": "promptflow/src/promptflow/promptflow/_cli/_pf/entry.py",
"repo_id": "promptflow",
"token_count": 2529
} | 26 |
$schema: https://azuremlschemas.azureedge.net/promptflow/latest/Flow.schema.json
inputs:
{% for arg, typ in flow_inputs.items() %}
{{ arg }}:
type: {{ typ }}
{% endfor %}
outputs:
output:
type: string
reference: {% raw %}${{% endraw %}{{ main_node_name }}.output}
nodes:
{% for param_name, file in promp... | promptflow/src/promptflow/promptflow/_cli/data/entry_flow/flow.dag.yaml.jinja2/0 | {
"file_path": "promptflow/src/promptflow/promptflow/_cli/data/entry_flow/flow.dag.yaml.jinja2",
"repo_id": "promptflow",
"token_count": 517
} | 27 |
{"text": "Hello World!"}
| promptflow/src/promptflow/promptflow/_cli/data/standard_flow/data.jsonl/0 | {
"file_path": "promptflow/src/promptflow/promptflow/_cli/data/standard_flow/data.jsonl",
"repo_id": "promptflow",
"token_count": 9
} | 28 |
# ---------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# ---------------------------------------------------------
import asyncio
import json
from contextvars import ContextVar
from datetime import datetime, timezone
from types import GeneratorType
from ... | promptflow/src/promptflow/promptflow/_core/run_tracker.py/0 | {
"file_path": "promptflow/src/promptflow/promptflow/_core/run_tracker.py",
"repo_id": "promptflow",
"token_count": 8635
} | 29 |
# ---------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# ---------------------------------------------------------
import datetime
from enum import Enum
from typing import List, Optional, Union
from sqlalchemy import TEXT, Boolean, Column, Index
from sq... | promptflow/src/promptflow/promptflow/_sdk/_orm/experiment.py/0 | {
"file_path": "promptflow/src/promptflow/promptflow/_sdk/_orm/experiment.py",
"repo_id": "promptflow",
"token_count": 2618
} | 30 |
# ---------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# ---------------------------------------------------------
from promptflow._sdk._service.entry import main
import sys
import win32serviceutil # ServiceFramework and commandline helper
import win32s... | promptflow/src/promptflow/promptflow/_sdk/_service/pfsvc.py/0 | {
"file_path": "promptflow/src/promptflow/promptflow/_sdk/_service/pfsvc.py",
"repo_id": "promptflow",
"token_count": 630
} | 31 |
# ---------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# ---------------------------------------------------------
import contextlib
import functools
import threading
import uuid
from contextvars import ContextVar
from datetime import datetime
from typing... | promptflow/src/promptflow/promptflow/_sdk/_telemetry/activity.py/0 | {
"file_path": "promptflow/src/promptflow/promptflow/_sdk/_telemetry/activity.py",
"repo_id": "promptflow",
"token_count": 3256
} | 32 |
Exported Dockerfile & its dependencies are located in the same folder. The structure is as below:
- flow: the folder contains all the flow files
- ...
- connections: the folder contains yaml files to create all related connections
- ...
- Dockerfile: the dockerfile to build the image
- settings.json: a json file to... | promptflow/src/promptflow/promptflow/_sdk/data/docker_csharp/README.md/0 | {
"file_path": "promptflow/src/promptflow/promptflow/_sdk/data/docker_csharp/README.md",
"repo_id": "promptflow",
"token_count": 165
} | 33 |
# ---------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# ---------------------------------------------------------
import copy
import datetime
import json
import shutil
import uuid
from os import PathLike
from pathlib import Path
from typing import Any, D... | promptflow/src/promptflow/promptflow/_sdk/entities/_experiment.py/0 | {
"file_path": "promptflow/src/promptflow/promptflow/_sdk/entities/_experiment.py",
"repo_id": "promptflow",
"token_count": 6676
} | 34 |
# ---------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# ---------------------------------------------------------
import importlib.util
import inspect
import io
import json
import logging
import pkgutil
from dataclasses import asdict
from os import PathL... | promptflow/src/promptflow/promptflow/_sdk/operations/_tool_operations.py/0 | {
"file_path": "promptflow/src/promptflow/promptflow/_sdk/operations/_tool_operations.py",
"repo_id": "promptflow",
"token_count": 10170
} | 35 |
# ---------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# ---------------------------------------------------------
from typing import AbstractSet, Any, Dict, List, Mapping
from promptflow._utils.logger_utils import logger
from promptflow.contracts.flow i... | promptflow/src/promptflow/promptflow/_utils/execution_utils.py/0 | {
"file_path": "promptflow/src/promptflow/promptflow/_utils/execution_utils.py",
"repo_id": "promptflow",
"token_count": 923
} | 36 |
# ---------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# ---------------------------------------------------------
__path__ = __import__("pkgutil").extend_path(__path__, __name__) # type: ignore
from ._component import COMMAND_COMPONENT_SPEC_TEMPLATE, ... | promptflow/src/promptflow/promptflow/azure/_constants/__init__.py/0 | {
"file_path": "promptflow/src/promptflow/promptflow/azure/_constants/__init__.py",
"repo_id": "promptflow",
"token_count": 138
} | 37 |
# 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/__init__.py/0 | {
"file_path": "promptflow/src/promptflow/promptflow/azure/_restclient/flow/models/__init__.py",
"repo_id": "promptflow",
"token_count": 33469
} | 38 |
# Marker file for PEP 561. | promptflow/src/promptflow/promptflow/azure/_restclient/flow/py.typed/0 | {
"file_path": "promptflow/src/promptflow/promptflow/azure/_restclient/flow/py.typed",
"repo_id": "promptflow",
"token_count": 10
} | 39 |
# ---------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# ---------------------------------------------------------
import asyncio
import concurrent
import copy
import hashlib
import json
import os
import shutil
import sys
import time
from concurrent.futur... | promptflow/src/promptflow/promptflow/azure/operations/_run_operations.py/0 | {
"file_path": "promptflow/src/promptflow/promptflow/azure/operations/_run_operations.py",
"repo_id": "promptflow",
"token_count": 18051
} | 40 |
# ---------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# ---------------------------------------------------------
from dataclasses import dataclass
from datetime import datetime
from enum import Enum
from typing import Any, Dict, List, Mapping, Optional... | promptflow/src/promptflow/promptflow/contracts/run_info.py/0 | {
"file_path": "promptflow/src/promptflow/promptflow/contracts/run_info.py",
"repo_id": "promptflow",
"token_count": 3703
} | 41 |
import multiprocessing
import queue
import signal
from dataclasses import dataclass
from enum import Enum
from functools import partial
from multiprocessing import Queue
from typing import List
import psutil
from promptflow._core.operation_context import OperationContext
from promptflow._utils.logger_utils import Log... | promptflow/src/promptflow/promptflow/executor/_process_manager.py/0 | {
"file_path": "promptflow/src/promptflow/promptflow/executor/_process_manager.py",
"repo_id": "promptflow",
"token_count": 6562
} | 42 |
# ---------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# ---------------------------------------------------------
import os
import re
from pathlib import Path
from typing import Any, Match, cast
from setuptools import find_packages, setup
PACKAGE_NAME... | promptflow/src/promptflow/setup.py/0 | {
"file_path": "promptflow/src/promptflow/setup.py",
"repo_id": "promptflow",
"token_count": 2306
} | 43 |
import os
from pathlib import Path
from tempfile import mkdtemp
import pytest
from promptflow._utils.multimedia_utils import MIME_PATTERN, _create_image_from_file, _is_url, is_multimedia_dict
from promptflow.batch._batch_engine import OUTPUT_FILE_NAME, BatchEngine
from promptflow.batch._result import BatchResult
from... | promptflow/src/promptflow/tests/executor/e2etests/test_image.py/0 | {
"file_path": "promptflow/src/promptflow/tests/executor/e2etests/test_image.py",
"repo_id": "promptflow",
"token_count": 7025
} | 44 |
from dataclasses import dataclass
from promptflow import tool
from promptflow._core.tools_manager import register_connections
from promptflow.contracts.types import Secret
@dataclass
class TestConnection:
name: str
secret: Secret
register_connections(TestConnection)
@tool
def tool_with_test_conn(conn: Te... | promptflow/src/promptflow/tests/executor/package_tools/tool_with_connection.py/0 | {
"file_path": "promptflow/src/promptflow/tests/executor/package_tools/tool_with_connection.py",
"repo_id": "promptflow",
"token_count": 121
} | 45 |
import textwrap
from pathlib import Path
from unittest.mock import patch
import pytest
from mock import MagicMock
from promptflow import tool
from promptflow._core._errors import InputTypeMismatch, InvalidSource, PackageToolNotFoundError
from promptflow._core.tools_manager import (
BuiltinsManager,
ToolLoader... | promptflow/src/promptflow/tests/executor/unittests/_core/test_tools_manager.py/0 | {
"file_path": "promptflow/src/promptflow/tests/executor/unittests/_core/test_tools_manager.py",
"repo_id": "promptflow",
"token_count": 5269
} | 46 |
import pytest
from promptflow.contracts.flow import ActivateCondition, InputAssignment, Node
from promptflow.executor._dag_manager import DAGManager
def create_test_node(name, input, activate=None):
input = InputAssignment.deserialize(input)
activate = ActivateCondition.deserialize(activate, name) if activat... | promptflow/src/promptflow/tests/executor/unittests/executor/test_dag_manager.py/0 | {
"file_path": "promptflow/src/promptflow/tests/executor/unittests/executor/test_dag_manager.py",
"repo_id": "promptflow",
"token_count": 1632
} | 47 |
import signal
from azure.identity import AzureCliCredential, DefaultAzureCredential
def get_cred():
"""get credential for azure storage"""
# resolve requests
try:
credential = AzureCliCredential()
token = credential.get_token("https://management.azure.com/.default")
except Exception:
... | promptflow/src/promptflow/tests/sdk_cli_azure_test/_azure_utils.py/0 | {
"file_path": "promptflow/src/promptflow/tests/sdk_cli_azure_test/_azure_utils.py",
"repo_id": "promptflow",
"token_count": 242
} | 48 |
# ---------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# ---------------------------------------------------------
ENVIRON_TEST_MODE = "PROMPT_FLOW_TEST_MODE"
class TestMode:
LIVE = "live"
RECORD = "record"
REPLAY = "replay"
FILTER_HEADER... | promptflow/src/promptflow/tests/sdk_cli_azure_test/recording_utilities/constants.py/0 | {
"file_path": "promptflow/src/promptflow/tests/sdk_cli_azure_test/recording_utilities/constants.py",
"repo_id": "promptflow",
"token_count": 1086
} | 49 |
import os
import shutil
import sys
import tempfile
import uuid
from pathlib import Path
import numpy as np
import pandas as pd
import pytest
from marshmallow import ValidationError
from pytest_mock import MockerFixture
from promptflow import PFClient
from promptflow._constants import PROMPTFLOW_CONNECTIONS
from promp... | promptflow/src/promptflow/tests/sdk_cli_test/e2etests/test_flow_run.py/0 | {
"file_path": "promptflow/src/promptflow/tests/sdk_cli_test/e2etests/test_flow_run.py",
"repo_id": "promptflow",
"token_count": 25678
} | 50 |
# ---------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# ---------------------------------------------------------
from pathlib import Path
import pytest
from promptflow._sdk._serving._errors import UnexpectedConnectionProviderReturn, UnsupportedConnect... | promptflow/src/promptflow/tests/sdk_cli_test/unittests/test_flow_invoker.py/0 | {
"file_path": "promptflow/src/promptflow/tests/sdk_cli_test/unittests/test_flow_invoker.py",
"repo_id": "promptflow",
"token_count": 550
} | 51 |
# ---------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# ---------------------------------------------------------
import json
import uuid
from dataclasses import fields
from pathlib import Path
import pytest
from promptflow import PFClient
from prompt... | promptflow/src/promptflow/tests/sdk_pfs_test/e2etests/test_run_apis.py/0 | {
"file_path": "promptflow/src/promptflow/tests/sdk_pfs_test/e2etests/test_run_apis.py",
"repo_id": "promptflow",
"token_count": 3037
} | 52 |
$schema: https://azuremlschemas.azureedge.net/promptflow/latest/QdrantConnection.schema.json
name: my_qdrant_connection
type: qdrant
api_key: "<to-be-replaced>"
api_base: "endpoint"
| promptflow/src/promptflow/tests/test_configs/connections/qdrant_connection.yaml/0 | {
"file_path": "promptflow/src/promptflow/tests/test_configs/connections/qdrant_connection.yaml",
"repo_id": "promptflow",
"token_count": 73
} | 53 |
{"text": "text"}
{"text": "text"} | promptflow/src/promptflow/tests/test_configs/eager_flows/dummy_flow_with_exception/inputs.jsonl/0 | {
"file_path": "promptflow/src/promptflow/tests/test_configs/eager_flows/dummy_flow_with_exception/inputs.jsonl",
"repo_id": "promptflow",
"token_count": 13
} | 54 |
from promptflow import tool
@tool
def pass_through(input1: str) -> str:
return 'hello ' + input1
| promptflow/src/promptflow/tests/test_configs/flows/activate_condition_always_met/pass_through.py/0 | {
"file_path": "promptflow/src/promptflow/tests/test_configs/flows/activate_condition_always_met/pass_through.py",
"repo_id": "promptflow",
"token_count": 33
} | 55 |
inputs:
text:
type: string
default: hi
outputs:
output:
type: string
reference: ${nodeB.output}
nodes:
- name: nodeA
type: python
source:
type: code
path: pass_through.py
inputs:
input1: ${inputs.text}
activate:
when: ${inputs.text}
is: world
- name: nodeB
type: python
... | promptflow/src/promptflow/tests/test_configs/flows/all_depedencies_bypassed_with_activate_met/flow.dag.yaml/0 | {
"file_path": "promptflow/src/promptflow/tests/test_configs/flows/all_depedencies_bypassed_with_activate_met/flow.dag.yaml",
"repo_id": "promptflow",
"token_count": 199
} | 56 |
from promptflow import tool
async def raise_exception_async(s):
msg = f"In raise_exception_async: {s}"
raise Exception(msg)
@tool
async def raise_an_exception_async(s: str):
try:
await raise_exception_async(s)
except Exception as e:
raise Exception(f"In tool raise_an_exception_async: ... | promptflow/src/promptflow/tests/test_configs/flows/async_tools_failures/async_fail.py/0 | {
"file_path": "promptflow/src/promptflow/tests/test_configs/flows/async_tools_failures/async_fail.py",
"repo_id": "promptflow",
"token_count": 137
} | 57 |
from promptflow import tool
@tool
def icm_retriever(content: str) -> str:
return "ICM: " + content | promptflow/src/promptflow/tests/test_configs/flows/conditional_flow_with_activate/icm_retriever.py/0 | {
"file_path": "promptflow/src/promptflow/tests/test_configs/flows/conditional_flow_with_activate/icm_retriever.py",
"repo_id": "promptflow",
"token_count": 35
} | 58 |
[
{
"case": "double",
"value": 1
},
{
"case": "double",
"value": 2
},
{
"case": "square",
"value": 3
},
{
"case": "square",
"value": 4
}
] | promptflow/src/promptflow/tests/test_configs/flows/conditional_flow_with_aggregate_bypassed/inputs.json/0 | {
"file_path": "promptflow/src/promptflow/tests/test_configs/flows/conditional_flow_with_aggregate_bypassed/inputs.json",
"repo_id": "promptflow",
"token_count": 147
} | 59 |
$schema: https://azuremlschemas.azureedge.net/promptflow/latest/CustomConnection.schema.json
type: custom
name: custom_connection
configs:
CHAT_DEPLOYMENT_NAME: gpt-35-turbo
AZURE_OPENAI_API_BASE: https://gpt-test-eus.openai.azure.com/
secrets:
AZURE_OPENAI_API_KEY: ${env:CUSTOM_CONNECTION_AZURE_OPENAI_API_KEY}
m... | promptflow/src/promptflow/tests/test_configs/flows/export/linux/connections/custom_connection.yaml/0 | {
"file_path": "promptflow/src/promptflow/tests/test_configs/flows/export/linux/connections/custom_connection.yaml",
"repo_id": "promptflow",
"token_count": 144
} | 60 |
from promptflow import tool
@tool
def character_generator(text: str):
"""Generate characters from a string."""
for char in text:
yield char | promptflow/src/promptflow/tests/test_configs/flows/generator_tools/char_generator.py/0 | {
"file_path": "promptflow/src/promptflow/tests/test_configs/flows/generator_tools/char_generator.py",
"repo_id": "promptflow",
"token_count": 57
} | 61 |
{"question": "What is the capital of the United States of America?", "chat_history": [], "stream": true}
{"question": "What is the capital of the United States of America?", "chat_history": [], "stream": false}
| promptflow/src/promptflow/tests/test_configs/flows/openai_chat_api_flow/inputs.jsonl/0 | {
"file_path": "promptflow/src/promptflow/tests/test_configs/flows/openai_chat_api_flow/inputs.jsonl",
"repo_id": "promptflow",
"token_count": 56
} | 62 |
inputs:
key:
type: string
default: text
outputs:
output:
type: string
reference: ${print_secret.output}
nodes:
- name: print_secret
type: python
source:
type: code
path: print_secret.py
inputs:
connection: custom_connection
text: ${inputs.key}
| promptflow/src/promptflow/tests/test_configs/flows/print_secret_flow/flow.dag.yaml/0 | {
"file_path": "promptflow/src/promptflow/tests/test_configs/flows/print_secret_flow/flow.dag.yaml",
"repo_id": "promptflow",
"token_count": 113
} | 63 |
[
{"idx": 1, "mod": 3, "mod_2": 5},
{"idx": 2, "mod": 3, "mod_2": 5},
{"idx": 3, "mod": 3, "mod_2": 5},
{"idx": 4, "mod": 3, "mod_2": 5},
{"idx": 5, "mod": 3, "mod_2": 5},
{"idx": 6, "mod": 3, "mod_2": 5},
{"idx": 7, "mod": 3, "mod_2": 5},
{"idx": 8, "mod": 3, "mod_2": 5},
{"idx": 9,... | promptflow/src/promptflow/tests/test_configs/flows/python_tool_partial_failure/samples.json/0 | {
"file_path": "promptflow/src/promptflow/tests/test_configs/flows/python_tool_partial_failure/samples.json",
"repo_id": "promptflow",
"token_count": 223
} | 64 |
[
{
"question": "How about London next week?"
}
] | promptflow/src/promptflow/tests/test_configs/flows/sample_flow_with_functions/samples.json/0 | {
"file_path": "promptflow/src/promptflow/tests/test_configs/flows/sample_flow_with_functions/samples.json",
"repo_id": "promptflow",
"token_count": 31
} | 65 |
{
"name": "script_with_special_character",
"type": "python",
"inputs": {
"input1": {
"type": [
"string"
]
}
},
"source": "script_with_special_character.py",
"function": "print_special_character"
} | promptflow/src/promptflow/tests/test_configs/flows/script_with_special_character/script_with_special_character.meta.json/0 | {
"file_path": "promptflow/src/promptflow/tests/test_configs/flows/script_with_special_character/script_with_special_character.meta.json",
"repo_id": "promptflow",
"token_count": 105
} | 66 |
from promptflow import tool
import time
@tool
def python_node(input: str, index: int) -> str:
time.sleep(index + 5)
return input
| promptflow/src/promptflow/tests/test_configs/flows/simple_flow_with_ten_inputs/python_node.py/0 | {
"file_path": "promptflow/src/promptflow/tests/test_configs/flows/simple_flow_with_ten_inputs/python_node.py",
"repo_id": "promptflow",
"token_count": 48
} | 67 |
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_basic_evaluation_without_data.yaml/0 | {
"file_path": "promptflow/src/promptflow/tests/test_configs/recordings/test_run_operations_TestFlowRun_test_basic_evaluation_without_data.yaml",
"repo_id": "promptflow",
"token_count": 85951
} | 68 |
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/1.12.0 azsdk-python-mgmt-machinelearningservices/0.1.0
Python/3.11.5 (Windows-1... | promptflow/src/promptflow/tests/test_configs/recordings/test_run_operations_TestFlowRun_test_requirements_in_additional_includes.yaml/0 | {
"file_path": "promptflow/src/promptflow/tests/test_configs/recordings/test_run_operations_TestFlowRun_test_requirements_in_additional_includes.yaml",
"repo_id": "promptflow",
"token_count": 117214
} | 69 |
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_show_run_details.yaml/0 | {
"file_path": "promptflow/src/promptflow/tests/test_configs/recordings/test_run_operations_TestFlowRun_test_show_run_details.yaml",
"repo_id": "promptflow",
"token_count": 76292
} | 70 |
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
| promptflow/src/promptflow/tests/test_configs/runs/run_with_connections.yaml/0 | {
"file_path": "promptflow/src/promptflow/tests/test_configs/runs/run_with_connections.yaml",
"repo_id": "promptflow",
"token_count": 106
} | 71 |
inputs:
groundtruth:
type: string
prediction:
type: string
outputs:
grade:
type: string
reference: ${grade.output}
nodes:
- name: grade
type: python
source:
type: code
path: grade.py
inputs:
groundtruth: ${inputs.groundtruth}
prediction: ${inputs.prediction}
- name: calculate... | promptflow/src/promptflow/tests/test_configs/wrong_flows/non_aggregation_reference_aggregation/flow.dag.yaml/0 | {
"file_path": "promptflow/src/promptflow/tests/test_configs/wrong_flows/non_aggregation_reference_aggregation/flow.dag.yaml",
"repo_id": "promptflow",
"token_count": 229
} | 72 |
With prompt flow, you can use variants to tune your prompt. In this article, you'll learn the prompt flow variants concept.
# Variants
A variant refers to a specific version of a tool node that has distinct settings. Currently, variants are supported only in the LLM tool. For example, in the LLM tool, a new variant c... | promptflow/docs/concepts/concept-variants.md/0 | {
"file_path": "promptflow/docs/concepts/concept-variants.md",
"repo_id": "promptflow",
"token_count": 642
} | 0 |
# Referencing external files/folders in a flow
Sometimes, pre-existing code assets are essential for the flow reference. In most cases, you can accomplish this by importing a Python package into your flow. However, if a Python package is not available or it is heavy to create a package, you can still reference externa... | promptflow/docs/how-to-guides/develop-a-flow/referencing-external-files-or-folders-in-a-flow.md/0 | {
"file_path": "promptflow/docs/how-to-guides/develop-a-flow/referencing-external-files-or-folders-in-a-flow.md",
"repo_id": "promptflow",
"token_count": 1053
} | 1 |
# Manage runs
:::{admonition} Experimental feature
This is an experimental feature, and may change at any time. Learn [more](faq.md#stable-vs-experimental).
:::
This documentation will walk you through how to manage your runs with CLI, SDK and VS Code Extension.
In general:
- For `CLI`, you can run `pf/pfazure run -... | promptflow/docs/how-to-guides/manage-runs.md/0 | {
"file_path": "promptflow/docs/how-to-guides/manage-runs.md",
"repo_id": "promptflow",
"token_count": 2998
} | 2 |
api_key=<your_api_key> | promptflow/examples/connections/.env.example/0 | {
"file_path": "promptflow/examples/connections/.env.example",
"repo_id": "promptflow",
"token_count": 11
} | 3 |
import sys
import os
sys.path.append(
os.path.join(os.path.dirname(os.path.abspath(__file__)), "chat_with_pdf")
)
| promptflow/examples/flows/chat/chat-with-pdf/__init__.py/0 | {
"file_path": "promptflow/examples/flows/chat/chat-with-pdf/__init__.py",
"repo_id": "promptflow",
"token_count": 52
} | 4 |
# Azure OpenAI, uncomment below section if you want to use Azure OpenAI
# Note: EMBEDDING_MODEL_DEPLOYMENT_NAME and CHAT_MODEL_DEPLOYMENT_NAME are deployment names for Azure OpenAI
OPENAI_API_TYPE=azure
OPENAI_API_BASE=<your_AOAI_endpoint>
OPENAI_API_KEY=<your_AOAI_key>
OPENAI_API_VERSION=2023-05-15
EMBEDDING_MODEL_DEP... | promptflow/examples/flows/chat/chat-with-pdf/chat_with_pdf/.env.example/0 | {
"file_path": "promptflow/examples/flows/chat/chat-with-pdf/chat_with_pdf/.env.example",
"repo_id": "promptflow",
"token_count": 353
} | 5 |
You are able to reason from previous conversation and the recent question, to come up with a rewrite of the question which is concise but with enough information that people without knowledge of previous conversation can understand the question.
A few examples:
# Example 1
## Previous conversation
user: Who is Bill C... | promptflow/examples/flows/chat/chat-with-pdf/chat_with_pdf/rewrite_question_prompt.md/0 | {
"file_path": "promptflow/examples/flows/chat/chat-with-pdf/chat_with_pdf/rewrite_question_prompt.md",
"repo_id": "promptflow",
"token_count": 342
} | 6 |
$schema: https://azuremlschemas.azureedge.net/promptflow/latest/Flow.schema.json
inputs:
chat_history:
type: list
default: []
pdf_url:
type: string
default: https://arxiv.org/pdf/1810.04805.pdf
question:
type: string
is_chat_input: true
default: what is BERT?
config:
type: object... | promptflow/examples/flows/chat/chat-with-pdf/flow.dag.yaml/0 | {
"file_path": "promptflow/examples/flows/chat/chat-with-pdf/flow.dag.yaml",
"repo_id": "promptflow",
"token_count": 778
} | 7 |
import re
import bs4
import requests
from promptflow import tool
def decode_str(string):
return string.encode().decode("unicode-escape").encode("latin1").decode("utf-8")
def remove_nested_parentheses(string):
pattern = r"\([^()]+\)"
while re.search(pattern, string):
string = re.sub(pattern, ""... | promptflow/examples/flows/chat/chat-with-wikipedia/get_wiki_url.py/0 | {
"file_path": "promptflow/examples/flows/chat/chat-with-wikipedia/get_wiki_url.py",
"repo_id": "promptflow",
"token_count": 1054
} | 8 |
{"groundtruth": "Tomorrow's weather will be sunny.","prediction": "The weather will be sunny tomorrow."}
| promptflow/examples/flows/evaluation/eval-basic/data.jsonl/0 | {
"file_path": "promptflow/examples/flows/evaluation/eval-basic/data.jsonl",
"repo_id": "promptflow",
"token_count": 25
} | 9 |
# Entity match rate evaluation
This is a flow evaluates: entity match rate.
Tools used in this flow：
- `python` tool
## Prerequisites
Install promptflow sdk and other dependencies:
```bash
pip install -r requirements.txt
```
### 1. Test flow/node
```bash
# test with default input value in flow.dag.yaml
pf flow te... | promptflow/examples/flows/evaluation/eval-entity-match-rate/README.md/0 | {
"file_path": "promptflow/examples/flows/evaluation/eval-entity-match-rate/README.md",
"repo_id": "promptflow",
"token_count": 227
} | 10 |
from typing import List
from promptflow import tool
@tool
def aggregate(perceived_intelligence_score: List[float]):
aggregated_results = {"perceived_intelligence_score": 0.0, "count": 0}
# Calculate average perceived_intelligence_score
for i in range(len(perceived_intelligence_score)):
aggregated... | promptflow/examples/flows/evaluation/eval-perceived-intelligence/aggregate.py/0 | {
"file_path": "promptflow/examples/flows/evaluation/eval-perceived-intelligence/aggregate.py",
"repo_id": "promptflow",
"token_count": 225
} | 11 |
system:
You are an AI assistant. You will be given the definition of an evaluation metric for assessing the quality of an answer in a question-answering task. Your job is to compute an accurate evaluation score using the provided evaluation metric.
user:
Relevance measures how well the answer addresses the main aspects... | promptflow/examples/flows/evaluation/eval-qna-non-rag/gpt_relevance_prompt.jinja2/0 | {
"file_path": "promptflow/examples/flows/evaluation/eval-qna-non-rag/gpt_relevance_prompt.jinja2",
"repo_id": "promptflow",
"token_count": 648
} | 12 |
system:
Your task is to break down compound sentences into separate sentences.
For simple sentences just repeat the user input.
Remember to use a json array for the output.
user:
The output must be a json array.
Here are a few examples:
user input: Play Eric Clapton and turn down the volume.
OUTPUT: ["Play Eric Clap... | promptflow/examples/flows/integrations/azure-ai-language/multi_intent_conversational_language_understanding/chat.jinja2/0 | {
"file_path": "promptflow/examples/flows/integrations/azure-ai-language/multi_intent_conversational_language_understanding/chat.jinja2",
"repo_id": "promptflow",
"token_count": 166
} | 13 |
from bs4 import BeautifulSoup
import re
import requests
def decode_str(string):
return string.encode().decode("unicode-escape").encode("latin1").decode("utf-8")
def get_page_sentence(page, count: int = 10):
# find all paragraphs
paragraphs = page.split("\n")
paragraphs = [p.strip() for p in paragrap... | promptflow/examples/flows/standard/autonomous-agent/wiki_search.py/0 | {
"file_path": "promptflow/examples/flows/standard/autonomous-agent/wiki_search.py",
"repo_id": "promptflow",
"token_count": 975
} | 14 |
$schema: https://azuremlschemas.azureedge.net/promptflow/latest/Flow.schema.json
environment:
python_requirements_txt: requirements.txt
inputs:
text:
type: string
default: Hello World!
outputs:
output:
type: string
reference: ${llm.output}
nodes:
- name: hello_prompt
type: prompt
source:
t... | promptflow/examples/flows/standard/basic/flow.dag.yaml/0 | {
"file_path": "promptflow/examples/flows/standard/basic/flow.dag.yaml",
"repo_id": "promptflow",
"token_count": 230
} | 15 |
from promptflow import tool
@tool
def class_check(llm_result: str) -> str:
intentions_list = ["order_search", "product_info", "product_recommendation"]
matches = [intention for intention in intentions_list if intention in llm_result.lower()]
return matches[0] if matches else "unknown"
| promptflow/examples/flows/standard/conditional-flow-for-switch/class_check.py/0 | {
"file_path": "promptflow/examples/flows/standard/conditional-flow-for-switch/class_check.py",
"repo_id": "promptflow",
"token_count": 91
} | 16 |
This is the docstring style of sphinx:
"""Description of the function.
:param [ParamName]: [ParamDescription](, defaults to [DefaultParamVal].)
:type [ParamName]: [ParamType](, optional)
...
:raises [ErrorType]: [ErrorDescription]
...
:return: [ReturnDescription]
:rtype: [ReturnType]
"""
Note:
For custom class types,... | promptflow/examples/flows/standard/gen-docstring/doc_format.jinja2/0 | {
"file_path": "promptflow/examples/flows/standard/gen-docstring/doc_format.jinja2",
"repo_id": "promptflow",
"token_count": 534
} | 17 |
<jupyter_start><jupyter_code># setup pf client and execution path
from promptflow import PFClient
import json
import os
pf = PFClient()
root = os.path.join(os.getcwd(), "../")
flow = os.path.join(root, "maths-to-code")
data = os.path.join(flow, "math_data.jsonl")
eval_flow = os.path.join(root, "../evaluation/eval-ac... | promptflow/examples/flows/standard/maths-to-code/math_test.ipynb/0 | {
"file_path": "promptflow/examples/flows/standard/maths-to-code/math_test.ipynb",
"repo_id": "promptflow",
"token_count": 1340
} | 18 |
my_tool_package.tools.tool_with_file_path_input.my_tool:
function: my_tool
inputs:
input_file:
type:
- file_path
input_text:
type:
- string
module: my_tool_package.tools.tool_with_file_path_input
name: Tool with FilePath Input
description: This is a tool to demonstrate the usag... | promptflow/examples/tools/tool-package-quickstart/my_tool_package/yamls/tool_with_file_path_input.yaml/0 | {
"file_path": "promptflow/examples/tools/tool-package-quickstart/my_tool_package/yamls/tool_with_file_path_input.yaml",
"repo_id": "promptflow",
"token_count": 135
} | 19 |
# Basic flow with tool using a dynamic list input
This is a flow demonstrating how to use a tool with a dynamic list input.
Tools used in this flow:
- `python` Tool
Connections used in this flow:
- None
## Prerequisites
Install promptflow sdk and other dependencies:
```bash
pip install -r requirements.txt
```
## R... | promptflow/examples/tools/use-cases/dynamic-list-input-tool-showcase/README.md/0 | {
"file_path": "promptflow/examples/tools/use-cases/dynamic-list-input-tool-showcase/README.md",
"repo_id": "promptflow",
"token_count": 111
} | 20 |
from promptflow import tool
from promptflow.connections import AzureOpenAIConnection
@tool
def echo_connection(flow_input: str, node_input: str, connection: AzureOpenAIConnection):
print(f"Flow input: {flow_input}")
print(f"Node input: {node_input}")
print(f"Flow connection: {connection._to_dict()}")
... | promptflow/examples/tutorials/flow-deploy/create-service-with-flow/echo_connection_flow/echo_connection.py/0 | {
"file_path": "promptflow/examples/tutorials/flow-deploy/create-service-with-flow/echo_connection_flow/echo_connection.py",
"repo_id": "promptflow",
"token_count": 128
} | 21 |
<jupyter_start><jupyter_text>Execute flow as a function**Requirements** - In order to benefit from this tutorial, you will need:- A python environment- Installed prompt flow SDK**Learning Objectives** - By the end of this tutorial, you should be able to:- Execute a flow as a function- Execute a flow function with in-me... | promptflow/examples/tutorials/get-started/flow-as-function.ipynb/0 | {
"file_path": "promptflow/examples/tutorials/get-started/flow-as-function.ipynb",
"repo_id": "promptflow",
"token_count": 1011
} | 22 |
import argparse
import json
import os
import re
from datetime import datetime, timedelta
from azure.storage.blob import (
AccountSasPermissions,
BlobServiceClient,
ContentSettings,
ResourceTypes,
generate_account_sas,
)
def get_connection_string(storage_account, storage_key):
return f"Default... | promptflow/scripts/distributing/publish_package.py/0 | {
"file_path": "promptflow/scripts/distributing/publish_package.py",
"repo_id": "promptflow",
"token_count": 3675
} | 23 |
<?xml version="1.0" encoding="utf-8"?>
<Project ToolsVersion="4.0" DefaultTargets="Build" xmlns="http://schemas.microsoft.com/developer/msbuild/2003">
<!-- Project -->
<PropertyGroup>
<Configuration Condition=" '$(Configuration)' == '' ">Debug</Configuration>
<Platform Condition=" '$(Platform)' == '' ">x86<... | promptflow/scripts/installer/windows/promptflow.wixproj/0 | {
"file_path": "promptflow/scripts/installer/windows/promptflow.wixproj",
"repo_id": "promptflow",
"token_count": 1537
} | 24 |
import argparse
from pathlib import Path
from jinja2 import Environment, FileSystemLoader
from ghactions_driver.readme_parse import readme_parser
from ghactions_driver.readme_step import ReadmeStepsManage
def write_readme_shell(readme_path: str, output_folder: str):
full_text = readme_parser(readme_path)
Pat... | promptflow/scripts/readme/extract_steps_from_readme.py/0 | {
"file_path": "promptflow/scripts/readme/extract_steps_from_readme.py",
"repo_id": "promptflow",
"token_count": 549
} | 25 |
- name: {{ step_name }}
working-directory: examples
run: |
if [[ -e requirements.txt ]]; then
python -m pip install --upgrade pip
pip install -r requirements.txt
fi | promptflow/scripts/readme/ghactions_driver/workflow_steps/step_install_deps.yml.jinja2/0 | {
"file_path": "promptflow/scripts/readme/ghactions_driver/workflow_steps/step_install_deps.yml.jinja2",
"repo_id": "promptflow",
"token_count": 67
} | 26 |
from promptflow import ToolProvider, tool
import urllib.request
class {{ class_name }}(ToolProvider):
def __init__(self, url: str):
super().__init__()
# Load content from url might be slow, so we do it in __init__ method to make sure it is loaded only once.
self.content = urllib.request.u... | promptflow/scripts/tool/templates/tool2.py.j2/0 | {
"file_path": "promptflow/scripts/tool/templates/tool2.py.j2",
"repo_id": "promptflow",
"token_count": 171
} | 27 |
# Development Guide
## Prerequisites
```bash
pip install -r requirements.txt
pip install pytest pytest-mock
```
## Run tests
- Create connection config file by `cp connections.json.example connections.json`.
- Fill in fields manually in `connections.json`.
- `cd tests` and run `pytest -s -v` to run all tests.
## R... | promptflow/src/promptflow-tools/README.dev.md/0 | {
"file_path": "promptflow/src/promptflow-tools/README.dev.md",
"repo_id": "promptflow",
"token_count": 991
} | 28 |
promptflow.tools.aoai_gpt4v.AzureOpenAI.chat:
name: Azure OpenAI GPT-4 Turbo with Vision
description: Use Azure OpenAI GPT-4 Turbo with Vision to leverage AOAI vision ability.
type: custom_llm
module: promptflow.tools.aoai_gpt4v
class_name: AzureOpenAI
function: chat
tool_state: preview
icon:
light:... | promptflow/src/promptflow-tools/promptflow/tools/yamls/aoai_gpt4v.yaml/0 | {
"file_path": "promptflow/src/promptflow-tools/promptflow/tools/yamls/aoai_gpt4v.yaml",
"repo_id": "promptflow",
"token_count": 1018
} | 29 |
# ---------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# ---------------------------------------------------------
import argparse
import json
import re
import shutil
from pathlib import Path
from promptflow._cli._params import add_param_set_tool_extra_... | promptflow/src/promptflow/promptflow/_cli/_pf/_tool.py/0 | {
"file_path": "promptflow/src/promptflow/promptflow/_cli/_pf/_tool.py",
"repo_id": "promptflow",
"token_count": 3192
} | 30 |
$schema: https://azuremlschemas.azureedge.net/promptflow/latest/Flow.schema.json
inputs:
chat_history:
type: list
is_chat_history: true
default: []
question:
type: string
is_chat_input: true
outputs:
answer:
type: string
reference: ${chat.output}
is_chat_output: true
nodes:
- name:... | promptflow/src/promptflow/promptflow/_cli/data/chat_flow/template/flow.dag.yaml.jinja2/0 | {
"file_path": "promptflow/src/promptflow/promptflow/_cli/data/chat_flow/template/flow.dag.yaml.jinja2",
"repo_id": "promptflow",
"token_count": 257
} | 31 |
# ---------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# ---------------------------------------------------------
import asyncio
import functools
import importlib
import inspect
import logging
import os
from datetime import datetime
from importlib.metad... | promptflow/src/promptflow/promptflow/_core/openai_injector.py/0 | {
"file_path": "promptflow/src/promptflow/promptflow/_core/openai_injector.py",
"repo_id": "promptflow",
"token_count": 3923
} | 32 |
# ---------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# ---------------------------------------------------------
__path__ = __import__("pkgutil").extend_path(__path__, __name__) # type: ignore
from promptflow._sdk._orm.run_info import RunInfo
from .... | promptflow/src/promptflow/promptflow/_sdk/_orm/__init__.py/0 | {
"file_path": "promptflow/src/promptflow/promptflow/_sdk/_orm/__init__.py",
"repo_id": "promptflow",
"token_count": 140
} | 33 |
# ---------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# ---------------------------------------------------------
import argparse
import json
import logging
import os
import sys
import waitress
from promptflow._cli._utils import _get_cli_activity_name
... | promptflow/src/promptflow/promptflow/_sdk/_service/entry.py/0 | {
"file_path": "promptflow/src/promptflow/promptflow/_sdk/_service/entry.py",
"repo_id": "promptflow",
"token_count": 1683
} | 34 |
# ---------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# ---------------------------------------------------------
from pathlib import Path
from typing import Callable, Union
from promptflow import PFClient
from promptflow._constants import LINE_NUMBER_... | promptflow/src/promptflow/promptflow/_sdk/_serving/flow_invoker.py/0 | {
"file_path": "promptflow/src/promptflow/promptflow/_sdk/_serving/flow_invoker.py",
"repo_id": "promptflow",
"token_count": 4000
} | 35 |
# ---------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# ---------------------------------------------------------
# this file is a middle layer between the local SDK and executor, it'll have some similar logic with cloud PFS.
import contextlib
import os... | promptflow/src/promptflow/promptflow/_sdk/_submitter/utils.py/0 | {
"file_path": "promptflow/src/promptflow/promptflow/_sdk/_submitter/utils.py",
"repo_id": "promptflow",
"token_count": 6479
} | 36 |
# ---------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# ---------------------------------------------------------
import abc
import importlib
import json
import types
from os import PathLike
from pathlib import Path
from typing import Dict, List, Union
... | promptflow/src/promptflow/promptflow/_sdk/entities/_connection.py/0 | {
"file_path": "promptflow/src/promptflow/promptflow/_sdk/entities/_connection.py",
"repo_id": "promptflow",
"token_count": 16239
} | 37 |
# ---------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# ---------------------------------------------------------
import copy
import datetime
import json
import logging
import shutil
from dataclasses import asdict, dataclass
from functools import partia... | promptflow/src/promptflow/promptflow/_sdk/operations/_local_storage_operations.py/0 | {
"file_path": "promptflow/src/promptflow/promptflow/_sdk/operations/_local_storage_operations.py",
"repo_id": "promptflow",
"token_count": 9375
} | 38 |
# ---------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# ---------------------------------------------------------
from dataclasses import fields, is_dataclass
from datetime import datetime
from enum import Enum
from typing import Any, Callable, Dict, Li... | promptflow/src/promptflow/promptflow/_utils/dataclass_serializer.py/0 | {
"file_path": "promptflow/src/promptflow/promptflow/_utils/dataclass_serializer.py",
"repo_id": "promptflow",
"token_count": 2062
} | 39 |
# 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/operations/_flows_provider_operations.py/0 | {
"file_path": "promptflow/src/promptflow/promptflow/azure/_restclient/flow/aio/operations/_flows_provider_operations.py",
"repo_id": "promptflow",
"token_count": 2881
} | 40 |
# 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/operations/_flows_provider_operations.py/0 | {
"file_path": "promptflow/src/promptflow/promptflow/azure/_restclient/flow/operations/_flows_provider_operations.py",
"repo_id": "promptflow",
"token_count": 3934
} | 41 |
# ---------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# ---------------------------------------------------------
import os
from collections import defaultdict
from functools import cached_property
from multiprocessing import Lock
from pathlib import Pat... | promptflow/src/promptflow/promptflow/azure/operations/_fileshare_storeage_helper.py/0 | {
"file_path": "promptflow/src/promptflow/promptflow/azure/operations/_fileshare_storeage_helper.py",
"repo_id": "promptflow",
"token_count": 4252
} | 42 |
# ---------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# ---------------------------------------------------------
import json
import logging
import sys
from dataclasses import asdict, dataclass
from enum import Enum
from pathlib import Path
from typing ... | promptflow/src/promptflow/promptflow/contracts/flow.py/0 | {
"file_path": "promptflow/src/promptflow/promptflow/contracts/flow.py",
"repo_id": "promptflow",
"token_count": 13223
} | 43 |
# ---------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# ---------------------------------------------------------
import re
from promptflow._core._errors import NotSupported
from promptflow.contracts.flow import InputAssignment, InputValueType
from pro... | promptflow/src/promptflow/promptflow/executor/_input_assignment_parser.py/0 | {
"file_path": "promptflow/src/promptflow/promptflow/executor/_input_assignment_parser.py",
"repo_id": "promptflow",
"token_count": 2155
} | 44 |
# ---------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# ---------------------------------------------------------
import json
from dataclasses import asdict, dataclass
from datetime import datetime
from promptflow._utils.dataclass_serializer import ser... | promptflow/src/promptflow/promptflow/storage/run_records.py/0 | {
"file_path": "promptflow/src/promptflow/promptflow/storage/run_records.py",
"repo_id": "promptflow",
"token_count": 1297
} | 45 |
import logging
import multiprocessing
import os
import re
import shutil
import sys
from pathlib import Path
from types import GeneratorType
import pytest
from promptflow.contracts.run_info import Status
from promptflow.exceptions import UserErrorException
from promptflow.executor import FlowExecutor
from promptflow.e... | promptflow/src/promptflow/tests/executor/e2etests/test_executor_happypath.py/0 | {
"file_path": "promptflow/src/promptflow/tests/executor/e2etests/test_executor_happypath.py",
"repo_id": "promptflow",
"token_count": 6745
} | 46 |
import pytest
from promptflow._core._errors import RunRecordNotFound
from promptflow._core.generator_proxy import GeneratorProxy
from promptflow._core.run_tracker import RunTracker
from promptflow.connections import AzureOpenAIConnection
from promptflow.contracts.run_info import Status
class UnserializableClass:
... | promptflow/src/promptflow/tests/executor/unittests/_core/test_run_tracker.py/0 | {
"file_path": "promptflow/src/promptflow/tests/executor/unittests/_core/test_run_tracker.py",
"repo_id": "promptflow",
"token_count": 2794
} | 47 |
import inspect
from typing import Union
import pytest
from promptflow._core._errors import DuplicateToolMappingError
from promptflow._utils.tool_utils import (
DynamicListError,
ListFunctionResponseError,
_find_deprecated_tools,
append_workspace_triple_to_func_input_params,
function_to_interface,
... | promptflow/src/promptflow/tests/executor/unittests/_utils/test_tool_utils.py/0 | {
"file_path": "promptflow/src/promptflow/tests/executor/unittests/_utils/test_tool_utils.py",
"repo_id": "promptflow",
"token_count": 7564
} | 48 |
import json
from pathlib import Path
from typing import Union, Dict
from promptflow._utils.yaml_utils import load_yaml
from promptflow.contracts.flow import Flow
from promptflow.contracts.run_info import FlowRunInfo
from promptflow.contracts.run_info import RunInfo as NodeRunInfo
from promptflow.storage import Abstrac... | promptflow/src/promptflow/tests/executor/utils.py/0 | {
"file_path": "promptflow/src/promptflow/tests/executor/utils.py",
"repo_id": "promptflow",
"token_count": 1627
} | 49 |
# ---------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# ---------------------------------------------------------
from .bases import PFAzureIntegrationTestRecording
from .constants import SanitizedValues
from .utils import get_created_flow_name_from_flo... | promptflow/src/promptflow/tests/sdk_cli_azure_test/recording_utilities/__init__.py/0 | {
"file_path": "promptflow/src/promptflow/tests/sdk_cli_azure_test/recording_utilities/__init__.py",
"repo_id": "promptflow",
"token_count": 208
} | 50 |
import tempfile
import pytest
from pytest_mock import MockerFixture
from promptflow.azure import PFClient
from promptflow.exceptions import UserErrorException
@pytest.mark.unittest
class TestRunOperations:
def test_download_run_with_invalid_workspace_datastore(self, pf: PFClient, mocker: MockerFixture):
... | promptflow/src/promptflow/tests/sdk_cli_azure_test/unittests/test_run_operations.py/0 | {
"file_path": "promptflow/src/promptflow/tests/sdk_cli_azure_test/unittests/test_run_operations.py",
"repo_id": "promptflow",
"token_count": 274
} | 51 |
# ---------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# ---------------------------------------------------------
import shutil
from pathlib import Path
from tempfile import TemporaryDirectory
from types import GeneratorType
import pytest
from promptfl... | promptflow/src/promptflow/tests/sdk_cli_test/e2etests/test_flow_as_func.py/0 | {
"file_path": "promptflow/src/promptflow/tests/sdk_cli_test/e2etests/test_flow_as_func.py",
"repo_id": "promptflow",
"token_count": 4569
} | 52 |
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